==================================================Ascend ============================= test session starts ============================== platform linux -- Python 3.9.19, pytest-6.2.5, py-1.11.0, pluggy-1.5.0 rootdir: /home/jenkins/mindspore/testcases/testcases/tests/st/tensor, configfile: ../../../../../../sault/virtual_test/virtualenv_002/sault/config/pytest.ini plugins: mock-3.14.0, hydra-core-1.3.2, forked-1.6.0, anyio-4.9.0, xdist-1.32.0 collected 2 items test_to.py TotalTime = 0.841578, [31] [bootstrap]: 0.00073201 [type_inference]: 0.331485 [event_method]: 1.988e-05 [auto_monad]: 0.00020144 [graph_reusing]: 7.44002e-06 [pre_auto_parallel]: 1.162e-05 [py_interpret_to_execute]: 6.482e-05 [rewriter_before_opt_a]: 7.992e-05 [expand_dump_flag]: 2.84999e-06 [jit_opt_a]: 0.505397, [2] [Cycle 1]: 0.00251054, [27] [switch_simplify]: 6.222e-05 [loop_unroll]: 2.038e-05 [a_1]: 0.00053211 [with_stream_mark]: 4.405e-05 [recompute_prepare]: 1.391e-05 [updatestate_depend_eliminate]: 6.74999e-06 [updatestate_assign_eliminate]: 7.57998e-06 [updatestate_loads_eliminate]: 5.30001e-06 [parameter_eliminate]: 2.43998e-06 [specialize_transform]: 1.047e-05 [updatestate_useless_node_eliminater]: 1.233e-05 [accelerated_algorithm]: 8.30999e-06 [meta_shard_fg_expand]: 4.15999e-06 [get_grad_eliminate_]: 7.88001e-06 [merge_forward]: 6.52001e-06 [cell_reuse_recompute_pass]: 2.31998e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.583e-05 [j_node_and_user_rematch]: 1.507e-05 [meta_fg_expand]: 3.48e-06 [replace_old_param]: 1.36e-05 [inline_without_move]: 8.77e-06 [renormalize]: 0.00129158 [add_forward_monad_depend]: 1.379e-05 [auto_monad_grad]: 3.11001e-06 [auto_monad_eliminator]: 2.579e-05 [cse]: 4.384e-05 [replace_applicator]: 2.656e-05 [Cycle 2]: 0.00056249, [27] [switch_simplify]: 1.344e-05 [loop_unroll]: 8.67e-06 [a_1]: 0.0001803 [with_stream_mark]: 2.267e-05 [recompute_prepare]: 1.118e-05 [updatestate_depend_eliminate]: 6.81999e-06 [updatestate_assign_eliminate]: 6.12999e-06 [updatestate_loads_eliminate]: 4.45e-06 [parameter_eliminate]: 2.73e-06 [specialize_transform]: 9.00999e-06 [updatestate_useless_node_eliminater]: 1.26e-05 [accelerated_algorithm]: 8.50999e-06 [meta_shard_fg_expand]: 2.83e-06 [get_grad_eliminate_]: 7.1e-06 [merge_forward]: 7.51001e-06 [cell_reuse_recompute_pass]: 3.08e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.483e-05 [j_node_and_user_rematch]: 1.262e-05 [meta_fg_expand]: 3.3e-06 [replace_old_param]: 1.257e-05 [inline_without_move]: 7.45e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 2.06e-06 [auto_monad_grad]: 1.91998e-06 [auto_monad_eliminator]: 1.789e-05 [cse]: 3.182e-05 [replace_applicator]: 1.039e-05 [py_interpret_to_execute_after_opt_a]: 2.177e-05 [rewriter_after_opt_a]: 0.00011184 [convert_after_rewriter]: 1.461e-05 [order_py_execute_after_rewriter]: 6.84999e-06 [mutable_eliminate]: 0.00084905 [jit_opt_b]: 8.007e-05, [1] [Cycle 1]: 6.832e-05, [2] [frontend_op_eliminate]: 2.723e-05 [inline_after_opt_a]: 2.724e-05 [cconv]: 8.913e-05 [loop_unroll]: 0.00064442 [jit_opt_after_cconv]: 0.00025591, [1] [Cycle 1]: 0.0002474, [11] [c_1]: 5.774e-05 [parameter_eliminate]: 6.26998e-06 [updatestate_depend_eliminate]: 1.712e-05 [updatestate_assign_eliminate]: 5.22e-06 [updatestate_loads_eliminate]: 5.81998e-06 [cse]: 4.78e-05 [call_graph_tuple_transform]: 2.626e-05 [tuple_list_get_item_eliminator]: 8.84e-06 [none_parameter_eliminate]: 1.96e-06 [renormalize]: 9.10019e-07 [switch_simplify]: 9.10999e-06 [remove_dup_value]: 2.211e-05 [partial_unused_args_eliminate]: 2.39999e-06 [environ_conv]: 2.594e-05 [add_recomputation]: 9.383e-05 [cse_after_recomputation]: 3.748e-05, [1] [Cycle 1]: 3.004e-05, [1] [cse]: 2.173e-05 [auto_monad_reorder]: 4.033e-05 [get_jit_bprop_graph]: 2.66e-06 [rewriter_after_jit_bprop_graph]: 6.74999e-06 [opt_after_jit_grad]: 0.00069806 [symbol_engine_optimizer]: 0.00011215, [1] [Cycle 1]: 0.00010371, [6] [build]: 8.73001e-06 [elim_shapecalc]: 1.264e-05 [elim_not_effective]: 2.362e-05 [opt_reshape]: 9.64e-06 [fold_const_symbol]: 1.571e-05 [renormalize]: 6.09987e-07 [process_offload_annotation]: 1.634e-05 [validate]: 8.395e-05 Sums bootstrap : 0.000732s : 0.22% type_inference : 0.331485s : 97.98% event_method : 0.000020s : 0.01% auto_monad : 0.000201s : 0.06% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000012s : 0.00% py_interpret_to_execute : 0.000065s : 0.02% rewriter_before_opt_a : 0.000080s : 0.02% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000076s : 0.02% jit_opt_a.loop_unroll : 0.000029s : 0.01% jit_opt_a.a_1 : 0.000712s : 0.21% jit_opt_a.with_stream_mark : 0.000067s : 0.02% jit_opt_a.recompute_prepare : 0.000025s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.00% jit_opt_a.parameter_eliminate : 0.000005s : 0.00% jit_opt_a.specialize_transform : 0.000019s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000025s : 0.01% jit_opt_a.accelerated_algorithm : 0.000017s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000007s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000015s : 0.00% jit_opt_a.merge_forward : 0.000014s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000051s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000028s : 0.01% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000026s : 0.01% jit_opt_a.inline_without_move : 0.000016s : 0.00% jit_opt_a.renormalize : 0.001292s : 0.38% jit_opt_a.add_forward_monad_depend : 0.000016s : 0.00% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000044s : 0.01% jit_opt_a.cse : 0.000076s : 0.02% jit_opt_a.replace_applicator : 0.000037s : 0.01% py_interpret_to_execute_after_opt_a : 0.000022s : 0.01% rewriter_after_opt_a : 0.000112s : 0.03% convert_after_rewriter : 0.000015s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000849s : 0.25% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.01% jit_opt_b.inline_after_opt_a : 0.000027s : 0.01% cconv : 0.000089s : 0.03% loop_unroll : 0.000644s : 0.19% jit_opt_after_cconv.c_1 : 0.000058s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000048s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000022s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000026s : 0.01% add_recomputation : 0.000094s : 0.03% cse_after_recomputation.cse : 0.000022s : 0.01% auto_monad_reorder : 0.000040s : 0.01% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.00% opt_after_jit_grad : 0.000698s : 0.21% symbol_engine_optimizer.build : 0.000009s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000016s : 0.00% validate : 0.000084s : 0.02% Time group info: ------[substitution.] 0.000319 43 3.68% : 0.000012s : 2: substitution.depend_value_elim 1.03% : 0.000003s : 4: substitution.elim_not_effective 0.75% : 0.000002s : 4: substitution.fold_const_symbol 2.36% : 0.000008s : 5: substitution.graph_param_transform 75.56% : 0.000241s : 2: substitution.inline 1.83% : 0.000006s : 8: substitution.j_node_and_user_rematch 3.66% : 0.000012s : 8: substitution.remove_not_recompute_node 2.27% : 0.000007s : 2: substitution.replace_old_param 5.03% : 0.000016s : 3: substitution.updatestate_pure_node_eliminater 3.85% : 0.000012s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.331360 2 92.05% : 0.305011s : 1: type_inference.infer 7.95% : 0.026348s : 1: type_inference.specialize ------[replace.] 0.000036 2 100.00% : 0.000036s : 2: replace.inline ------[match.] 0.000239 2 100.00% : 0.000239s : 2: match.inline ------[predicate.] 0.000160 767 1.11% : 0.000002s : 11: predicate.accumulaten_eliminater 2.17% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 0.94% : 0.000002s : 11: predicate.addn_check_dump 1.45% : 0.000002s : 11: predicate.addn_zero_filter 2.15% : 0.000003s : 11: predicate.arithmetic_simplify 0.98% : 0.000002s : 11: predicate.cast_eliminate 0.56% : 0.000001s : 5: predicate.check_bprop_eliminate 0.87% : 0.000001s : 11: predicate.compare_switch_simplify 1.43% : 0.000002s : 11: predicate.depend_value_elim 0.84% : 0.000001s : 11: predicate.dict_get_item_const_eliminator 1.24% : 0.000002s : 11: predicate.dict_get_item_eliminator 0.96% : 0.000002s : 11: predicate.dict_set_item_eliminator 1.32% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.52% : 0.000001s : 5: predicate.elim_not_effective 0.84% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.22% : 0.000002s : 11: predicate.environ_add_const_eliminate 0.84% : 0.000001s : 11: predicate.environ_get_add_eliminate 0.98% : 0.000002s : 11: predicate.environ_get_depend_swap 1.09% : 0.000002s : 11: predicate.environ_get_eliminate 0.90% : 0.000001s : 11: predicate.environ_get_set_eliminate 0.32% : 0.000001s : 5: predicate.fold_const_symbol 1.19% : 0.000002s : 10: predicate.get_grad_eliminate 0.41% : 0.000001s : 5: predicate.graph_param_transform 6.13% : 0.000010s : 23: predicate.inline 1.47% : 0.000002s : 10: predicate.inline_without_move 0.48% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.52% : 0.000002s : 10: predicate.less_batch_normalization 1.10% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 1.57% : 0.000003s : 16: predicate.load_eliminater 2.90% : 0.000005s : 5: predicate.loop_unroll_after_grad 2.33% : 0.000004s : 20: predicate.loop_unroll_before_grad 2.06% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 0.89% : 0.000001s : 11: predicate.merge_addn 0.91% : 0.000001s : 11: predicate.minmaximum_grad 3.55% : 0.000006s : 5: predicate.mutable_eliminate 0.92% : 0.000001s : 5: predicate.opt_reshape 2.03% : 0.000003s : 16: predicate.partial_eliminate 1.12% : 0.000002s : 11: predicate.print_const_string_wrapper 1.35% : 0.000002s : 11: predicate.reduce_eliminate 1.36% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 0.90% : 0.000001s : 10: predicate.remove_not_recompute_node 1.96% : 0.000003s : 21: predicate.replace_applicator 1.02% : 0.000002s : 10: predicate.replace_old_param 0.77% : 0.000001s : 5: predicate.reset_defer_inline 1.01% : 0.000002s : 11: predicate.reshape_eliminate 1.02% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 1.25% : 0.000002s : 5: predicate.row_tensor_eliminate 0.98% : 0.000002s : 11: predicate.same_eliminate 0.94% : 0.000002s : 10: predicate.set_cell_output_no_recompute 1.55% : 0.000002s : 10: predicate.special_op_eliminate 1.34% : 0.000002s : 10: predicate.specialize_transform 1.05% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 1.37% : 0.000002s : 11: predicate.stack_unstack_eliminate 0.77% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.65% : 0.000003s : 13: predicate.switch_defer_inline 1.65% : 0.000003s : 13: predicate.switch_layer_defer_inline 5.43% : 0.000009s : 38: predicate.switch_simplify 1.15% : 0.000002s : 11: predicate.tile_eliminate 1.23% : 0.000002s : 11: predicate.transpose_eliminate 1.45% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.10% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.46% : 0.000006s : 21: predicate.tuple_list_get_item_eliminator 1.37% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.10% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.42% : 0.000002s : 16: predicate.updatestate_pure_node_eliminater 3.84% : 0.000006s : 26: predicate.updatestate_useless_node_eliminater 1.43% : 0.000002s : 11: predicate.value_based_eliminate 0.59% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 1.16% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000511 6 31.91% : 0.000163s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.09% : 0.000348s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.843924 73 0.01% : 0.000098s : 1: add_recomputation 0.02% : 0.000206s : 1: auto_monad 0.01% : 0.000044s : 1: auto_monad_reorder 0.09% : 0.000754s : 1: bootstrap 0.01% : 0.000093s : 1: cconv 0.00% : 0.000018s : 1: convert_after_rewriter 0.00% : 0.000040s : 1: cse_after_recomputation 0.00% : 0.000029s : 1: environ_conv 0.00% : 0.000026s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000006s : 1: get_jit_bprop_graph 0.00% : 0.000011s : 1: graph_reusing 59.89% : 0.505401s : 1: jit_opt_a 0.03% : 0.000260s : 1: jit_opt_after_cconv 0.01% : 0.000084s : 1: jit_opt_b 0.08% : 0.000659s : 1: loop_unroll 0.10% : 0.000870s : 1: mutable_eliminate 0.12% : 0.001027s : 26: opt.transform.jit_opt_a 0.01% : 0.000098s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000046s : 4: opt.transform.jit_opt_b 0.00% : 0.000026s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000032s : 1: opt.transform.mutable_eliminate 0.00% : 0.000040s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000057s : 4: opt.transform.symbol_engine_opt 0.08% : 0.000710s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000014s : 1: pre_auto_parallel 0.00% : 0.000019s : 1: process_offload_annotation 0.01% : 0.000068s : 1: py_interpret_to_execute 0.00% : 0.000025s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000026s : 1: remove_dup_value 0.09% : 0.000729s : 1: renormalize.infer 0.07% : 0.000550s : 1: renormalize.specialize 0.00% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.01% : 0.000121s : 1: rewriter_after_opt_a 0.01% : 0.000083s : 1: rewriter_before_opt_a 0.01% : 0.000116s : 1: symbol_engine_optimizer 39.28% : 0.331509s : 1: type_inference TotalTime = 0.206143, [31] [bootstrap]: 0.00068062 [type_inference]: 0.00748164 [event_method]: 1.477e-05 [auto_monad]: 0.00012362 [graph_reusing]: 6.21e-06 [pre_auto_parallel]: 2.86999e-06 [py_interpret_to_execute]: 2.725e-05 [rewriter_before_opt_a]: 8.042e-05 [expand_dump_flag]: 3.23998e-06 [jit_opt_a]: 0.194454, [2] [Cycle 1]: 0.186123, [27] [switch_simplify]: 0.00134211 [loop_unroll]: 0.00094709 [a_1]: 0.181271 [with_stream_mark]: 3.984e-05 [recompute_prepare]: 4.281e-05 [updatestate_depend_eliminate]: 7.78999e-06 [updatestate_assign_eliminate]: 5.30999e-06 [updatestate_loads_eliminate]: 5.00001e-06 [parameter_eliminate]: 2.63998e-06 [specialize_transform]: 1.013e-05 [updatestate_useless_node_eliminater]: 1.315e-05 [accelerated_algorithm]: 8.77999e-06 [meta_shard_fg_expand]: 4.05e-06 [get_grad_eliminate_]: 8.25999e-06 [merge_forward]: 5.60001e-06 [cell_reuse_recompute_pass]: 1.66002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.205e-05 [j_node_and_user_rematch]: 1.368e-05 [meta_fg_expand]: 3.78001e-06 [replace_old_param]: 1.315e-05 [inline_without_move]: 8.06001e-06 [renormalize]: 0.00122305 [add_forward_monad_depend]: 1.361e-05 [auto_monad_grad]: 2.94999e-06 [auto_monad_eliminator]: 3.089e-05 [cse]: 4.899e-05 [replace_applicator]: 1.653e-05 [Cycle 2]: 0.000507, [27] [switch_simplify]: 1.017e-05 [loop_unroll]: 8.27e-06 [a_1]: 0.00017777 [with_stream_mark]: 1.707e-05 [recompute_prepare]: 9.70002e-06 [updatestate_depend_eliminate]: 5.84e-06 [updatestate_assign_eliminate]: 4.57e-06 [updatestate_loads_eliminate]: 4.75999e-06 [parameter_eliminate]: 1.13001e-06 [specialize_transform]: 7.87e-06 [updatestate_useless_node_eliminater]: 1.069e-05 [accelerated_algorithm]: 8.21002e-06 [meta_shard_fg_expand]: 1.82999e-06 [get_grad_eliminate_]: 7.49002e-06 [merge_forward]: 5.29e-06 [cell_reuse_recompute_pass]: 2.11998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.763e-05 [j_node_and_user_rematch]: 1.209e-05 [meta_fg_expand]: 3.23e-06 [replace_old_param]: 9.62001e-06 [inline_without_move]: 7.66001e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.37e-06 [auto_monad_grad]: 1.10999e-06 [auto_monad_eliminator]: 1.3e-05 [cse]: 2.069e-05 [replace_applicator]: 8.28001e-06 [py_interpret_to_execute_after_opt_a]: 1.703e-05 [rewriter_after_opt_a]: 6.012e-05 [convert_after_rewriter]: 1.042e-05 [order_py_execute_after_rewriter]: 7.23e-06 [mutable_eliminate]: 0.00084898 [jit_opt_b]: 8.092e-05, [1] [Cycle 1]: 7.056e-05, [2] [frontend_op_eliminate]: 2.853e-05 [inline_after_opt_a]: 2.786e-05 [cconv]: 3.784e-05 [loop_unroll]: 0.00053186 [jit_opt_after_cconv]: 0.00023618, [1] [Cycle 1]: 0.0002276, [11] [c_1]: 5.293e-05 [parameter_eliminate]: 4.50999e-06 [updatestate_depend_eliminate]: 1.394e-05 [updatestate_assign_eliminate]: 5.37999e-06 [updatestate_loads_eliminate]: 5.22e-06 [cse]: 4.189e-05 [call_graph_tuple_transform]: 2.647e-05 [tuple_list_get_item_eliminator]: 9.41e-06 [none_parameter_eliminate]: 1.67001e-06 [renormalize]: 7.7e-07 [switch_simplify]: 9.17001e-06 [remove_dup_value]: 2.073e-05 [partial_unused_args_eliminate]: 2.40002e-06 [environ_conv]: 9.33002e-06 [add_recomputation]: 8.035e-05 [cse_after_recomputation]: 3.602e-05, [1] [Cycle 1]: 2.833e-05, [1] [cse]: 2.076e-05 [auto_monad_reorder]: 2.746e-05 [get_jit_bprop_graph]: 2.37001e-06 [rewriter_after_jit_bprop_graph]: 9.16998e-06 [opt_after_jit_grad]: 0.00079047 [symbol_engine_optimizer]: 0.00010946, [1] [Cycle 1]: 9.992e-05, [6] [build]: 8.13001e-06 [elim_shapecalc]: 1.275e-05 [elim_not_effective]: 2.211e-05 [opt_reshape]: 9.61e-06 [fold_const_symbol]: 1.48e-05 [renormalize]: 4.00003e-07 [process_offload_annotation]: 1.56e-05 [validate]: 6.53e-05 Sums bootstrap : 0.000681s : 0.35% type_inference : 0.007482s : 3.80% event_method : 0.000015s : 0.01% auto_monad : 0.000124s : 0.06% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000027s : 0.01% rewriter_before_opt_a : 0.000080s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.001352s : 0.69% jit_opt_a.loop_unroll : 0.000955s : 0.49% jit_opt_a.a_1 : 0.181448s : 92.22% jit_opt_a.with_stream_mark : 0.000057s : 0.03% jit_opt_a.recompute_prepare : 0.000053s : 0.03% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000010s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000018s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 0.01% jit_opt_a.accelerated_algorithm : 0.000017s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000016s : 0.01% jit_opt_a.merge_forward : 0.000011s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000040s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000026s : 0.01% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000023s : 0.01% jit_opt_a.inline_without_move : 0.000016s : 0.01% jit_opt_a.renormalize : 0.001223s : 0.62% jit_opt_a.add_forward_monad_depend : 0.000015s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000044s : 0.02% jit_opt_a.cse : 0.000070s : 0.04% jit_opt_a.replace_applicator : 0.000025s : 0.01% py_interpret_to_execute_after_opt_a : 0.000017s : 0.01% rewriter_after_opt_a : 0.000060s : 0.03% convert_after_rewriter : 0.000010s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000849s : 0.43% jit_opt_b.frontend_op_eliminate : 0.000029s : 0.01% jit_opt_b.inline_after_opt_a : 0.000028s : 0.01% cconv : 0.000038s : 0.02% loop_unroll : 0.000532s : 0.27% jit_opt_after_cconv.c_1 : 0.000053s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000042s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000021s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000080s : 0.04% cse_after_recomputation.cse : 0.000021s : 0.01% auto_monad_reorder : 0.000027s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.00% opt_after_jit_grad : 0.000790s : 0.40% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000016s : 0.01% validate : 0.000065s : 0.03% Time group info: ------[substitution.] 0.178776 43 0.01% : 0.000011s : 2: substitution.depend_value_elim 0.00% : 0.000004s : 4: substitution.elim_not_effective 0.00% : 0.000002s : 4: substitution.fold_const_symbol 0.00% : 0.000008s : 5: substitution.graph_param_transform 99.96% : 0.178708s : 2: substitution.inline 0.00% : 0.000005s : 8: substitution.j_node_and_user_rematch 0.00% : 0.000008s : 8: substitution.remove_not_recompute_node 0.00% : 0.000006s : 2: substitution.replace_old_param 0.01% : 0.000013s : 3: substitution.updatestate_pure_node_eliminater 0.01% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.007419 2 89.54% : 0.006643s : 1: type_inference.infer 10.46% : 0.000776s : 1: type_inference.specialize ------[replace.] 0.000046 2 100.00% : 0.000046s : 2: replace.inline ------[match.] 0.178697 2 100.00% : 0.178697s : 2: match.inline ------[predicate.] 0.001066 767 3.26% : 0.000035s : 11: predicate.accumulaten_eliminater 0.26% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 0.22% : 0.000002s : 11: predicate.addn_check_dump 0.63% : 0.000007s : 11: predicate.addn_zero_filter 2.59% : 0.000028s : 11: predicate.arithmetic_simplify 3.03% : 0.000032s : 11: predicate.cast_eliminate 0.09% : 0.000001s : 5: predicate.check_bprop_eliminate 3.33% : 0.000035s : 11: predicate.compare_switch_simplify 0.59% : 0.000006s : 11: predicate.depend_value_elim 0.53% : 0.000006s : 11: predicate.dict_get_item_const_eliminator 3.13% : 0.000033s : 11: predicate.dict_get_item_eliminator 0.55% : 0.000006s : 11: predicate.dict_set_item_eliminator 0.31% : 0.000003s : 5: predicate.dumpgradient_eliminate 0.06% : 0.000001s : 5: predicate.elim_not_effective 0.12% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 2.99% : 0.000032s : 11: predicate.environ_add_const_eliminate 0.41% : 0.000004s : 11: predicate.environ_get_add_eliminate 0.15% : 0.000002s : 11: predicate.environ_get_depend_swap 0.20% : 0.000002s : 11: predicate.environ_get_eliminate 0.50% : 0.000005s : 11: predicate.environ_get_set_eliminate 0.05% : 0.000001s : 5: predicate.fold_const_symbol 0.18% : 0.000002s : 10: predicate.get_grad_eliminate 0.05% : 0.000001s : 5: predicate.graph_param_transform 4.57% : 0.000049s : 23: predicate.inline 0.19% : 0.000002s : 10: predicate.inline_without_move 0.06% : 0.000001s : 10: predicate.j_node_and_user_rematch 0.27% : 0.000003s : 10: predicate.less_batch_normalization 2.54% : 0.000027s : 11: predicate.list_to_tuple_eliminator_ 0.33% : 0.000004s : 16: predicate.load_eliminater 0.32% : 0.000003s : 5: predicate.loop_unroll_after_grad 19.62% : 0.000209s : 20: predicate.loop_unroll_before_grad 0.69% : 0.000007s : 16: predicate.make_slice_get_slice_eliminator 0.21% : 0.000002s : 11: predicate.merge_addn 2.44% : 0.000026s : 11: predicate.minmaximum_grad 0.45% : 0.000005s : 5: predicate.mutable_eliminate 0.11% : 0.000001s : 5: predicate.opt_reshape 0.76% : 0.000008s : 16: predicate.partial_eliminate 1.46% : 0.000016s : 11: predicate.print_const_string_wrapper 3.04% : 0.000032s : 11: predicate.reduce_eliminate 2.08% : 0.000022s : 11: predicate.redundant_stop_gradient_eliminater 0.12% : 0.000001s : 10: predicate.remove_not_recompute_node 0.23% : 0.000002s : 21: predicate.replace_applicator 0.12% : 0.000001s : 10: predicate.replace_old_param 0.08% : 0.000001s : 5: predicate.reset_defer_inline 2.79% : 0.000030s : 11: predicate.reshape_eliminate 0.21% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 0.21% : 0.000002s : 5: predicate.row_tensor_eliminate 0.44% : 0.000005s : 11: predicate.same_eliminate 0.12% : 0.000001s : 10: predicate.set_cell_output_no_recompute 0.20% : 0.000002s : 10: predicate.special_op_eliminate 0.22% : 0.000002s : 10: predicate.specialize_transform 0.59% : 0.000006s : 11: predicate.split_environ_get_set_with_tuple_value 0.26% : 0.000003s : 11: predicate.stack_unstack_eliminate 0.10% : 0.000001s : 5: predicate.switch_call_monad_eliminater 4.17% : 0.000044s : 13: predicate.switch_defer_inline 0.28% : 0.000003s : 13: predicate.switch_layer_defer_inline 14.87% : 0.000158s : 38: predicate.switch_simplify 0.72% : 0.000008s : 11: predicate.tile_eliminate 0.71% : 0.000008s : 11: predicate.transpose_eliminate 0.74% : 0.000008s : 11: predicate.tuple_list_convert_item_index_to_positive 0.24% : 0.000003s : 11: predicate.tuple_list_get_item_depend_reorder 1.44% : 0.000015s : 21: predicate.tuple_list_get_item_eliminator 0.74% : 0.000008s : 11: predicate.tuple_list_set_item_eliminator 2.01% : 0.000021s : 11: predicate.tuple_to_list_eliminator_ 0.30% : 0.000003s : 16: predicate.updatestate_pure_node_eliminater 3.32% : 0.000035s : 26: predicate.updatestate_useless_node_eliminater 2.16% : 0.000023s : 11: predicate.value_based_eliminate 0.09% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.14% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000408 6 26.24% : 0.000107s : 2: func_graph_cloner_run.FuncGraphClonerGraph 73.76% : 0.000301s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.391179 73 0.02% : 0.000084s : 1: add_recomputation 0.03% : 0.000128s : 1: auto_monad 0.01% : 0.000031s : 1: auto_monad_reorder 0.19% : 0.000745s : 1: bootstrap 0.01% : 0.000041s : 1: cconv 0.00% : 0.000014s : 1: convert_after_rewriter 0.01% : 0.000039s : 1: cse_after_recomputation 0.00% : 0.000012s : 1: environ_conv 0.01% : 0.000020s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 49.71% : 0.194457s : 1: jit_opt_a 0.06% : 0.000240s : 1: jit_opt_after_cconv 0.02% : 0.000084s : 1: jit_opt_b 0.14% : 0.000542s : 1: loop_unroll 0.22% : 0.000863s : 1: mutable_eliminate 46.96% : 0.183684s : 26: opt.transform.jit_opt_a 0.02% : 0.000093s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000048s : 4: opt.transform.jit_opt_b 0.01% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000026s : 1: opt.transform.mutable_eliminate 0.01% : 0.000041s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000055s : 4: opt.transform.symbol_engine_opt 0.21% : 0.000804s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.00% : 0.000018s : 1: process_offload_annotation 0.01% : 0.000030s : 1: py_interpret_to_execute 0.00% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000023s : 1: remove_dup_value 0.18% : 0.000686s : 1: renormalize.infer 0.13% : 0.000526s : 1: renormalize.specialize 0.00% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.02% : 0.000064s : 1: rewriter_after_opt_a 0.02% : 0.000084s : 1: rewriter_before_opt_a 0.03% : 0.000112s : 1: symbol_engine_optimizer 1.92% : 0.007497s : 1: type_inference TotalTime = 0.0163651, [31] [bootstrap]: 0.00030343 [type_inference]: 0.00582172 [event_method]: 1.556e-05 [auto_monad]: 0.00013658 [graph_reusing]: 6.64001e-06 [pre_auto_parallel]: 2.81999e-06 [py_interpret_to_execute]: 3.312e-05 [rewriter_before_opt_a]: 5.943e-05 [expand_dump_flag]: 3.25e-06 [jit_opt_a]: 0.00654164, [2] [Cycle 1]: 0.0021986, [27] [switch_simplify]: 5.703e-05 [loop_unroll]: 2.05e-05 [a_1]: 0.00045328 [with_stream_mark]: 3.352e-05 [recompute_prepare]: 1.104e-05 [updatestate_depend_eliminate]: 6.00002e-06 [updatestate_assign_eliminate]: 5.86998e-06 [updatestate_loads_eliminate]: 4.77998e-06 [parameter_eliminate]: 1.89999e-06 [specialize_transform]: 8.95999e-06 [updatestate_useless_node_eliminater]: 1.113e-05 [accelerated_algorithm]: 8.86002e-06 [meta_shard_fg_expand]: 2.93998e-06 [get_grad_eliminate_]: 8.43001e-06 [merge_forward]: 5.74999e-06 [cell_reuse_recompute_pass]: 1.42e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.991e-05 [j_node_and_user_rematch]: 1.757e-05 [meta_fg_expand]: 3.85e-06 [replace_old_param]: 1.299e-05 [inline_without_move]: 7.6e-06 [renormalize]: 0.00116808 [add_forward_monad_depend]: 7.53999e-06 [auto_monad_grad]: 2.69999e-06 [auto_monad_eliminator]: 3.355e-05 [cse]: 4.218e-05 [replace_applicator]: 2.064e-05 [Cycle 2]: 0.0005284, [27] [switch_simplify]: 1.027e-05 [loop_unroll]: 8.40001e-06 [a_1]: 0.00018045 [with_stream_mark]: 1.945e-05 [recompute_prepare]: 1.075e-05 [updatestate_depend_eliminate]: 6.39999e-06 [updatestate_assign_eliminate]: 5.35999e-06 [updatestate_loads_eliminate]: 4.80001e-06 [parameter_eliminate]: 1.61998e-06 [specialize_transform]: 7.9e-06 [updatestate_useless_node_eliminater]: 1.168e-05 [accelerated_algorithm]: 7.89997e-06 [meta_shard_fg_expand]: 3.01999e-06 [get_grad_eliminate_]: 7.48e-06 [merge_forward]: 5.74999e-06 [cell_reuse_recompute_pass]: 2.38998e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.024e-05 [j_node_and_user_rematch]: 1.26e-05 [meta_fg_expand]: 3.63e-06 [replace_old_param]: 1.101e-05 [inline_without_move]: 7.65e-06 [renormalize]: 5.00004e-08 [add_forward_monad_depend]: 1.65001e-06 [auto_monad_grad]: 8.89995e-07 [auto_monad_eliminator]: 1.199e-05 [cse]: 2.38e-05 [replace_applicator]: 9.46e-06 [py_interpret_to_execute_after_opt_a]: 1.781e-05 [rewriter_after_opt_a]: 6.333e-05 [convert_after_rewriter]: 1.063e-05 [order_py_execute_after_rewriter]: 6.88e-06 [mutable_eliminate]: 0.00110634 [jit_opt_b]: 8.092e-05, [1] [Cycle 1]: 6.921e-05, [2] [frontend_op_eliminate]: 2.685e-05 [inline_after_opt_a]: 2.749e-05 [cconv]: 4.647e-05 [loop_unroll]: 0.0006392 [jit_opt_after_cconv]: 0.00025697, [1] [Cycle 1]: 0.00024837, [11] [c_1]: 5.801e-05 [parameter_eliminate]: 7.3e-06 [updatestate_depend_eliminate]: 1.569e-05 [updatestate_assign_eliminate]: 5.39e-06 [updatestate_loads_eliminate]: 4.79998e-06 [cse]: 5.191e-05 [call_graph_tuple_transform]: 2.897e-05 [tuple_list_get_item_eliminator]: 9.40001e-06 [none_parameter_eliminate]: 1.64e-06 [renormalize]: 6.30011e-07 [switch_simplify]: 8.83001e-06 [remove_dup_value]: 2.291e-05 [partial_unused_args_eliminate]: 2.80002e-06 [environ_conv]: 9.88002e-06 [add_recomputation]: 8.475e-05 [cse_after_recomputation]: 3.632e-05, [1] [Cycle 1]: 2.854e-05, [1] [cse]: 2.13e-05 [auto_monad_reorder]: 2.746e-05 [get_jit_bprop_graph]: 2.98e-06 [rewriter_after_jit_bprop_graph]: 1.01e-05 [opt_after_jit_grad]: 0.00059297 [symbol_engine_optimizer]: 0.00010953, [1] [Cycle 1]: 0.00010145, [6] [build]: 7.66999e-06 [elim_shapecalc]: 1.321e-05 [elim_not_effective]: 2.363e-05 [opt_reshape]: 1.017e-05 [fold_const_symbol]: 1.398e-05 [renormalize]: 8.59989e-07 [process_offload_annotation]: 1.501e-05 [validate]: 5.911e-05 Sums bootstrap : 0.000303s : 2.57% type_inference : 0.005822s : 49.28% event_method : 0.000016s : 0.13% auto_monad : 0.000137s : 1.16% graph_reusing : 0.000007s : 0.06% pre_auto_parallel : 0.000003s : 0.02% py_interpret_to_execute : 0.000033s : 0.28% rewriter_before_opt_a : 0.000059s : 0.50% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000067s : 0.57% jit_opt_a.loop_unroll : 0.000029s : 0.24% jit_opt_a.a_1 : 0.000634s : 5.36% jit_opt_a.with_stream_mark : 0.000053s : 0.45% jit_opt_a.recompute_prepare : 0.000022s : 0.18% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.10% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.08% jit_opt_a.parameter_eliminate : 0.000004s : 0.03% jit_opt_a.specialize_transform : 0.000017s : 0.14% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.19% jit_opt_a.accelerated_algorithm : 0.000017s : 0.14% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000016s : 0.13% jit_opt_a.merge_forward : 0.000011s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000040s : 0.34% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.26% jit_opt_a.meta_fg_expand : 0.000007s : 0.06% jit_opt_a.replace_old_param : 0.000024s : 0.20% jit_opt_a.inline_without_move : 0.000015s : 0.13% jit_opt_a.renormalize : 0.001168s : 9.89% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.08% jit_opt_a.auto_monad_grad : 0.000004s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000046s : 0.39% jit_opt_a.cse : 0.000066s : 0.56% jit_opt_a.replace_applicator : 0.000030s : 0.25% py_interpret_to_execute_after_opt_a : 0.000018s : 0.15% rewriter_after_opt_a : 0.000063s : 0.54% convert_after_rewriter : 0.000011s : 0.09% order_py_execute_after_rewriter : 0.000007s : 0.06% mutable_eliminate : 0.001106s : 9.37% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.23% jit_opt_b.inline_after_opt_a : 0.000027s : 0.23% cconv : 0.000046s : 0.39% loop_unroll : 0.000639s : 5.41% jit_opt_after_cconv.c_1 : 0.000058s : 0.49% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.06% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000016s : 0.13% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.04% jit_opt_after_cconv.cse : 0.000052s : 0.44% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.25% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.01% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.07% remove_dup_value : 0.000023s : 0.19% partial_unused_args_eliminate : 0.000003s : 0.02% environ_conv : 0.000010s : 0.08% add_recomputation : 0.000085s : 0.72% cse_after_recomputation.cse : 0.000021s : 0.18% auto_monad_reorder : 0.000027s : 0.23% get_jit_bprop_graph : 0.000003s : 0.03% rewriter_after_jit_bprop_graph : 0.000010s : 0.09% opt_after_jit_grad : 0.000593s : 5.02% symbol_engine_optimizer.build : 0.000008s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.20% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.09% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.12% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000015s : 0.13% validate : 0.000059s : 0.50% Time group info: ------[substitution.] 0.000230 43 5.25% : 0.000012s : 2: substitution.depend_value_elim 1.36% : 0.000003s : 4: substitution.elim_not_effective 1.05% : 0.000002s : 4: substitution.fold_const_symbol 3.60% : 0.000008s : 5: substitution.graph_param_transform 69.33% : 0.000159s : 2: substitution.inline 2.54% : 0.000006s : 8: substitution.j_node_and_user_rematch 3.16% : 0.000007s : 8: substitution.remove_not_recompute_node 3.16% : 0.000007s : 2: substitution.replace_old_param 5.85% : 0.000013s : 3: substitution.updatestate_pure_node_eliminater 4.69% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.005758 2 86.03% : 0.004954s : 1: type_inference.infer 13.97% : 0.000804s : 1: type_inference.specialize ------[replace.] 0.000033 2 100.00% : 0.000033s : 2: replace.inline ------[match.] 0.000157 2 100.00% : 0.000157s : 2: match.inline ------[predicate.] 0.000153 767 1.12% : 0.000002s : 11: predicate.accumulaten_eliminater 1.36% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.08% : 0.000002s : 11: predicate.addn_check_dump 1.21% : 0.000002s : 11: predicate.addn_zero_filter 1.97% : 0.000003s : 11: predicate.arithmetic_simplify 1.09% : 0.000002s : 11: predicate.cast_eliminate 0.77% : 0.000001s : 5: predicate.check_bprop_eliminate 0.96% : 0.000001s : 11: predicate.compare_switch_simplify 1.45% : 0.000002s : 11: predicate.depend_value_elim 1.02% : 0.000002s : 11: predicate.dict_get_item_const_eliminator 1.26% : 0.000002s : 11: predicate.dict_get_item_eliminator 1.05% : 0.000002s : 11: predicate.dict_set_item_eliminator 1.08% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.87% : 0.000001s : 5: predicate.elim_not_effective 1.05% : 0.000002s : 5: predicate.elim_shapecalc_of_broadcastargs 1.14% : 0.000002s : 11: predicate.environ_add_const_eliminate 0.98% : 0.000001s : 11: predicate.environ_get_add_eliminate 0.96% : 0.000001s : 11: predicate.environ_get_depend_swap 1.01% : 0.000002s : 11: predicate.environ_get_eliminate 0.96% : 0.000001s : 11: predicate.environ_get_set_eliminate 0.31% : 0.000000s : 5: predicate.fold_const_symbol 1.43% : 0.000002s : 10: predicate.get_grad_eliminate 0.51% : 0.000001s : 5: predicate.graph_param_transform 5.14% : 0.000008s : 23: predicate.inline 1.15% : 0.000002s : 10: predicate.inline_without_move 0.49% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.90% : 0.000003s : 10: predicate.less_batch_normalization 1.13% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 1.74% : 0.000003s : 16: predicate.load_eliminater 2.68% : 0.000004s : 5: predicate.loop_unroll_after_grad 2.33% : 0.000004s : 20: predicate.loop_unroll_before_grad 2.14% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 0.97% : 0.000001s : 11: predicate.merge_addn 1.09% : 0.000002s : 11: predicate.minmaximum_grad 4.47% : 0.000007s : 5: predicate.mutable_eliminate 0.83% : 0.000001s : 5: predicate.opt_reshape 1.98% : 0.000003s : 16: predicate.partial_eliminate 1.06% : 0.000002s : 11: predicate.print_const_string_wrapper 1.39% : 0.000002s : 11: predicate.reduce_eliminate 1.07% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 0.82% : 0.000001s : 10: predicate.remove_not_recompute_node 1.76% : 0.000003s : 21: predicate.replace_applicator 0.67% : 0.000001s : 10: predicate.replace_old_param 0.83% : 0.000001s : 5: predicate.reset_defer_inline 1.30% : 0.000002s : 11: predicate.reshape_eliminate 0.95% : 0.000001s : 11: predicate.row_tensor_add_zeros_like 0.88% : 0.000001s : 5: predicate.row_tensor_eliminate 1.13% : 0.000002s : 11: predicate.same_eliminate 0.88% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.20% : 0.000002s : 10: predicate.special_op_eliminate 1.18% : 0.000002s : 10: predicate.specialize_transform 1.22% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 1.01% : 0.000002s : 11: predicate.stack_unstack_eliminate 0.75% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.54% : 0.000002s : 13: predicate.switch_defer_inline 1.48% : 0.000002s : 13: predicate.switch_layer_defer_inline 5.77% : 0.000009s : 38: predicate.switch_simplify 1.11% : 0.000002s : 11: predicate.tile_eliminate 1.38% : 0.000002s : 11: predicate.transpose_eliminate 1.41% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.25% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 4.20% : 0.000006s : 21: predicate.tuple_list_get_item_eliminator 1.41% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.32% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.73% : 0.000003s : 16: predicate.updatestate_pure_node_eliminater 3.46% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 1.39% : 0.000002s : 11: predicate.value_based_eliminate 0.52% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 1.22% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000414 6 27.48% : 0.000114s : 2: func_graph_cloner_run.FuncGraphClonerGraph 72.52% : 0.000300s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.018611 73 0.47% : 0.000088s : 1: add_recomputation 0.76% : 0.000142s : 1: auto_monad 0.16% : 0.000030s : 1: auto_monad_reorder 1.76% : 0.000328s : 1: bootstrap 0.26% : 0.000049s : 1: cconv 0.07% : 0.000013s : 1: convert_after_rewriter 0.21% : 0.000039s : 1: cse_after_recomputation 0.07% : 0.000013s : 1: environ_conv 0.11% : 0.000021s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 35.17% : 0.006545s : 1: jit_opt_a 1.41% : 0.000262s : 1: jit_opt_after_cconv 0.46% : 0.000085s : 1: jit_opt_b 3.49% : 0.000650s : 1: loop_unroll 6.03% : 0.001123s : 1: mutable_eliminate 4.98% : 0.000927s : 26: opt.transform.jit_opt_a 0.54% : 0.000101s : 4: opt.transform.jit_opt_after_cconv 0.24% : 0.000044s : 4: opt.transform.jit_opt_b 0.13% : 0.000025s : 1: opt.transform.loop_unroll_optimizer 0.18% : 0.000033s : 1: opt.transform.mutable_eliminate 0.19% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.31% : 0.000057s : 4: opt.transform.symbol_engine_opt 3.25% : 0.000604s : 1: opt_after_jit_grad 0.05% : 0.000009s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000006s : 1: pre_auto_parallel 0.09% : 0.000017s : 1: process_offload_annotation 0.19% : 0.000036s : 1: py_interpret_to_execute 0.11% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000025s : 1: remove_dup_value 3.52% : 0.000655s : 1: renormalize.infer 2.70% : 0.000503s : 1: renormalize.specialize 0.07% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.36% : 0.000067s : 1: rewriter_after_opt_a 0.34% : 0.000062s : 1: rewriter_before_opt_a 0.60% : 0.000112s : 1: symbol_engine_optimizer 31.42% : 0.005847s : 1: type_inference TotalTime = 0.0153516, [31] [bootstrap]: 0.00033342 [type_inference]: 0.00559088 [event_method]: 1.519e-05 [auto_monad]: 0.00013186 [graph_reusing]: 7.19001e-06 [pre_auto_parallel]: 2.68e-06 [py_interpret_to_execute]: 3.055e-05 [rewriter_before_opt_a]: 5.578e-05 [expand_dump_flag]: 2.89001e-06 [jit_opt_a]: 0.00624153, [2] [Cycle 1]: 0.00207072, [27] [switch_simplify]: 4.933e-05 [loop_unroll]: 1.874e-05 [a_1]: 0.00040739 [with_stream_mark]: 2.868e-05 [recompute_prepare]: 1.113e-05 [updatestate_depend_eliminate]: 7.18e-06 [updatestate_assign_eliminate]: 6.00002e-06 [updatestate_loads_eliminate]: 4.70001e-06 [parameter_eliminate]: 1.92999e-06 [specialize_transform]: 8.38999e-06 [updatestate_useless_node_eliminater]: 1.103e-05 [accelerated_algorithm]: 8.37998e-06 [meta_shard_fg_expand]: 3.09999e-06 [get_grad_eliminate_]: 7.86001e-06 [merge_forward]: 5.44e-06 [cell_reuse_recompute_pass]: 1.57999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.131e-05 [j_node_and_user_rematch]: 1.325e-05 [meta_fg_expand]: 3.6e-06 [replace_old_param]: 1.191e-05 [inline_without_move]: 8.57e-06 [renormalize]: 0.0011192 [add_forward_monad_depend]: 6.37001e-06 [auto_monad_grad]: 3.43e-06 [auto_monad_eliminator]: 2.543e-05 [cse]: 4.524e-05 [replace_applicator]: 2.268e-05 [Cycle 2]: 0.00055796, [27] [switch_simplify]: 9.82999e-06 [loop_unroll]: 8.70999e-06 [a_1]: 0.00018534 [with_stream_mark]: 1.516e-05 [recompute_prepare]: 1.017e-05 [updatestate_depend_eliminate]: 6.71e-06 [updatestate_assign_eliminate]: 5.05001e-06 [updatestate_loads_eliminate]: 4.52998e-06 [parameter_eliminate]: 1.34e-06 [specialize_transform]: 9.70002e-06 [updatestate_useless_node_eliminater]: 1.154e-05 [accelerated_algorithm]: 8.52e-06 [meta_shard_fg_expand]: 2.78e-06 [get_grad_eliminate_]: 8.89e-06 [merge_forward]: 5.84e-06 [cell_reuse_recompute_pass]: 2.86e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.049e-05 [j_node_and_user_rematch]: 1.354e-05 [meta_fg_expand]: 3.30998e-06 [replace_old_param]: 1.15e-05 [inline_without_move]: 9.17001e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.62999e-06 [auto_monad_grad]: 1.26002e-06 [auto_monad_eliminator]: 1.642e-05 [cse]: 2.669e-05 [replace_applicator]: 1.134e-05 [py_interpret_to_execute_after_opt_a]: 1.625e-05 [rewriter_after_opt_a]: 6.465e-05 [convert_after_rewriter]: 1.245e-05 [order_py_execute_after_rewriter]: 7.11001e-06 [mutable_eliminate]: 0.00075959 [jit_opt_b]: 7.444e-05, [1] [Cycle 1]: 6.528e-05, [2] [frontend_op_eliminate]: 2.705e-05 [inline_after_opt_a]: 2.557e-05 [cconv]: 3.515e-05 [loop_unroll]: 0.00050796 [jit_opt_after_cconv]: 0.00023844, [1] [Cycle 1]: 0.00023028, [11] [c_1]: 5.004e-05 [parameter_eliminate]: 4.92e-06 [updatestate_depend_eliminate]: 1.054e-05 [updatestate_assign_eliminate]: 6.07001e-06 [updatestate_loads_eliminate]: 5.87001e-06 [cse]: 4.803e-05 [call_graph_tuple_transform]: 2.624e-05 [tuple_list_get_item_eliminator]: 8.85001e-06 [none_parameter_eliminate]: 1.86998e-06 [renormalize]: 9.70002e-07 [switch_simplify]: 9.12001e-06 [remove_dup_value]: 2.066e-05 [partial_unused_args_eliminate]: 2.46e-06 [environ_conv]: 9.56998e-06 [add_recomputation]: 8.036e-05 [cse_after_recomputation]: 3.747e-05, [1] [Cycle 1]: 2.996e-05, [1] [cse]: 2.244e-05 [auto_monad_reorder]: 2.801e-05 [get_jit_bprop_graph]: 2.11e-06 [rewriter_after_jit_bprop_graph]: 6.43998e-06 [opt_after_jit_grad]: 0.00059193 [symbol_engine_optimizer]: 0.00011794, [1] [Cycle 1]: 0.0001097, [6] [build]: 8.89e-06 [elim_shapecalc]: 1.52e-05 [elim_not_effective]: 2.443e-05 [opt_reshape]: 1.148e-05 [fold_const_symbol]: 1.626e-05 [renormalize]: 6.10016e-07 [process_offload_annotation]: 1.885e-05 [validate]: 6.081e-05 Sums bootstrap : 0.000333s : 3.03% type_inference : 0.005591s : 50.86% event_method : 0.000015s : 0.14% auto_monad : 0.000132s : 1.20% graph_reusing : 0.000007s : 0.07% pre_auto_parallel : 0.000003s : 0.02% py_interpret_to_execute : 0.000031s : 0.28% rewriter_before_opt_a : 0.000056s : 0.51% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000059s : 0.54% jit_opt_a.loop_unroll : 0.000027s : 0.25% jit_opt_a.a_1 : 0.000593s : 5.39% jit_opt_a.with_stream_mark : 0.000044s : 0.40% jit_opt_a.recompute_prepare : 0.000021s : 0.19% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.13% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.08% jit_opt_a.parameter_eliminate : 0.000003s : 0.03% jit_opt_a.specialize_transform : 0.000018s : 0.16% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.21% jit_opt_a.accelerated_algorithm : 0.000017s : 0.15% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.15% jit_opt_a.merge_forward : 0.000011s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000042s : 0.38% jit_opt_a.j_node_and_user_rematch : 0.000027s : 0.24% jit_opt_a.meta_fg_expand : 0.000007s : 0.06% jit_opt_a.replace_old_param : 0.000023s : 0.21% jit_opt_a.inline_without_move : 0.000018s : 0.16% jit_opt_a.renormalize : 0.001119s : 10.18% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.07% jit_opt_a.auto_monad_grad : 0.000005s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000042s : 0.38% jit_opt_a.cse : 0.000072s : 0.65% jit_opt_a.replace_applicator : 0.000034s : 0.31% py_interpret_to_execute_after_opt_a : 0.000016s : 0.15% rewriter_after_opt_a : 0.000065s : 0.59% convert_after_rewriter : 0.000012s : 0.11% order_py_execute_after_rewriter : 0.000007s : 0.06% mutable_eliminate : 0.000760s : 6.91% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.25% jit_opt_b.inline_after_opt_a : 0.000026s : 0.23% cconv : 0.000035s : 0.32% loop_unroll : 0.000508s : 4.62% jit_opt_after_cconv.c_1 : 0.000050s : 0.46% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.06% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.05% jit_opt_after_cconv.cse : 0.000048s : 0.44% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.24% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.08% remove_dup_value : 0.000021s : 0.19% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000010s : 0.09% add_recomputation : 0.000080s : 0.73% cse_after_recomputation.cse : 0.000022s : 0.20% auto_monad_reorder : 0.000028s : 0.25% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000006s : 0.06% opt_after_jit_grad : 0.000592s : 5.38% symbol_engine_optimizer.build : 0.000009s : 0.08% symbol_engine_optimizer.elim_shapecalc : 0.000015s : 0.14% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.22% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.10% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.15% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000019s : 0.17% validate : 0.000061s : 0.55% Time group info: ------[substitution.] 0.000200 43 9.81% : 0.000020s : 2: substitution.depend_value_elim 1.55% : 0.000003s : 4: substitution.elim_not_effective 1.36% : 0.000003s : 4: substitution.fold_const_symbol 4.16% : 0.000008s : 5: substitution.graph_param_transform 63.07% : 0.000126s : 2: substitution.inline 2.45% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.80% : 0.000008s : 8: substitution.remove_not_recompute_node 3.19% : 0.000006s : 2: substitution.replace_old_param 5.46% : 0.000011s : 3: substitution.updatestate_pure_node_eliminater 5.15% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.005522 2 85.54% : 0.004723s : 1: type_inference.infer 14.46% : 0.000799s : 1: type_inference.specialize ------[replace.] 0.000030 2 100.00% : 0.000030s : 2: replace.inline ------[match.] 0.000124 2 100.00% : 0.000124s : 2: match.inline ------[predicate.] 0.000143 767 1.29% : 0.000002s : 11: predicate.accumulaten_eliminater 1.63% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.03% : 0.000001s : 11: predicate.addn_check_dump 1.23% : 0.000002s : 11: predicate.addn_zero_filter 1.76% : 0.000003s : 11: predicate.arithmetic_simplify 1.37% : 0.000002s : 11: predicate.cast_eliminate 0.68% : 0.000001s : 5: predicate.check_bprop_eliminate 0.97% : 0.000001s : 11: predicate.compare_switch_simplify 1.88% : 0.000003s : 11: predicate.depend_value_elim 1.05% : 0.000002s : 11: predicate.dict_get_item_const_eliminator 1.16% : 0.000002s : 11: predicate.dict_get_item_eliminator 1.11% : 0.000002s : 11: predicate.dict_set_item_eliminator 0.91% : 0.000001s : 5: predicate.dumpgradient_eliminate 0.72% : 0.000001s : 5: predicate.elim_not_effective 0.85% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.10% : 0.000002s : 11: predicate.environ_add_const_eliminate 0.94% : 0.000001s : 11: predicate.environ_get_add_eliminate 1.07% : 0.000002s : 11: predicate.environ_get_depend_swap 1.17% : 0.000002s : 11: predicate.environ_get_eliminate 1.07% : 0.000002s : 11: predicate.environ_get_set_eliminate 0.34% : 0.000000s : 5: predicate.fold_const_symbol 1.69% : 0.000002s : 10: predicate.get_grad_eliminate 0.73% : 0.000001s : 5: predicate.graph_param_transform 4.87% : 0.000007s : 23: predicate.inline 1.40% : 0.000002s : 10: predicate.inline_without_move 0.54% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.72% : 0.000002s : 10: predicate.less_batch_normalization 1.28% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 1.59% : 0.000002s : 16: predicate.load_eliminater 1.79% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.40% : 0.000003s : 20: predicate.loop_unroll_before_grad 2.04% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 1.00% : 0.000001s : 11: predicate.merge_addn 1.14% : 0.000002s : 11: predicate.minmaximum_grad 2.04% : 0.000003s : 5: predicate.mutable_eliminate 0.74% : 0.000001s : 5: predicate.opt_reshape 2.33% : 0.000003s : 16: predicate.partial_eliminate 1.25% : 0.000002s : 11: predicate.print_const_string_wrapper 1.69% : 0.000002s : 11: predicate.reduce_eliminate 1.37% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 1.03% : 0.000001s : 10: predicate.remove_not_recompute_node 1.61% : 0.000002s : 21: predicate.replace_applicator 0.99% : 0.000001s : 10: predicate.replace_old_param 0.80% : 0.000001s : 5: predicate.reset_defer_inline 1.06% : 0.000002s : 11: predicate.reshape_eliminate 1.30% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 1.27% : 0.000002s : 5: predicate.row_tensor_eliminate 1.33% : 0.000002s : 11: predicate.same_eliminate 0.72% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.44% : 0.000002s : 10: predicate.special_op_eliminate 1.44% : 0.000002s : 10: predicate.specialize_transform 1.29% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 1.12% : 0.000002s : 11: predicate.stack_unstack_eliminate 0.84% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.01% : 0.000003s : 13: predicate.switch_defer_inline 1.51% : 0.000002s : 13: predicate.switch_layer_defer_inline 5.44% : 0.000008s : 38: predicate.switch_simplify 1.05% : 0.000002s : 11: predicate.tile_eliminate 1.21% : 0.000002s : 11: predicate.transpose_eliminate 1.30% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.21% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.82% : 0.000005s : 21: predicate.tuple_list_get_item_eliminator 1.49% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.17% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.62% : 0.000002s : 16: predicate.updatestate_pure_node_eliminater 3.68% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 1.46% : 0.000002s : 11: predicate.value_based_eliminate 0.88% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.93% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000430 6 24.77% : 0.000106s : 2: func_graph_cloner_run.FuncGraphClonerGraph 75.23% : 0.000323s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.017481 73 0.48% : 0.000084s : 1: add_recomputation 0.78% : 0.000137s : 1: auto_monad 0.18% : 0.000031s : 1: auto_monad_reorder 2.09% : 0.000366s : 1: bootstrap 0.22% : 0.000038s : 1: cconv 0.09% : 0.000015s : 1: convert_after_rewriter 0.23% : 0.000040s : 1: cse_after_recomputation 0.07% : 0.000013s : 1: environ_conv 0.11% : 0.000020s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000010s : 1: graph_reusing 35.73% : 0.006245s : 1: jit_opt_a 1.38% : 0.000242s : 1: jit_opt_after_cconv 0.44% : 0.000078s : 1: jit_opt_b 2.96% : 0.000518s : 1: loop_unroll 4.44% : 0.000776s : 1: mutable_eliminate 5.04% : 0.000881s : 26: opt.transform.jit_opt_a 0.51% : 0.000090s : 4: opt.transform.jit_opt_after_cconv 0.26% : 0.000045s : 4: opt.transform.jit_opt_b 0.12% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.14% : 0.000025s : 1: opt.transform.mutable_eliminate 0.22% : 0.000038s : 1: opt.transform.opt_after_jit_grad 0.35% : 0.000062s : 4: opt.transform.symbol_engine_opt 3.45% : 0.000603s : 1: opt_after_jit_grad 0.05% : 0.000009s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.12% : 0.000021s : 1: process_offload_annotation 0.19% : 0.000033s : 1: py_interpret_to_execute 0.11% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000024s : 1: remove_dup_value 3.39% : 0.000592s : 1: renormalize.infer 2.95% : 0.000515s : 1: renormalize.specialize 0.05% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.40% : 0.000069s : 1: rewriter_after_opt_a 0.34% : 0.000059s : 1: rewriter_before_opt_a 0.69% : 0.000121s : 1: symbol_engine_optimizer 32.11% : 0.005612s : 1: type_inference TotalTime = 0.104625, [31] [bootstrap]: 0.00032341 [type_inference]: 0.0931615 [event_method]: 1.609e-05 [auto_monad]: 0.00017814 [graph_reusing]: 7.19001e-06 [pre_auto_parallel]: 2.51998e-06 [py_interpret_to_execute]: 6.436e-05 [rewriter_before_opt_a]: 8.81e-05 [expand_dump_flag]: 3.57997e-06 [jit_opt_a]: 0.00767424, [2] [Cycle 1]: 0.00306484, [27] [switch_simplify]: 0.0001256 [loop_unroll]: 2.801e-05 [a_1]: 0.00072631 [with_stream_mark]: 2.903e-05 [recompute_prepare]: 1.546e-05 [updatestate_depend_eliminate]: 5.359e-05 [updatestate_assign_eliminate]: 7.26001e-06 [updatestate_loads_eliminate]: 5.92001e-06 [parameter_eliminate]: 2.56e-06 [specialize_transform]: 1.197e-05 [updatestate_useless_node_eliminater]: 1.439e-05 [accelerated_algorithm]: 1.002e-05 [meta_shard_fg_expand]: 3.35e-06 [get_grad_eliminate_]: 9.32999e-06 [merge_forward]: 7.31999e-06 [cell_reuse_recompute_pass]: 1.99e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.427e-05 [j_node_and_user_rematch]: 1.656e-05 [meta_fg_expand]: 4.19997e-06 [replace_old_param]: 9.03002e-06 [inline_without_move]: 8.88002e-06 [renormalize]: 0.00157576 [add_forward_monad_depend]: 7.3e-06 [auto_monad_grad]: 3.27002e-06 [auto_monad_eliminator]: 2.805e-05 [cse]: 9.641e-05 [replace_applicator]: 2.657e-05 [Cycle 2]: 0.00058282, [27] [switch_simplify]: 1.17e-05 [loop_unroll]: 1.063e-05 [a_1]: 0.00021506 [with_stream_mark]: 1.815e-05 [recompute_prepare]: 9.87999e-06 [updatestate_depend_eliminate]: 6.86001e-06 [updatestate_assign_eliminate]: 6.07001e-06 [updatestate_loads_eliminate]: 6.11e-06 [parameter_eliminate]: 1.62001e-06 [specialize_transform]: 9.22999e-06 [updatestate_useless_node_eliminater]: 1.439e-05 [accelerated_algorithm]: 9.52001e-06 [meta_shard_fg_expand]: 3.06001e-06 [get_grad_eliminate_]: 8.57e-06 [merge_forward]: 6.71999e-06 [cell_reuse_recompute_pass]: 2.86e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.281e-05 [j_node_and_user_rematch]: 1.561e-05 [meta_fg_expand]: 3.53e-06 [replace_old_param]: 8.29002e-06 [inline_without_move]: 8.55999e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.91998e-06 [auto_monad_grad]: 1.52999e-06 [auto_monad_eliminator]: 1.412e-05 [cse]: 3.133e-05 [replace_applicator]: 9.96998e-06 [py_interpret_to_execute_after_opt_a]: 1.737e-05 [rewriter_after_opt_a]: 6.528e-05 [convert_after_rewriter]: 1.043e-05 [order_py_execute_after_rewriter]: 7.83999e-06 [mutable_eliminate]: 0.00085203 [jit_opt_b]: 8.581e-05, [1] [Cycle 1]: 7.666e-05, [2] [frontend_op_eliminate]: 3.232e-05 [inline_after_opt_a]: 3.114e-05 [cconv]: 3.558e-05 [loop_unroll]: 0.00049941 [jit_opt_after_cconv]: 0.00026895, [1] [Cycle 1]: 0.00026105, [11] [c_1]: 6.132e-05 [parameter_eliminate]: 5.20999e-06 [updatestate_depend_eliminate]: 1.35e-05 [updatestate_assign_eliminate]: 6.33e-06 [updatestate_loads_eliminate]: 6.39001e-06 [cse]: 5.599e-05 [call_graph_tuple_transform]: 3.07e-05 [tuple_list_get_item_eliminator]: 1.034e-05 [none_parameter_eliminate]: 1.82999e-06 [renormalize]: 5.69999e-07 [switch_simplify]: 9.62999e-06 [remove_dup_value]: 2.81e-05 [partial_unused_args_eliminate]: 2.32001e-06 [environ_conv]: 9.66e-06 [add_recomputation]: 9.429e-05 [cse_after_recomputation]: 4.376e-05, [1] [Cycle 1]: 3.609e-05, [1] [cse]: 2.899e-05 [auto_monad_reorder]: 3.409e-05 [get_jit_bprop_graph]: 2.53e-06 [rewriter_after_jit_bprop_graph]: 7.19001e-06 [opt_after_jit_grad]: 0.0005662 [symbol_engine_optimizer]: 0.00011505, [1] [Cycle 1]: 0.00010661, [6] [build]: 7.28999e-06 [elim_shapecalc]: 1.39e-05 [elim_not_effective]: 2.53e-05 [opt_reshape]: 1.095e-05 [fold_const_symbol]: 1.737e-05 [renormalize]: 5.69999e-07 [process_offload_annotation]: 2.225e-05 [validate]: 6.608e-05 Sums bootstrap : 0.000323s : 0.32% type_inference : 0.093162s : 93.31% event_method : 0.000016s : 0.02% auto_monad : 0.000178s : 0.18% graph_reusing : 0.000007s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000064s : 0.06% rewriter_before_opt_a : 0.000088s : 0.09% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000137s : 0.14% jit_opt_a.loop_unroll : 0.000039s : 0.04% jit_opt_a.a_1 : 0.000941s : 0.94% jit_opt_a.with_stream_mark : 0.000047s : 0.05% jit_opt_a.recompute_prepare : 0.000025s : 0.03% jit_opt_a.updatestate_depend_eliminate : 0.000060s : 0.06% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000012s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000021s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000029s : 0.03% jit_opt_a.accelerated_algorithm : 0.000020s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.01% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.02% jit_opt_a.merge_forward : 0.000014s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000047s : 0.05% jit_opt_a.j_node_and_user_rematch : 0.000032s : 0.03% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000017s : 0.02% jit_opt_a.inline_without_move : 0.000017s : 0.02% jit_opt_a.renormalize : 0.001576s : 1.58% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000042s : 0.04% jit_opt_a.cse : 0.000128s : 0.13% jit_opt_a.replace_applicator : 0.000037s : 0.04% py_interpret_to_execute_after_opt_a : 0.000017s : 0.02% rewriter_after_opt_a : 0.000065s : 0.07% convert_after_rewriter : 0.000010s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000852s : 0.85% jit_opt_b.frontend_op_eliminate : 0.000032s : 0.03% jit_opt_b.inline_after_opt_a : 0.000031s : 0.03% cconv : 0.000036s : 0.04% loop_unroll : 0.000499s : 0.50% jit_opt_after_cconv.c_1 : 0.000061s : 0.06% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.01% jit_opt_after_cconv.cse : 0.000056s : 0.06% jit_opt_after_cconv.call_graph_tuple_transform : 0.000031s : 0.03% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000028s : 0.03% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000010s : 0.01% add_recomputation : 0.000094s : 0.09% cse_after_recomputation.cse : 0.000029s : 0.03% auto_monad_reorder : 0.000034s : 0.03% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.01% opt_after_jit_grad : 0.000566s : 0.57% symbol_engine_optimizer.build : 0.000007s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000025s : 0.03% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.02% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000022s : 0.02% validate : 0.000066s : 0.07% Time group info: ------[substitution.] 0.000264 72 5.78% : 0.000015s : 5: substitution.depend_value_elim 1.64% : 0.000004s : 6: substitution.elim_not_effective 0.97% : 0.000003s : 6: substitution.fold_const_symbol 3.20% : 0.000008s : 6: substitution.graph_param_transform 69.03% : 0.000182s : 3: substitution.inline 2.53% : 0.000007s : 12: substitution.j_node_and_user_rematch 3.63% : 0.000010s : 12: substitution.remove_not_recompute_node 6.41% : 0.000017s : 9: substitution.updatestate_pure_node_eliminater 6.81% : 0.000018s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.093101 2 98.75% : 0.091941s : 1: type_inference.infer 1.25% : 0.001160s : 1: type_inference.specialize ------[replace.] 0.000047 3 100.00% : 0.000047s : 3: replace.inline ------[match.] 0.000180 3 100.00% : 0.000180s : 3: match.inline ------[predicate.] 0.000224 1236 1.32% : 0.000003s : 20: predicate.accumulaten_eliminater 1.23% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.29% : 0.000003s : 20: predicate.addn_check_dump 1.39% : 0.000003s : 20: predicate.addn_zero_filter 2.06% : 0.000005s : 20: predicate.arithmetic_simplify 1.35% : 0.000003s : 20: predicate.cast_eliminate 0.46% : 0.000001s : 6: predicate.check_bprop_eliminate 1.25% : 0.000003s : 20: predicate.compare_switch_simplify 1.60% : 0.000004s : 20: predicate.depend_value_elim 1.31% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.47% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.41% : 0.000003s : 20: predicate.dict_set_item_eliminator 1.20% : 0.000003s : 6: predicate.dumpgradient_eliminate 0.39% : 0.000001s : 6: predicate.elim_not_effective 0.64% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.34% : 0.000003s : 20: predicate.environ_add_const_eliminate 1.42% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.35% : 0.000003s : 20: predicate.environ_get_depend_swap 1.40% : 0.000003s : 20: predicate.environ_get_eliminate 1.27% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.30% : 0.000001s : 6: predicate.fold_const_symbol 1.09% : 0.000002s : 12: predicate.get_grad_eliminate 0.37% : 0.000001s : 6: predicate.graph_param_transform 4.45% : 0.000010s : 35: predicate.inline 1.03% : 0.000002s : 12: predicate.inline_without_move 0.36% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.30% : 0.000003s : 12: predicate.less_batch_normalization 1.33% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.84% : 0.000004s : 26: predicate.load_eliminater 1.59% : 0.000004s : 6: predicate.loop_unroll_after_grad 2.49% : 0.000006s : 29: predicate.loop_unroll_before_grad 2.03% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.34% : 0.000003s : 20: predicate.merge_addn 1.28% : 0.000003s : 20: predicate.minmaximum_grad 1.87% : 0.000004s : 6: predicate.mutable_eliminate 0.52% : 0.000001s : 6: predicate.opt_reshape 2.28% : 0.000005s : 26: predicate.partial_eliminate 1.25% : 0.000003s : 20: predicate.print_const_string_wrapper 2.03% : 0.000005s : 20: predicate.reduce_eliminate 1.38% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.75% : 0.000002s : 12: predicate.remove_not_recompute_node 1.55% : 0.000003s : 32: predicate.replace_applicator 0.84% : 0.000002s : 12: predicate.replace_old_param 0.50% : 0.000001s : 6: predicate.reset_defer_inline 1.35% : 0.000003s : 20: predicate.reshape_eliminate 1.35% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.70% : 0.000002s : 6: predicate.row_tensor_eliminate 1.38% : 0.000003s : 20: predicate.same_eliminate 0.61% : 0.000001s : 16: predicate.set_cell_output_no_recompute 1.18% : 0.000003s : 12: predicate.special_op_eliminate 1.10% : 0.000002s : 12: predicate.specialize_transform 1.77% : 0.000004s : 20: predicate.split_environ_get_set_with_tuple_value 1.47% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.60% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.83% : 0.000004s : 23: predicate.switch_defer_inline 1.70% : 0.000004s : 23: predicate.switch_layer_defer_inline 4.98% : 0.000011s : 58: predicate.switch_simplify 1.30% : 0.000003s : 20: predicate.tile_eliminate 1.39% : 0.000003s : 20: predicate.transpose_eliminate 1.66% : 0.000004s : 20: predicate.tuple_list_convert_item_index_to_positive 1.49% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.59% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.76% : 0.000004s : 20: predicate.tuple_list_set_item_eliminator 1.54% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.87% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.32% : 0.000007s : 38: predicate.updatestate_useless_node_eliminater 1.97% : 0.000004s : 20: predicate.value_based_eliminate 0.45% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.71% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000681 9 39.80% : 0.000271s : 4: func_graph_cloner_run.FuncGraphClonerGraph 60.20% : 0.000410s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.107664 73 0.09% : 0.000098s : 1: add_recomputation 0.17% : 0.000183s : 1: auto_monad 0.04% : 0.000038s : 1: auto_monad_reorder 0.32% : 0.000349s : 1: bootstrap 0.04% : 0.000038s : 1: cconv 0.01% : 0.000013s : 1: convert_after_rewriter 0.04% : 0.000047s : 1: cse_after_recomputation 0.01% : 0.000012s : 1: environ_conv 0.02% : 0.000021s : 1: event_method 0.01% : 0.000005s : 1: expand_dump_flag 0.01% : 0.000006s : 1: get_jit_bprop_graph 0.01% : 0.000010s : 1: graph_reusing 7.13% : 0.007678s : 1: jit_opt_a 0.25% : 0.000272s : 1: jit_opt_after_cconv 0.08% : 0.000088s : 1: jit_opt_b 0.47% : 0.000509s : 1: loop_unroll 0.80% : 0.000862s : 1: mutable_eliminate 1.25% : 0.001344s : 26: opt.transform.jit_opt_a 0.10% : 0.000107s : 4: opt.transform.jit_opt_after_cconv 0.05% : 0.000055s : 4: opt.transform.jit_opt_b 0.02% : 0.000022s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000025s : 1: opt.transform.mutable_eliminate 0.04% : 0.000043s : 1: opt.transform.opt_after_jit_grad 0.06% : 0.000063s : 4: opt.transform.symbol_engine_opt 0.54% : 0.000577s : 1: opt_after_jit_grad 0.01% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.02% : 0.000026s : 1: process_offload_annotation 0.06% : 0.000067s : 1: py_interpret_to_execute 0.02% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.03% : 0.000031s : 1: remove_dup_value 0.84% : 0.000902s : 1: renormalize.infer 0.62% : 0.000663s : 1: renormalize.specialize 0.01% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.06% : 0.000069s : 1: rewriter_after_opt_a 0.08% : 0.000091s : 1: rewriter_before_opt_a 0.11% : 0.000118s : 1: symbol_engine_optimizer 86.55% : 0.093181s : 1: type_inference TotalTime = 0.551682, [31] [bootstrap]: 0.00041755 [type_inference]: 0.167511 [event_method]: 1.557e-05 [auto_monad]: 0.00019298 [graph_reusing]: 5.51002e-06 [pre_auto_parallel]: 2.34999e-06 [py_interpret_to_execute]: 6.578e-05 [rewriter_before_opt_a]: 8.376e-05 [expand_dump_flag]: 3.66001e-06 [jit_opt_a]: 0.380177, [2] [Cycle 1]: 0.375688, [27] [switch_simplify]: 6.397e-05 [loop_unroll]: 2.825e-05 [a_1]: 0.00078223 [with_stream_mark]: 2.828e-05 [recompute_prepare]: 1.787e-05 [updatestate_depend_eliminate]: 5.226e-05 [updatestate_assign_eliminate]: 1.197e-05 [updatestate_loads_eliminate]: 6.56e-06 [parameter_eliminate]: 2.26998e-06 [specialize_transform]: 1.273e-05 [updatestate_useless_node_eliminater]: 1.712e-05 [accelerated_algorithm]: 1.11e-05 [meta_shard_fg_expand]: 2.89999e-06 [get_grad_eliminate_]: 1.03e-05 [merge_forward]: 7.45e-06 [cell_reuse_recompute_pass]: 1.79e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.142e-05 [j_node_and_user_rematch]: 1.721e-05 [meta_fg_expand]: 4.47e-06 [replace_old_param]: 8.57e-06 [inline_without_move]: 9.84001e-06 [renormalize]: 0.374146 [add_forward_monad_depend]: 1.079e-05 [auto_monad_grad]: 3.53e-06 [auto_monad_eliminator]: 2.954e-05 [cse]: 0.00012279 [replace_applicator]: 3.358e-05 [Cycle 2]: 0.00061047, [27] [switch_simplify]: 1.151e-05 [loop_unroll]: 1.011e-05 [a_1]: 0.0002292 [with_stream_mark]: 2.137e-05 [recompute_prepare]: 1.074e-05 [updatestate_depend_eliminate]: 7.73001e-06 [updatestate_assign_eliminate]: 7.03e-06 [updatestate_loads_eliminate]: 6.24001e-06 [parameter_eliminate]: 1.97001e-06 [specialize_transform]: 9.97999e-06 [updatestate_useless_node_eliminater]: 1.394e-05 [accelerated_algorithm]: 1.007e-05 [meta_shard_fg_expand]: 2.66999e-06 [get_grad_eliminate_]: 8.65001e-06 [merge_forward]: 6.88e-06 [cell_reuse_recompute_pass]: 3.31999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.364e-05 [j_node_and_user_rematch]: 1.694e-05 [meta_fg_expand]: 4.16001e-06 [replace_old_param]: 8.28001e-06 [inline_without_move]: 8.48001e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.82001e-06 [auto_monad_grad]: 9.30013e-07 [auto_monad_eliminator]: 1.392e-05 [cse]: 3.554e-05 [replace_applicator]: 1.025e-05 [py_interpret_to_execute_after_opt_a]: 1.865e-05 [rewriter_after_opt_a]: 8.059e-05 [convert_after_rewriter]: 1.192e-05 [order_py_execute_after_rewriter]: 7.82998e-06 [mutable_eliminate]: 0.00079984 [jit_opt_b]: 0.00014562, [1] [Cycle 1]: 0.0001361, [2] [frontend_op_eliminate]: 8.91e-05 [inline_after_opt_a]: 3.013e-05 [cconv]: 3.998e-05 [loop_unroll]: 0.00052257 [jit_opt_after_cconv]: 0.00027052, [1] [Cycle 1]: 0.00026167, [11] [c_1]: 6.325e-05 [parameter_eliminate]: 5.24e-06 [updatestate_depend_eliminate]: 1.394e-05 [updatestate_assign_eliminate]: 6.91001e-06 [updatestate_loads_eliminate]: 6.28e-06 [cse]: 5.902e-05 [call_graph_tuple_transform]: 2.811e-05 [tuple_list_get_item_eliminator]: 1.009e-05 [none_parameter_eliminate]: 1.60999e-06 [renormalize]: 1.34e-06 [switch_simplify]: 1.01e-05 [remove_dup_value]: 5.851e-05 [partial_unused_args_eliminate]: 3.01001e-06 [environ_conv]: 9.46e-06 [add_recomputation]: 0.00010733 [cse_after_recomputation]: 4.684e-05, [1] [Cycle 1]: 3.955e-05, [1] [cse]: 3.217e-05 [auto_monad_reorder]: 3.325e-05 [get_jit_bprop_graph]: 2.14e-06 [rewriter_after_jit_bprop_graph]: 9.37999e-06 [opt_after_jit_grad]: 0.00057211 [symbol_engine_optimizer]: 0.00011035, [1] [Cycle 1]: 0.00010234, [6] [build]: 7.38999e-06 [elim_shapecalc]: 1.311e-05 [elim_not_effective]: 2.435e-05 [opt_reshape]: 1.029e-05 [fold_const_symbol]: 1.663e-05 [renormalize]: 4.39992e-07 [process_offload_annotation]: 1.95e-05 [validate]: 7.743e-05 Sums bootstrap : 0.000418s : 0.08% type_inference : 0.167511s : 30.62% event_method : 0.000016s : 0.00% auto_monad : 0.000193s : 0.04% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000066s : 0.01% rewriter_before_opt_a : 0.000084s : 0.02% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000075s : 0.01% jit_opt_a.loop_unroll : 0.000038s : 0.01% jit_opt_a.a_1 : 0.001011s : 0.18% jit_opt_a.with_stream_mark : 0.000050s : 0.01% jit_opt_a.recompute_prepare : 0.000029s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000060s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000019s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000013s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000023s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000031s : 0.01% jit_opt_a.accelerated_algorithm : 0.000021s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000019s : 0.00% jit_opt_a.merge_forward : 0.000014s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000055s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000034s : 0.01% jit_opt_a.meta_fg_expand : 0.000009s : 0.00% jit_opt_a.replace_old_param : 0.000017s : 0.00% jit_opt_a.inline_without_move : 0.000018s : 0.00% jit_opt_a.renormalize : 0.374146s : 68.39% jit_opt_a.add_forward_monad_depend : 0.000013s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000043s : 0.01% jit_opt_a.cse : 0.000158s : 0.03% jit_opt_a.replace_applicator : 0.000044s : 0.01% py_interpret_to_execute_after_opt_a : 0.000019s : 0.00% rewriter_after_opt_a : 0.000081s : 0.01% convert_after_rewriter : 0.000012s : 0.00% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000800s : 0.15% jit_opt_b.frontend_op_eliminate : 0.000089s : 0.02% jit_opt_b.inline_after_opt_a : 0.000030s : 0.01% cconv : 0.000040s : 0.01% loop_unroll : 0.000523s : 0.10% jit_opt_after_cconv.c_1 : 0.000063s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000059s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.00% remove_dup_value : 0.000059s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000107s : 0.02% cse_after_recomputation.cse : 0.000032s : 0.01% auto_monad_reorder : 0.000033s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.00% opt_after_jit_grad : 0.000572s : 0.10% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.00% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000020s : 0.00% validate : 0.000077s : 0.01% Time group info: ------[substitution.] 0.000306 72 5.68% : 0.000017s : 5: substitution.depend_value_elim 1.32% : 0.000004s : 6: substitution.elim_not_effective 0.83% : 0.000003s : 6: substitution.fold_const_symbol 2.70% : 0.000008s : 6: substitution.graph_param_transform 70.41% : 0.000215s : 3: substitution.inline 2.25% : 0.000007s : 12: substitution.j_node_and_user_rematch 3.26% : 0.000010s : 12: substitution.remove_not_recompute_node 7.35% : 0.000022s : 9: substitution.updatestate_pure_node_eliminater 6.19% : 0.000019s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.167455 2 99.23% : 0.166169s : 1: type_inference.infer 0.77% : 0.001286s : 1: type_inference.specialize ------[replace.] 0.000048 3 100.00% : 0.000048s : 3: replace.inline ------[match.] 0.000213 3 100.00% : 0.000213s : 3: match.inline ------[predicate.] 0.000230 1236 1.56% : 0.000004s : 20: predicate.accumulaten_eliminater 1.31% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.33% : 0.000003s : 20: predicate.addn_check_dump 1.67% : 0.000004s : 20: predicate.addn_zero_filter 2.00% : 0.000005s : 20: predicate.arithmetic_simplify 1.63% : 0.000004s : 20: predicate.cast_eliminate 0.43% : 0.000001s : 6: predicate.check_bprop_eliminate 1.43% : 0.000003s : 20: predicate.compare_switch_simplify 1.82% : 0.000004s : 20: predicate.depend_value_elim 1.24% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.43% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.37% : 0.000003s : 20: predicate.dict_set_item_eliminator 1.00% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.30% : 0.000001s : 6: predicate.elim_not_effective 0.57% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.41% : 0.000003s : 20: predicate.environ_add_const_eliminate 1.27% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.33% : 0.000003s : 20: predicate.environ_get_depend_swap 1.42% : 0.000003s : 20: predicate.environ_get_eliminate 1.22% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.21% : 0.000000s : 6: predicate.fold_const_symbol 1.02% : 0.000002s : 12: predicate.get_grad_eliminate 0.25% : 0.000001s : 6: predicate.graph_param_transform 4.48% : 0.000010s : 35: predicate.inline 1.21% : 0.000003s : 12: predicate.inline_without_move 0.36% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.41% : 0.000003s : 12: predicate.less_batch_normalization 1.67% : 0.000004s : 20: predicate.list_to_tuple_eliminator_ 1.97% : 0.000005s : 26: predicate.load_eliminater 1.39% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.15% : 0.000005s : 29: predicate.loop_unroll_before_grad 2.14% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.26% : 0.000003s : 20: predicate.merge_addn 1.32% : 0.000003s : 20: predicate.minmaximum_grad 1.48% : 0.000003s : 6: predicate.mutable_eliminate 0.55% : 0.000001s : 6: predicate.opt_reshape 2.11% : 0.000005s : 26: predicate.partial_eliminate 1.32% : 0.000003s : 20: predicate.print_const_string_wrapper 1.86% : 0.000004s : 20: predicate.reduce_eliminate 1.29% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.73% : 0.000002s : 12: predicate.remove_not_recompute_node 1.78% : 0.000004s : 32: predicate.replace_applicator 0.45% : 0.000001s : 12: predicate.replace_old_param 0.47% : 0.000001s : 6: predicate.reset_defer_inline 1.38% : 0.000003s : 20: predicate.reshape_eliminate 1.56% : 0.000004s : 20: predicate.row_tensor_add_zeros_like 0.86% : 0.000002s : 6: predicate.row_tensor_eliminate 1.64% : 0.000004s : 20: predicate.same_eliminate 0.89% : 0.000002s : 16: predicate.set_cell_output_no_recompute 1.08% : 0.000002s : 12: predicate.special_op_eliminate 1.16% : 0.000003s : 12: predicate.specialize_transform 1.65% : 0.000004s : 20: predicate.split_environ_get_set_with_tuple_value 1.38% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.46% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.84% : 0.000004s : 23: predicate.switch_defer_inline 1.62% : 0.000004s : 23: predicate.switch_layer_defer_inline 4.81% : 0.000011s : 58: predicate.switch_simplify 1.33% : 0.000003s : 20: predicate.tile_eliminate 1.32% : 0.000003s : 20: predicate.transpose_eliminate 1.63% : 0.000004s : 20: predicate.tuple_list_convert_item_index_to_positive 1.55% : 0.000004s : 20: predicate.tuple_list_get_item_depend_reorder 3.33% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.67% : 0.000004s : 20: predicate.tuple_list_set_item_eliminator 1.39% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.86% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.34% : 0.000008s : 38: predicate.updatestate_useless_node_eliminater 2.35% : 0.000005s : 20: predicate.value_based_eliminate 0.46% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.85% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000894 9 45.77% : 0.000409s : 4: func_graph_cloner_run.FuncGraphClonerGraph 54.23% : 0.000485s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.927359 73 0.01% : 0.000111s : 1: add_recomputation 0.02% : 0.000198s : 1: auto_monad 0.00% : 0.000036s : 1: auto_monad_reorder 0.05% : 0.000438s : 1: bootstrap 0.00% : 0.000043s : 1: cconv 0.00% : 0.000015s : 1: convert_after_rewriter 0.01% : 0.000049s : 1: cse_after_recomputation 0.00% : 0.000012s : 1: environ_conv 0.00% : 0.000020s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 41.00% : 0.380181s : 1: jit_opt_a 0.03% : 0.000274s : 1: jit_opt_after_cconv 0.02% : 0.000148s : 1: jit_opt_b 0.06% : 0.000532s : 1: loop_unroll 0.09% : 0.000810s : 1: mutable_eliminate 0.15% : 0.001378s : 26: opt.transform.jit_opt_a 0.01% : 0.000107s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000111s : 4: opt.transform.jit_opt_b 0.00% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000025s : 1: opt.transform.mutable_eliminate 0.00% : 0.000040s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000060s : 4: opt.transform.symbol_engine_opt 0.06% : 0.000583s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.00% : 0.000023s : 1: process_offload_annotation 0.01% : 0.000069s : 1: py_interpret_to_execute 0.00% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000061s : 1: remove_dup_value 40.26% : 0.373366s : 1: renormalize.infer 0.08% : 0.000766s : 1: renormalize.specialize 0.00% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.01% : 0.000084s : 1: rewriter_after_opt_a 0.01% : 0.000087s : 1: rewriter_before_opt_a 0.01% : 0.000113s : 1: symbol_engine_optimizer 18.06% : 0.167524s : 1: type_inference TotalTime = 0.247174, [31] [bootstrap]: 0.00035173 [type_inference]: 0.0897593 [event_method]: 1.845e-05 [auto_monad]: 0.0003015 [graph_reusing]: 7.67998e-06 [pre_auto_parallel]: 2.98e-06 [py_interpret_to_execute]: 7.381e-05 [rewriter_before_opt_a]: 9.148e-05 [expand_dump_flag]: 3.17002e-06 [jit_opt_a]: 0.00843838, [2] [Cycle 1]: 0.00342292, [27] [switch_simplify]: 7.835e-05 [loop_unroll]: 2.752e-05 [a_1]: 0.00086213 [with_stream_mark]: 3.735e-05 [recompute_prepare]: 1.919e-05 [updatestate_depend_eliminate]: 5.782e-05 [updatestate_assign_eliminate]: 7.16001e-06 [updatestate_loads_eliminate]: 6.11e-06 [parameter_eliminate]: 2.16e-06 [specialize_transform]: 1.208e-05 [updatestate_useless_node_eliminater]: 1.45e-05 [accelerated_algorithm]: 9.96998e-06 [meta_shard_fg_expand]: 3.53e-06 [get_grad_eliminate_]: 9.62001e-06 [merge_forward]: 7.18e-06 [cell_reuse_recompute_pass]: 1.34998e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.445e-05 [j_node_and_user_rematch]: 1.705e-05 [meta_fg_expand]: 4.4e-06 [replace_old_param]: 9.52999e-06 [inline_without_move]: 9.27001e-06 [renormalize]: 0.00180364 [add_forward_monad_depend]: 7.87e-06 [auto_monad_grad]: 3.53999e-06 [auto_monad_eliminator]: 2.639e-05 [cse]: 0.00010201 [replace_applicator]: 2.492e-05 [Cycle 2]: 0.00063043, [27] [switch_simplify]: 1.043e-05 [loop_unroll]: 8.74998e-06 [a_1]: 0.00020748 [with_stream_mark]: 1.825e-05 [recompute_prepare]: 9.94001e-06 [updatestate_depend_eliminate]: 7.26999e-06 [updatestate_assign_eliminate]: 6.36998e-06 [updatestate_loads_eliminate]: 5.70001e-06 [parameter_eliminate]: 1.59e-06 [specialize_transform]: 9.16002e-06 [updatestate_useless_node_eliminater]: 1.429e-05 [accelerated_algorithm]: 9.07001e-06 [meta_shard_fg_expand]: 2.58e-06 [get_grad_eliminate_]: 8.42e-06 [merge_forward]: 6.10002e-06 [cell_reuse_recompute_pass]: 2.53998e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.176e-05 [j_node_and_user_rematch]: 6.238e-05 [meta_fg_expand]: 4.65001e-06 [replace_old_param]: 1.13e-05 [inline_without_move]: 1.008e-05 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 2.22999e-06 [auto_monad_grad]: 1.16002e-06 [auto_monad_eliminator]: 1.638e-05 [cse]: 3.372e-05 [replace_applicator]: 9.77999e-06 [py_interpret_to_execute_after_opt_a]: 1.772e-05 [rewriter_after_opt_a]: 7.287e-05 [convert_after_rewriter]: 1.029e-05 [order_py_execute_after_rewriter]: 8.34002e-06 [mutable_eliminate]: 0.0008175 [jit_opt_b]: 8.329e-05, [1] [Cycle 1]: 7.444e-05, [2] [frontend_op_eliminate]: 3.09e-05 [inline_after_opt_a]: 2.993e-05 [cconv]: 3.374e-05 [loop_unroll]: 0.00048936 [jit_opt_after_cconv]: 0.00024395, [1] [Cycle 1]: 0.00023571, [11] [c_1]: 5.766e-05 [parameter_eliminate]: 3.97e-06 [updatestate_depend_eliminate]: 1.28e-05 [updatestate_assign_eliminate]: 5.75001e-06 [updatestate_loads_eliminate]: 5.77001e-06 [cse]: 4.553e-05 [call_graph_tuple_transform]: 2.617e-05 [tuple_list_get_item_eliminator]: 1.054e-05 [none_parameter_eliminate]: 1.90001e-06 [renormalize]: 9.00007e-07 [switch_simplify]: 9.43002e-06 [remove_dup_value]: 5.561e-05 [partial_unused_args_eliminate]: 2.68998e-06 [environ_conv]: 7.41999e-06 [add_recomputation]: 0.144633 [cse_after_recomputation]: 0.00010682, [1] [Cycle 1]: 9.19e-05, [1] [cse]: 6.788e-05 [auto_monad_reorder]: 4.643e-05 [get_jit_bprop_graph]: 2.90002e-06 [rewriter_after_jit_bprop_graph]: 1.101e-05 [opt_after_jit_grad]: 0.0009595 [symbol_engine_optimizer]: 0.00012176, [1] [Cycle 1]: 0.00011348, [6] [build]: 9.41e-06 [elim_shapecalc]: 1.359e-05 [elim_not_effective]: 3.066e-05 [opt_reshape]: 1.031e-05 [fold_const_symbol]: 1.711e-05 [renormalize]: 9.10019e-07 [process_offload_annotation]: 2.097e-05 [validate]: 7.164e-05 Sums bootstrap : 0.000352s : 0.15% type_inference : 0.089759s : 37.10% event_method : 0.000018s : 0.01% auto_monad : 0.000301s : 0.12% graph_reusing : 0.000008s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000074s : 0.03% rewriter_before_opt_a : 0.000091s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000089s : 0.04% jit_opt_a.loop_unroll : 0.000036s : 0.01% jit_opt_a.a_1 : 0.001070s : 0.44% jit_opt_a.with_stream_mark : 0.000056s : 0.02% jit_opt_a.recompute_prepare : 0.000029s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000065s : 0.03% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000012s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000021s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000029s : 0.01% jit_opt_a.accelerated_algorithm : 0.000019s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000046s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000079s : 0.03% jit_opt_a.meta_fg_expand : 0.000009s : 0.00% jit_opt_a.replace_old_param : 0.000021s : 0.01% jit_opt_a.inline_without_move : 0.000019s : 0.01% jit_opt_a.renormalize : 0.001804s : 0.75% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.00% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000043s : 0.02% jit_opt_a.cse : 0.000136s : 0.06% jit_opt_a.replace_applicator : 0.000035s : 0.01% py_interpret_to_execute_after_opt_a : 0.000018s : 0.01% rewriter_after_opt_a : 0.000073s : 0.03% convert_after_rewriter : 0.000010s : 0.00% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000817s : 0.34% jit_opt_b.frontend_op_eliminate : 0.000031s : 0.01% jit_opt_b.inline_after_opt_a : 0.000030s : 0.01% cconv : 0.000034s : 0.01% loop_unroll : 0.000489s : 0.20% jit_opt_after_cconv.c_1 : 0.000058s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000013s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000046s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000056s : 0.02% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000007s : 0.00% add_recomputation : 0.144633s : 59.78% cse_after_recomputation.cse : 0.000068s : 0.03% auto_monad_reorder : 0.000046s : 0.02% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000011s : 0.00% opt_after_jit_grad : 0.000960s : 0.40% symbol_engine_optimizer.build : 0.000009s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000031s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000021s : 0.01% validate : 0.000072s : 0.03% Time group info: ------[substitution.] 0.000300 72 5.32% : 0.000016s : 5: substitution.depend_value_elim 1.46% : 0.000004s : 6: substitution.elim_not_effective 0.82% : 0.000002s : 6: substitution.fold_const_symbol 2.84% : 0.000009s : 6: substitution.graph_param_transform 71.92% : 0.000216s : 3: substitution.inline 2.27% : 0.000007s : 12: substitution.j_node_and_user_rematch 3.08% : 0.000009s : 12: substitution.remove_not_recompute_node 5.80% : 0.000017s : 9: substitution.updatestate_pure_node_eliminater 6.50% : 0.000019s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.089698 2 98.45% : 0.088305s : 1: type_inference.infer 1.55% : 0.001393s : 1: type_inference.specialize ------[replace.] 0.000051 3 100.00% : 0.000051s : 3: replace.inline ------[match.] 0.000213 3 100.00% : 0.000213s : 3: match.inline ------[predicate.] 0.000222 1236 1.35% : 0.000003s : 20: predicate.accumulaten_eliminater 1.33% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.26% : 0.000003s : 20: predicate.addn_check_dump 1.53% : 0.000003s : 20: predicate.addn_zero_filter 2.24% : 0.000005s : 20: predicate.arithmetic_simplify 1.38% : 0.000003s : 20: predicate.cast_eliminate 0.49% : 0.000001s : 6: predicate.check_bprop_eliminate 1.33% : 0.000003s : 20: predicate.compare_switch_simplify 1.47% : 0.000003s : 20: predicate.depend_value_elim 1.19% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.39% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.28% : 0.000003s : 20: predicate.dict_set_item_eliminator 1.10% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.53% : 0.000001s : 6: predicate.elim_not_effective 0.60% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.68% : 0.000004s : 20: predicate.environ_add_const_eliminate 1.31% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.27% : 0.000003s : 20: predicate.environ_get_depend_swap 1.70% : 0.000004s : 20: predicate.environ_get_eliminate 1.29% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.23% : 0.000001s : 6: predicate.fold_const_symbol 1.01% : 0.000002s : 12: predicate.get_grad_eliminate 0.25% : 0.000001s : 6: predicate.graph_param_transform 5.09% : 0.000011s : 35: predicate.inline 1.16% : 0.000003s : 12: predicate.inline_without_move 0.39% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.06% : 0.000002s : 12: predicate.less_batch_normalization 1.47% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.97% : 0.000004s : 26: predicate.load_eliminater 1.36% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.28% : 0.000005s : 29: predicate.loop_unroll_before_grad 2.04% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.33% : 0.000003s : 20: predicate.merge_addn 1.27% : 0.000003s : 20: predicate.minmaximum_grad 1.46% : 0.000003s : 6: predicate.mutable_eliminate 0.58% : 0.000001s : 6: predicate.opt_reshape 2.29% : 0.000005s : 26: predicate.partial_eliminate 1.42% : 0.000003s : 20: predicate.print_const_string_wrapper 2.07% : 0.000005s : 20: predicate.reduce_eliminate 1.50% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.71% : 0.000002s : 12: predicate.remove_not_recompute_node 1.65% : 0.000004s : 32: predicate.replace_applicator 0.53% : 0.000001s : 12: predicate.replace_old_param 0.30% : 0.000001s : 6: predicate.reset_defer_inline 1.38% : 0.000003s : 20: predicate.reshape_eliminate 1.46% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.86% : 0.000002s : 6: predicate.row_tensor_eliminate 1.45% : 0.000003s : 20: predicate.same_eliminate 0.66% : 0.000001s : 16: predicate.set_cell_output_no_recompute 1.04% : 0.000002s : 12: predicate.special_op_eliminate 1.06% : 0.000002s : 12: predicate.specialize_transform 1.61% : 0.000004s : 20: predicate.split_environ_get_set_with_tuple_value 1.44% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.55% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.75% : 0.000004s : 23: predicate.switch_defer_inline 1.54% : 0.000003s : 23: predicate.switch_layer_defer_inline 4.99% : 0.000011s : 58: predicate.switch_simplify 1.33% : 0.000003s : 20: predicate.tile_eliminate 1.37% : 0.000003s : 20: predicate.transpose_eliminate 1.70% : 0.000004s : 20: predicate.tuple_list_convert_item_index_to_positive 1.52% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.43% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.65% : 0.000004s : 20: predicate.tuple_list_set_item_eliminator 1.34% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.86% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.64% : 0.000008s : 38: predicate.updatestate_useless_node_eliminater 1.80% : 0.000004s : 20: predicate.value_based_eliminate 0.41% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 1.00% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000852 9 46.65% : 0.000397s : 4: func_graph_cloner_run.FuncGraphClonerGraph 53.35% : 0.000455s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.250596 73 57.73% : 0.144659s : 1: add_recomputation 0.12% : 0.000310s : 1: auto_monad 0.02% : 0.000050s : 1: auto_monad_reorder 0.15% : 0.000373s : 1: bootstrap 0.01% : 0.000036s : 1: cconv 0.01% : 0.000013s : 1: convert_after_rewriter 0.04% : 0.000112s : 1: cse_after_recomputation 0.00% : 0.000010s : 1: environ_conv 0.01% : 0.000025s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000006s : 1: get_jit_bprop_graph 0.00% : 0.000012s : 1: graph_reusing 3.37% : 0.008442s : 1: jit_opt_a 0.10% : 0.000247s : 1: jit_opt_after_cconv 0.03% : 0.000087s : 1: jit_opt_b 0.20% : 0.000498s : 1: loop_unroll 0.33% : 0.000829s : 1: mutable_eliminate 0.59% : 0.001474s : 26: opt.transform.jit_opt_a 0.04% : 0.000100s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000052s : 4: opt.transform.jit_opt_b 0.01% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.03% : 0.000066s : 1: opt.transform.mutable_eliminate 0.02% : 0.000049s : 1: opt.transform.opt_after_jit_grad 0.03% : 0.000067s : 4: opt.transform.symbol_engine_opt 0.39% : 0.000970s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000025s : 1: process_offload_annotation 0.03% : 0.000077s : 1: py_interpret_to_execute 0.01% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000059s : 1: remove_dup_value 0.42% : 0.001063s : 1: renormalize.infer 0.29% : 0.000730s : 1: renormalize.specialize 0.01% : 0.000013s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000076s : 1: rewriter_after_opt_a 0.04% : 0.000096s : 1: rewriter_before_opt_a 0.05% : 0.000124s : 1: symbol_engine_optimizer 35.83% : 0.089780s : 1: type_inference TotalTime = 0.100674, [31] [bootstrap]: 0.00033878 [type_inference]: 0.08867 [event_method]: 1.747e-05 [auto_monad]: 0.00018084 [graph_reusing]: 6.57002e-06 [pre_auto_parallel]: 2.59001e-06 [py_interpret_to_execute]: 7.116e-05 [rewriter_before_opt_a]: 9.116e-05 [expand_dump_flag]: 3.63999e-06 [jit_opt_a]: 0.0080501, [2] [Cycle 1]: 0.00320181, [27] [switch_simplify]: 7.118e-05 [loop_unroll]: 2.78e-05 [a_1]: 0.00085884 [with_stream_mark]: 3.588e-05 [recompute_prepare]: 1.757e-05 [updatestate_depend_eliminate]: 7.867e-05 [updatestate_assign_eliminate]: 8.68001e-06 [updatestate_loads_eliminate]: 6.49001e-06 [parameter_eliminate]: 2.85002e-06 [specialize_transform]: 1.297e-05 [updatestate_useless_node_eliminater]: 1.466e-05 [accelerated_algorithm]: 1.103e-05 [meta_shard_fg_expand]: 3.68e-06 [get_grad_eliminate_]: 1.077e-05 [merge_forward]: 6.89999e-06 [cell_reuse_recompute_pass]: 1.72999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.922e-05 [j_node_and_user_rematch]: 1.845e-05 [meta_fg_expand]: 4.56002e-06 [replace_old_param]: 8.83001e-06 [inline_without_move]: 9.61e-06 [renormalize]: 0.00157021 [add_forward_monad_depend]: 8.69003e-06 [auto_monad_grad]: 2.81999e-06 [auto_monad_eliminator]: 2.742e-05 [cse]: 0.00010724 [replace_applicator]: 2.469e-05 [Cycle 2]: 0.00057455, [27] [switch_simplify]: 1.102e-05 [loop_unroll]: 8.67e-06 [a_1]: 0.00021227 [with_stream_mark]: 1.697e-05 [recompute_prepare]: 9.75002e-06 [updatestate_depend_eliminate]: 7e-06 [updatestate_assign_eliminate]: 6.31e-06 [updatestate_loads_eliminate]: 6.07001e-06 [parameter_eliminate]: 1.30001e-06 [specialize_transform]: 9.29e-06 [updatestate_useless_node_eliminater]: 1.348e-05 [accelerated_algorithm]: 9.29998e-06 [meta_shard_fg_expand]: 2.34999e-06 [get_grad_eliminate_]: 8.94e-06 [merge_forward]: 6.58998e-06 [cell_reuse_recompute_pass]: 3.5e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.22e-05 [j_node_and_user_rematch]: 1.573e-05 [meta_fg_expand]: 3.7e-06 [replace_old_param]: 8.21002e-06 [inline_without_move]: 8.60001e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.88002e-06 [auto_monad_grad]: 1.34998e-06 [auto_monad_eliminator]: 1.663e-05 [cse]: 3.268e-05 [replace_applicator]: 1.029e-05 [py_interpret_to_execute_after_opt_a]: 2.054e-05 [rewriter_after_opt_a]: 6.933e-05 [convert_after_rewriter]: 9.98998e-06 [order_py_execute_after_rewriter]: 8e-06 [mutable_eliminate]: 0.00084607 [jit_opt_b]: 7.995e-05, [1] [Cycle 1]: 6.933e-05, [2] [frontend_op_eliminate]: 2.842e-05 [inline_after_opt_a]: 2.758e-05 [cconv]: 3.684e-05 [loop_unroll]: 0.0006105 [jit_opt_after_cconv]: 0.0002583, [1] [Cycle 1]: 0.00025, [11] [c_1]: 6.243e-05 [parameter_eliminate]: 5.41998e-06 [updatestate_depend_eliminate]: 1.655e-05 [updatestate_assign_eliminate]: 7.3e-06 [updatestate_loads_eliminate]: 7.29001e-06 [cse]: 4.969e-05 [call_graph_tuple_transform]: 2.569e-05 [tuple_list_get_item_eliminator]: 9.74e-06 [none_parameter_eliminate]: 1.64e-06 [renormalize]: 7.59988e-07 [switch_simplify]: 9.32999e-06 [remove_dup_value]: 6.355e-05 [partial_unused_args_eliminate]: 2.75997e-06 [environ_conv]: 7.8e-06 [add_recomputation]: 8.736e-05 [cse_after_recomputation]: 3.972e-05, [1] [Cycle 1]: 3.3e-05, [1] [cse]: 2.643e-05 [auto_monad_reorder]: 3.006e-05 [get_jit_bprop_graph]: 2.29001e-06 [rewriter_after_jit_bprop_graph]: 7.52998e-06 [opt_after_jit_grad]: 0.00060561 [symbol_engine_optimizer]: 0.00010714, [1] [Cycle 1]: 0.00010005, [6] [build]: 7.23e-06 [elim_shapecalc]: 1.228e-05 [elim_not_effective]: 2.421e-05 [opt_reshape]: 9.92999e-06 [fold_const_symbol]: 1.61e-05 [renormalize]: 6.79982e-07 [process_offload_annotation]: 1.807e-05 [validate]: 6.166e-05 Sums bootstrap : 0.000339s : 0.35% type_inference : 0.088670s : 92.70% event_method : 0.000017s : 0.02% auto_monad : 0.000181s : 0.19% graph_reusing : 0.000007s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000071s : 0.07% rewriter_before_opt_a : 0.000091s : 0.10% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000082s : 0.09% jit_opt_a.loop_unroll : 0.000036s : 0.04% jit_opt_a.a_1 : 0.001071s : 1.12% jit_opt_a.with_stream_mark : 0.000053s : 0.06% jit_opt_a.recompute_prepare : 0.000027s : 0.03% jit_opt_a.updatestate_depend_eliminate : 0.000086s : 0.09% jit_opt_a.updatestate_assign_eliminate : 0.000015s : 0.02% jit_opt_a.updatestate_loads_eliminate : 0.000013s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000022s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.03% jit_opt_a.accelerated_algorithm : 0.000020s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.01% jit_opt_a.get_grad_eliminate_ : 0.000020s : 0.02% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.01% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000051s : 0.05% jit_opt_a.j_node_and_user_rematch : 0.000034s : 0.04% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000017s : 0.02% jit_opt_a.inline_without_move : 0.000018s : 0.02% jit_opt_a.renormalize : 0.001570s : 1.64% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000044s : 0.05% jit_opt_a.cse : 0.000140s : 0.15% jit_opt_a.replace_applicator : 0.000035s : 0.04% py_interpret_to_execute_after_opt_a : 0.000021s : 0.02% rewriter_after_opt_a : 0.000069s : 0.07% convert_after_rewriter : 0.000010s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000846s : 0.88% jit_opt_b.frontend_op_eliminate : 0.000028s : 0.03% jit_opt_b.inline_after_opt_a : 0.000028s : 0.03% cconv : 0.000037s : 0.04% loop_unroll : 0.000611s : 0.64% jit_opt_after_cconv.c_1 : 0.000062s : 0.07% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.02% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.cse : 0.000050s : 0.05% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.03% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.01% remove_dup_value : 0.000064s : 0.07% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000008s : 0.01% add_recomputation : 0.000087s : 0.09% cse_after_recomputation.cse : 0.000026s : 0.03% auto_monad_reorder : 0.000030s : 0.03% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.01% opt_after_jit_grad : 0.000606s : 0.63% symbol_engine_optimizer.build : 0.000007s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.03% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.02% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000018s : 0.02% validate : 0.000062s : 0.06% Time group info: ------[substitution.] 0.000360 72 4.23% : 0.000015s : 5: substitution.depend_value_elim 1.14% : 0.000004s : 6: substitution.elim_not_effective 0.70% : 0.000003s : 6: substitution.fold_const_symbol 2.16% : 0.000008s : 6: substitution.graph_param_transform 76.47% : 0.000275s : 3: substitution.inline 1.92% : 0.000007s : 12: substitution.j_node_and_user_rematch 2.81% : 0.000010s : 12: substitution.remove_not_recompute_node 5.12% : 0.000018s : 9: substitution.updatestate_pure_node_eliminater 5.45% : 0.000020s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.088607 2 98.51% : 0.087285s : 1: type_inference.infer 1.49% : 0.001321s : 1: type_inference.specialize ------[replace.] 0.000052 3 100.00% : 0.000052s : 3: replace.inline ------[match.] 0.000272 3 100.00% : 0.000272s : 3: match.inline ------[predicate.] 0.000226 1236 1.49% : 0.000003s : 20: predicate.accumulaten_eliminater 1.23% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.34% : 0.000003s : 20: predicate.addn_check_dump 1.50% : 0.000003s : 20: predicate.addn_zero_filter 2.29% : 0.000005s : 20: predicate.arithmetic_simplify 1.44% : 0.000003s : 20: predicate.cast_eliminate 0.53% : 0.000001s : 6: predicate.check_bprop_eliminate 1.27% : 0.000003s : 20: predicate.compare_switch_simplify 1.76% : 0.000004s : 20: predicate.depend_value_elim 1.23% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.46% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.44% : 0.000003s : 20: predicate.dict_set_item_eliminator 0.92% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.36% : 0.000001s : 6: predicate.elim_not_effective 0.62% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.47% : 0.000003s : 20: predicate.environ_add_const_eliminate 1.18% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.28% : 0.000003s : 20: predicate.environ_get_depend_swap 1.31% : 0.000003s : 20: predicate.environ_get_eliminate 1.26% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.21% : 0.000000s : 6: predicate.fold_const_symbol 1.17% : 0.000003s : 12: predicate.get_grad_eliminate 0.25% : 0.000001s : 6: predicate.graph_param_transform 4.94% : 0.000011s : 35: predicate.inline 1.01% : 0.000002s : 12: predicate.inline_without_move 0.37% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.46% : 0.000003s : 12: predicate.less_batch_normalization 1.40% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.99% : 0.000004s : 26: predicate.load_eliminater 1.41% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.14% : 0.000005s : 29: predicate.loop_unroll_before_grad 2.21% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.25% : 0.000003s : 20: predicate.merge_addn 1.48% : 0.000003s : 20: predicate.minmaximum_grad 1.65% : 0.000004s : 6: predicate.mutable_eliminate 0.51% : 0.000001s : 6: predicate.opt_reshape 2.44% : 0.000006s : 26: predicate.partial_eliminate 1.23% : 0.000003s : 20: predicate.print_const_string_wrapper 1.75% : 0.000004s : 20: predicate.reduce_eliminate 1.44% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.71% : 0.000002s : 12: predicate.remove_not_recompute_node 1.46% : 0.000003s : 32: predicate.replace_applicator 0.54% : 0.000001s : 12: predicate.replace_old_param 0.35% : 0.000001s : 6: predicate.reset_defer_inline 1.42% : 0.000003s : 20: predicate.reshape_eliminate 1.38% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.75% : 0.000002s : 6: predicate.row_tensor_eliminate 1.61% : 0.000004s : 20: predicate.same_eliminate 0.61% : 0.000001s : 16: predicate.set_cell_output_no_recompute 1.11% : 0.000003s : 12: predicate.special_op_eliminate 1.11% : 0.000003s : 12: predicate.specialize_transform 1.64% : 0.000004s : 20: predicate.split_environ_get_set_with_tuple_value 1.37% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.61% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.92% : 0.000004s : 23: predicate.switch_defer_inline 1.64% : 0.000004s : 23: predicate.switch_layer_defer_inline 4.97% : 0.000011s : 58: predicate.switch_simplify 1.40% : 0.000003s : 20: predicate.tile_eliminate 1.39% : 0.000003s : 20: predicate.transpose_eliminate 1.92% : 0.000004s : 20: predicate.tuple_list_convert_item_index_to_positive 1.47% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.55% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.62% : 0.000004s : 20: predicate.tuple_list_set_item_eliminator 1.30% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 2.10% : 0.000005s : 26: predicate.updatestate_pure_node_eliminater 3.35% : 0.000008s : 38: predicate.updatestate_useless_node_eliminater 1.83% : 0.000004s : 20: predicate.value_based_eliminate 0.47% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.73% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000794 9 43.95% : 0.000349s : 4: func_graph_cloner_run.FuncGraphClonerGraph 56.05% : 0.000445s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.103780 73 0.09% : 0.000090s : 1: add_recomputation 0.18% : 0.000186s : 1: auto_monad 0.03% : 0.000033s : 1: auto_monad_reorder 0.35% : 0.000361s : 1: bootstrap 0.04% : 0.000039s : 1: cconv 0.01% : 0.000012s : 1: convert_after_rewriter 0.04% : 0.000042s : 1: cse_after_recomputation 0.01% : 0.000010s : 1: environ_conv 0.02% : 0.000023s : 1: event_method 0.01% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000009s : 1: graph_reusing 7.76% : 0.008054s : 1: jit_opt_a 0.25% : 0.000261s : 1: jit_opt_after_cconv 0.08% : 0.000083s : 1: jit_opt_b 0.60% : 0.000622s : 1: loop_unroll 0.83% : 0.000859s : 1: mutable_eliminate 1.38% : 0.001428s : 26: opt.transform.jit_opt_a 0.10% : 0.000103s : 4: opt.transform.jit_opt_after_cconv 0.05% : 0.000049s : 4: opt.transform.jit_opt_b 0.02% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000025s : 1: opt.transform.mutable_eliminate 0.04% : 0.000037s : 1: opt.transform.opt_after_jit_grad 0.06% : 0.000058s : 4: opt.transform.symbol_engine_opt 0.59% : 0.000615s : 1: opt_after_jit_grad 0.01% : 0.000010s : 1: order_py_execute_after_rewriter 0.01% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.02% : 0.000022s : 1: process_offload_annotation 0.07% : 0.000075s : 1: py_interpret_to_execute 0.02% : 0.000023s : 1: py_interpret_to_execute_after_opt_a 0.06% : 0.000067s : 1: remove_dup_value 0.89% : 0.000922s : 1: renormalize.infer 0.62% : 0.000639s : 1: renormalize.specialize 0.01% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.07% : 0.000072s : 1: rewriter_after_opt_a 0.09% : 0.000097s : 1: rewriter_before_opt_a 0.11% : 0.000110s : 1: symbol_engine_optimizer 85.46% : 0.088689s : 1: type_inference TotalTime = 0.0157962, [31] [bootstrap]: 0.00036559 [type_inference]: 0.00652438 [event_method]: 1.455e-05 [auto_monad]: 0.00017343 [graph_reusing]: 5.98998e-06 [pre_auto_parallel]: 2.46998e-06 [py_interpret_to_execute]: 1.961e-05 [rewriter_before_opt_a]: 4.752e-05 [expand_dump_flag]: 2.74001e-06 [jit_opt_a]: 0.006017, [2] [Cycle 1]: 0.0017899, [27] [switch_simplify]: 4.767e-05 [loop_unroll]: 1.589e-05 [a_1]: 0.00035472 [with_stream_mark]: 5.263e-05 [recompute_prepare]: 9.56e-06 [updatestate_depend_eliminate]: 5.14e-06 [updatestate_assign_eliminate]: 3.50998e-06 [updatestate_loads_eliminate]: 3.25e-06 [parameter_eliminate]: 1.97999e-06 [specialize_transform]: 7.32002e-06 [updatestate_useless_node_eliminater]: 5.69e-06 [accelerated_algorithm]: 6.21e-06 [meta_shard_fg_expand]: 2.87002e-06 [get_grad_eliminate_]: 5.71e-06 [merge_forward]: 4.14002e-06 [cell_reuse_recompute_pass]: 1.25001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.695e-05 [j_node_and_user_rematch]: 9.42001e-06 [meta_fg_expand]: 2.49001e-06 [replace_old_param]: 1.213e-05 [inline_without_move]: 5.84e-06 [renormalize]: 0.00093932 [add_forward_monad_depend]: 7.04001e-06 [auto_monad_grad]: 2.51998e-06 [auto_monad_eliminator]: 1.739e-05 [cse]: 3.483e-05 [replace_applicator]: 1.578e-05 [Cycle 2]: 0.00035868, [27] [switch_simplify]: 6.51999e-06 [loop_unroll]: 5.54998e-06 [a_1]: 0.00011143 [with_stream_mark]: 1.357e-05 [recompute_prepare]: 5.80002e-06 [updatestate_depend_eliminate]: 3.21999e-06 [updatestate_assign_eliminate]: 3.53e-06 [updatestate_loads_eliminate]: 2.28998e-06 [parameter_eliminate]: 1.25999e-06 [specialize_transform]: 5.72999e-06 [updatestate_useless_node_eliminater]: 4.97e-06 [accelerated_algorithm]: 5.06997e-06 [meta_shard_fg_expand]: 1.73002e-06 [get_grad_eliminate_]: 4.63999e-06 [merge_forward]: 3.17002e-06 [cell_reuse_recompute_pass]: 2.06e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.241e-05 [j_node_and_user_rematch]: 8.06001e-06 [meta_fg_expand]: 1.79e-06 [replace_old_param]: 8.32998e-06 [inline_without_move]: 4.89e-06 [renormalize]: 8.9989e-08 [add_forward_monad_depend]: 1.54e-06 [auto_monad_grad]: 1.24e-06 [auto_monad_eliminator]: 6.50002e-06 [cse]: 1.369e-05 [replace_applicator]: 5.67001e-06 [py_interpret_to_execute_after_opt_a]: 1.377e-05 [rewriter_after_opt_a]: 4.243e-05 [convert_after_rewriter]: 1.281e-05 [order_py_execute_after_rewriter]: 6.98e-06 [mutable_eliminate]: 0.00076011 [jit_opt_b]: 5.756e-05, [1] [Cycle 1]: 4.863e-05, [2] [frontend_op_eliminate]: 1.842e-05 [inline_after_opt_a]: 1.811e-05 [cconv]: 3.453e-05 [loop_unroll]: 0.00045831 [jit_opt_after_cconv]: 0.00018913, [1] [Cycle 1]: 0.00018181, [11] [c_1]: 2.596e-05 [parameter_eliminate]: 4.37e-06 [updatestate_depend_eliminate]: 7.71999e-06 [updatestate_assign_eliminate]: 2.69001e-06 [updatestate_loads_eliminate]: 2.23002e-06 [cse]: 2.784e-05 [call_graph_tuple_transform]: 2.232e-05 [tuple_list_get_item_eliminator]: 5.91e-06 [none_parameter_eliminate]: 1.61998e-06 [renormalize]: 5.00004e-07 [switch_simplify]: 5.76e-06 [remove_dup_value]: 1.87e-05 [partial_unused_args_eliminate]: 2.26e-06 [environ_conv]: 6.34001e-06 [add_recomputation]: 6.015e-05 [cse_after_recomputation]: 2.517e-05, [1] [Cycle 1]: 1.881e-05, [1] [cse]: 1.206e-05 [auto_monad_reorder]: 1.571e-05 [get_jit_bprop_graph]: 1.97001e-06 [rewriter_after_jit_bprop_graph]: 6.21e-06 [opt_after_jit_grad]: 0.00047778 [symbol_engine_optimizer]: 8.201e-05, [1] [Cycle 1]: 7.45e-05, [6] [build]: 5.15001e-06 [elim_shapecalc]: 8.90001e-06 [elim_not_effective]: 1.523e-05 [opt_reshape]: 6.91001e-06 [fold_const_symbol]: 9.84999e-06 [renormalize]: 9.20001e-07 [process_offload_annotation]: 1.246e-05 [validate]: 4.724e-05 Sums bootstrap : 0.000366s : 3.27% type_inference : 0.006524s : 58.40% event_method : 0.000015s : 0.13% auto_monad : 0.000173s : 1.55% graph_reusing : 0.000006s : 0.05% pre_auto_parallel : 0.000002s : 0.02% py_interpret_to_execute : 0.000020s : 0.18% rewriter_before_opt_a : 0.000048s : 0.43% expand_dump_flag : 0.000003s : 0.02% jit_opt_a.switch_simplify : 0.000054s : 0.49% jit_opt_a.loop_unroll : 0.000021s : 0.19% jit_opt_a.a_1 : 0.000466s : 4.17% jit_opt_a.with_stream_mark : 0.000066s : 0.59% jit_opt_a.recompute_prepare : 0.000015s : 0.14% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.07% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.06% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.05% jit_opt_a.parameter_eliminate : 0.000003s : 0.03% jit_opt_a.specialize_transform : 0.000013s : 0.12% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.10% jit_opt_a.accelerated_algorithm : 0.000011s : 0.10% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.09% jit_opt_a.merge_forward : 0.000007s : 0.07% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000029s : 0.26% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.16% jit_opt_a.meta_fg_expand : 0.000004s : 0.04% jit_opt_a.replace_old_param : 0.000020s : 0.18% jit_opt_a.inline_without_move : 0.000011s : 0.10% jit_opt_a.renormalize : 0.000939s : 8.41% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.08% jit_opt_a.auto_monad_grad : 0.000004s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000024s : 0.21% jit_opt_a.cse : 0.000049s : 0.43% jit_opt_a.replace_applicator : 0.000021s : 0.19% py_interpret_to_execute_after_opt_a : 0.000014s : 0.12% rewriter_after_opt_a : 0.000042s : 0.38% convert_after_rewriter : 0.000013s : 0.11% order_py_execute_after_rewriter : 0.000007s : 0.06% mutable_eliminate : 0.000760s : 6.80% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.16% jit_opt_b.inline_after_opt_a : 0.000018s : 0.16% cconv : 0.000035s : 0.31% loop_unroll : 0.000458s : 4.10% jit_opt_after_cconv.c_1 : 0.000026s : 0.23% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000008s : 0.07% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.02% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.cse : 0.000028s : 0.25% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.20% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.05% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.01% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.05% remove_dup_value : 0.000019s : 0.17% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000006s : 0.06% add_recomputation : 0.000060s : 0.54% cse_after_recomputation.cse : 0.000012s : 0.11% auto_monad_reorder : 0.000016s : 0.14% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000006s : 0.06% opt_after_jit_grad : 0.000478s : 4.28% symbol_engine_optimizer.build : 0.000005s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.08% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.14% symbol_engine_optimizer.opt_reshape : 0.000007s : 0.06% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.09% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000012s : 0.11% validate : 0.000047s : 0.42% Time group info: ------[substitution.] 0.000178 21 13.93% : 0.000025s : 2: substitution.cast_eliminate 1.64% : 0.000003s : 2: substitution.elim_not_effective 1.21% : 0.000002s : 2: substitution.fold_const_symbol 3.42% : 0.000006s : 3: substitution.graph_param_transform 71.41% : 0.000127s : 2: substitution.inline 2.08% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.71% : 0.000005s : 4: substitution.remove_not_recompute_node 3.61% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.006460 2 91.08% : 0.005884s : 1: type_inference.infer 8.92% : 0.000576s : 1: type_inference.specialize ------[replace.] 0.000029 2 100.00% : 0.000029s : 2: replace.inline ------[match.] 0.000126 2 100.00% : 0.000126s : 2: match.inline ------[predicate.] 0.000099 485 1.29% : 0.000001s : 7: predicate.accumulaten_eliminater 1.32% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 1.16% : 0.000001s : 7: predicate.addn_check_dump 1.65% : 0.000002s : 7: predicate.addn_zero_filter 1.83% : 0.000002s : 7: predicate.arithmetic_simplify 1.28% : 0.000001s : 7: predicate.cast_eliminate 0.53% : 0.000001s : 3: predicate.check_bprop_eliminate 1.09% : 0.000001s : 7: predicate.compare_switch_simplify 1.26% : 0.000001s : 7: predicate.depend_value_elim 1.03% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.59% : 0.000002s : 7: predicate.dict_get_item_eliminator 1.06% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.02% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.43% : 0.000000s : 3: predicate.elim_not_effective 0.71% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.23% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.01% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.85% : 0.000001s : 7: predicate.environ_get_depend_swap 1.14% : 0.000001s : 7: predicate.environ_get_eliminate 1.04% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.28% : 0.000000s : 3: predicate.fold_const_symbol 1.24% : 0.000001s : 6: predicate.get_grad_eliminate 0.39% : 0.000000s : 3: predicate.graph_param_transform 6.33% : 0.000006s : 15: predicate.inline 1.15% : 0.000001s : 6: predicate.inline_without_move 0.47% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.80% : 0.000002s : 6: predicate.less_batch_normalization 1.56% : 0.000002s : 7: predicate.list_to_tuple_eliminator_ 1.55% : 0.000002s : 10: predicate.load_eliminater 1.60% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.87% : 0.000003s : 14: predicate.loop_unroll_before_grad 2.09% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.87% : 0.000001s : 7: predicate.merge_addn 1.24% : 0.000001s : 7: predicate.minmaximum_grad 2.92% : 0.000003s : 3: predicate.mutable_eliminate 0.65% : 0.000001s : 3: predicate.opt_reshape 2.16% : 0.000002s : 10: predicate.partial_eliminate 1.18% : 0.000001s : 7: predicate.print_const_string_wrapper 1.64% : 0.000002s : 7: predicate.reduce_eliminate 0.93% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.64% : 0.000001s : 6: predicate.remove_not_recompute_node 1.55% : 0.000002s : 13: predicate.replace_applicator 0.98% : 0.000001s : 6: predicate.replace_old_param 0.65% : 0.000001s : 3: predicate.reset_defer_inline 1.21% : 0.000001s : 7: predicate.reshape_eliminate 1.16% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.18% : 0.000001s : 3: predicate.row_tensor_eliminate 1.12% : 0.000001s : 7: predicate.same_eliminate 0.66% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.51% : 0.000001s : 6: predicate.special_op_eliminate 1.53% : 0.000002s : 6: predicate.specialize_transform 1.17% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.22% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.58% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.57% : 0.000002s : 9: predicate.switch_defer_inline 1.49% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.19% : 0.000006s : 26: predicate.switch_simplify 1.20% : 0.000001s : 7: predicate.tile_eliminate 1.32% : 0.000001s : 7: predicate.transpose_eliminate 1.80% : 0.000002s : 7: predicate.tuple_list_convert_item_index_to_positive 1.30% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.10% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.96% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.04% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.29% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.04% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.65% : 0.000002s : 7: predicate.value_based_eliminate 0.55% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 0.93% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000361 6 34.20% : 0.000123s : 2: func_graph_cloner_run.FuncGraphClonerGraph 65.80% : 0.000237s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.017456 73 0.36% : 0.000064s : 1: add_recomputation 1.03% : 0.000179s : 1: auto_monad 0.10% : 0.000018s : 1: auto_monad_reorder 2.27% : 0.000396s : 1: bootstrap 0.21% : 0.000037s : 1: cconv 0.10% : 0.000017s : 1: convert_after_rewriter 0.16% : 0.000027s : 1: cse_after_recomputation 0.05% : 0.000008s : 1: environ_conv 0.11% : 0.000019s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.02% : 0.000004s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 34.50% : 0.006021s : 1: jit_opt_a 1.10% : 0.000192s : 1: jit_opt_after_cconv 0.35% : 0.000061s : 1: jit_opt_b 2.67% : 0.000467s : 1: loop_unroll 4.42% : 0.000772s : 1: mutable_eliminate 3.84% : 0.000670s : 26: opt.transform.jit_opt_a 0.32% : 0.000055s : 4: opt.transform.jit_opt_after_cconv 0.17% : 0.000029s : 4: opt.transform.jit_opt_b 0.08% : 0.000013s : 1: opt.transform.loop_unroll_optimizer 0.11% : 0.000019s : 1: opt.transform.mutable_eliminate 0.13% : 0.000022s : 1: opt.transform.opt_after_jit_grad 0.21% : 0.000037s : 4: opt.transform.symbol_engine_opt 2.79% : 0.000486s : 1: opt_after_jit_grad 0.05% : 0.000009s : 1: order_py_execute_after_rewriter 0.02% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.08% : 0.000015s : 1: process_offload_annotation 0.13% : 0.000022s : 1: py_interpret_to_execute 0.09% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.12% : 0.000021s : 1: remove_dup_value 3.08% : 0.000538s : 1: renormalize.infer 2.23% : 0.000390s : 1: renormalize.specialize 0.05% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.67% : 0.000118s : 1: rewriter_after_opt_a 0.29% : 0.000051s : 1: rewriter_before_opt_a 0.49% : 0.000085s : 1: symbol_engine_optimizer 37.49% : 0.006545s : 1: type_inference TotalTime = 0.117333, [31] [bootstrap]: 0.00031665 [type_inference]: 0.00389286 [event_method]: 1.448e-05 [auto_monad]: 6.197e-05 [graph_reusing]: 5.79e-06 [pre_auto_parallel]: 2.51e-06 [py_interpret_to_execute]: 1.891e-05 [rewriter_before_opt_a]: 4.606e-05 [expand_dump_flag]: 3.33998e-06 [jit_opt_a]: 0.110416, [2] [Cycle 1]: 0.106364, [27] [switch_simplify]: 4.998e-05 [loop_unroll]: 1.58e-05 [a_1]: 0.00037642 [with_stream_mark]: 3.011e-05 [recompute_prepare]: 6.74999e-06 [updatestate_depend_eliminate]: 4.14002e-06 [updatestate_assign_eliminate]: 2.48e-06 [updatestate_loads_eliminate]: 2.32999e-06 [parameter_eliminate]: 1.66e-06 [specialize_transform]: 5.27001e-06 [updatestate_useless_node_eliminater]: 4.87e-06 [accelerated_algorithm]: 4.75001e-06 [meta_shard_fg_expand]: 1.87999e-06 [get_grad_eliminate_]: 4.33001e-06 [merge_forward]: 3.25998e-06 [cell_reuse_recompute_pass]: 1.10999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.467e-05 [j_node_and_user_rematch]: 7.70998e-06 [meta_fg_expand]: 1.87999e-06 [replace_old_param]: 9.54999e-06 [inline_without_move]: 4.11001e-06 [renormalize]: 0.105509 [add_forward_monad_depend]: 9.92999e-06 [auto_monad_grad]: 2.88e-06 [auto_monad_eliminator]: 1.718e-05 [cse]: 3.018e-05 [replace_applicator]: 2.473e-05 [Cycle 2]: 0.0003595, [27] [switch_simplify]: 6.18002e-06 [loop_unroll]: 5.64e-06 [a_1]: 0.00010769 [with_stream_mark]: 1.677e-05 [recompute_prepare]: 4.60001e-06 [updatestate_depend_eliminate]: 3.75e-06 [updatestate_assign_eliminate]: 2.51e-06 [updatestate_loads_eliminate]: 2.26e-06 [parameter_eliminate]: 1.71e-06 [specialize_transform]: 4.74e-06 [updatestate_useless_node_eliminater]: 4.08001e-06 [accelerated_algorithm]: 5.00001e-06 [meta_shard_fg_expand]: 2.32999e-06 [get_grad_eliminate_]: 4.07003e-06 [merge_forward]: 3.71001e-06 [cell_reuse_recompute_pass]: 3.29001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.807e-05 [j_node_and_user_rematch]: 7.08998e-06 [meta_fg_expand]: 2.14e-06 [replace_old_param]: 8.05999e-06 [inline_without_move]: 3.97e-06 [renormalize]: 9.00181e-08 [add_forward_monad_depend]: 1.82001e-06 [auto_monad_grad]: 1.04e-06 [auto_monad_eliminator]: 5.59e-06 [cse]: 1.007e-05 [replace_applicator]: 4.84e-06 [py_interpret_to_execute_after_opt_a]: 1.294e-05 [rewriter_after_opt_a]: 3.56e-05 [convert_after_rewriter]: 6.55002e-06 [order_py_execute_after_rewriter]: 4.82998e-06 [mutable_eliminate]: 0.0007994 [jit_opt_b]: 5.057e-05, [1] [Cycle 1]: 4.171e-05, [2] [frontend_op_eliminate]: 1.459e-05 [inline_after_opt_a]: 1.461e-05 [cconv]: 3.144e-05 [loop_unroll]: 0.00046959 [jit_opt_after_cconv]: 0.00016205, [1] [Cycle 1]: 0.00015366, [11] [c_1]: 1.795e-05 [parameter_eliminate]: 3.9e-06 [updatestate_depend_eliminate]: 7.23e-06 [updatestate_assign_eliminate]: 2.72001e-06 [updatestate_loads_eliminate]: 2.21998e-06 [cse]: 3.508e-05 [call_graph_tuple_transform]: 2.213e-05 [tuple_list_get_item_eliminator]: 4.66002e-06 [none_parameter_eliminate]: 1.57999e-06 [renormalize]: 7.89994e-07 [switch_simplify]: 4.55999e-06 [remove_dup_value]: 1.436e-05 [partial_unused_args_eliminate]: 2.34999e-06 [environ_conv]: 5.64e-06 [add_recomputation]: 4.383e-05 [cse_after_recomputation]: 2.078e-05, [1] [Cycle 1]: 1.445e-05, [1] [cse]: 8.60001e-06 [auto_monad_reorder]: 1.476e-05 [get_jit_bprop_graph]: 2.11e-06 [rewriter_after_jit_bprop_graph]: 8.17e-06 [opt_after_jit_grad]: 0.00053613 [symbol_engine_optimizer]: 7.77e-05, [1] [Cycle 1]: 7.054e-05, [6] [build]: 4.87e-06 [elim_shapecalc]: 8.81002e-06 [elim_not_effective]: 1.332e-05 [opt_reshape]: 6.14001e-06 [fold_const_symbol]: 7.61999e-06 [renormalize]: 6.30011e-07 [process_offload_annotation]: 9.61998e-06 [validate]: 3.974e-05 Sums bootstrap : 0.000317s : 0.28% type_inference : 0.003893s : 3.45% event_method : 0.000014s : 0.01% auto_monad : 0.000062s : 0.05% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000019s : 0.02% rewriter_before_opt_a : 0.000046s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000056s : 0.05% jit_opt_a.loop_unroll : 0.000021s : 0.02% jit_opt_a.a_1 : 0.000484s : 0.43% jit_opt_a.with_stream_mark : 0.000047s : 0.04% jit_opt_a.recompute_prepare : 0.000011s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000005s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000010s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000009s : 0.01% jit_opt_a.accelerated_algorithm : 0.000010s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000008s : 0.01% jit_opt_a.merge_forward : 0.000007s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000033s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000015s : 0.01% jit_opt_a.meta_fg_expand : 0.000004s : 0.00% jit_opt_a.replace_old_param : 0.000018s : 0.02% jit_opt_a.inline_without_move : 0.000008s : 0.01% jit_opt_a.renormalize : 0.105510s : 93.40% jit_opt_a.add_forward_monad_depend : 0.000012s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000023s : 0.02% jit_opt_a.cse : 0.000040s : 0.04% jit_opt_a.replace_applicator : 0.000030s : 0.03% py_interpret_to_execute_after_opt_a : 0.000013s : 0.01% rewriter_after_opt_a : 0.000036s : 0.03% convert_after_rewriter : 0.000007s : 0.01% order_py_execute_after_rewriter : 0.000005s : 0.00% mutable_eliminate : 0.000799s : 0.71% jit_opt_b.frontend_op_eliminate : 0.000015s : 0.01% jit_opt_b.inline_after_opt_a : 0.000015s : 0.01% cconv : 0.000031s : 0.03% loop_unroll : 0.000470s : 0.42% jit_opt_after_cconv.c_1 : 0.000018s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.cse : 0.000035s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000005s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000005s : 0.00% remove_dup_value : 0.000014s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000006s : 0.00% add_recomputation : 0.000044s : 0.04% cse_after_recomputation.cse : 0.000009s : 0.01% auto_monad_reorder : 0.000015s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.01% opt_after_jit_grad : 0.000536s : 0.47% symbol_engine_optimizer.build : 0.000005s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000013s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000008s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000010s : 0.01% validate : 0.000040s : 0.04% Time group info: ------[substitution.] 0.000168 13 8.42% : 0.000014s : 1: substitution.cast_eliminate 1.26% : 0.000002s : 1: substitution.elim_not_effective 0.73% : 0.000001s : 1: substitution.fold_const_symbol 3.48% : 0.000006s : 2: substitution.graph_param_transform 77.70% : 0.000131s : 2: substitution.inline 1.97% : 0.000003s : 2: substitution.j_node_and_user_rematch 2.51% : 0.000004s : 2: substitution.remove_not_recompute_node 3.93% : 0.000007s : 2: substitution.replace_old_param ------[type_inference.] 0.003829 2 86.34% : 0.003306s : 1: type_inference.infer 13.66% : 0.000523s : 1: type_inference.specialize ------[replace.] 0.000036 3 17.49% : 0.000006s : 1: replace.cast_eliminate 82.51% : 0.000030s : 2: replace.inline ------[match.] 0.000142 3 9.30% : 0.000013s : 1: match.cast_eliminate 90.70% : 0.000129s : 2: match.inline ------[predicate.] 0.000121 418 0.94% : 0.000001s : 6: predicate.accumulaten_eliminater 0.89% : 0.000001s : 2: predicate.ad_related_special_op_eliminate 0.61% : 0.000001s : 6: predicate.addn_check_dump 0.92% : 0.000001s : 6: predicate.addn_zero_filter 1.49% : 0.000002s : 6: predicate.arithmetic_simplify 1.50% : 0.000002s : 7: predicate.cast_eliminate 0.30% : 0.000000s : 2: predicate.check_bprop_eliminate 0.78% : 0.000001s : 6: predicate.compare_switch_simplify 0.90% : 0.000001s : 6: predicate.depend_value_elim 0.83% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.18% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.96% : 0.000001s : 7: predicate.dict_set_item_eliminator 0.98% : 0.000001s : 2: predicate.dumpgradient_eliminate 0.25% : 0.000000s : 2: predicate.elim_not_effective 0.96% : 0.000001s : 2: predicate.elim_shapecalc_of_broadcastargs 1.17% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.08% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.83% : 0.000001s : 7: predicate.environ_get_depend_swap 1.30% : 0.000002s : 7: predicate.environ_get_eliminate 0.95% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.17% : 0.000000s : 2: predicate.fold_const_symbol 0.95% : 0.000001s : 4: predicate.get_grad_eliminate 0.83% : 0.000001s : 2: predicate.graph_param_transform 5.44% : 0.000007s : 13: predicate.inline 0.66% : 0.000001s : 4: predicate.inline_without_move 0.28% : 0.000000s : 4: predicate.j_node_and_user_rematch 1.65% : 0.000002s : 4: predicate.less_batch_normalization 1.51% : 0.000002s : 7: predicate.list_to_tuple_eliminator_ 1.32% : 0.000002s : 9: predicate.load_eliminater 1.41% : 0.000002s : 2: predicate.loop_unroll_after_grad 2.59% : 0.000003s : 13: predicate.loop_unroll_before_grad 1.85% : 0.000002s : 9: predicate.make_slice_get_slice_eliminator 18.59% : 0.000022s : 6: predicate.merge_addn 0.70% : 0.000001s : 6: predicate.minmaximum_grad 1.88% : 0.000002s : 2: predicate.mutable_eliminate 0.52% : 0.000001s : 2: predicate.opt_reshape 1.76% : 0.000002s : 9: predicate.partial_eliminate 0.92% : 0.000001s : 6: predicate.print_const_string_wrapper 1.35% : 0.000002s : 6: predicate.reduce_eliminate 1.10% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.77% : 0.000001s : 4: predicate.remove_not_recompute_node 1.33% : 0.000002s : 11: predicate.replace_applicator 0.88% : 0.000001s : 4: predicate.replace_old_param 0.23% : 0.000000s : 2: predicate.reset_defer_inline 0.91% : 0.000001s : 6: predicate.reshape_eliminate 0.89% : 0.000001s : 6: predicate.row_tensor_add_zeros_like 0.77% : 0.000001s : 2: predicate.row_tensor_eliminate 1.27% : 0.000002s : 6: predicate.same_eliminate 0.41% : 0.000001s : 4: predicate.set_cell_output_no_recompute 0.68% : 0.000001s : 4: predicate.special_op_eliminate 0.72% : 0.000001s : 4: predicate.specialize_transform 1.13% : 0.000001s : 6: predicate.split_environ_get_set_with_tuple_value 0.78% : 0.000001s : 6: predicate.stack_unstack_eliminate 0.32% : 0.000000s : 2: predicate.switch_call_monad_eliminater 1.49% : 0.000002s : 9: predicate.switch_defer_inline 1.37% : 0.000002s : 9: predicate.switch_layer_defer_inline 5.07% : 0.000006s : 24: predicate.switch_simplify 0.89% : 0.000001s : 6: predicate.tile_eliminate 1.03% : 0.000001s : 6: predicate.transpose_eliminate 1.03% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.27% : 0.000002s : 7: predicate.tuple_list_get_item_depend_reorder 3.48% : 0.000004s : 11: predicate.tuple_list_get_item_eliminator 1.81% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.08% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.13% : 0.000001s : 9: predicate.updatestate_pure_node_eliminater 2.56% : 0.000003s : 13: predicate.updatestate_useless_node_eliminater 1.41% : 0.000002s : 6: predicate.value_based_eliminate 0.28% : 0.000000s : 2: predicate.virtual_view_grad_eliminate 0.72% : 0.000001s : 2: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000369 6 36.67% : 0.000135s : 2: func_graph_cloner_run.FuncGraphClonerGraph 63.33% : 0.000233s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.223545 73 0.02% : 0.000047s : 1: add_recomputation 0.03% : 0.000065s : 1: auto_monad 0.01% : 0.000018s : 1: auto_monad_reorder 0.15% : 0.000339s : 1: bootstrap 0.02% : 0.000034s : 1: cconv 0.00% : 0.000009s : 1: convert_after_rewriter 0.01% : 0.000023s : 1: cse_after_recomputation 0.00% : 0.000008s : 1: environ_conv 0.01% : 0.000019s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 49.40% : 0.110421s : 1: jit_opt_a 0.07% : 0.000166s : 1: jit_opt_after_cconv 0.02% : 0.000054s : 1: jit_opt_b 0.21% : 0.000479s : 1: loop_unroll 0.36% : 0.000811s : 1: mutable_eliminate 0.30% : 0.000675s : 26: opt.transform.jit_opt_a 0.02% : 0.000046s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000021s : 4: opt.transform.jit_opt_b 0.01% : 0.000012s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000016s : 1: opt.transform.mutable_eliminate 0.01% : 0.000020s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000031s : 4: opt.transform.symbol_engine_opt 0.24% : 0.000547s : 1: opt_after_jit_grad 0.00% : 0.000007s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.01% : 0.000012s : 1: process_offload_annotation 0.01% : 0.000021s : 1: py_interpret_to_execute 0.01% : 0.000015s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000017s : 1: remove_dup_value 47.03% : 0.105126s : 1: renormalize.infer 0.17% : 0.000369s : 1: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.02% : 0.000039s : 1: rewriter_after_opt_a 0.02% : 0.000049s : 1: rewriter_before_opt_a 0.04% : 0.000081s : 1: symbol_engine_optimizer 1.75% : 0.003912s : 1: type_inference TotalTime = 0.139682, [31] [bootstrap]: 0.00031162 [type_inference]: 0.00354082 [event_method]: 1.309e-05 [auto_monad]: 5.864e-05 [graph_reusing]: 7.31999e-06 [pre_auto_parallel]: 3.14001e-06 [py_interpret_to_execute]: 2.123e-05 [rewriter_before_opt_a]: 4.712e-05 [expand_dump_flag]: 3.66001e-06 [jit_opt_a]: 0.00619759, [2] [Cycle 1]: 0.00198728, [27] [switch_simplify]: 4.731e-05 [loop_unroll]: 1.601e-05 [a_1]: 0.00046346 [with_stream_mark]: 9.046e-05 [recompute_prepare]: 1.011e-05 [updatestate_depend_eliminate]: 6.42001e-06 [updatestate_assign_eliminate]: 3.73001e-06 [updatestate_loads_eliminate]: 3.09001e-06 [parameter_eliminate]: 2.76999e-06 [specialize_transform]: 7.66999e-06 [updatestate_useless_node_eliminater]: 5.57999e-06 [accelerated_algorithm]: 6.13998e-06 [meta_shard_fg_expand]: 2.59999e-06 [get_grad_eliminate_]: 5.91e-06 [merge_forward]: 4.52e-06 [cell_reuse_recompute_pass]: 1.42999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.811e-05 [j_node_and_user_rematch]: 1.053e-05 [meta_fg_expand]: 2.96001e-06 [replace_old_param]: 1.097e-05 [inline_without_move]: 5.42999e-06 [renormalize]: 0.00096856 [add_forward_monad_depend]: 7.58001e-06 [auto_monad_grad]: 2.93e-06 [auto_monad_eliminator]: 1.748e-05 [cse]: 3.487e-05 [replace_applicator]: 1.72e-05 [Cycle 2]: 0.00038168, [27] [switch_simplify]: 6.06e-06 [loop_unroll]: 5.51e-06 [a_1]: 0.00011809 [with_stream_mark]: 1.521e-05 [recompute_prepare]: 6.30002e-06 [updatestate_depend_eliminate]: 3.75998e-06 [updatestate_assign_eliminate]: 3.48999e-06 [updatestate_loads_eliminate]: 2.53e-06 [parameter_eliminate]: 1.71e-06 [specialize_transform]: 5.64e-06 [updatestate_useless_node_eliminater]: 5.57999e-06 [accelerated_algorithm]: 5.56e-06 [meta_shard_fg_expand]: 1.62001e-06 [get_grad_eliminate_]: 5.12999e-06 [merge_forward]: 3.86999e-06 [cell_reuse_recompute_pass]: 2.89999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.492e-05 [j_node_and_user_rematch]: 8.90001e-06 [meta_fg_expand]: 2.01e-06 [replace_old_param]: 8.87999e-06 [inline_without_move]: 4.79002e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.92001e-06 [auto_monad_grad]: 1.58002e-06 [auto_monad_eliminator]: 7.45e-06 [cse]: 1.399e-05 [replace_applicator]: 5.70001e-06 [py_interpret_to_execute_after_opt_a]: 1.611e-05 [rewriter_after_opt_a]: 4.336e-05 [convert_after_rewriter]: 7.19001e-06 [order_py_execute_after_rewriter]: 5.87999e-06 [mutable_eliminate]: 0.127494 [jit_opt_b]: 6.95e-05, [1] [Cycle 1]: 5.807e-05, [2] [frontend_op_eliminate]: 2.194e-05 [inline_after_opt_a]: 2.247e-05 [cconv]: 4.808e-05 [loop_unroll]: 0.0005207 [jit_opt_after_cconv]: 0.00020497, [1] [Cycle 1]: 0.00019766, [11] [c_1]: 2.653e-05 [parameter_eliminate]: 7.55e-06 [updatestate_depend_eliminate]: 1.295e-05 [updatestate_assign_eliminate]: 3.74002e-06 [updatestate_loads_eliminate]: 3.06001e-06 [cse]: 4.707e-05 [call_graph_tuple_transform]: 2.847e-05 [tuple_list_get_item_eliminator]: 6.00002e-06 [none_parameter_eliminate]: 1.83002e-06 [renormalize]: 6.80011e-07 [switch_simplify]: 6.29001e-06 [remove_dup_value]: 1.737e-05 [partial_unused_args_eliminate]: 2.55997e-06 [environ_conv]: 7.95e-06 [add_recomputation]: 6.084e-05 [cse_after_recomputation]: 2.707e-05, [1] [Cycle 1]: 2.085e-05, [1] [cse]: 1.452e-05 [auto_monad_reorder]: 1.819e-05 [get_jit_bprop_graph]: 2.71999e-06 [rewriter_after_jit_bprop_graph]: 9.15001e-06 [opt_after_jit_grad]: 0.00053826 [symbol_engine_optimizer]: 8.272e-05, [1] [Cycle 1]: 7.534e-05, [6] [build]: 4.19002e-06 [elim_shapecalc]: 8.80999e-06 [elim_not_effective]: 1.681e-05 [opt_reshape]: 6.74999e-06 [fold_const_symbol]: 9.96e-06 [renormalize]: 3.19997e-07 [process_offload_annotation]: 1.218e-05 [validate]: 4.512e-05 Sums bootstrap : 0.000312s : 0.23% type_inference : 0.003541s : 2.62% event_method : 0.000013s : 0.01% auto_monad : 0.000059s : 0.04% graph_reusing : 0.000007s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000021s : 0.02% rewriter_before_opt_a : 0.000047s : 0.03% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000053s : 0.04% jit_opt_a.loop_unroll : 0.000022s : 0.02% jit_opt_a.a_1 : 0.000582s : 0.43% jit_opt_a.with_stream_mark : 0.000106s : 0.08% jit_opt_a.recompute_prepare : 0.000016s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000010s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000013s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.01% jit_opt_a.accelerated_algorithm : 0.000012s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.01% jit_opt_a.merge_forward : 0.000008s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000033s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000019s : 0.01% jit_opt_a.meta_fg_expand : 0.000005s : 0.00% jit_opt_a.replace_old_param : 0.000020s : 0.01% jit_opt_a.inline_without_move : 0.000010s : 0.01% jit_opt_a.renormalize : 0.000969s : 0.72% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000025s : 0.02% jit_opt_a.cse : 0.000049s : 0.04% jit_opt_a.replace_applicator : 0.000023s : 0.02% py_interpret_to_execute_after_opt_a : 0.000016s : 0.01% rewriter_after_opt_a : 0.000043s : 0.03% convert_after_rewriter : 0.000007s : 0.01% order_py_execute_after_rewriter : 0.000006s : 0.00% mutable_eliminate : 0.127494s : 94.34% jit_opt_b.frontend_op_eliminate : 0.000022s : 0.02% jit_opt_b.inline_after_opt_a : 0.000022s : 0.02% cconv : 0.000048s : 0.04% loop_unroll : 0.000521s : 0.39% jit_opt_after_cconv.c_1 : 0.000027s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000008s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000013s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.cse : 0.000047s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.00% remove_dup_value : 0.000017s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000008s : 0.01% add_recomputation : 0.000061s : 0.05% cse_after_recomputation.cse : 0.000015s : 0.01% auto_monad_reorder : 0.000018s : 0.01% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.01% opt_after_jit_grad : 0.000538s : 0.40% symbol_engine_optimizer.build : 0.000004s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000017s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000007s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000012s : 0.01% validate : 0.000045s : 0.03% Time group info: ------[substitution.] 0.000287 21 9.81% : 0.000028s : 2: substitution.cast_eliminate 0.89% : 0.000003s : 2: substitution.elim_not_effective 0.66% : 0.000002s : 2: substitution.fold_const_symbol 2.10% : 0.000006s : 3: substitution.graph_param_transform 80.96% : 0.000233s : 2: substitution.inline 1.50% : 0.000004s : 4: substitution.j_node_and_user_rematch 1.79% : 0.000005s : 4: substitution.remove_not_recompute_node 2.29% : 0.000007s : 2: substitution.replace_old_param ------[type_inference.] 0.003484 2 85.08% : 0.002964s : 1: type_inference.infer 14.92% : 0.000520s : 1: type_inference.specialize ------[replace.] 0.000034 2 100.00% : 0.000034s : 2: replace.inline ------[match.] 0.000231 2 100.00% : 0.000231s : 2: match.inline ------[predicate.] 0.000110 485 1.03% : 0.000001s : 7: predicate.accumulaten_eliminater 1.13% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 1.26% : 0.000001s : 7: predicate.addn_check_dump 1.27% : 0.000001s : 7: predicate.addn_zero_filter 1.46% : 0.000002s : 7: predicate.arithmetic_simplify 2.03% : 0.000002s : 7: predicate.cast_eliminate 0.55% : 0.000001s : 3: predicate.check_bprop_eliminate 0.80% : 0.000001s : 7: predicate.compare_switch_simplify 1.12% : 0.000001s : 7: predicate.depend_value_elim 0.88% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.07% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.97% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.44% : 0.000002s : 3: predicate.dumpgradient_eliminate 0.57% : 0.000001s : 3: predicate.elim_not_effective 0.73% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.31% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.88% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.36% : 0.000001s : 7: predicate.environ_get_depend_swap 0.82% : 0.000001s : 7: predicate.environ_get_eliminate 0.84% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.26% : 0.000000s : 3: predicate.fold_const_symbol 1.40% : 0.000002s : 6: predicate.get_grad_eliminate 0.49% : 0.000001s : 3: predicate.graph_param_transform 5.97% : 0.000007s : 15: predicate.inline 1.04% : 0.000001s : 6: predicate.inline_without_move 0.44% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.97% : 0.000002s : 6: predicate.less_batch_normalization 1.37% : 0.000002s : 7: predicate.list_to_tuple_eliminator_ 1.44% : 0.000002s : 10: predicate.load_eliminater 2.24% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.58% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.94% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.86% : 0.000001s : 7: predicate.merge_addn 0.79% : 0.000001s : 7: predicate.minmaximum_grad 6.46% : 0.000007s : 3: predicate.mutable_eliminate 0.56% : 0.000001s : 3: predicate.opt_reshape 1.80% : 0.000002s : 10: predicate.partial_eliminate 0.88% : 0.000001s : 7: predicate.print_const_string_wrapper 1.71% : 0.000002s : 7: predicate.reduce_eliminate 1.10% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.55% : 0.000001s : 6: predicate.remove_not_recompute_node 1.45% : 0.000002s : 13: predicate.replace_applicator 0.74% : 0.000001s : 6: predicate.replace_old_param 0.93% : 0.000001s : 3: predicate.reset_defer_inline 1.07% : 0.000001s : 7: predicate.reshape_eliminate 1.38% : 0.000002s : 7: predicate.row_tensor_add_zeros_like 1.45% : 0.000002s : 3: predicate.row_tensor_eliminate 1.22% : 0.000001s : 7: predicate.same_eliminate 0.75% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.06% : 0.000001s : 6: predicate.special_op_eliminate 1.33% : 0.000001s : 6: predicate.specialize_transform 1.02% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.34% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.71% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.40% : 0.000002s : 9: predicate.switch_defer_inline 1.53% : 0.000002s : 9: predicate.switch_layer_defer_inline 6.65% : 0.000007s : 26: predicate.switch_simplify 0.97% : 0.000001s : 7: predicate.tile_eliminate 0.93% : 0.000001s : 7: predicate.transpose_eliminate 1.36% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.21% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.12% : 0.000005s : 13: predicate.tuple_list_get_item_eliminator 1.46% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.02% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.36% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 2.75% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.56% : 0.000002s : 7: predicate.value_based_eliminate 0.45% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 1.43% : 0.000002s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000334 6 26.65% : 0.000089s : 2: func_graph_cloner_run.FuncGraphClonerGraph 73.35% : 0.000245s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.141538 73 0.04% : 0.000064s : 1: add_recomputation 0.06% : 0.000087s : 1: auto_monad 0.02% : 0.000021s : 1: auto_monad_reorder 0.23% : 0.000330s : 1: bootstrap 0.04% : 0.000060s : 1: cconv 0.01% : 0.000009s : 1: convert_after_rewriter 0.02% : 0.000030s : 1: cse_after_recomputation 0.01% : 0.000010s : 1: environ_conv 0.01% : 0.000018s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000010s : 1: graph_reusing 4.38% : 0.006203s : 1: jit_opt_a 0.15% : 0.000209s : 1: jit_opt_after_cconv 0.05% : 0.000073s : 1: jit_opt_b 0.37% : 0.000531s : 1: loop_unroll 90.09% : 0.127513s : 1: mutable_eliminate 0.56% : 0.000791s : 26: opt.transform.jit_opt_a 0.04% : 0.000063s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000035s : 4: opt.transform.jit_opt_b 0.01% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.03% : 0.000038s : 1: opt.transform.mutable_eliminate 0.02% : 0.000024s : 1: opt.transform.opt_after_jit_grad 0.03% : 0.000039s : 4: opt.transform.symbol_engine_opt 0.39% : 0.000547s : 1: opt_after_jit_grad 0.01% : 0.000008s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000015s : 1: process_offload_annotation 0.02% : 0.000023s : 1: py_interpret_to_execute 0.01% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000021s : 1: remove_dup_value 0.41% : 0.000578s : 1: renormalize.infer 0.27% : 0.000380s : 1: renormalize.specialize 0.01% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000047s : 1: rewriter_after_opt_a 0.04% : 0.000050s : 1: rewriter_before_opt_a 0.06% : 0.000085s : 1: symbol_engine_optimizer 2.51% : 0.003558s : 1: type_inference TotalTime = 0.0120457, [31] [bootstrap]: 0.00026997 [type_inference]: 0.00343155 [event_method]: 1.422e-05 [auto_monad]: 6.015e-05 [graph_reusing]: 5.87999e-06 [pre_auto_parallel]: 2.18002e-06 [py_interpret_to_execute]: 1.729e-05 [rewriter_before_opt_a]: 4.32e-05 [expand_dump_flag]: 3.52002e-06 [jit_opt_a]: 0.00560521, [2] [Cycle 1]: 0.00148954, [27] [switch_simplify]: 4.38e-05 [loop_unroll]: 1.498e-05 [a_1]: 0.00032347 [with_stream_mark]: 1.979e-05 [recompute_prepare]: 7.46999e-06 [updatestate_depend_eliminate]: 4.13001e-06 [updatestate_assign_eliminate]: 4e-06 [updatestate_loads_eliminate]: 3.67002e-06 [parameter_eliminate]: 2.11003e-06 [specialize_transform]: 6.74001e-06 [updatestate_useless_node_eliminater]: 5.40999e-06 [accelerated_algorithm]: 5.35999e-06 [meta_shard_fg_expand]: 2.56998e-06 [get_grad_eliminate_]: 5.15999e-06 [merge_forward]: 4.03001e-06 [cell_reuse_recompute_pass]: 1.12e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.509e-05 [j_node_and_user_rematch]: 9.23002e-06 [meta_fg_expand]: 2.43e-06 [replace_old_param]: 9.39e-06 [inline_without_move]: 5.05999e-06 [renormalize]: 0.00074117 [add_forward_monad_depend]: 5.39e-06 [auto_monad_grad]: 2.84999e-06 [auto_monad_eliminator]: 1.529e-05 [cse]: 3.168e-05 [replace_applicator]: 1.434e-05 [Cycle 2]: 0.00037818, [27] [switch_simplify]: 6.46e-06 [loop_unroll]: 5.05001e-06 [a_1]: 0.00010421 [with_stream_mark]: 1.107e-05 [recompute_prepare]: 5.35999e-06 [updatestate_depend_eliminate]: 2.83e-06 [updatestate_assign_eliminate]: 2.71e-06 [updatestate_loads_eliminate]: 2.04999e-06 [parameter_eliminate]: 1.37e-06 [specialize_transform]: 5.12e-06 [updatestate_useless_node_eliminater]: 4.99e-06 [accelerated_algorithm]: 5.07e-06 [meta_shard_fg_expand]: 1.07e-06 [get_grad_eliminate_]: 3.044e-05 [merge_forward]: 3.68999e-06 [cell_reuse_recompute_pass]: 2.15002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.389e-05 [j_node_and_user_rematch]: 8.56002e-06 [meta_fg_expand]: 1.76e-06 [replace_old_param]: 9.32999e-06 [inline_without_move]: 5.09e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.47001e-06 [auto_monad_grad]: 1.19e-06 [auto_monad_eliminator]: 7.87003e-06 [cse]: 1.445e-05 [replace_applicator]: 5.30999e-06 [py_interpret_to_execute_after_opt_a]: 3.084e-05 [rewriter_after_opt_a]: 4.009e-05 [convert_after_rewriter]: 6.77002e-06 [order_py_execute_after_rewriter]: 5.44e-06 [mutable_eliminate]: 0.00072433 [jit_opt_b]: 5.89e-05, [1] [Cycle 1]: 4.598e-05, [2] [frontend_op_eliminate]: 1.771e-05 [inline_after_opt_a]: 1.708e-05 [cconv]: 3.315e-05 [loop_unroll]: 0.00050676 [jit_opt_after_cconv]: 0.00017153, [1] [Cycle 1]: 0.00016454, [11] [c_1]: 2.339e-05 [parameter_eliminate]: 5.71003e-06 [updatestate_depend_eliminate]: 9.81998e-06 [updatestate_assign_eliminate]: 3.01999e-06 [updatestate_loads_eliminate]: 2.92002e-06 [cse]: 3.007e-05 [call_graph_tuple_transform]: 2.129e-05 [tuple_list_get_item_eliminator]: 6.30002e-06 [none_parameter_eliminate]: 1.76e-06 [renormalize]: 5.39992e-07 [switch_simplify]: 5.87001e-06 [remove_dup_value]: 1.807e-05 [partial_unused_args_eliminate]: 2.74999e-06 [environ_conv]: 7.06999e-06 [add_recomputation]: 5.831e-05 [cse_after_recomputation]: 2.447e-05, [1] [Cycle 1]: 1.795e-05, [1] [cse]: 1.165e-05 [auto_monad_reorder]: 1.666e-05 [get_jit_bprop_graph]: 2.40002e-06 [rewriter_after_jit_bprop_graph]: 5.96e-06 [opt_after_jit_grad]: 0.00053722 [symbol_engine_optimizer]: 8.157e-05, [1] [Cycle 1]: 7.322e-05, [6] [build]: 4.1e-06 [elim_shapecalc]: 9.07999e-06 [elim_not_effective]: 1.464e-05 [opt_reshape]: 6.57002e-06 [fold_const_symbol]: 9.47001e-06 [renormalize]: 6.59988e-07 [process_offload_annotation]: 1.126e-05 [validate]: 4.34e-05 Sums bootstrap : 0.000270s : 3.52% type_inference : 0.003432s : 44.75% event_method : 0.000014s : 0.19% auto_monad : 0.000060s : 0.78% graph_reusing : 0.000006s : 0.08% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000017s : 0.23% rewriter_before_opt_a : 0.000043s : 0.56% expand_dump_flag : 0.000004s : 0.05% jit_opt_a.switch_simplify : 0.000050s : 0.66% jit_opt_a.loop_unroll : 0.000020s : 0.26% jit_opt_a.a_1 : 0.000428s : 5.58% jit_opt_a.with_stream_mark : 0.000031s : 0.40% jit_opt_a.recompute_prepare : 0.000013s : 0.17% jit_opt_a.updatestate_depend_eliminate : 0.000007s : 0.09% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.09% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.07% jit_opt_a.parameter_eliminate : 0.000003s : 0.05% jit_opt_a.specialize_transform : 0.000012s : 0.15% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.14% jit_opt_a.accelerated_algorithm : 0.000010s : 0.14% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000036s : 0.46% jit_opt_a.merge_forward : 0.000008s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000029s : 0.38% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.23% jit_opt_a.meta_fg_expand : 0.000004s : 0.05% jit_opt_a.replace_old_param : 0.000019s : 0.24% jit_opt_a.inline_without_move : 0.000010s : 0.13% jit_opt_a.renormalize : 0.000741s : 9.67% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.09% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000023s : 0.30% jit_opt_a.cse : 0.000046s : 0.60% jit_opt_a.replace_applicator : 0.000020s : 0.26% py_interpret_to_execute_after_opt_a : 0.000031s : 0.40% rewriter_after_opt_a : 0.000040s : 0.52% convert_after_rewriter : 0.000007s : 0.09% order_py_execute_after_rewriter : 0.000005s : 0.07% mutable_eliminate : 0.000724s : 9.45% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.23% jit_opt_b.inline_after_opt_a : 0.000017s : 0.22% cconv : 0.000033s : 0.43% loop_unroll : 0.000507s : 6.61% jit_opt_after_cconv.c_1 : 0.000023s : 0.31% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.07% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.13% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.cse : 0.000030s : 0.39% jit_opt_after_cconv.call_graph_tuple_transform : 0.000021s : 0.28% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.08% remove_dup_value : 0.000018s : 0.24% partial_unused_args_eliminate : 0.000003s : 0.04% environ_conv : 0.000007s : 0.09% add_recomputation : 0.000058s : 0.76% cse_after_recomputation.cse : 0.000012s : 0.15% auto_monad_reorder : 0.000017s : 0.22% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000006s : 0.08% opt_after_jit_grad : 0.000537s : 7.01% symbol_engine_optimizer.build : 0.000004s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.12% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.19% symbol_engine_optimizer.opt_reshape : 0.000007s : 0.09% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.12% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000011s : 0.15% validate : 0.000043s : 0.57% Time group info: ------[substitution.] 0.000147 21 14.80% : 0.000022s : 2: substitution.cast_eliminate 1.47% : 0.000002s : 2: substitution.elim_not_effective 0.95% : 0.000001s : 2: substitution.fold_const_symbol 3.69% : 0.000005s : 3: substitution.graph_param_transform 70.02% : 0.000103s : 2: substitution.inline 2.28% : 0.000003s : 4: substitution.j_node_and_user_rematch 3.09% : 0.000005s : 4: substitution.remove_not_recompute_node 3.71% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003376 2 85.00% : 0.002870s : 1: type_inference.infer 15.00% : 0.000506s : 1: type_inference.specialize ------[replace.] 0.000027 2 100.00% : 0.000027s : 2: replace.inline ------[match.] 0.000102 2 100.00% : 0.000102s : 2: match.inline ------[predicate.] 0.000109 485 1.01% : 0.000001s : 7: predicate.accumulaten_eliminater 1.46% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.79% : 0.000001s : 7: predicate.addn_check_dump 1.15% : 0.000001s : 7: predicate.addn_zero_filter 1.59% : 0.000002s : 7: predicate.arithmetic_simplify 1.20% : 0.000001s : 7: predicate.cast_eliminate 0.52% : 0.000001s : 3: predicate.check_bprop_eliminate 0.80% : 0.000001s : 7: predicate.compare_switch_simplify 0.86% : 0.000001s : 7: predicate.depend_value_elim 0.82% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.03% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.95% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.28% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.39% : 0.000000s : 3: predicate.elim_not_effective 0.80% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.04% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.76% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.94% : 0.000001s : 7: predicate.environ_get_depend_swap 1.12% : 0.000001s : 7: predicate.environ_get_eliminate 0.81% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.27% : 0.000000s : 3: predicate.fold_const_symbol 1.18% : 0.000001s : 6: predicate.get_grad_eliminate 0.31% : 0.000000s : 3: predicate.graph_param_transform 4.84% : 0.000005s : 15: predicate.inline 1.05% : 0.000001s : 6: predicate.inline_without_move 0.42% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.36% : 0.000001s : 6: predicate.less_batch_normalization 1.00% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.64% : 0.000002s : 10: predicate.load_eliminater 1.97% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.16% : 0.000002s : 14: predicate.loop_unroll_before_grad 2.34% : 0.000003s : 10: predicate.make_slice_get_slice_eliminator 0.97% : 0.000001s : 7: predicate.merge_addn 0.87% : 0.000001s : 7: predicate.minmaximum_grad 2.26% : 0.000002s : 3: predicate.mutable_eliminate 0.59% : 0.000001s : 3: predicate.opt_reshape 1.75% : 0.000002s : 10: predicate.partial_eliminate 0.99% : 0.000001s : 7: predicate.print_const_string_wrapper 1.38% : 0.000002s : 7: predicate.reduce_eliminate 0.91% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.62% : 0.000001s : 6: predicate.remove_not_recompute_node 1.38% : 0.000002s : 13: predicate.replace_applicator 1.25% : 0.000001s : 6: predicate.replace_old_param 0.43% : 0.000000s : 3: predicate.reset_defer_inline 1.25% : 0.000001s : 7: predicate.reshape_eliminate 1.10% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.97% : 0.000001s : 3: predicate.row_tensor_eliminate 1.28% : 0.000001s : 7: predicate.same_eliminate 0.55% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.44% : 0.000002s : 6: predicate.special_op_eliminate 1.09% : 0.000001s : 6: predicate.specialize_transform 0.99% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 12.27% : 0.000013s : 7: predicate.stack_unstack_eliminate 0.49% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.58% : 0.000002s : 9: predicate.switch_defer_inline 1.69% : 0.000002s : 9: predicate.switch_layer_defer_inline 5.85% : 0.000006s : 26: predicate.switch_simplify 1.11% : 0.000001s : 7: predicate.tile_eliminate 1.20% : 0.000001s : 7: predicate.transpose_eliminate 1.10% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.04% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.24% : 0.000005s : 13: predicate.tuple_list_get_item_eliminator 1.55% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.11% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.18% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 2.85% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.55% : 0.000002s : 7: predicate.value_based_eliminate 0.44% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.83% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000275 6 34.04% : 0.000094s : 2: func_graph_cloner_run.FuncGraphClonerGraph 65.96% : 0.000181s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013484 73 0.45% : 0.000061s : 1: add_recomputation 0.47% : 0.000063s : 1: auto_monad 0.14% : 0.000019s : 1: auto_monad_reorder 2.16% : 0.000291s : 1: bootstrap 0.27% : 0.000036s : 1: cconv 0.07% : 0.000009s : 1: convert_after_rewriter 0.20% : 0.000027s : 1: cse_after_recomputation 0.07% : 0.000009s : 1: environ_conv 0.14% : 0.000019s : 1: event_method 0.04% : 0.000006s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 41.60% : 0.005609s : 1: jit_opt_a 1.30% : 0.000175s : 1: jit_opt_after_cconv 0.46% : 0.000062s : 1: jit_opt_b 3.83% : 0.000517s : 1: loop_unroll 5.45% : 0.000735s : 1: mutable_eliminate 4.77% : 0.000643s : 26: opt.transform.jit_opt_a 0.39% : 0.000053s : 4: opt.transform.jit_opt_after_cconv 0.21% : 0.000028s : 4: opt.transform.jit_opt_b 0.10% : 0.000014s : 1: opt.transform.loop_unroll_optimizer 0.13% : 0.000017s : 1: opt.transform.mutable_eliminate 0.19% : 0.000025s : 1: opt.transform.opt_after_jit_grad 0.27% : 0.000036s : 4: opt.transform.symbol_engine_opt 4.07% : 0.000549s : 1: opt_after_jit_grad 0.06% : 0.000008s : 1: order_py_execute_after_rewriter 0.04% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.10% : 0.000013s : 1: process_offload_annotation 0.14% : 0.000020s : 1: py_interpret_to_execute 0.26% : 0.000035s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000021s : 1: remove_dup_value 3.32% : 0.000448s : 1: renormalize.infer 2.10% : 0.000284s : 1: renormalize.specialize 0.06% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.32% : 0.000043s : 1: rewriter_after_opt_a 0.34% : 0.000046s : 1: rewriter_before_opt_a 0.63% : 0.000085s : 1: symbol_engine_optimizer 25.58% : 0.003449s : 1: type_inference TotalTime = 0.0126555, [31] [bootstrap]: 0.00033507 [type_inference]: 0.00414084 [event_method]: 1.578e-05 [auto_monad]: 7.969e-05 [graph_reusing]: 5.48002e-06 [pre_auto_parallel]: 2.32001e-06 [py_interpret_to_execute]: 1.697e-05 [rewriter_before_opt_a]: 4.408e-05 [expand_dump_flag]: 2.69999e-06 [jit_opt_a]: 0.00556181, [2] [Cycle 1]: 0.00163452, [27] [switch_simplify]: 4.18e-05 [loop_unroll]: 1.623e-05 [a_1]: 0.00037745 [with_stream_mark]: 3.211e-05 [recompute_prepare]: 8.03001e-06 [updatestate_depend_eliminate]: 4.27e-06 [updatestate_assign_eliminate]: 3.35e-06 [updatestate_loads_eliminate]: 3.5e-06 [parameter_eliminate]: 1.92999e-06 [specialize_transform]: 6.06003e-06 [updatestate_useless_node_eliminater]: 5.29e-06 [accelerated_algorithm]: 5.60001e-06 [meta_shard_fg_expand]: 2.29999e-06 [get_grad_eliminate_]: 5.34e-06 [merge_forward]: 3.98001e-06 [cell_reuse_recompute_pass]: 1.62999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.766e-05 [j_node_and_user_rematch]: 9.34998e-06 [meta_fg_expand]: 2.46e-06 [replace_old_param]: 1.006e-05 [inline_without_move]: 5.84e-06 [renormalize]: 0.00079566 [add_forward_monad_depend]: 6.48e-06 [auto_monad_grad]: 2.64999e-06 [auto_monad_eliminator]: 1.764e-05 [cse]: 3.398e-05 [replace_applicator]: 1.88e-05 [Cycle 2]: 0.00035977, [27] [switch_simplify]: 6.83998e-06 [loop_unroll]: 5.92001e-06 [a_1]: 0.00011121 [with_stream_mark]: 1.211e-05 [recompute_prepare]: 5.99999e-06 [updatestate_depend_eliminate]: 3.61001e-06 [updatestate_assign_eliminate]: 3.23e-06 [updatestate_loads_eliminate]: 2.52001e-06 [parameter_eliminate]: 1.42e-06 [specialize_transform]: 5.25999e-06 [updatestate_useless_node_eliminater]: 5.25999e-06 [accelerated_algorithm]: 5.22999e-06 [meta_shard_fg_expand]: 1.31002e-06 [get_grad_eliminate_]: 4.65999e-06 [merge_forward]: 3.38e-06 [cell_reuse_recompute_pass]: 2.12999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.397e-05 [j_node_and_user_rematch]: 8.54998e-06 [meta_fg_expand]: 1.66e-06 [replace_old_param]: 7.41999e-06 [inline_without_move]: 4.87998e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.10999e-06 [auto_monad_grad]: 1.45001e-06 [auto_monad_eliminator]: 6.41e-06 [cse]: 1.274e-05 [replace_applicator]: 5.92001e-06 [py_interpret_to_execute_after_opt_a]: 1.338e-05 [rewriter_after_opt_a]: 4.114e-05 [convert_after_rewriter]: 9.02e-06 [order_py_execute_after_rewriter]: 5.58002e-06 [mutable_eliminate]: 0.00069298 [jit_opt_b]: 5.695e-05, [1] [Cycle 1]: 4.687e-05, [2] [frontend_op_eliminate]: 1.767e-05 [inline_after_opt_a]: 1.737e-05 [cconv]: 3.822e-05 [loop_unroll]: 0.00044722 [jit_opt_after_cconv]: 0.00017854, [1] [Cycle 1]: 0.00017079, [11] [c_1]: 2.221e-05 [parameter_eliminate]: 6.16e-06 [updatestate_depend_eliminate]: 1.171e-05 [updatestate_assign_eliminate]: 2.84001e-06 [updatestate_loads_eliminate]: 3.09999e-06 [cse]: 3.175e-05 [call_graph_tuple_transform]: 2.472e-05 [tuple_list_get_item_eliminator]: 6.64001e-06 [none_parameter_eliminate]: 1.83002e-06 [renormalize]: 1.02998e-06 [switch_simplify]: 6.19001e-06 [remove_dup_value]: 1.763e-05 [partial_unused_args_eliminate]: 2.56998e-06 [environ_conv]: 7.45e-06 [add_recomputation]: 6.224e-05 [cse_after_recomputation]: 2.514e-05, [1] [Cycle 1]: 1.934e-05, [1] [cse]: 1.302e-05 [auto_monad_reorder]: 1.623e-05 [get_jit_bprop_graph]: 2.01e-06 [rewriter_after_jit_bprop_graph]: 7.41999e-06 [opt_after_jit_grad]: 0.00048281 [symbol_engine_optimizer]: 8.52e-05, [1] [Cycle 1]: 7.8e-05, [6] [build]: 3.98001e-06 [elim_shapecalc]: 1.004e-05 [elim_not_effective]: 1.739e-05 [opt_reshape]: 6.61999e-06 [fold_const_symbol]: 9.76998e-06 [renormalize]: 9.10019e-07 [process_offload_annotation]: 1.215e-05 [validate]: 4.809e-05 Sums bootstrap : 0.000335s : 3.97% type_inference : 0.004141s : 49.02% event_method : 0.000016s : 0.19% auto_monad : 0.000080s : 0.94% graph_reusing : 0.000005s : 0.06% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000017s : 0.20% rewriter_before_opt_a : 0.000044s : 0.52% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000049s : 0.58% jit_opt_a.loop_unroll : 0.000022s : 0.26% jit_opt_a.a_1 : 0.000489s : 5.78% jit_opt_a.with_stream_mark : 0.000044s : 0.52% jit_opt_a.recompute_prepare : 0.000014s : 0.17% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.09% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.08% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.07% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000011s : 0.13% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.12% jit_opt_a.accelerated_algorithm : 0.000011s : 0.13% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.12% jit_opt_a.merge_forward : 0.000007s : 0.09% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000032s : 0.37% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.21% jit_opt_a.meta_fg_expand : 0.000004s : 0.05% jit_opt_a.replace_old_param : 0.000017s : 0.21% jit_opt_a.inline_without_move : 0.000011s : 0.13% jit_opt_a.renormalize : 0.000796s : 9.42% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.09% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000024s : 0.28% jit_opt_a.cse : 0.000047s : 0.55% jit_opt_a.replace_applicator : 0.000025s : 0.29% py_interpret_to_execute_after_opt_a : 0.000013s : 0.16% rewriter_after_opt_a : 0.000041s : 0.49% convert_after_rewriter : 0.000009s : 0.11% order_py_execute_after_rewriter : 0.000006s : 0.07% mutable_eliminate : 0.000693s : 8.20% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.21% jit_opt_b.inline_after_opt_a : 0.000017s : 0.21% cconv : 0.000038s : 0.45% loop_unroll : 0.000447s : 5.29% jit_opt_after_cconv.c_1 : 0.000022s : 0.26% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.07% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.14% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.cse : 0.000032s : 0.38% jit_opt_after_cconv.call_graph_tuple_transform : 0.000025s : 0.29% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000007s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.07% remove_dup_value : 0.000018s : 0.21% partial_unused_args_eliminate : 0.000003s : 0.03% environ_conv : 0.000007s : 0.09% add_recomputation : 0.000062s : 0.74% cse_after_recomputation.cse : 0.000013s : 0.15% auto_monad_reorder : 0.000016s : 0.19% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000007s : 0.09% opt_after_jit_grad : 0.000483s : 5.72% symbol_engine_optimizer.build : 0.000004s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000010s : 0.12% symbol_engine_optimizer.elim_not_effective : 0.000017s : 0.21% symbol_engine_optimizer.opt_reshape : 0.000007s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.12% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000012s : 0.14% validate : 0.000048s : 0.57% Time group info: ------[substitution.] 0.000157 21 14.90% : 0.000023s : 2: substitution.cast_eliminate 1.66% : 0.000003s : 2: substitution.elim_not_effective 1.11% : 0.000002s : 2: substitution.fold_const_symbol 3.78% : 0.000006s : 3: substitution.graph_param_transform 69.39% : 0.000109s : 2: substitution.inline 2.61% : 0.000004s : 4: substitution.j_node_and_user_rematch 3.24% : 0.000005s : 4: substitution.remove_not_recompute_node 3.32% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.004077 2 86.60% : 0.003531s : 1: type_inference.infer 13.40% : 0.000546s : 1: type_inference.specialize ------[replace.] 0.000027 2 100.00% : 0.000027s : 2: replace.inline ------[match.] 0.000107 2 100.00% : 0.000107s : 2: match.inline ------[predicate.] 0.000098 485 1.24% : 0.000001s : 7: predicate.accumulaten_eliminater 1.81% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.86% : 0.000001s : 7: predicate.addn_check_dump 1.54% : 0.000002s : 7: predicate.addn_zero_filter 2.09% : 0.000002s : 7: predicate.arithmetic_simplify 1.54% : 0.000002s : 7: predicate.cast_eliminate 0.58% : 0.000001s : 3: predicate.check_bprop_eliminate 0.95% : 0.000001s : 7: predicate.compare_switch_simplify 1.10% : 0.000001s : 7: predicate.depend_value_elim 0.96% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.11% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.97% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.36% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.51% : 0.000001s : 3: predicate.elim_not_effective 0.90% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.03% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.60% : 0.000002s : 7: predicate.environ_get_add_eliminate 0.94% : 0.000001s : 7: predicate.environ_get_depend_swap 1.20% : 0.000001s : 7: predicate.environ_get_eliminate 0.94% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.30% : 0.000000s : 3: predicate.fold_const_symbol 1.14% : 0.000001s : 6: predicate.get_grad_eliminate 0.35% : 0.000000s : 3: predicate.graph_param_transform 6.68% : 0.000007s : 15: predicate.inline 1.14% : 0.000001s : 6: predicate.inline_without_move 0.47% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.80% : 0.000002s : 6: predicate.less_batch_normalization 1.28% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.32% : 0.000001s : 10: predicate.load_eliminater 1.85% : 0.000002s : 3: predicate.loop_unroll_after_grad 3.27% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.97% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.00% : 0.000001s : 7: predicate.merge_addn 0.93% : 0.000001s : 7: predicate.minmaximum_grad 3.10% : 0.000003s : 3: predicate.mutable_eliminate 0.67% : 0.000001s : 3: predicate.opt_reshape 2.03% : 0.000002s : 10: predicate.partial_eliminate 1.03% : 0.000001s : 7: predicate.print_const_string_wrapper 1.78% : 0.000002s : 7: predicate.reduce_eliminate 1.06% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.93% : 0.000001s : 6: predicate.remove_not_recompute_node 1.57% : 0.000002s : 13: predicate.replace_applicator 1.09% : 0.000001s : 6: predicate.replace_old_param 0.68% : 0.000001s : 3: predicate.reset_defer_inline 1.26% : 0.000001s : 7: predicate.reshape_eliminate 1.22% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.06% : 0.000001s : 3: predicate.row_tensor_eliminate 1.11% : 0.000001s : 7: predicate.same_eliminate 0.68% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.87% : 0.000002s : 6: predicate.special_op_eliminate 1.26% : 0.000001s : 6: predicate.specialize_transform 1.21% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.27% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.52% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.69% : 0.000002s : 9: predicate.switch_defer_inline 1.80% : 0.000002s : 9: predicate.switch_layer_defer_inline 5.38% : 0.000005s : 26: predicate.switch_simplify 1.41% : 0.000001s : 7: predicate.tile_eliminate 1.07% : 0.000001s : 7: predicate.transpose_eliminate 1.19% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.28% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.60% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.65% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.19% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.33% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.01% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.44% : 0.000001s : 7: predicate.value_based_eliminate 0.59% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 1.24% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000327 6 33.58% : 0.000110s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.42% : 0.000217s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.014198 73 0.46% : 0.000065s : 1: add_recomputation 0.59% : 0.000084s : 1: auto_monad 0.13% : 0.000019s : 1: auto_monad_reorder 2.51% : 0.000356s : 1: bootstrap 0.29% : 0.000041s : 1: cconv 0.08% : 0.000012s : 1: convert_after_rewriter 0.19% : 0.000027s : 1: cse_after_recomputation 0.07% : 0.000010s : 1: environ_conv 0.15% : 0.000021s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.05% : 0.000008s : 1: graph_reusing 39.21% : 0.005567s : 1: jit_opt_a 1.28% : 0.000182s : 1: jit_opt_after_cconv 0.42% : 0.000060s : 1: jit_opt_b 3.22% : 0.000457s : 1: loop_unroll 4.96% : 0.000704s : 1: mutable_eliminate 4.83% : 0.000685s : 26: opt.transform.jit_opt_a 0.39% : 0.000056s : 4: opt.transform.jit_opt_after_cconv 0.20% : 0.000028s : 4: opt.transform.jit_opt_b 0.09% : 0.000013s : 1: opt.transform.loop_unroll_optimizer 0.13% : 0.000019s : 1: opt.transform.mutable_eliminate 0.17% : 0.000024s : 1: opt.transform.opt_after_jit_grad 0.28% : 0.000040s : 4: opt.transform.symbol_engine_opt 3.46% : 0.000491s : 1: opt_after_jit_grad 0.05% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.10% : 0.000015s : 1: process_offload_annotation 0.14% : 0.000019s : 1: py_interpret_to_execute 0.12% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000020s : 1: remove_dup_value 3.30% : 0.000468s : 1: renormalize.infer 2.24% : 0.000318s : 1: renormalize.specialize 0.07% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.32% : 0.000045s : 1: rewriter_after_opt_a 0.33% : 0.000047s : 1: rewriter_before_opt_a 0.62% : 0.000088s : 1: symbol_engine_optimizer 29.29% : 0.004158s : 1: type_inference TotalTime = 0.191136, [31] [bootstrap]: 0.00045005 [type_inference]: 0.00738597 [event_method]: 1.639e-05 [auto_monad]: 0.00019487 [graph_reusing]: 7.82002e-06 [pre_auto_parallel]: 2.68e-06 [py_interpret_to_execute]: 4.177e-05 [rewriter_before_opt_a]: 7.009e-05 [expand_dump_flag]: 3.6e-06 [jit_opt_a]: 0.00687935, [2] [Cycle 1]: 0.00236915, [27] [switch_simplify]: 5.691e-05 [loop_unroll]: 1.945e-05 [a_1]: 0.00050114 [with_stream_mark]: 3.999e-05 [recompute_prepare]: 1.195e-05 [updatestate_depend_eliminate]: 7.48999e-06 [updatestate_assign_eliminate]: 6.27001e-06 [updatestate_loads_eliminate]: 6.12001e-06 [parameter_eliminate]: 2.10002e-06 [specialize_transform]: 9.89001e-06 [updatestate_useless_node_eliminater]: 1.223e-05 [accelerated_algorithm]: 8.90001e-06 [meta_shard_fg_expand]: 3.20002e-06 [get_grad_eliminate_]: 8.44002e-06 [merge_forward]: 6.34001e-06 [cell_reuse_recompute_pass]: 1.92001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.136e-05 [j_node_and_user_rematch]: 1.575e-05 [meta_fg_expand]: 3.79002e-06 [replace_old_param]: 1.357e-05 [inline_without_move]: 9.39998e-06 [renormalize]: 0.00124817 [add_forward_monad_depend]: 1.246e-05 [auto_monad_grad]: 3.60003e-06 [auto_monad_eliminator]: 3.037e-05 [cse]: 7.625e-05 [replace_applicator]: 2.562e-05 [Cycle 2]: 0.00059569, [27] [switch_simplify]: 1.06e-05 [loop_unroll]: 8.74998e-06 [a_1]: 0.00020805 [with_stream_mark]: 1.682e-05 [recompute_prepare]: 3.9e-05 [updatestate_depend_eliminate]: 7.48999e-06 [updatestate_assign_eliminate]: 6.06e-06 [updatestate_loads_eliminate]: 4.57998e-06 [parameter_eliminate]: 2.30002e-06 [specialize_transform]: 1.049e-05 [updatestate_useless_node_eliminater]: 1.357e-05 [accelerated_algorithm]: 1.007e-05 [meta_shard_fg_expand]: 2.44001e-06 [get_grad_eliminate_]: 8.18001e-06 [merge_forward]: 5.84e-06 [cell_reuse_recompute_pass]: 2.61999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.042e-05 [j_node_and_user_rematch]: 1.399e-05 [meta_fg_expand]: 3.34001e-06 [replace_old_param]: 1.204e-05 [inline_without_move]: 8.33999e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.56002e-06 [auto_monad_grad]: 1.49998e-06 [auto_monad_eliminator]: 1.307e-05 [cse]: 2.909e-05 [replace_applicator]: 8.90999e-06 [py_interpret_to_execute_after_opt_a]: 2.135e-05 [rewriter_after_opt_a]: 0.0001528 [convert_after_rewriter]: 1.025e-05 [order_py_execute_after_rewriter]: 8.80001e-06 [mutable_eliminate]: 0.173561 [jit_opt_b]: 9.48e-05, [1] [Cycle 1]: 8.278e-05, [2] [frontend_op_eliminate]: 3.386e-05 [inline_after_opt_a]: 3.369e-05 [cconv]: 4.712e-05 [loop_unroll]: 0.00068605 [jit_opt_after_cconv]: 0.00027098, [1] [Cycle 1]: 0.00026215, [11] [c_1]: 6.474e-05 [parameter_eliminate]: 7.13e-06 [updatestate_depend_eliminate]: 1.584e-05 [updatestate_assign_eliminate]: 5.71003e-06 [updatestate_loads_eliminate]: 4.97999e-06 [cse]: 5.988e-05 [call_graph_tuple_transform]: 2.795e-05 [tuple_list_get_item_eliminator]: 9.48002e-06 [none_parameter_eliminate]: 1.60001e-06 [renormalize]: 6.80011e-07 [switch_simplify]: 9.82999e-06 [remove_dup_value]: 2.491e-05 [partial_unused_args_eliminate]: 2.41e-06 [environ_conv]: 9.05999e-06 [add_recomputation]: 8.969e-05 [cse_after_recomputation]: 3.516e-05, [1] [Cycle 1]: 2.91e-05, [1] [cse]: 2.289e-05 [auto_monad_reorder]: 2.881e-05 [get_jit_bprop_graph]: 2.55002e-06 [rewriter_after_jit_bprop_graph]: 1.038e-05 [opt_after_jit_grad]: 0.00058667 [symbol_engine_optimizer]: 0.00010534, [1] [Cycle 1]: 9.767e-05, [6] [build]: 7.15e-06 [elim_shapecalc]: 1.391e-05 [elim_not_effective]: 2.176e-05 [opt_reshape]: 9.61e-06 [fold_const_symbol]: 1.644e-05 [renormalize]: 7.29982e-07 [process_offload_annotation]: 1.549e-05 [validate]: 6.114e-05 Sums bootstrap : 0.000450s : 0.24% type_inference : 0.007386s : 3.96% event_method : 0.000016s : 0.01% auto_monad : 0.000195s : 0.10% graph_reusing : 0.000008s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000042s : 0.02% rewriter_before_opt_a : 0.000070s : 0.04% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000068s : 0.04% jit_opt_a.loop_unroll : 0.000028s : 0.02% jit_opt_a.a_1 : 0.000709s : 0.38% jit_opt_a.with_stream_mark : 0.000057s : 0.03% jit_opt_a.recompute_prepare : 0.000051s : 0.03% jit_opt_a.updatestate_depend_eliminate : 0.000015s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000020s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000026s : 0.01% jit_opt_a.accelerated_algorithm : 0.000019s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000012s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000042s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.02% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000026s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.001248s : 0.67% jit_opt_a.add_forward_monad_depend : 0.000014s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000043s : 0.02% jit_opt_a.cse : 0.000105s : 0.06% jit_opt_a.replace_applicator : 0.000035s : 0.02% py_interpret_to_execute_after_opt_a : 0.000021s : 0.01% rewriter_after_opt_a : 0.000153s : 0.08% convert_after_rewriter : 0.000010s : 0.01% order_py_execute_after_rewriter : 0.000009s : 0.00% mutable_eliminate : 0.173561s : 93.07% jit_opt_b.frontend_op_eliminate : 0.000034s : 0.02% jit_opt_b.inline_after_opt_a : 0.000034s : 0.02% cconv : 0.000047s : 0.03% loop_unroll : 0.000686s : 0.37% jit_opt_after_cconv.c_1 : 0.000065s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000016s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000060s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000025s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000090s : 0.05% cse_after_recomputation.cse : 0.000023s : 0.01% auto_monad_reorder : 0.000029s : 0.02% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.01% opt_after_jit_grad : 0.000587s : 0.31% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000015s : 0.01% validate : 0.000061s : 0.03% Time group info: ------[substitution.] 0.000250 52 11.31% : 0.000028s : 2: substitution.cast_eliminate 4.19% : 0.000010s : 2: substitution.depend_value_elim 1.40% : 0.000004s : 5: substitution.elim_not_effective 1.04% : 0.000003s : 5: substitution.fold_const_symbol 3.40% : 0.000008s : 6: substitution.graph_param_transform 59.16% : 0.000148s : 2: substitution.inline 2.60% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.32% : 0.000008s : 10: substitution.remove_not_recompute_node 2.70% : 0.000007s : 2: substitution.replace_old_param 5.99% : 0.000015s : 3: substitution.updatestate_pure_node_eliminater 4.89% : 0.000012s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.007312 2 90.27% : 0.006601s : 1: type_inference.infer 9.73% : 0.000711s : 1: type_inference.specialize ------[replace.] 0.000035 2 100.00% : 0.000035s : 2: replace.inline ------[match.] 0.000146 2 100.00% : 0.000146s : 2: match.inline ------[predicate.] 0.000173 906 1.12% : 0.000002s : 13: predicate.accumulaten_eliminater 1.36% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 0.97% : 0.000002s : 13: predicate.addn_check_dump 1.32% : 0.000002s : 13: predicate.addn_zero_filter 1.77% : 0.000003s : 13: predicate.arithmetic_simplify 1.31% : 0.000002s : 13: predicate.cast_eliminate 0.75% : 0.000001s : 6: predicate.check_bprop_eliminate 0.96% : 0.000002s : 13: predicate.compare_switch_simplify 1.25% : 0.000002s : 13: predicate.depend_value_elim 1.15% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.38% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.07% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.41% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.45% : 0.000001s : 6: predicate.elim_not_effective 0.78% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.03% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.13% : 0.000002s : 13: predicate.environ_get_add_eliminate 0.99% : 0.000002s : 13: predicate.environ_get_depend_swap 1.14% : 0.000002s : 13: predicate.environ_get_eliminate 1.02% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.27% : 0.000000s : 6: predicate.fold_const_symbol 1.29% : 0.000002s : 12: predicate.get_grad_eliminate 0.28% : 0.000000s : 6: predicate.graph_param_transform 5.17% : 0.000009s : 27: predicate.inline 1.29% : 0.000002s : 12: predicate.inline_without_move 0.46% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.57% : 0.000003s : 12: predicate.less_batch_normalization 1.18% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.89% : 0.000003s : 19: predicate.load_eliminater 2.25% : 0.000004s : 6: predicate.loop_unroll_after_grad 2.34% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.08% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 1.08% : 0.000002s : 13: predicate.merge_addn 1.25% : 0.000002s : 13: predicate.minmaximum_grad 4.87% : 0.000008s : 6: predicate.mutable_eliminate 0.77% : 0.000001s : 6: predicate.opt_reshape 2.02% : 0.000003s : 19: predicate.partial_eliminate 1.04% : 0.000002s : 13: predicate.print_const_string_wrapper 1.47% : 0.000003s : 13: predicate.reduce_eliminate 1.25% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.63% : 0.000001s : 12: predicate.remove_not_recompute_node 1.59% : 0.000003s : 25: predicate.replace_applicator 0.90% : 0.000002s : 12: predicate.replace_old_param 0.73% : 0.000001s : 6: predicate.reset_defer_inline 1.36% : 0.000002s : 13: predicate.reshape_eliminate 1.20% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 1.54% : 0.000003s : 6: predicate.row_tensor_eliminate 1.45% : 0.000003s : 13: predicate.same_eliminate 0.88% : 0.000002s : 12: predicate.set_cell_output_no_recompute 1.43% : 0.000002s : 12: predicate.special_op_eliminate 1.52% : 0.000003s : 12: predicate.specialize_transform 1.26% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.25% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.77% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.29% : 0.000002s : 15: predicate.switch_defer_inline 1.41% : 0.000002s : 15: predicate.switch_layer_defer_inline 5.66% : 0.000010s : 43: predicate.switch_simplify 1.16% : 0.000002s : 13: predicate.tile_eliminate 1.20% : 0.000002s : 13: predicate.transpose_eliminate 1.25% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.25% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.43% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.28% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.12% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.66% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 3.59% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 1.36% : 0.000002s : 13: predicate.value_based_eliminate 0.54% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 1.11% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000453 6 28.53% : 0.000129s : 2: func_graph_cloner_run.FuncGraphClonerGraph 71.47% : 0.000324s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.193612 73 0.05% : 0.000093s : 1: add_recomputation 0.10% : 0.000201s : 1: auto_monad 0.02% : 0.000032s : 1: auto_monad_reorder 0.25% : 0.000478s : 1: bootstrap 0.03% : 0.000050s : 1: cconv 0.01% : 0.000013s : 1: convert_after_rewriter 0.02% : 0.000037s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.01% : 0.000022s : 1: event_method 0.00% : 0.000007s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000010s : 1: graph_reusing 3.56% : 0.006884s : 1: jit_opt_a 0.14% : 0.000275s : 1: jit_opt_after_cconv 0.05% : 0.000099s : 1: jit_opt_b 0.36% : 0.000698s : 1: loop_unroll 89.66% : 0.173585s : 1: mutable_eliminate 0.54% : 0.001051s : 26: opt.transform.jit_opt_a 0.06% : 0.000108s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000057s : 4: opt.transform.jit_opt_b 0.01% : 0.000023s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000048s : 1: opt.transform.mutable_eliminate 0.02% : 0.000037s : 1: opt.transform.opt_after_jit_grad 0.03% : 0.000058s : 4: opt.transform.symbol_engine_opt 0.31% : 0.000598s : 1: opt_after_jit_grad 0.01% : 0.000011s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000018s : 1: process_offload_annotation 0.02% : 0.000045s : 1: py_interpret_to_execute 0.01% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000028s : 1: remove_dup_value 0.36% : 0.000703s : 1: renormalize.infer 0.28% : 0.000532s : 1: renormalize.specialize 0.01% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.08% : 0.000157s : 1: rewriter_after_opt_a 0.04% : 0.000073s : 1: rewriter_before_opt_a 0.06% : 0.000109s : 1: symbol_engine_optimizer 3.83% : 0.007410s : 1: type_inference TotalTime = 0.013856, [31] [bootstrap]: 0.00039274 [type_inference]: 0.00418757 [event_method]: 1.322e-05 [auto_monad]: 0.00012286 [graph_reusing]: 5.75001e-06 [pre_auto_parallel]: 2.49001e-06 [py_interpret_to_execute]: 3.33e-05 [rewriter_before_opt_a]: 6.001e-05 [expand_dump_flag]: 3.06001e-06 [jit_opt_a]: 0.00617401, [2] [Cycle 1]: 0.00192048, [27] [switch_simplify]: 4.787e-05 [loop_unroll]: 1.897e-05 [a_1]: 0.00039354 [with_stream_mark]: 3.121e-05 [recompute_prepare]: 1.001e-05 [updatestate_depend_eliminate]: 7.2e-06 [updatestate_assign_eliminate]: 2.742e-05 [updatestate_loads_eliminate]: 6.25002e-06 [parameter_eliminate]: 2.21e-06 [specialize_transform]: 9.94999e-06 [updatestate_useless_node_eliminater]: 1.252e-05 [accelerated_algorithm]: 8.50001e-06 [meta_shard_fg_expand]: 2.56e-06 [get_grad_eliminate_]: 8.08999e-06 [merge_forward]: 5.62999e-06 [cell_reuse_recompute_pass]: 1.35999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.983e-05 [j_node_and_user_rematch]: 1.287e-05 [meta_fg_expand]: 3.13e-06 [replace_old_param]: 1.231e-05 [inline_without_move]: 7.34002e-06 [renormalize]: 0.00097592 [add_forward_monad_depend]: 5.79999e-06 [auto_monad_grad]: 3.48999e-06 [auto_monad_eliminator]: 2.178e-05 [cse]: 4.358e-05 [replace_applicator]: 1.877e-05 [Cycle 2]: 0.0004651, [27] [switch_simplify]: 8.42e-06 [loop_unroll]: 7.35e-06 [a_1]: 0.00016553 [with_stream_mark]: 1.368e-05 [recompute_prepare]: 8.84998e-06 [updatestate_depend_eliminate]: 5.05999e-06 [updatestate_assign_eliminate]: 4.38001e-06 [updatestate_loads_eliminate]: 3.7e-06 [parameter_eliminate]: 1.10999e-06 [specialize_transform]: 8.03001e-06 [updatestate_useless_node_eliminater]: 1.031e-05 [accelerated_algorithm]: 7.77e-06 [meta_shard_fg_expand]: 2.06e-06 [get_grad_eliminate_]: 6.68003e-06 [merge_forward]: 5.09998e-06 [cell_reuse_recompute_pass]: 2.08002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.73e-05 [j_node_and_user_rematch]: 1.164e-05 [meta_fg_expand]: 2.58e-06 [replace_old_param]: 9.05999e-06 [inline_without_move]: 6.64001e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.54e-06 [auto_monad_grad]: 1.14e-06 [auto_monad_eliminator]: 9.31e-06 [cse]: 1.9e-05 [replace_applicator]: 7.85e-06 [py_interpret_to_execute_after_opt_a]: 1.517e-05 [rewriter_after_opt_a]: 0.0002105 [convert_after_rewriter]: 1.054e-05 [order_py_execute_after_rewriter]: 7.05002e-06 [mutable_eliminate]: 0.00069657 [jit_opt_b]: 7.171e-05, [1] [Cycle 1]: 6.267e-05, [2] [frontend_op_eliminate]: 2.528e-05 [inline_after_opt_a]: 2.432e-05 [cconv]: 3.45e-05 [loop_unroll]: 0.00048782 [jit_opt_after_cconv]: 0.00021055, [1] [Cycle 1]: 0.00020355, [11] [c_1]: 5.023e-05 [parameter_eliminate]: 3.55998e-06 [updatestate_depend_eliminate]: 1.115e-05 [updatestate_assign_eliminate]: 4.48999e-06 [updatestate_loads_eliminate]: 4.48999e-06 [cse]: 3.711e-05 [call_graph_tuple_transform]: 2.128e-05 [tuple_list_get_item_eliminator]: 9.07001e-06 [none_parameter_eliminate]: 1.62999e-06 [renormalize]: 5.39992e-07 [switch_simplify]: 7.83999e-06 [remove_dup_value]: 2.045e-05 [partial_unused_args_eliminate]: 2.20002e-06 [environ_conv]: 8.52e-06 [add_recomputation]: 7.471e-05 [cse_after_recomputation]: 3.147e-05, [1] [Cycle 1]: 2.467e-05, [1] [cse]: 1.76e-05 [auto_monad_reorder]: 2.598e-05 [get_jit_bprop_graph]: 2.91e-06 [rewriter_after_jit_bprop_graph]: 6.41e-06 [opt_after_jit_grad]: 0.000558 [symbol_engine_optimizer]: 9.282e-05, [1] [Cycle 1]: 8.596e-05, [6] [build]: 5.74e-06 [elim_shapecalc]: 1.081e-05 [elim_not_effective]: 1.989e-05 [opt_reshape]: 8.38999e-06 [fold_const_symbol]: 1.249e-05 [renormalize]: 9.20001e-07 [process_offload_annotation]: 1.256e-05 [validate]: 5.746e-05 Sums bootstrap : 0.000393s : 4.18% type_inference : 0.004188s : 44.58% event_method : 0.000013s : 0.14% auto_monad : 0.000123s : 1.31% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000033s : 0.35% rewriter_before_opt_a : 0.000060s : 0.64% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000056s : 0.60% jit_opt_a.loop_unroll : 0.000026s : 0.28% jit_opt_a.a_1 : 0.000559s : 5.95% jit_opt_a.with_stream_mark : 0.000045s : 0.48% jit_opt_a.recompute_prepare : 0.000019s : 0.20% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.13% jit_opt_a.updatestate_assign_eliminate : 0.000032s : 0.34% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.11% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000018s : 0.19% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.24% jit_opt_a.accelerated_algorithm : 0.000016s : 0.17% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000015s : 0.16% jit_opt_a.merge_forward : 0.000011s : 0.11% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000037s : 0.40% jit_opt_a.j_node_and_user_rematch : 0.000025s : 0.26% jit_opt_a.meta_fg_expand : 0.000006s : 0.06% jit_opt_a.replace_old_param : 0.000021s : 0.23% jit_opt_a.inline_without_move : 0.000014s : 0.15% jit_opt_a.renormalize : 0.000976s : 10.39% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.08% jit_opt_a.auto_monad_grad : 0.000005s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000031s : 0.33% jit_opt_a.cse : 0.000063s : 0.67% jit_opt_a.replace_applicator : 0.000027s : 0.28% py_interpret_to_execute_after_opt_a : 0.000015s : 0.16% rewriter_after_opt_a : 0.000211s : 2.24% convert_after_rewriter : 0.000011s : 0.11% order_py_execute_after_rewriter : 0.000007s : 0.08% mutable_eliminate : 0.000697s : 7.42% jit_opt_b.frontend_op_eliminate : 0.000025s : 0.27% jit_opt_b.inline_after_opt_a : 0.000024s : 0.26% cconv : 0.000035s : 0.37% loop_unroll : 0.000488s : 5.19% jit_opt_after_cconv.c_1 : 0.000050s : 0.53% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.05% jit_opt_after_cconv.cse : 0.000037s : 0.40% jit_opt_after_cconv.call_graph_tuple_transform : 0.000021s : 0.23% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.10% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000008s : 0.08% remove_dup_value : 0.000020s : 0.22% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000009s : 0.09% add_recomputation : 0.000075s : 0.80% cse_after_recomputation.cse : 0.000018s : 0.19% auto_monad_reorder : 0.000026s : 0.28% get_jit_bprop_graph : 0.000003s : 0.03% rewriter_after_jit_bprop_graph : 0.000006s : 0.07% opt_after_jit_grad : 0.000558s : 5.94% symbol_engine_optimizer.build : 0.000006s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.12% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.21% symbol_engine_optimizer.opt_reshape : 0.000008s : 0.09% symbol_engine_optimizer.fold_const_symbol : 0.000012s : 0.13% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000013s : 0.13% validate : 0.000057s : 0.61% Time group info: ------[substitution.] 0.000182 43 5.15% : 0.000009s : 2: substitution.depend_value_elim 1.71% : 0.000003s : 4: substitution.elim_not_effective 1.24% : 0.000002s : 4: substitution.fold_const_symbol 3.64% : 0.000007s : 5: substitution.graph_param_transform 67.08% : 0.000122s : 2: substitution.inline 2.61% : 0.000005s : 8: substitution.j_node_and_user_rematch 4.20% : 0.000008s : 8: substitution.remove_not_recompute_node 2.77% : 0.000005s : 2: substitution.replace_old_param 6.14% : 0.000011s : 3: substitution.updatestate_pure_node_eliminater 5.47% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004131 2 87.37% : 0.003610s : 1: type_inference.infer 12.63% : 0.000522s : 1: type_inference.specialize ------[replace.] 0.000031 2 100.00% : 0.000031s : 2: replace.inline ------[match.] 0.000121 2 100.00% : 0.000121s : 2: match.inline ------[predicate.] 0.000135 767 1.29% : 0.000002s : 11: predicate.accumulaten_eliminater 1.61% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.08% : 0.000001s : 11: predicate.addn_check_dump 1.40% : 0.000002s : 11: predicate.addn_zero_filter 1.61% : 0.000002s : 11: predicate.arithmetic_simplify 1.24% : 0.000002s : 11: predicate.cast_eliminate 0.68% : 0.000001s : 5: predicate.check_bprop_eliminate 1.17% : 0.000002s : 11: predicate.compare_switch_simplify 1.36% : 0.000002s : 11: predicate.depend_value_elim 1.31% : 0.000002s : 11: predicate.dict_get_item_const_eliminator 1.24% : 0.000002s : 11: predicate.dict_get_item_eliminator 1.17% : 0.000002s : 11: predicate.dict_set_item_eliminator 1.36% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.55% : 0.000001s : 5: predicate.elim_not_effective 0.86% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.12% : 0.000002s : 11: predicate.environ_add_const_eliminate 1.07% : 0.000001s : 11: predicate.environ_get_add_eliminate 1.22% : 0.000002s : 11: predicate.environ_get_depend_swap 1.18% : 0.000002s : 11: predicate.environ_get_eliminate 1.07% : 0.000001s : 11: predicate.environ_get_set_eliminate 0.30% : 0.000000s : 5: predicate.fold_const_symbol 1.45% : 0.000002s : 10: predicate.get_grad_eliminate 0.45% : 0.000001s : 5: predicate.graph_param_transform 5.86% : 0.000008s : 23: predicate.inline 1.28% : 0.000002s : 10: predicate.inline_without_move 0.50% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.53% : 0.000002s : 10: predicate.less_batch_normalization 1.39% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 2.07% : 0.000003s : 16: predicate.load_eliminater 1.91% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.35% : 0.000003s : 20: predicate.loop_unroll_before_grad 2.30% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 1.09% : 0.000001s : 11: predicate.merge_addn 1.08% : 0.000001s : 11: predicate.minmaximum_grad 1.75% : 0.000002s : 5: predicate.mutable_eliminate 0.69% : 0.000001s : 5: predicate.opt_reshape 2.37% : 0.000003s : 16: predicate.partial_eliminate 1.22% : 0.000002s : 11: predicate.print_const_string_wrapper 1.51% : 0.000002s : 11: predicate.reduce_eliminate 1.22% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 0.94% : 0.000001s : 10: predicate.remove_not_recompute_node 1.68% : 0.000002s : 21: predicate.replace_applicator 0.88% : 0.000001s : 10: predicate.replace_old_param 0.71% : 0.000001s : 5: predicate.reset_defer_inline 1.34% : 0.000002s : 11: predicate.reshape_eliminate 1.21% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 1.03% : 0.000001s : 5: predicate.row_tensor_eliminate 1.21% : 0.000002s : 11: predicate.same_eliminate 0.70% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.43% : 0.000002s : 10: predicate.special_op_eliminate 1.57% : 0.000002s : 10: predicate.specialize_transform 1.17% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 1.11% : 0.000001s : 11: predicate.stack_unstack_eliminate 0.70% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.67% : 0.000002s : 13: predicate.switch_defer_inline 1.46% : 0.000002s : 13: predicate.switch_layer_defer_inline 5.74% : 0.000008s : 38: predicate.switch_simplify 1.10% : 0.000001s : 11: predicate.tile_eliminate 1.11% : 0.000002s : 11: predicate.transpose_eliminate 1.27% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.18% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.65% : 0.000005s : 21: predicate.tuple_list_get_item_eliminator 1.48% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.14% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.75% : 0.000002s : 16: predicate.updatestate_pure_node_eliminater 3.68% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 1.42% : 0.000002s : 11: predicate.value_based_eliminate 0.56% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 1.14% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000305 6 26.28% : 0.000080s : 2: func_graph_cloner_run.FuncGraphClonerGraph 73.72% : 0.000225s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.015764 73 0.50% : 0.000078s : 1: add_recomputation 0.81% : 0.000128s : 1: auto_monad 0.18% : 0.000029s : 1: auto_monad_reorder 2.69% : 0.000424s : 1: bootstrap 0.24% : 0.000037s : 1: cconv 0.09% : 0.000014s : 1: convert_after_rewriter 0.21% : 0.000034s : 1: cse_after_recomputation 0.07% : 0.000011s : 1: environ_conv 0.12% : 0.000018s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000008s : 1: graph_reusing 39.19% : 0.006178s : 1: jit_opt_a 1.35% : 0.000213s : 1: jit_opt_after_cconv 0.47% : 0.000075s : 1: jit_opt_b 3.16% : 0.000498s : 1: loop_unroll 4.48% : 0.000707s : 1: mutable_eliminate 5.23% : 0.000825s : 26: opt.transform.jit_opt_a 0.53% : 0.000084s : 4: opt.transform.jit_opt_after_cconv 0.27% : 0.000043s : 4: opt.transform.jit_opt_b 0.12% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000019s : 1: opt.transform.mutable_eliminate 0.20% : 0.000032s : 1: opt.transform.opt_after_jit_grad 0.30% : 0.000048s : 4: opt.transform.symbol_engine_opt 3.61% : 0.000569s : 1: opt_after_jit_grad 0.06% : 0.000009s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.09% : 0.000015s : 1: process_offload_annotation 0.23% : 0.000036s : 1: py_interpret_to_execute 0.11% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000023s : 1: remove_dup_value 3.72% : 0.000586s : 1: renormalize.infer 2.42% : 0.000382s : 1: renormalize.specialize 0.05% : 0.000009s : 1: rewriter_after_jit_bprop_graph 1.36% : 0.000215s : 1: rewriter_after_opt_a 0.40% : 0.000063s : 1: rewriter_before_opt_a 0.61% : 0.000096s : 1: symbol_engine_optimizer 26.67% : 0.004205s : 1: type_inference TotalTime = 0.0159799, [31] [bootstrap]: 0.00043296 [type_inference]: 0.00483028 [event_method]: 1.925e-05 [auto_monad]: 0.00017587 [graph_reusing]: 7.16001e-06 [pre_auto_parallel]: 2.99999e-06 [py_interpret_to_execute]: 4.179e-05 [rewriter_before_opt_a]: 7.291e-05 [expand_dump_flag]: 3.21999e-06 [jit_opt_a]: 0.00731074, [2] [Cycle 1]: 0.00281943, [27] [switch_simplify]: 5.325e-05 [loop_unroll]: 2.006e-05 [a_1]: 0.00049623 [with_stream_mark]: 3.562e-05 [recompute_prepare]: 1.184e-05 [updatestate_depend_eliminate]: 7.13998e-06 [updatestate_assign_eliminate]: 5.66e-06 [updatestate_loads_eliminate]: 5.29e-06 [parameter_eliminate]: 2.38998e-06 [specialize_transform]: 1.028e-05 [updatestate_useless_node_eliminater]: 1.197e-05 [accelerated_algorithm]: 9.26998e-06 [meta_shard_fg_expand]: 2.96001e-06 [get_grad_eliminate_]: 8.92e-06 [merge_forward]: 6.16e-06 [cell_reuse_recompute_pass]: 1.67999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.303e-05 [j_node_and_user_rematch]: 1.522e-05 [meta_fg_expand]: 3.48e-06 [replace_old_param]: 1.316e-05 [inline_without_move]: 9.34e-06 [renormalize]: 0.00171592 [add_forward_monad_depend]: 1.116e-05 [auto_monad_grad]: 3.03998e-06 [auto_monad_eliminator]: 3.22e-05 [cse]: 5.675e-05 [replace_applicator]: 2.79e-05 [Cycle 2]: 0.00057146, [27] [switch_simplify]: 1.023e-05 [loop_unroll]: 9.03002e-06 [a_1]: 0.00022087 [with_stream_mark]: 1.725e-05 [recompute_prepare]: 9.47001e-06 [updatestate_depend_eliminate]: 6.68e-06 [updatestate_assign_eliminate]: 5.62999e-06 [updatestate_loads_eliminate]: 4.60999e-06 [parameter_eliminate]: 1.89999e-06 [specialize_transform]: 8.74e-06 [updatestate_useless_node_eliminater]: 1.16e-05 [accelerated_algorithm]: 8.94003e-06 [meta_shard_fg_expand]: 2.27001e-06 [get_grad_eliminate_]: 8.54e-06 [merge_forward]: 6.38e-06 [cell_reuse_recompute_pass]: 2.91e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.212e-05 [j_node_and_user_rematch]: 1.502e-05 [meta_fg_expand]: 3.24001e-06 [replace_old_param]: 1.181e-05 [inline_without_move]: 8.2e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.79e-06 [auto_monad_grad]: 1.64e-06 [auto_monad_eliminator]: 1.517e-05 [cse]: 2.644e-05 [replace_applicator]: 9.57999e-06 [py_interpret_to_execute_after_opt_a]: 2.068e-05 [rewriter_after_opt_a]: 0.00016274 [convert_after_rewriter]: 1.371e-05 [order_py_execute_after_rewriter]: 7.45e-06 [mutable_eliminate]: 0.00082844 [jit_opt_b]: 7.68e-05, [1] [Cycle 1]: 6.73e-05, [2] [frontend_op_eliminate]: 2.645e-05 [inline_after_opt_a]: 2.73e-05 [cconv]: 6.216e-05 [loop_unroll]: 0.00047827 [jit_opt_after_cconv]: 0.00027151, [1] [Cycle 1]: 0.00026329, [11] [c_1]: 5.821e-05 [parameter_eliminate]: 6.57002e-06 [updatestate_depend_eliminate]: 1.417e-05 [updatestate_assign_eliminate]: 5.32999e-06 [updatestate_loads_eliminate]: 5.30999e-06 [cse]: 5.139e-05 [call_graph_tuple_transform]: 4.749e-05 [tuple_list_get_item_eliminator]: 9.54999e-06 [none_parameter_eliminate]: 1.66e-06 [renormalize]: 1.03001e-06 [switch_simplify]: 8.70001e-06 [remove_dup_value]: 2.551e-05 [partial_unused_args_eliminate]: 2.68003e-06 [environ_conv]: 8.83001e-06 [add_recomputation]: 8.245e-05 [cse_after_recomputation]: 3.666e-05, [1] [Cycle 1]: 2.996e-05, [1] [cse]: 2.308e-05 [auto_monad_reorder]: 2.75e-05 [get_jit_bprop_graph]: 2.25002e-06 [rewriter_after_jit_bprop_graph]: 7.98999e-06 [opt_after_jit_grad]: 0.00052728 [symbol_engine_optimizer]: 0.00012464, [1] [Cycle 1]: 0.00011774, [6] [build]: 6.76e-06 [elim_shapecalc]: 1.318e-05 [elim_not_effective]: 4.176e-05 [opt_reshape]: 9.93002e-06 [fold_const_symbol]: 1.542e-05 [renormalize]: 5.19998e-07 [process_offload_annotation]: 1.455e-05 [validate]: 6.196e-05 Sums bootstrap : 0.000433s : 3.82% type_inference : 0.004830s : 42.58% event_method : 0.000019s : 0.17% auto_monad : 0.000176s : 1.55% graph_reusing : 0.000007s : 0.06% pre_auto_parallel : 0.000003s : 0.03% py_interpret_to_execute : 0.000042s : 0.37% rewriter_before_opt_a : 0.000073s : 0.64% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000063s : 0.56% jit_opt_a.loop_unroll : 0.000029s : 0.26% jit_opt_a.a_1 : 0.000717s : 6.32% jit_opt_a.with_stream_mark : 0.000053s : 0.47% jit_opt_a.recompute_prepare : 0.000021s : 0.19% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.12% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.09% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000019s : 0.17% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 0.21% jit_opt_a.accelerated_algorithm : 0.000018s : 0.16% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.15% jit_opt_a.merge_forward : 0.000013s : 0.11% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000045s : 0.40% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.27% jit_opt_a.meta_fg_expand : 0.000007s : 0.06% jit_opt_a.replace_old_param : 0.000025s : 0.22% jit_opt_a.inline_without_move : 0.000018s : 0.15% jit_opt_a.renormalize : 0.001716s : 15.13% jit_opt_a.add_forward_monad_depend : 0.000013s : 0.11% jit_opt_a.auto_monad_grad : 0.000005s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000047s : 0.42% jit_opt_a.cse : 0.000083s : 0.73% jit_opt_a.replace_applicator : 0.000037s : 0.33% py_interpret_to_execute_after_opt_a : 0.000021s : 0.18% rewriter_after_opt_a : 0.000163s : 1.43% convert_after_rewriter : 0.000014s : 0.12% order_py_execute_after_rewriter : 0.000007s : 0.07% mutable_eliminate : 0.000828s : 7.30% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.23% jit_opt_b.inline_after_opt_a : 0.000027s : 0.24% cconv : 0.000062s : 0.55% loop_unroll : 0.000478s : 4.22% jit_opt_after_cconv.c_1 : 0.000058s : 0.51% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.06% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.cse : 0.000051s : 0.45% jit_opt_after_cconv.call_graph_tuple_transform : 0.000047s : 0.42% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.01% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.08% remove_dup_value : 0.000026s : 0.22% partial_unused_args_eliminate : 0.000003s : 0.02% environ_conv : 0.000009s : 0.08% add_recomputation : 0.000082s : 0.73% cse_after_recomputation.cse : 0.000023s : 0.20% auto_monad_reorder : 0.000028s : 0.24% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000008s : 0.07% opt_after_jit_grad : 0.000527s : 4.65% symbol_engine_optimizer.build : 0.000007s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.12% symbol_engine_optimizer.elim_not_effective : 0.000042s : 0.37% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.09% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.14% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000015s : 0.13% validate : 0.000062s : 0.55% Time group info: ------[substitution.] 0.000242 52 11.48% : 0.000028s : 2: substitution.cast_eliminate 5.01% : 0.000012s : 2: substitution.depend_value_elim 1.56% : 0.000004s : 5: substitution.elim_not_effective 1.05% : 0.000003s : 5: substitution.fold_const_symbol 3.27% : 0.000008s : 6: substitution.graph_param_transform 59.39% : 0.000144s : 2: substitution.inline 2.28% : 0.000005s : 10: substitution.j_node_and_user_rematch 3.51% : 0.000008s : 10: substitution.remove_not_recompute_node 2.50% : 0.000006s : 2: substitution.replace_old_param 5.37% : 0.000013s : 3: substitution.updatestate_pure_node_eliminater 4.60% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004754 2 85.87% : 0.004083s : 1: type_inference.infer 14.13% : 0.000672s : 1: type_inference.specialize ------[replace.] 0.000034 2 100.00% : 0.000034s : 2: replace.inline ------[match.] 0.000142 2 100.00% : 0.000142s : 2: match.inline ------[predicate.] 0.000189 906 1.00% : 0.000002s : 13: predicate.accumulaten_eliminater 1.54% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 0.86% : 0.000002s : 13: predicate.addn_check_dump 0.99% : 0.000002s : 13: predicate.addn_zero_filter 1.87% : 0.000004s : 13: predicate.arithmetic_simplify 1.29% : 0.000002s : 13: predicate.cast_eliminate 0.52% : 0.000001s : 6: predicate.check_bprop_eliminate 0.92% : 0.000002s : 13: predicate.compare_switch_simplify 1.28% : 0.000002s : 13: predicate.depend_value_elim 1.39% : 0.000003s : 13: predicate.dict_get_item_const_eliminator 1.20% : 0.000002s : 13: predicate.dict_get_item_eliminator 0.94% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.01% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.42% : 0.000001s : 6: predicate.elim_not_effective 0.72% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.11% : 0.000002s : 13: predicate.environ_add_const_eliminate 0.94% : 0.000002s : 13: predicate.environ_get_add_eliminate 0.90% : 0.000002s : 13: predicate.environ_get_depend_swap 1.03% : 0.000002s : 13: predicate.environ_get_eliminate 1.06% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.24% : 0.000000s : 6: predicate.fold_const_symbol 1.10% : 0.000002s : 12: predicate.get_grad_eliminate 0.27% : 0.000001s : 6: predicate.graph_param_transform 4.60% : 0.000009s : 27: predicate.inline 1.23% : 0.000002s : 12: predicate.inline_without_move 0.45% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.25% : 0.000002s : 12: predicate.less_batch_normalization 1.13% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.71% : 0.000003s : 19: predicate.load_eliminater 1.35% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.06% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.27% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 0.94% : 0.000002s : 13: predicate.merge_addn 0.98% : 0.000002s : 13: predicate.minmaximum_grad 1.84% : 0.000003s : 6: predicate.mutable_eliminate 0.63% : 0.000001s : 6: predicate.opt_reshape 1.91% : 0.000004s : 19: predicate.partial_eliminate 1.03% : 0.000002s : 13: predicate.print_const_string_wrapper 1.43% : 0.000003s : 13: predicate.reduce_eliminate 1.06% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.59% : 0.000001s : 12: predicate.remove_not_recompute_node 1.46% : 0.000003s : 25: predicate.replace_applicator 0.85% : 0.000002s : 12: predicate.replace_old_param 0.32% : 0.000001s : 6: predicate.reset_defer_inline 1.35% : 0.000003s : 13: predicate.reshape_eliminate 1.03% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 0.85% : 0.000002s : 6: predicate.row_tensor_eliminate 1.18% : 0.000002s : 13: predicate.same_eliminate 0.55% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.01% : 0.000002s : 12: predicate.special_op_eliminate 1.48% : 0.000003s : 12: predicate.specialize_transform 1.19% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.16% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.61% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.27% : 0.000002s : 15: predicate.switch_defer_inline 1.68% : 0.000003s : 15: predicate.switch_layer_defer_inline 4.98% : 0.000009s : 43: predicate.switch_simplify 1.12% : 0.000002s : 13: predicate.tile_eliminate 1.38% : 0.000003s : 13: predicate.transpose_eliminate 1.06% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.30% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.75% : 0.000007s : 25: predicate.tuple_list_get_item_eliminator 1.33% : 0.000003s : 13: predicate.tuple_list_set_item_eliminator 1.10% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.61% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 14.79% : 0.000028s : 31: predicate.updatestate_useless_node_eliminater 1.35% : 0.000003s : 13: predicate.value_based_eliminate 0.50% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.65% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.001035 6 14.04% : 0.000145s : 2: func_graph_cloner_run.FuncGraphClonerGraph 85.96% : 0.000890s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.018879 73 0.46% : 0.000086s : 1: add_recomputation 0.97% : 0.000183s : 1: auto_monad 0.16% : 0.000030s : 1: auto_monad_reorder 2.42% : 0.000458s : 1: bootstrap 0.35% : 0.000066s : 1: cconv 0.09% : 0.000017s : 1: convert_after_rewriter 0.21% : 0.000039s : 1: cse_after_recomputation 0.06% : 0.000011s : 1: environ_conv 0.13% : 0.000025s : 1: event_method 0.04% : 0.000007s : 1: expand_dump_flag 0.02% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000010s : 1: graph_reusing 38.75% : 0.007316s : 1: jit_opt_a 1.45% : 0.000275s : 1: jit_opt_after_cconv 0.42% : 0.000080s : 1: jit_opt_b 2.59% : 0.000490s : 1: loop_unroll 4.45% : 0.000840s : 1: mutable_eliminate 5.45% : 0.001028s : 26: opt.transform.jit_opt_a 0.53% : 0.000100s : 4: opt.transform.jit_opt_after_cconv 0.25% : 0.000046s : 4: opt.transform.jit_opt_b 0.10% : 0.000019s : 1: opt.transform.loop_unroll_optimizer 0.14% : 0.000026s : 1: opt.transform.mutable_eliminate 0.19% : 0.000036s : 1: opt.transform.opt_after_jit_grad 0.40% : 0.000076s : 4: opt.transform.symbol_engine_opt 2.85% : 0.000537s : 1: opt_after_jit_grad 0.06% : 0.000011s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.09% : 0.000017s : 1: process_offload_annotation 0.24% : 0.000045s : 1: py_interpret_to_execute 0.12% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000028s : 1: remove_dup_value 3.17% : 0.000599s : 1: renormalize.infer 5.86% : 0.001106s : 1: renormalize.specialize 0.05% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.89% : 0.000168s : 1: rewriter_after_opt_a 0.41% : 0.000077s : 1: rewriter_before_opt_a 0.68% : 0.000128s : 1: symbol_engine_optimizer 25.71% : 0.004853s : 1: type_inference TotalTime = 0.112658, [31] [bootstrap]: 0.00035158 [type_inference]: 0.00447811 [event_method]: 1.5e-05 [auto_monad]: 0.00013465 [graph_reusing]: 5.97999e-06 [pre_auto_parallel]: 2.59999e-06 [py_interpret_to_execute]: 3.225e-05 [rewriter_before_opt_a]: 0.00366637 [expand_dump_flag]: 6.92002e-06 [jit_opt_a]: 0.100831, [2] [Cycle 1]: 0.0955911, [27] [switch_simplify]: 5.117e-05 [loop_unroll]: 1.928e-05 [a_1]: 0.00047202 [with_stream_mark]: 3.591e-05 [recompute_prepare]: 1.14e-05 [updatestate_depend_eliminate]: 7.75e-06 [updatestate_assign_eliminate]: 6.09001e-06 [updatestate_loads_eliminate]: 5.92001e-06 [parameter_eliminate]: 1.91e-06 [specialize_transform]: 9.94999e-06 [updatestate_useless_node_eliminater]: 1.271e-05 [accelerated_algorithm]: 1.041e-05 [meta_shard_fg_expand]: 2.68e-06 [get_grad_eliminate_]: 8.85999e-06 [merge_forward]: 5.97999e-06 [cell_reuse_recompute_pass]: 1.39e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.164e-05 [j_node_and_user_rematch]: 1.502e-05 [meta_fg_expand]: 3.59002e-06 [replace_old_param]: 1.453e-05 [inline_without_move]: 9.36e-06 [renormalize]: 0.0945102 [add_forward_monad_depend]: 1.304e-05 [auto_monad_grad]: 2.83e-06 [auto_monad_eliminator]: 2.859e-05 [cse]: 5.008e-05 [replace_applicator]: 3.067e-05 [Cycle 2]: 0.00062186, [27] [switch_simplify]: 1.08e-05 [loop_unroll]: 9.02999e-06 [a_1]: 0.00024822 [with_stream_mark]: 2.123e-05 [recompute_prepare]: 1.042e-05 [updatestate_depend_eliminate]: 7.27002e-06 [updatestate_assign_eliminate]: 5.59e-06 [updatestate_loads_eliminate]: 5.46e-06 [parameter_eliminate]: 3.36001e-06 [specialize_transform]: 9.42001e-06 [updatestate_useless_node_eliminater]: 1.21e-05 [accelerated_algorithm]: 9.64e-06 [meta_shard_fg_expand]: 2.71999e-06 [get_grad_eliminate_]: 7.98999e-06 [merge_forward]: 6.49001e-06 [cell_reuse_recompute_pass]: 3.91001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.123e-05 [j_node_and_user_rematch]: 1.51e-05 [meta_fg_expand]: 3.58e-06 [replace_old_param]: 1.359e-05 [inline_without_move]: 9.34998e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 2.27001e-06 [auto_monad_grad]: 1.62001e-06 [auto_monad_eliminator]: 1.341e-05 [cse]: 3.007e-05 [replace_applicator]: 9.77999e-06 [py_interpret_to_execute_after_opt_a]: 2.119e-05 [rewriter_after_opt_a]: 0.00016078 [convert_after_rewriter]: 1.31e-05 [order_py_execute_after_rewriter]: 8.12e-06 [mutable_eliminate]: 0.00080532 [jit_opt_b]: 8.218e-05, [1] [Cycle 1]: 7.135e-05, [2] [frontend_op_eliminate]: 3.049e-05 [inline_after_opt_a]: 2.712e-05 [cconv]: 4.067e-05 [loop_unroll]: 0.00048504 [jit_opt_after_cconv]: 0.00031834, [1] [Cycle 1]: 0.00031018, [11] [c_1]: 5.695e-05 [parameter_eliminate]: 4.56002e-06 [updatestate_depend_eliminate]: 1.225e-05 [updatestate_assign_eliminate]: 7.55998e-06 [updatestate_loads_eliminate]: 5.15001e-06 [cse]: 4.838e-05 [call_graph_tuple_transform]: 2.919e-05 [tuple_list_get_item_eliminator]: 9.54999e-06 [none_parameter_eliminate]: 2.19001e-06 [renormalize]: 3.50003e-07 [switch_simplify]: 8.96002e-06 [remove_dup_value]: 2.487e-05 [partial_unused_args_eliminate]: 2.27999e-06 [environ_conv]: 9.14998e-06 [add_recomputation]: 7.904e-05 [cse_after_recomputation]: 3.683e-05, [1] [Cycle 1]: 2.942e-05, [1] [cse]: 2.29e-05 [auto_monad_reorder]: 2.761e-05 [get_jit_bprop_graph]: 2.32001e-06 [rewriter_after_jit_bprop_graph]: 7.93999e-06 [opt_after_jit_grad]: 0.00053776 [symbol_engine_optimizer]: 0.00010262, [1] [Cycle 1]: 9.471e-05, [6] [build]: 6.94999e-06 [elim_shapecalc]: 1.409e-05 [elim_not_effective]: 2.081e-05 [opt_reshape]: 9.70002e-06 [fold_const_symbol]: 1.428e-05 [renormalize]: 9.49978e-07 [process_offload_annotation]: 4.576e-05 [validate]: 6.494e-05 Sums bootstrap : 0.000352s : 0.33% type_inference : 0.004478s : 4.18% event_method : 0.000015s : 0.01% auto_monad : 0.000135s : 0.13% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000032s : 0.03% rewriter_before_opt_a : 0.003666s : 3.42% expand_dump_flag : 0.000007s : 0.01% jit_opt_a.switch_simplify : 0.000062s : 0.06% jit_opt_a.loop_unroll : 0.000028s : 0.03% jit_opt_a.a_1 : 0.000720s : 0.67% jit_opt_a.with_stream_mark : 0.000057s : 0.05% jit_opt_a.recompute_prepare : 0.000022s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000015s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.01% jit_opt_a.parameter_eliminate : 0.000005s : 0.00% jit_opt_a.specialize_transform : 0.000019s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000025s : 0.02% jit_opt_a.accelerated_algorithm : 0.000020s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.01% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.02% jit_opt_a.merge_forward : 0.000012s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000043s : 0.04% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.03% jit_opt_a.meta_fg_expand : 0.000007s : 0.01% jit_opt_a.replace_old_param : 0.000028s : 0.03% jit_opt_a.inline_without_move : 0.000019s : 0.02% jit_opt_a.renormalize : 0.094510s : 88.15% jit_opt_a.add_forward_monad_depend : 0.000015s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000042s : 0.04% jit_opt_a.cse : 0.000080s : 0.07% jit_opt_a.replace_applicator : 0.000040s : 0.04% py_interpret_to_execute_after_opt_a : 0.000021s : 0.02% rewriter_after_opt_a : 0.000161s : 0.15% convert_after_rewriter : 0.000013s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000805s : 0.75% jit_opt_b.frontend_op_eliminate : 0.000030s : 0.03% jit_opt_b.inline_after_opt_a : 0.000027s : 0.03% cconv : 0.000041s : 0.04% loop_unroll : 0.000485s : 0.45% jit_opt_after_cconv.c_1 : 0.000057s : 0.05% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000008s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000048s : 0.05% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.03% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000000s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.01% remove_dup_value : 0.000025s : 0.02% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000079s : 0.07% cse_after_recomputation.cse : 0.000023s : 0.02% auto_monad_reorder : 0.000028s : 0.03% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.01% opt_after_jit_grad : 0.000538s : 0.50% symbol_engine_optimizer.build : 0.000007s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000021s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000046s : 0.04% validate : 0.000065s : 0.06% Time group info: ------[substitution.] 0.000233 52 11.95% : 0.000028s : 2: substitution.cast_eliminate 5.28% : 0.000012s : 2: substitution.depend_value_elim 1.28% : 0.000003s : 5: substitution.elim_not_effective 0.91% : 0.000002s : 5: substitution.fold_const_symbol 3.19% : 0.000007s : 6: substitution.graph_param_transform 57.02% : 0.000133s : 2: substitution.inline 2.55% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.71% : 0.000009s : 10: substitution.remove_not_recompute_node 3.23% : 0.000008s : 2: substitution.replace_old_param 5.59% : 0.000013s : 3: substitution.updatestate_pure_node_eliminater 5.29% : 0.000012s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004419 2 87.05% : 0.003846s : 1: type_inference.infer 12.95% : 0.000572s : 1: type_inference.specialize ------[replace.] 0.000032 2 100.00% : 0.000032s : 2: replace.inline ------[match.] 0.000132 2 100.00% : 0.000132s : 2: match.inline ------[predicate.] 0.000168 906 1.35% : 0.000002s : 13: predicate.accumulaten_eliminater 1.25% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 0.99% : 0.000002s : 13: predicate.addn_check_dump 1.22% : 0.000002s : 13: predicate.addn_zero_filter 1.97% : 0.000003s : 13: predicate.arithmetic_simplify 1.27% : 0.000002s : 13: predicate.cast_eliminate 0.61% : 0.000001s : 6: predicate.check_bprop_eliminate 1.22% : 0.000002s : 13: predicate.compare_switch_simplify 1.61% : 0.000003s : 13: predicate.depend_value_elim 1.13% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.41% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.09% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.11% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.35% : 0.000001s : 6: predicate.elim_not_effective 0.80% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.35% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.05% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.12% : 0.000002s : 13: predicate.environ_get_depend_swap 1.16% : 0.000002s : 13: predicate.environ_get_eliminate 1.07% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.29% : 0.000000s : 6: predicate.fold_const_symbol 1.26% : 0.000002s : 12: predicate.get_grad_eliminate 0.43% : 0.000001s : 6: predicate.graph_param_transform 5.39% : 0.000009s : 27: predicate.inline 1.58% : 0.000003s : 12: predicate.inline_without_move 0.51% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.88% : 0.000003s : 12: predicate.less_batch_normalization 1.36% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.83% : 0.000003s : 19: predicate.load_eliminater 2.27% : 0.000004s : 6: predicate.loop_unroll_after_grad 2.16% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.21% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 0.99% : 0.000002s : 13: predicate.merge_addn 1.05% : 0.000002s : 13: predicate.minmaximum_grad 1.60% : 0.000003s : 6: predicate.mutable_eliminate 0.60% : 0.000001s : 6: predicate.opt_reshape 2.26% : 0.000004s : 19: predicate.partial_eliminate 1.31% : 0.000002s : 13: predicate.print_const_string_wrapper 1.91% : 0.000003s : 13: predicate.reduce_eliminate 1.51% : 0.000003s : 13: predicate.redundant_stop_gradient_eliminater 0.66% : 0.000001s : 12: predicate.remove_not_recompute_node 1.61% : 0.000003s : 25: predicate.replace_applicator 0.91% : 0.000002s : 12: predicate.replace_old_param 0.47% : 0.000001s : 6: predicate.reset_defer_inline 1.26% : 0.000002s : 13: predicate.reshape_eliminate 1.25% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 1.35% : 0.000002s : 6: predicate.row_tensor_eliminate 1.31% : 0.000002s : 13: predicate.same_eliminate 0.82% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.08% : 0.000002s : 12: predicate.special_op_eliminate 1.45% : 0.000002s : 12: predicate.specialize_transform 1.41% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.16% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.68% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.56% : 0.000003s : 15: predicate.switch_defer_inline 1.54% : 0.000003s : 15: predicate.switch_layer_defer_inline 5.07% : 0.000009s : 43: predicate.switch_simplify 1.45% : 0.000002s : 13: predicate.tile_eliminate 1.25% : 0.000002s : 13: predicate.transpose_eliminate 1.37% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.19% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.56% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.49% : 0.000003s : 13: predicate.tuple_list_set_item_eliminator 1.31% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.76% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 3.72% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 2.10% : 0.000004s : 13: predicate.value_based_eliminate 0.58% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 1.06% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000399 6 28.08% : 0.000112s : 2: func_graph_cloner_run.FuncGraphClonerGraph 71.92% : 0.000287s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.208329 73 0.04% : 0.000082s : 1: add_recomputation 0.07% : 0.000140s : 1: auto_monad 0.01% : 0.000030s : 1: auto_monad_reorder 0.18% : 0.000374s : 1: bootstrap 0.02% : 0.000044s : 1: cconv 0.01% : 0.000016s : 1: convert_after_rewriter 0.02% : 0.000039s : 1: cse_after_recomputation 0.01% : 0.000012s : 1: environ_conv 0.01% : 0.000020s : 1: event_method 0.01% : 0.000015s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 48.40% : 0.100835s : 1: jit_opt_a 0.15% : 0.000322s : 1: jit_opt_after_cconv 0.04% : 0.000085s : 1: jit_opt_b 0.24% : 0.000496s : 1: loop_unroll 0.39% : 0.000819s : 1: mutable_eliminate 0.50% : 0.001037s : 26: opt.transform.jit_opt_a 0.05% : 0.000101s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000049s : 4: opt.transform.jit_opt_b 0.01% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000024s : 1: opt.transform.mutable_eliminate 0.02% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.03% : 0.000055s : 4: opt.transform.symbol_engine_opt 0.26% : 0.000548s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.02% : 0.000050s : 1: process_offload_annotation 0.02% : 0.000035s : 1: py_interpret_to_execute 0.01% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000028s : 1: remove_dup_value 45.11% : 0.093978s : 1: renormalize.infer 0.25% : 0.000517s : 1: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.08% : 0.000167s : 1: rewriter_after_opt_a 1.77% : 0.003689s : 1: rewriter_before_opt_a 0.05% : 0.000106s : 1: symbol_engine_optimizer 2.16% : 0.004496s : 1: type_inference TotalTime = 0.0154435, [31] [bootstrap]: 0.0004314 [type_inference]: 0.00500131 [event_method]: 1.645e-05 [auto_monad]: 0.00013816 [graph_reusing]: 6.48e-06 [pre_auto_parallel]: 2.22001e-06 [py_interpret_to_execute]: 3.121e-05 [rewriter_before_opt_a]: 6.943e-05 [expand_dump_flag]: 3.43e-06 [jit_opt_a]: 0.00681142, [2] [Cycle 1]: 0.00261936, [27] [switch_simplify]: 5.855e-05 [loop_unroll]: 4.308e-05 [a_1]: 0.00047402 [with_stream_mark]: 3.451e-05 [recompute_prepare]: 1.114e-05 [updatestate_depend_eliminate]: 7.25e-06 [updatestate_assign_eliminate]: 6.34999e-06 [updatestate_loads_eliminate]: 5.74e-06 [parameter_eliminate]: 2.29999e-06 [specialize_transform]: 1.053e-05 [updatestate_useless_node_eliminater]: 1.281e-05 [accelerated_algorithm]: 9.15001e-06 [meta_shard_fg_expand]: 3.4e-06 [get_grad_eliminate_]: 9.20999e-06 [merge_forward]: 6.04001e-06 [cell_reuse_recompute_pass]: 1.08001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.95e-05 [j_node_and_user_rematch]: 1.587e-05 [meta_fg_expand]: 4.07e-06 [replace_old_param]: 1.305e-05 [inline_without_move]: 8.72998e-06 [renormalize]: 0.00098611 [add_forward_monad_depend]: 6.74001e-06 [auto_monad_grad]: 2.81e-06 [auto_monad_eliminator]: 2.347e-05 [cse]: 5.138e-05 [replace_applicator]: 1.954e-05 [Cycle 2]: 0.00053115, [27] [switch_simplify]: 1.095e-05 [loop_unroll]: 8.55999e-06 [a_1]: 0.00020239 [with_stream_mark]: 1.455e-05 [recompute_prepare]: 9.41e-06 [updatestate_depend_eliminate]: 6.29999e-06 [updatestate_assign_eliminate]: 5.05999e-06 [updatestate_loads_eliminate]: 4.79e-06 [parameter_eliminate]: 1.60001e-06 [specialize_transform]: 9.20001e-06 [updatestate_useless_node_eliminater]: 1.087e-05 [accelerated_algorithm]: 8.63001e-06 [meta_shard_fg_expand]: 2.19999e-06 [get_grad_eliminate_]: 7.88001e-06 [merge_forward]: 5.46e-06 [cell_reuse_recompute_pass]: 2.22999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.962e-05 [j_node_and_user_rematch]: 1.445e-05 [meta_fg_expand]: 2.96001e-06 [replace_old_param]: 1.063e-05 [inline_without_move]: 8.15e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.20999e-06 [auto_monad_grad]: 1.34e-06 [auto_monad_eliminator]: 1.09e-05 [cse]: 2.416e-05 [replace_applicator]: 8.70999e-06 [py_interpret_to_execute_after_opt_a]: 1.821e-05 [rewriter_after_opt_a]: 0.00015991 [convert_after_rewriter]: 1.065e-05 [order_py_execute_after_rewriter]: 7.15e-06 [mutable_eliminate]: 0.00076885 [jit_opt_b]: 7.218e-05, [1] [Cycle 1]: 6.41e-05, [2] [frontend_op_eliminate]: 2.601e-05 [inline_after_opt_a]: 2.572e-05 [cconv]: 3.547e-05 [loop_unroll]: 0.00046833 [jit_opt_after_cconv]: 0.00024242, [1] [Cycle 1]: 0.00023432, [11] [c_1]: 5.305e-05 [parameter_eliminate]: 5.18002e-06 [updatestate_depend_eliminate]: 1.355e-05 [updatestate_assign_eliminate]: 5.61e-06 [updatestate_loads_eliminate]: 5.00999e-06 [cse]: 4.793e-05 [call_graph_tuple_transform]: 2.711e-05 [tuple_list_get_item_eliminator]: 1.018e-05 [none_parameter_eliminate]: 1.76e-06 [renormalize]: 5.89993e-07 [switch_simplify]: 1.011e-05 [remove_dup_value]: 2.587e-05 [partial_unused_args_eliminate]: 2.19001e-06 [environ_conv]: 7.76001e-06 [add_recomputation]: 8.179e-05 [cse_after_recomputation]: 3.639e-05, [1] [Cycle 1]: 2.949e-05, [1] [cse]: 2.273e-05 [auto_monad_reorder]: 2.73e-05 [get_jit_bprop_graph]: 2.43998e-06 [rewriter_after_jit_bprop_graph]: 8.53001e-06 [opt_after_jit_grad]: 0.00053424 [symbol_engine_optimizer]: 0.00010745, [1] [Cycle 1]: 9.962e-05, [6] [build]: 6.74999e-06 [elim_shapecalc]: 1.399e-05 [elim_not_effective]: 2.133e-05 [opt_reshape]: 1.119e-05 [fold_const_symbol]: 1.573e-05 [renormalize]: 5.49975e-07 [process_offload_annotation]: 1.666e-05 [validate]: 5.932e-05 Sums bootstrap : 0.000431s : 4.10% type_inference : 0.005001s : 47.51% event_method : 0.000016s : 0.16% auto_monad : 0.000138s : 1.31% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000002s : 0.02% py_interpret_to_execute : 0.000031s : 0.30% rewriter_before_opt_a : 0.000069s : 0.66% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000070s : 0.66% jit_opt_a.loop_unroll : 0.000052s : 0.49% jit_opt_a.a_1 : 0.000676s : 6.43% jit_opt_a.with_stream_mark : 0.000049s : 0.47% jit_opt_a.recompute_prepare : 0.000021s : 0.20% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.13% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.11% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.10% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000020s : 0.19% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 0.22% jit_opt_a.accelerated_algorithm : 0.000018s : 0.17% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.16% jit_opt_a.merge_forward : 0.000012s : 0.11% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000049s : 0.47% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.29% jit_opt_a.meta_fg_expand : 0.000007s : 0.07% jit_opt_a.replace_old_param : 0.000024s : 0.22% jit_opt_a.inline_without_move : 0.000017s : 0.16% jit_opt_a.renormalize : 0.000986s : 9.37% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.08% jit_opt_a.auto_monad_grad : 0.000004s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000034s : 0.33% jit_opt_a.cse : 0.000076s : 0.72% jit_opt_a.replace_applicator : 0.000028s : 0.27% py_interpret_to_execute_after_opt_a : 0.000018s : 0.17% rewriter_after_opt_a : 0.000160s : 1.52% convert_after_rewriter : 0.000011s : 0.10% order_py_execute_after_rewriter : 0.000007s : 0.07% mutable_eliminate : 0.000769s : 7.30% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.25% jit_opt_b.inline_after_opt_a : 0.000026s : 0.24% cconv : 0.000035s : 0.34% loop_unroll : 0.000468s : 4.45% jit_opt_after_cconv.c_1 : 0.000053s : 0.50% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.13% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.cse : 0.000048s : 0.46% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.26% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.10% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.10% remove_dup_value : 0.000026s : 0.25% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000008s : 0.07% add_recomputation : 0.000082s : 0.78% cse_after_recomputation.cse : 0.000023s : 0.22% auto_monad_reorder : 0.000027s : 0.26% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000009s : 0.08% opt_after_jit_grad : 0.000534s : 5.07% symbol_engine_optimizer.build : 0.000007s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.13% symbol_engine_optimizer.elim_not_effective : 0.000021s : 0.20% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.11% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.15% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000017s : 0.16% validate : 0.000059s : 0.56% Time group info: ------[substitution.] 0.000234 52 10.64% : 0.000025s : 2: substitution.cast_eliminate 3.60% : 0.000008s : 2: substitution.depend_value_elim 1.37% : 0.000003s : 5: substitution.elim_not_effective 1.00% : 0.000002s : 5: substitution.fold_const_symbol 3.54% : 0.000008s : 6: substitution.graph_param_transform 61.65% : 0.000144s : 2: substitution.inline 2.49% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.76% : 0.000009s : 10: substitution.remove_not_recompute_node 2.33% : 0.000005s : 2: substitution.replace_old_param 5.22% : 0.000012s : 3: substitution.updatestate_pure_node_eliminater 4.41% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004936 2 86.84% : 0.004286s : 1: type_inference.infer 13.16% : 0.000650s : 1: type_inference.specialize ------[replace.] 0.000035 2 100.00% : 0.000035s : 2: replace.inline ------[match.] 0.000142 2 100.00% : 0.000142s : 2: match.inline ------[predicate.] 0.000162 906 1.35% : 0.000002s : 13: predicate.accumulaten_eliminater 1.24% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.21% : 0.000002s : 13: predicate.addn_check_dump 1.19% : 0.000002s : 13: predicate.addn_zero_filter 1.90% : 0.000003s : 13: predicate.arithmetic_simplify 1.27% : 0.000002s : 13: predicate.cast_eliminate 0.57% : 0.000001s : 6: predicate.check_bprop_eliminate 1.00% : 0.000002s : 13: predicate.compare_switch_simplify 1.41% : 0.000002s : 13: predicate.depend_value_elim 1.11% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.34% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.01% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.25% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.40% : 0.000001s : 6: predicate.elim_not_effective 0.87% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.35% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.12% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.24% : 0.000002s : 13: predicate.environ_get_depend_swap 1.21% : 0.000002s : 13: predicate.environ_get_eliminate 1.02% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.30% : 0.000000s : 6: predicate.fold_const_symbol 1.40% : 0.000002s : 12: predicate.get_grad_eliminate 0.33% : 0.000001s : 6: predicate.graph_param_transform 4.76% : 0.000008s : 27: predicate.inline 1.28% : 0.000002s : 12: predicate.inline_without_move 0.54% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.41% : 0.000002s : 12: predicate.less_batch_normalization 1.34% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 2.02% : 0.000003s : 19: predicate.load_eliminater 1.53% : 0.000002s : 6: predicate.loop_unroll_after_grad 3.78% : 0.000006s : 22: predicate.loop_unroll_before_grad 2.31% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 1.16% : 0.000002s : 13: predicate.merge_addn 1.11% : 0.000002s : 13: predicate.minmaximum_grad 1.92% : 0.000003s : 6: predicate.mutable_eliminate 0.72% : 0.000001s : 6: predicate.opt_reshape 2.10% : 0.000003s : 19: predicate.partial_eliminate 1.19% : 0.000002s : 13: predicate.print_const_string_wrapper 1.66% : 0.000003s : 13: predicate.reduce_eliminate 1.19% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.67% : 0.000001s : 12: predicate.remove_not_recompute_node 1.59% : 0.000003s : 25: predicate.replace_applicator 0.99% : 0.000002s : 12: predicate.replace_old_param 0.54% : 0.000001s : 6: predicate.reset_defer_inline 1.21% : 0.000002s : 13: predicate.reshape_eliminate 1.51% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 0.82% : 0.000001s : 6: predicate.row_tensor_eliminate 1.32% : 0.000002s : 13: predicate.same_eliminate 0.67% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.17% : 0.000002s : 12: predicate.special_op_eliminate 1.64% : 0.000003s : 12: predicate.specialize_transform 1.24% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.12% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.64% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.59% : 0.000003s : 15: predicate.switch_defer_inline 1.43% : 0.000002s : 15: predicate.switch_layer_defer_inline 5.45% : 0.000009s : 43: predicate.switch_simplify 1.27% : 0.000002s : 13: predicate.tile_eliminate 1.31% : 0.000002s : 13: predicate.transpose_eliminate 1.40% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.32% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 5.25% : 0.000008s : 25: predicate.tuple_list_get_item_eliminator 1.37% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.11% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.68% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 3.54% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 1.75% : 0.000003s : 13: predicate.value_based_eliminate 0.56% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.75% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000358 6 31.04% : 0.000111s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.96% : 0.000247s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.017570 73 0.48% : 0.000085s : 1: add_recomputation 0.82% : 0.000143s : 1: auto_monad 0.17% : 0.000030s : 1: auto_monad_reorder 2.66% : 0.000468s : 1: bootstrap 0.22% : 0.000038s : 1: cconv 0.08% : 0.000013s : 1: convert_after_rewriter 0.22% : 0.000039s : 1: cse_after_recomputation 0.06% : 0.000010s : 1: environ_conv 0.12% : 0.000022s : 1: event_method 0.09% : 0.000016s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 38.79% : 0.006816s : 1: jit_opt_a 1.40% : 0.000246s : 1: jit_opt_after_cconv 0.43% : 0.000075s : 1: jit_opt_b 2.72% : 0.000477s : 1: loop_unroll 4.43% : 0.000778s : 1: mutable_eliminate 5.72% : 0.001005s : 26: opt.transform.jit_opt_a 0.55% : 0.000096s : 4: opt.transform.jit_opt_after_cconv 0.26% : 0.000045s : 4: opt.transform.jit_opt_b 0.10% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000022s : 1: opt.transform.mutable_eliminate 0.19% : 0.000034s : 1: opt.transform.opt_after_jit_grad 0.33% : 0.000059s : 4: opt.transform.symbol_engine_opt 3.09% : 0.000543s : 1: opt_after_jit_grad 0.05% : 0.000009s : 1: order_py_execute_after_rewriter 0.02% : 0.000004s : 1: partial_unused_args_eliminate 0.02% : 0.000004s : 1: pre_auto_parallel 0.11% : 0.000019s : 1: process_offload_annotation 0.19% : 0.000034s : 1: py_interpret_to_execute 0.12% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.16% : 0.000028s : 1: remove_dup_value 3.25% : 0.000572s : 1: renormalize.infer 2.31% : 0.000405s : 1: renormalize.specialize 0.06% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.93% : 0.000164s : 1: rewriter_after_opt_a 0.41% : 0.000073s : 1: rewriter_before_opt_a 0.63% : 0.000110s : 1: symbol_engine_optimizer 28.59% : 0.005024s : 1: type_inference TotalTime = 0.0147523, [31] [bootstrap]: 0.00034461 [type_inference]: 0.00434331 [event_method]: 1.512e-05 [auto_monad]: 0.00013934 [graph_reusing]: 6.31e-06 [pre_auto_parallel]: 2.54999e-06 [py_interpret_to_execute]: 3.487e-05 [rewriter_before_opt_a]: 9.522e-05 [expand_dump_flag]: 3.19001e-06 [jit_opt_a]: 0.00658338, [2] [Cycle 1]: 0.00211561, [27] [switch_simplify]: 5.669e-05 [loop_unroll]: 2.016e-05 [a_1]: 0.00048759 [with_stream_mark]: 3.39e-05 [recompute_prepare]: 1.333e-05 [updatestate_depend_eliminate]: 7.75e-06 [updatestate_assign_eliminate]: 5.78002e-06 [updatestate_loads_eliminate]: 5.94999e-06 [parameter_eliminate]: 1.77001e-06 [specialize_transform]: 9.99999e-06 [updatestate_useless_node_eliminater]: 1.245e-05 [accelerated_algorithm]: 9.09e-06 [meta_shard_fg_expand]: 2.88e-06 [get_grad_eliminate_]: 8.43999e-06 [merge_forward]: 5.62001e-06 [cell_reuse_recompute_pass]: 1.30999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.183e-05 [j_node_and_user_rematch]: 1.554e-05 [meta_fg_expand]: 3.55998e-06 [replace_old_param]: 1.34e-05 [inline_without_move]: 8.35001e-06 [renormalize]: 0.00104961 [add_forward_monad_depend]: 8.97999e-06 [auto_monad_grad]: 2.62001e-06 [auto_monad_eliminator]: 2.883e-05 [cse]: 5.093e-05 [replace_applicator]: 2.255e-05 [Cycle 2]: 0.00057918, [27] [switch_simplify]: 1.031e-05 [loop_unroll]: 8.50001e-06 [a_1]: 0.00020547 [with_stream_mark]: 1.692e-05 [recompute_prepare]: 8.34998e-06 [updatestate_depend_eliminate]: 6.12999e-06 [updatestate_assign_eliminate]: 5.69e-06 [updatestate_loads_eliminate]: 4.90001e-06 [parameter_eliminate]: 1.84e-06 [specialize_transform]: 9.15001e-06 [updatestate_useless_node_eliminater]: 1.136e-05 [accelerated_algorithm]: 3.527e-05 [meta_shard_fg_expand]: 2.26998e-06 [get_grad_eliminate_]: 9.07001e-06 [merge_forward]: 6.44001e-06 [cell_reuse_recompute_pass]: 2.76e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.951e-05 [j_node_and_user_rematch]: 1.406e-05 [meta_fg_expand]: 2.96999e-06 [replace_old_param]: 1.164e-05 [inline_without_move]: 8.12e-06 [renormalize]: 5.00004e-08 [add_forward_monad_depend]: 2.03002e-06 [auto_monad_grad]: 1.24998e-06 [auto_monad_eliminator]: 1.313e-05 [cse]: 2.694e-05 [replace_applicator]: 8.80999e-06 [py_interpret_to_execute_after_opt_a]: 1.674e-05 [rewriter_after_opt_a]: 0.00015483 [convert_after_rewriter]: 1.175e-05 [order_py_execute_after_rewriter]: 7.82998e-06 [mutable_eliminate]: 0.00080747 [jit_opt_b]: 0.00015762, [1] [Cycle 1]: 0.00014859, [2] [frontend_op_eliminate]: 8.258e-05 [inline_after_opt_a]: 2.776e-05 [cconv]: 3.641e-05 [loop_unroll]: 0.00053378 [jit_opt_after_cconv]: 0.00026994, [1] [Cycle 1]: 0.00026238, [11] [c_1]: 5.376e-05 [parameter_eliminate]: 5.56e-06 [updatestate_depend_eliminate]: 1.248e-05 [updatestate_assign_eliminate]: 5.62999e-06 [updatestate_loads_eliminate]: 5.28002e-06 [cse]: 7.395e-05 [call_graph_tuple_transform]: 2.673e-05 [tuple_list_get_item_eliminator]: 9.76e-06 [none_parameter_eliminate]: 2.27999e-06 [renormalize]: 1.04998e-06 [switch_simplify]: 9.61e-06 [remove_dup_value]: 2.549e-05 [partial_unused_args_eliminate]: 2.35002e-06 [environ_conv]: 8.22e-06 [add_recomputation]: 8.009e-05 [cse_after_recomputation]: 3.563e-05, [1] [Cycle 1]: 2.916e-05, [1] [cse]: 2.293e-05 [auto_monad_reorder]: 2.713e-05 [get_jit_bprop_graph]: 2.04e-06 [rewriter_after_jit_bprop_graph]: 2.778e-05 [opt_after_jit_grad]: 0.00055024 [symbol_engine_optimizer]: 9.908e-05, [1] [Cycle 1]: 9.159e-05, [6] [build]: 6.24001e-06 [elim_shapecalc]: 1.255e-05 [elim_not_effective]: 2.05e-05 [opt_reshape]: 9.41e-06 [fold_const_symbol]: 1.408e-05 [renormalize]: 1.00001e-06 [process_offload_annotation]: 4.471e-05 [validate]: 5.891e-05 Sums bootstrap : 0.000345s : 3.40% type_inference : 0.004343s : 42.81% event_method : 0.000015s : 0.15% auto_monad : 0.000139s : 1.37% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000003s : 0.03% py_interpret_to_execute : 0.000035s : 0.34% rewriter_before_opt_a : 0.000095s : 0.94% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000067s : 0.66% jit_opt_a.loop_unroll : 0.000029s : 0.28% jit_opt_a.a_1 : 0.000693s : 6.83% jit_opt_a.with_stream_mark : 0.000051s : 0.50% jit_opt_a.recompute_prepare : 0.000022s : 0.21% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.14% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.11% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.11% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000019s : 0.19% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 0.23% jit_opt_a.accelerated_algorithm : 0.000044s : 0.44% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.17% jit_opt_a.merge_forward : 0.000012s : 0.12% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000041s : 0.41% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.29% jit_opt_a.meta_fg_expand : 0.000007s : 0.06% jit_opt_a.replace_old_param : 0.000025s : 0.25% jit_opt_a.inline_without_move : 0.000016s : 0.16% jit_opt_a.renormalize : 0.001050s : 10.35% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.11% jit_opt_a.auto_monad_grad : 0.000004s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000042s : 0.41% jit_opt_a.cse : 0.000078s : 0.77% jit_opt_a.replace_applicator : 0.000031s : 0.31% py_interpret_to_execute_after_opt_a : 0.000017s : 0.17% rewriter_after_opt_a : 0.000155s : 1.53% convert_after_rewriter : 0.000012s : 0.12% order_py_execute_after_rewriter : 0.000008s : 0.08% mutable_eliminate : 0.000807s : 7.96% jit_opt_b.frontend_op_eliminate : 0.000083s : 0.81% jit_opt_b.inline_after_opt_a : 0.000028s : 0.27% cconv : 0.000036s : 0.36% loop_unroll : 0.000534s : 5.26% jit_opt_after_cconv.c_1 : 0.000054s : 0.53% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.05% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.06% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.cse : 0.000074s : 0.73% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.26% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.10% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.09% remove_dup_value : 0.000025s : 0.25% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000008s : 0.08% add_recomputation : 0.000080s : 0.79% cse_after_recomputation.cse : 0.000023s : 0.23% auto_monad_reorder : 0.000027s : 0.27% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000028s : 0.27% opt_after_jit_grad : 0.000550s : 5.42% symbol_engine_optimizer.build : 0.000006s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.12% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.20% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.09% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.14% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000045s : 0.44% validate : 0.000059s : 0.58% Time group info: ------[substitution.] 0.000230 52 11.32% : 0.000026s : 2: substitution.cast_eliminate 4.07% : 0.000009s : 2: substitution.depend_value_elim 1.49% : 0.000003s : 5: substitution.elim_not_effective 1.00% : 0.000002s : 5: substitution.fold_const_symbol 3.34% : 0.000008s : 6: substitution.graph_param_transform 60.76% : 0.000140s : 2: substitution.inline 2.47% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.33% : 0.000008s : 10: substitution.remove_not_recompute_node 2.79% : 0.000006s : 2: substitution.replace_old_param 4.68% : 0.000011s : 3: substitution.updatestate_pure_node_eliminater 4.75% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004278 2 83.71% : 0.003581s : 1: type_inference.infer 16.29% : 0.000697s : 1: type_inference.specialize ------[replace.] 0.000034 2 100.00% : 0.000034s : 2: replace.inline ------[match.] 0.000138 2 100.00% : 0.000138s : 2: match.inline ------[predicate.] 0.000158 906 1.27% : 0.000002s : 13: predicate.accumulaten_eliminater 1.41% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.07% : 0.000002s : 13: predicate.addn_check_dump 1.26% : 0.000002s : 13: predicate.addn_zero_filter 2.05% : 0.000003s : 13: predicate.arithmetic_simplify 1.21% : 0.000002s : 13: predicate.cast_eliminate 1.12% : 0.000002s : 6: predicate.check_bprop_eliminate 1.02% : 0.000002s : 13: predicate.compare_switch_simplify 1.44% : 0.000002s : 13: predicate.depend_value_elim 1.05% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.48% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.16% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.17% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.44% : 0.000001s : 6: predicate.elim_not_effective 0.83% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.14% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.23% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.12% : 0.000002s : 13: predicate.environ_get_depend_swap 1.17% : 0.000002s : 13: predicate.environ_get_eliminate 1.08% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.29% : 0.000000s : 6: predicate.fold_const_symbol 1.29% : 0.000002s : 12: predicate.get_grad_eliminate 0.29% : 0.000000s : 6: predicate.graph_param_transform 5.61% : 0.000009s : 27: predicate.inline 1.44% : 0.000002s : 12: predicate.inline_without_move 0.53% : 0.000001s : 12: predicate.j_node_and_user_rematch 2.09% : 0.000003s : 12: predicate.less_batch_normalization 1.17% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.70% : 0.000003s : 19: predicate.load_eliminater 1.62% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.44% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.03% : 0.000003s : 19: predicate.make_slice_get_slice_eliminator 1.02% : 0.000002s : 13: predicate.merge_addn 1.18% : 0.000002s : 13: predicate.minmaximum_grad 1.51% : 0.000002s : 6: predicate.mutable_eliminate 0.68% : 0.000001s : 6: predicate.opt_reshape 2.19% : 0.000003s : 19: predicate.partial_eliminate 1.12% : 0.000002s : 13: predicate.print_const_string_wrapper 1.68% : 0.000003s : 13: predicate.reduce_eliminate 1.19% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.76% : 0.000001s : 12: predicate.remove_not_recompute_node 1.62% : 0.000003s : 25: predicate.replace_applicator 0.83% : 0.000001s : 12: predicate.replace_old_param 0.44% : 0.000001s : 6: predicate.reset_defer_inline 1.19% : 0.000002s : 13: predicate.reshape_eliminate 1.13% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 1.21% : 0.000002s : 6: predicate.row_tensor_eliminate 1.14% : 0.000002s : 13: predicate.same_eliminate 0.69% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.58% : 0.000003s : 12: predicate.special_op_eliminate 1.38% : 0.000002s : 12: predicate.specialize_transform 1.54% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.11% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.59% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.49% : 0.000002s : 15: predicate.switch_defer_inline 1.77% : 0.000003s : 15: predicate.switch_layer_defer_inline 6.16% : 0.000010s : 43: predicate.switch_simplify 1.17% : 0.000002s : 13: predicate.tile_eliminate 1.52% : 0.000002s : 13: predicate.transpose_eliminate 1.29% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.51% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 4.21% : 0.000007s : 25: predicate.tuple_list_get_item_eliminator 1.29% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.19% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.89% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 3.47% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 1.37% : 0.000002s : 13: predicate.value_based_eliminate 0.73% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.94% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000352 6 27.29% : 0.000096s : 2: func_graph_cloner_run.FuncGraphClonerGraph 72.71% : 0.000256s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.017014 73 0.49% : 0.000083s : 1: add_recomputation 0.85% : 0.000144s : 1: auto_monad 0.18% : 0.000031s : 1: auto_monad_reorder 2.16% : 0.000367s : 1: bootstrap 0.23% : 0.000039s : 1: cconv 0.09% : 0.000014s : 1: convert_after_rewriter 0.22% : 0.000038s : 1: cse_after_recomputation 0.06% : 0.000010s : 1: environ_conv 0.12% : 0.000020s : 1: event_method 0.05% : 0.000008s : 1: expand_dump_flag 0.02% : 0.000004s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 38.72% : 0.006587s : 1: jit_opt_a 1.60% : 0.000273s : 1: jit_opt_after_cconv 0.94% : 0.000161s : 1: jit_opt_b 3.19% : 0.000543s : 1: loop_unroll 4.83% : 0.000821s : 1: mutable_eliminate 6.02% : 0.001025s : 26: opt.transform.jit_opt_a 0.56% : 0.000096s : 4: opt.transform.jit_opt_after_cconv 0.60% : 0.000102s : 4: opt.transform.jit_opt_b 0.11% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.13% : 0.000022s : 1: opt.transform.mutable_eliminate 0.21% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.31% : 0.000053s : 4: opt.transform.symbol_engine_opt 3.30% : 0.000561s : 1: opt_after_jit_grad 0.06% : 0.000010s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.29% : 0.000049s : 1: process_offload_annotation 0.22% : 0.000037s : 1: py_interpret_to_execute 0.11% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.17% : 0.000028s : 1: remove_dup_value 3.61% : 0.000615s : 1: renormalize.infer 2.49% : 0.000424s : 1: renormalize.specialize 0.18% : 0.000031s : 1: rewriter_after_jit_bprop_graph 0.94% : 0.000159s : 1: rewriter_after_opt_a 0.59% : 0.000101s : 1: rewriter_before_opt_a 0.60% : 0.000102s : 1: symbol_engine_optimizer 25.65% : 0.004364s : 1: type_inference TotalTime = 0.0132871, [31] [bootstrap]: 0.00036261 [type_inference]: 0.0039017 [event_method]: 1.37e-05 [auto_monad]: 0.0001208 [graph_reusing]: 5.79999e-06 [pre_auto_parallel]: 2.73e-06 [py_interpret_to_execute]: 2.563e-05 [rewriter_before_opt_a]: 5.624e-05 [expand_dump_flag]: 2.74001e-06 [jit_opt_a]: 0.0059025, [2] [Cycle 1]: 0.00179334, [27] [switch_simplify]: 4.876e-05 [loop_unroll]: 1.881e-05 [a_1]: 0.00038791 [with_stream_mark]: 2.956e-05 [recompute_prepare]: 9.79e-06 [updatestate_depend_eliminate]: 6.46999e-06 [updatestate_assign_eliminate]: 5.18002e-06 [updatestate_loads_eliminate]: 4.67e-06 [parameter_eliminate]: 2.14999e-06 [specialize_transform]: 8.50999e-06 [updatestate_useless_node_eliminater]: 1.125e-05 [accelerated_algorithm]: 8.69003e-06 [meta_shard_fg_expand]: 3.01999e-06 [get_grad_eliminate_]: 8.51002e-06 [merge_forward]: 5.57001e-06 [cell_reuse_recompute_pass]: 1.17e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.908e-05 [j_node_and_user_rematch]: 1.267e-05 [meta_fg_expand]: 3.27002e-06 [replace_old_param]: 1.183e-05 [inline_without_move]: 7.53999e-06 [renormalize]: 0.00090831 [add_forward_monad_depend]: 5.86e-06 [auto_monad_grad]: 2.53998e-06 [auto_monad_eliminator]: 2.187e-05 [cse]: 4.164e-05 [replace_applicator]: 1.582e-05 [Cycle 2]: 0.00049929, [27] [switch_simplify]: 8.92e-06 [loop_unroll]: 7.36999e-06 [a_1]: 0.00019137 [with_stream_mark]: 1.425e-05 [recompute_prepare]: 8.28001e-06 [updatestate_depend_eliminate]: 5.42001e-06 [updatestate_assign_eliminate]: 4.03999e-06 [updatestate_loads_eliminate]: 4.00998e-06 [parameter_eliminate]: 1.20001e-06 [specialize_transform]: 7.98001e-06 [updatestate_useless_node_eliminater]: 1.216e-05 [accelerated_algorithm]: 7.66999e-06 [meta_shard_fg_expand]: 1.97001e-06 [get_grad_eliminate_]: 6.83e-06 [merge_forward]: 5.15001e-06 [cell_reuse_recompute_pass]: 2.06e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.628e-05 [j_node_and_user_rematch]: 1.193e-05 [meta_fg_expand]: 2.46998e-06 [replace_old_param]: 9.25999e-06 [inline_without_move]: 6.65002e-06 [renormalize]: 1.50001e-07 [add_forward_monad_depend]: 1.57001e-06 [auto_monad_grad]: 1.50001e-06 [auto_monad_eliminator]: 1.235e-05 [cse]: 2.234e-05 [replace_applicator]: 7.51999e-06 [py_interpret_to_execute_after_opt_a]: 1.567e-05 [rewriter_after_opt_a]: 0.00017188 [convert_after_rewriter]: 1.108e-05 [order_py_execute_after_rewriter]: 6.56999e-06 [mutable_eliminate]: 0.00082466 [jit_opt_b]: 7.041e-05, [1] [Cycle 1]: 6.132e-05, [2] [frontend_op_eliminate]: 2.496e-05 [inline_after_opt_a]: 2.33e-05 [cconv]: 3.402e-05 [loop_unroll]: 0.00046769 [jit_opt_after_cconv]: 0.00024805, [1] [Cycle 1]: 0.00024059, [11] [c_1]: 5.027e-05 [parameter_eliminate]: 4.12e-06 [updatestate_depend_eliminate]: 9.63997e-06 [updatestate_assign_eliminate]: 5.30999e-06 [updatestate_loads_eliminate]: 4.77e-06 [cse]: 6.428e-05 [call_graph_tuple_transform]: 2.665e-05 [tuple_list_get_item_eliminator]: 8.15999e-06 [none_parameter_eliminate]: 2.12999e-06 [renormalize]: 8.59989e-07 [switch_simplify]: 8.85999e-06 [remove_dup_value]: 2.039e-05 [partial_unused_args_eliminate]: 2.93e-06 [environ_conv]: 7.23e-06 [add_recomputation]: 7.541e-05 [cse_after_recomputation]: 3.128e-05, [1] [Cycle 1]: 2.438e-05, [1] [cse]: 1.841e-05 [auto_monad_reorder]: 2.572e-05 [get_jit_bprop_graph]: 2.29001e-06 [rewriter_after_jit_bprop_graph]: 6.78998e-06 [opt_after_jit_grad]: 0.00050736 [symbol_engine_optimizer]: 9.446e-05, [1] [Cycle 1]: 8.766e-05, [6] [build]: 5.63002e-06 [elim_shapecalc]: 1.194e-05 [elim_not_effective]: 1.942e-05 [opt_reshape]: 9.13002e-06 [fold_const_symbol]: 1.318e-05 [renormalize]: 5.60016e-07 [process_offload_annotation]: 1.46e-05 [validate]: 4.739e-05 Sums bootstrap : 0.000363s : 4.01% type_inference : 0.003902s : 43.18% event_method : 0.000014s : 0.15% auto_monad : 0.000121s : 1.34% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000003s : 0.03% py_interpret_to_execute : 0.000026s : 0.28% rewriter_before_opt_a : 0.000056s : 0.62% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000058s : 0.64% jit_opt_a.loop_unroll : 0.000026s : 0.29% jit_opt_a.a_1 : 0.000579s : 6.41% jit_opt_a.with_stream_mark : 0.000044s : 0.48% jit_opt_a.recompute_prepare : 0.000018s : 0.20% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.13% jit_opt_a.updatestate_assign_eliminate : 0.000009s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.10% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000016s : 0.18% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.26% jit_opt_a.accelerated_algorithm : 0.000016s : 0.18% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.06% jit_opt_a.get_grad_eliminate_ : 0.000015s : 0.17% jit_opt_a.merge_forward : 0.000011s : 0.12% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000035s : 0.39% jit_opt_a.j_node_and_user_rematch : 0.000025s : 0.27% jit_opt_a.meta_fg_expand : 0.000006s : 0.06% jit_opt_a.replace_old_param : 0.000021s : 0.23% jit_opt_a.inline_without_move : 0.000014s : 0.16% jit_opt_a.renormalize : 0.000908s : 10.05% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.08% jit_opt_a.auto_monad_grad : 0.000004s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000034s : 0.38% jit_opt_a.cse : 0.000064s : 0.71% jit_opt_a.replace_applicator : 0.000023s : 0.26% py_interpret_to_execute_after_opt_a : 0.000016s : 0.17% rewriter_after_opt_a : 0.000172s : 1.90% convert_after_rewriter : 0.000011s : 0.12% order_py_execute_after_rewriter : 0.000007s : 0.07% mutable_eliminate : 0.000825s : 9.13% jit_opt_b.frontend_op_eliminate : 0.000025s : 0.28% jit_opt_b.inline_after_opt_a : 0.000023s : 0.26% cconv : 0.000034s : 0.38% loop_unroll : 0.000468s : 5.18% jit_opt_after_cconv.c_1 : 0.000050s : 0.56% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.05% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.11% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.06% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.cse : 0.000064s : 0.71% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.29% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000008s : 0.09% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.10% remove_dup_value : 0.000020s : 0.23% partial_unused_args_eliminate : 0.000003s : 0.03% environ_conv : 0.000007s : 0.08% add_recomputation : 0.000075s : 0.83% cse_after_recomputation.cse : 0.000018s : 0.20% auto_monad_reorder : 0.000026s : 0.28% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000007s : 0.08% opt_after_jit_grad : 0.000507s : 5.61% symbol_engine_optimizer.build : 0.000006s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.13% symbol_engine_optimizer.elim_not_effective : 0.000019s : 0.21% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.10% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.15% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000015s : 0.16% validate : 0.000047s : 0.52% Time group info: ------[substitution.] 0.000178 43 4.36% : 0.000008s : 2: substitution.depend_value_elim 1.50% : 0.000003s : 4: substitution.elim_not_effective 1.25% : 0.000002s : 4: substitution.fold_const_symbol 4.15% : 0.000007s : 5: substitution.graph_param_transform 67.66% : 0.000121s : 2: substitution.inline 2.78% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.56% : 0.000006s : 8: substitution.remove_not_recompute_node 2.99% : 0.000005s : 2: substitution.replace_old_param 5.91% : 0.000011s : 3: substitution.updatestate_pure_node_eliminater 5.82% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.003839 2 87.11% : 0.003345s : 1: type_inference.infer 12.89% : 0.000495s : 1: type_inference.specialize ------[replace.] 0.000030 2 100.00% : 0.000030s : 2: replace.inline ------[match.] 0.000119 2 100.00% : 0.000119s : 2: match.inline ------[predicate.] 0.000134 767 1.27% : 0.000002s : 11: predicate.accumulaten_eliminater 1.56% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.13% : 0.000002s : 11: predicate.addn_check_dump 1.29% : 0.000002s : 11: predicate.addn_zero_filter 1.83% : 0.000002s : 11: predicate.arithmetic_simplify 1.12% : 0.000001s : 11: predicate.cast_eliminate 0.67% : 0.000001s : 5: predicate.check_bprop_eliminate 1.15% : 0.000002s : 11: predicate.compare_switch_simplify 1.37% : 0.000002s : 11: predicate.depend_value_elim 1.35% : 0.000002s : 11: predicate.dict_get_item_const_eliminator 1.23% : 0.000002s : 11: predicate.dict_get_item_eliminator 1.24% : 0.000002s : 11: predicate.dict_set_item_eliminator 0.93% : 0.000001s : 5: predicate.dumpgradient_eliminate 0.51% : 0.000001s : 5: predicate.elim_not_effective 0.75% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.15% : 0.000002s : 11: predicate.environ_add_const_eliminate 1.04% : 0.000001s : 11: predicate.environ_get_add_eliminate 1.06% : 0.000001s : 11: predicate.environ_get_depend_swap 1.24% : 0.000002s : 11: predicate.environ_get_eliminate 1.10% : 0.000001s : 11: predicate.environ_get_set_eliminate 0.29% : 0.000000s : 5: predicate.fold_const_symbol 1.53% : 0.000002s : 10: predicate.get_grad_eliminate 0.47% : 0.000001s : 5: predicate.graph_param_transform 5.08% : 0.000007s : 23: predicate.inline 1.29% : 0.000002s : 10: predicate.inline_without_move 0.51% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.59% : 0.000002s : 10: predicate.less_batch_normalization 1.24% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 1.91% : 0.000003s : 16: predicate.load_eliminater 1.46% : 0.000002s : 5: predicate.loop_unroll_after_grad 2.93% : 0.000004s : 20: predicate.loop_unroll_before_grad 2.04% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 1.21% : 0.000002s : 11: predicate.merge_addn 1.04% : 0.000001s : 11: predicate.minmaximum_grad 2.15% : 0.000003s : 5: predicate.mutable_eliminate 0.72% : 0.000001s : 5: predicate.opt_reshape 2.18% : 0.000003s : 16: predicate.partial_eliminate 1.39% : 0.000002s : 11: predicate.print_const_string_wrapper 1.91% : 0.000003s : 11: predicate.reduce_eliminate 1.16% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 0.98% : 0.000001s : 10: predicate.remove_not_recompute_node 1.57% : 0.000002s : 21: predicate.replace_applicator 0.87% : 0.000001s : 10: predicate.replace_old_param 0.38% : 0.000001s : 5: predicate.reset_defer_inline 1.18% : 0.000002s : 11: predicate.reshape_eliminate 1.33% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 1.23% : 0.000002s : 5: predicate.row_tensor_eliminate 1.32% : 0.000002s : 11: predicate.same_eliminate 0.66% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.29% : 0.000002s : 10: predicate.special_op_eliminate 1.57% : 0.000002s : 10: predicate.specialize_transform 1.94% : 0.000003s : 11: predicate.split_environ_get_set_with_tuple_value 1.13% : 0.000002s : 11: predicate.stack_unstack_eliminate 0.77% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.57% : 0.000002s : 13: predicate.switch_defer_inline 1.45% : 0.000002s : 13: predicate.switch_layer_defer_inline 5.86% : 0.000008s : 38: predicate.switch_simplify 1.28% : 0.000002s : 11: predicate.tile_eliminate 1.11% : 0.000001s : 11: predicate.transpose_eliminate 1.22% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.21% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.39% : 0.000005s : 21: predicate.tuple_list_get_item_eliminator 1.32% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.22% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.94% : 0.000003s : 16: predicate.updatestate_pure_node_eliminater 3.90% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 1.69% : 0.000002s : 11: predicate.value_based_eliminate 0.61% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.91% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000321 6 32.68% : 0.000105s : 2: func_graph_cloner_run.FuncGraphClonerGraph 67.32% : 0.000216s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.015164 73 0.52% : 0.000078s : 1: add_recomputation 0.83% : 0.000125s : 1: auto_monad 0.19% : 0.000028s : 1: auto_monad_reorder 2.57% : 0.000390s : 1: bootstrap 0.24% : 0.000036s : 1: cconv 0.09% : 0.000014s : 1: convert_after_rewriter 0.22% : 0.000033s : 1: cse_after_recomputation 0.06% : 0.000009s : 1: environ_conv 0.12% : 0.000019s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.05% : 0.000008s : 1: graph_reusing 38.96% : 0.005908s : 1: jit_opt_a 1.66% : 0.000252s : 1: jit_opt_after_cconv 0.49% : 0.000074s : 1: jit_opt_b 3.14% : 0.000477s : 1: loop_unroll 5.51% : 0.000836s : 1: mutable_eliminate 5.54% : 0.000840s : 26: opt.transform.jit_opt_a 0.59% : 0.000089s : 4: opt.transform.jit_opt_after_cconv 0.27% : 0.000042s : 4: opt.transform.jit_opt_b 0.11% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.14% : 0.000021s : 1: opt.transform.mutable_eliminate 0.20% : 0.000030s : 1: opt.transform.opt_after_jit_grad 0.33% : 0.000050s : 4: opt.transform.symbol_engine_opt 3.40% : 0.000516s : 1: opt_after_jit_grad 0.06% : 0.000009s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.11% : 0.000017s : 1: process_offload_annotation 0.18% : 0.000028s : 1: py_interpret_to_execute 0.12% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000023s : 1: remove_dup_value 3.63% : 0.000551s : 1: renormalize.infer 2.29% : 0.000348s : 1: renormalize.specialize 0.06% : 0.000009s : 1: rewriter_after_jit_bprop_graph 1.16% : 0.000176s : 1: rewriter_after_opt_a 0.39% : 0.000059s : 1: rewriter_before_opt_a 0.64% : 0.000097s : 1: symbol_engine_optimizer 25.84% : 0.003918s : 1: type_inference TotalTime = 0.0169039, [31] [bootstrap]: 0.00035395 [type_inference]: 0.00548778 [event_method]: 1.717e-05 [auto_monad]: 0.00014343 [graph_reusing]: 6.30002e-06 [pre_auto_parallel]: 2.43002e-06 [py_interpret_to_execute]: 3.547e-05 [rewriter_before_opt_a]: 6.509e-05 [expand_dump_flag]: 3.27997e-06 [jit_opt_a]: 0.00764247, [2] [Cycle 1]: 0.00342407, [27] [switch_simplify]: 5.661e-05 [loop_unroll]: 1.911e-05 [a_1]: 0.00048547 [with_stream_mark]: 3.503e-05 [recompute_prepare]: 1.308e-05 [updatestate_depend_eliminate]: 7.19001e-06 [updatestate_assign_eliminate]: 6.49001e-06 [updatestate_loads_eliminate]: 5.20001e-06 [parameter_eliminate]: 1.98002e-06 [specialize_transform]: 1.112e-05 [updatestate_useless_node_eliminater]: 1.312e-05 [accelerated_algorithm]: 9.22001e-06 [meta_shard_fg_expand]: 2.68e-06 [get_grad_eliminate_]: 9.46003e-06 [merge_forward]: 6.07999e-06 [cell_reuse_recompute_pass]: 1.18001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.233e-05 [j_node_and_user_rematch]: 1.56e-05 [meta_fg_expand]: 3.56999e-06 [replace_old_param]: 1.372e-05 [inline_without_move]: 8.67998e-06 [renormalize]: 0.00230177 [add_forward_monad_depend]: 1.276e-05 [auto_monad_grad]: 3.41001e-06 [auto_monad_eliminator]: 3.581e-05 [cse]: 5.631e-05 [replace_applicator]: 3.158e-05 [Cycle 2]: 0.00058609, [27] [switch_simplify]: 1.084e-05 [loop_unroll]: 8.56002e-06 [a_1]: 0.00022451 [with_stream_mark]: 2.098e-05 [recompute_prepare]: 9.64e-06 [updatestate_depend_eliminate]: 7.48e-06 [updatestate_assign_eliminate]: 6.23002e-06 [updatestate_loads_eliminate]: 5.09e-06 [parameter_eliminate]: 2.04999e-06 [specialize_transform]: 9.17001e-06 [updatestate_useless_node_eliminater]: 1.145e-05 [accelerated_algorithm]: 1.016e-05 [meta_shard_fg_expand]: 2.22999e-06 [get_grad_eliminate_]: 8.15999e-06 [merge_forward]: 5.91e-06 [cell_reuse_recompute_pass]: 3.33e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.08e-05 [j_node_and_user_rematch]: 1.45e-05 [meta_fg_expand]: 3.45e-06 [replace_old_param]: 1.208e-05 [inline_without_move]: 8.09997e-06 [renormalize]: 7.99773e-08 [add_forward_monad_depend]: 2.02001e-06 [auto_monad_grad]: 1.24e-06 [auto_monad_eliminator]: 1.492e-05 [cse]: 2.968e-05 [replace_applicator]: 9.37001e-06 [py_interpret_to_execute_after_opt_a]: 2.367e-05 [rewriter_after_opt_a]: 0.00016817 [convert_after_rewriter]: 1.188e-05 [order_py_execute_after_rewriter]: 8.15999e-06 [mutable_eliminate]: 0.00088682 [jit_opt_b]: 7.47e-05, [1] [Cycle 1]: 6.529e-05, [2] [frontend_op_eliminate]: 2.662e-05 [inline_after_opt_a]: 2.599e-05 [cconv]: 4.057e-05 [loop_unroll]: 0.0005103 [jit_opt_after_cconv]: 0.00024814, [1] [Cycle 1]: 0.00024065, [11] [c_1]: 5.96e-05 [parameter_eliminate]: 5.86e-06 [updatestate_depend_eliminate]: 1.306e-05 [updatestate_assign_eliminate]: 5.44e-06 [updatestate_loads_eliminate]: 4.94998e-06 [cse]: 5.121e-05 [call_graph_tuple_transform]: 2.637e-05 [tuple_list_get_item_eliminator]: 8.95999e-06 [none_parameter_eliminate]: 1.46998e-06 [renormalize]: 8.59989e-07 [switch_simplify]: 9.33002e-06 [remove_dup_value]: 2.768e-05 [partial_unused_args_eliminate]: 2.24001e-06 [environ_conv]: 8.80001e-06 [add_recomputation]: 8.547e-05 [cse_after_recomputation]: 3.736e-05, [1] [Cycle 1]: 2.989e-05, [1] [cse]: 2.29e-05 [auto_monad_reorder]: 2.835e-05 [get_jit_bprop_graph]: 2.52001e-06 [rewriter_after_jit_bprop_graph]: 8.72998e-06 [opt_after_jit_grad]: 0.00056265 [symbol_engine_optimizer]: 0.00010242, [1] [Cycle 1]: 9.534e-05, [6] [build]: 7.24001e-06 [elim_shapecalc]: 1.307e-05 [elim_not_effective]: 2.123e-05 [opt_reshape]: 9.44e-06 [fold_const_symbol]: 1.516e-05 [renormalize]: 6.49976e-07 [process_offload_annotation]: 1.599e-05 [validate]: 6.273e-05 Sums bootstrap : 0.000354s : 2.82% type_inference : 0.005488s : 43.73% event_method : 0.000017s : 0.14% auto_monad : 0.000143s : 1.14% graph_reusing : 0.000006s : 0.05% pre_auto_parallel : 0.000002s : 0.02% py_interpret_to_execute : 0.000035s : 0.28% rewriter_before_opt_a : 0.000065s : 0.52% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000067s : 0.54% jit_opt_a.loop_unroll : 0.000028s : 0.22% jit_opt_a.a_1 : 0.000710s : 5.66% jit_opt_a.with_stream_mark : 0.000056s : 0.45% jit_opt_a.recompute_prepare : 0.000023s : 0.18% jit_opt_a.updatestate_depend_eliminate : 0.000015s : 0.12% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.08% jit_opt_a.parameter_eliminate : 0.000004s : 0.03% jit_opt_a.specialize_transform : 0.000020s : 0.16% jit_opt_a.updatestate_useless_node_eliminater : 0.000025s : 0.20% jit_opt_a.accelerated_algorithm : 0.000019s : 0.15% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.14% jit_opt_a.merge_forward : 0.000012s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000043s : 0.34% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.24% jit_opt_a.meta_fg_expand : 0.000007s : 0.06% jit_opt_a.replace_old_param : 0.000026s : 0.21% jit_opt_a.inline_without_move : 0.000017s : 0.13% jit_opt_a.renormalize : 0.002302s : 18.34% jit_opt_a.add_forward_monad_depend : 0.000015s : 0.12% jit_opt_a.auto_monad_grad : 0.000005s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000051s : 0.40% jit_opt_a.cse : 0.000086s : 0.69% jit_opt_a.replace_applicator : 0.000041s : 0.33% py_interpret_to_execute_after_opt_a : 0.000024s : 0.19% rewriter_after_opt_a : 0.000168s : 1.34% convert_after_rewriter : 0.000012s : 0.09% order_py_execute_after_rewriter : 0.000008s : 0.07% mutable_eliminate : 0.000887s : 7.07% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.21% jit_opt_b.inline_after_opt_a : 0.000026s : 0.21% cconv : 0.000041s : 0.32% loop_unroll : 0.000510s : 4.07% jit_opt_after_cconv.c_1 : 0.000060s : 0.47% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.05% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000013s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.04% jit_opt_after_cconv.cse : 0.000051s : 0.41% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.21% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.01% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.07% remove_dup_value : 0.000028s : 0.22% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000009s : 0.07% add_recomputation : 0.000085s : 0.68% cse_after_recomputation.cse : 0.000023s : 0.18% auto_monad_reorder : 0.000028s : 0.23% get_jit_bprop_graph : 0.000003s : 0.02% rewriter_after_jit_bprop_graph : 0.000009s : 0.07% opt_after_jit_grad : 0.000563s : 4.48% symbol_engine_optimizer.build : 0.000007s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.10% symbol_engine_optimizer.elim_not_effective : 0.000021s : 0.17% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.12% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000016s : 0.13% validate : 0.000063s : 0.50% Time group info: ------[substitution.] 0.000241 52 12.75% : 0.000031s : 2: substitution.cast_eliminate 4.85% : 0.000012s : 2: substitution.depend_value_elim 1.23% : 0.000003s : 5: substitution.elim_not_effective 0.94% : 0.000002s : 5: substitution.fold_const_symbol 3.17% : 0.000008s : 6: substitution.graph_param_transform 57.37% : 0.000139s : 2: substitution.inline 2.40% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.72% : 0.000009s : 10: substitution.remove_not_recompute_node 3.01% : 0.000007s : 2: substitution.replace_old_param 5.93% : 0.000014s : 3: substitution.updatestate_pure_node_eliminater 4.63% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.005413 2 87.08% : 0.004713s : 1: type_inference.infer 12.92% : 0.000699s : 1: type_inference.specialize ------[replace.] 0.000033 2 100.00% : 0.000033s : 2: replace.inline ------[match.] 0.000137 2 100.00% : 0.000137s : 2: match.inline ------[predicate.] 0.000166 906 1.22% : 0.000002s : 13: predicate.accumulaten_eliminater 1.67% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.08% : 0.000002s : 13: predicate.addn_check_dump 1.32% : 0.000002s : 13: predicate.addn_zero_filter 1.79% : 0.000003s : 13: predicate.arithmetic_simplify 1.21% : 0.000002s : 13: predicate.cast_eliminate 0.58% : 0.000001s : 6: predicate.check_bprop_eliminate 1.08% : 0.000002s : 13: predicate.compare_switch_simplify 1.24% : 0.000002s : 13: predicate.depend_value_elim 1.08% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.53% : 0.000003s : 13: predicate.dict_get_item_eliminator 1.17% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.17% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.45% : 0.000001s : 6: predicate.elim_not_effective 0.88% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.40% : 0.000002s : 13: predicate.environ_add_const_eliminate 0.99% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.20% : 0.000002s : 13: predicate.environ_get_depend_swap 1.34% : 0.000002s : 13: predicate.environ_get_eliminate 1.08% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.28% : 0.000000s : 6: predicate.fold_const_symbol 1.61% : 0.000003s : 12: predicate.get_grad_eliminate 0.31% : 0.000001s : 6: predicate.graph_param_transform 5.00% : 0.000008s : 27: predicate.inline 1.25% : 0.000002s : 12: predicate.inline_without_move 0.50% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.86% : 0.000003s : 12: predicate.less_batch_normalization 1.42% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.71% : 0.000003s : 19: predicate.load_eliminater 1.71% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.36% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.41% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 0.98% : 0.000002s : 13: predicate.merge_addn 1.25% : 0.000002s : 13: predicate.minmaximum_grad 2.90% : 0.000005s : 6: predicate.mutable_eliminate 0.61% : 0.000001s : 6: predicate.opt_reshape 2.05% : 0.000003s : 19: predicate.partial_eliminate 1.27% : 0.000002s : 13: predicate.print_const_string_wrapper 1.62% : 0.000003s : 13: predicate.reduce_eliminate 1.24% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.73% : 0.000001s : 12: predicate.remove_not_recompute_node 1.86% : 0.000003s : 25: predicate.replace_applicator 0.92% : 0.000002s : 12: predicate.replace_old_param 0.70% : 0.000001s : 6: predicate.reset_defer_inline 1.23% : 0.000002s : 13: predicate.reshape_eliminate 1.23% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 0.90% : 0.000001s : 6: predicate.row_tensor_eliminate 1.35% : 0.000002s : 13: predicate.same_eliminate 0.64% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.10% : 0.000002s : 12: predicate.special_op_eliminate 1.58% : 0.000003s : 12: predicate.specialize_transform 1.29% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.26% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.70% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.50% : 0.000002s : 15: predicate.switch_defer_inline 1.37% : 0.000002s : 15: predicate.switch_layer_defer_inline 5.36% : 0.000009s : 43: predicate.switch_simplify 1.14% : 0.000002s : 13: predicate.tile_eliminate 1.24% : 0.000002s : 13: predicate.transpose_eliminate 1.34% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.38% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.80% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.42% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.21% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.64% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 4.07% : 0.000007s : 31: predicate.updatestate_useless_node_eliminater 1.77% : 0.000003s : 13: predicate.value_based_eliminate 0.61% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.87% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000428 6 29.01% : 0.000124s : 2: func_graph_cloner_run.FuncGraphClonerGraph 70.99% : 0.000304s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.020371 73 0.43% : 0.000088s : 1: add_recomputation 0.73% : 0.000148s : 1: auto_monad 0.15% : 0.000031s : 1: auto_monad_reorder 1.87% : 0.000381s : 1: bootstrap 0.21% : 0.000043s : 1: cconv 0.07% : 0.000015s : 1: convert_after_rewriter 0.19% : 0.000039s : 1: cse_after_recomputation 0.05% : 0.000011s : 1: environ_conv 0.11% : 0.000023s : 1: event_method 0.04% : 0.000008s : 1: expand_dump_flag 0.02% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 37.54% : 0.007647s : 1: jit_opt_a 1.23% : 0.000251s : 1: jit_opt_after_cconv 0.38% : 0.000078s : 1: jit_opt_b 2.55% : 0.000520s : 1: loop_unroll 4.42% : 0.000901s : 1: mutable_eliminate 5.05% : 0.001029s : 26: opt.transform.jit_opt_a 0.49% : 0.000100s : 4: opt.transform.jit_opt_after_cconv 0.22% : 0.000046s : 4: opt.transform.jit_opt_b 0.10% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.13% : 0.000026s : 1: opt.transform.mutable_eliminate 0.17% : 0.000036s : 1: opt.transform.opt_after_jit_grad 0.27% : 0.000055s : 4: opt.transform.symbol_engine_opt 2.81% : 0.000572s : 1: opt_after_jit_grad 0.05% : 0.000010s : 1: order_py_execute_after_rewriter 0.02% : 0.000004s : 1: partial_unused_args_eliminate 0.02% : 0.000004s : 1: pre_auto_parallel 0.09% : 0.000018s : 1: process_offload_annotation 0.19% : 0.000038s : 1: py_interpret_to_execute 0.13% : 0.000026s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000031s : 1: remove_dup_value 2.88% : 0.000586s : 1: renormalize.infer 8.36% : 0.001702s : 1: renormalize.specialize 0.05% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.85% : 0.000173s : 1: rewriter_after_opt_a 0.33% : 0.000068s : 1: rewriter_before_opt_a 0.52% : 0.000105s : 1: symbol_engine_optimizer 27.05% : 0.005511s : 1: type_inference TotalTime = 0.0138375, [31] [bootstrap]: 0.00036358 [type_inference]: 0.00436029 [event_method]: 1.477e-05 [auto_monad]: 0.00019152 [graph_reusing]: 5.77999e-06 [pre_auto_parallel]: 2.36e-06 [py_interpret_to_execute]: 2.798e-05 [rewriter_before_opt_a]: 6.28e-05 [expand_dump_flag]: 2.81e-06 [jit_opt_a]: 0.00610586, [2] [Cycle 1]: 0.00212054, [27] [switch_simplify]: 5.203e-05 [loop_unroll]: 1.956e-05 [a_1]: 0.00059864 [with_stream_mark]: 3.558e-05 [recompute_prepare]: 1.277e-05 [updatestate_depend_eliminate]: 7.10998e-06 [updatestate_assign_eliminate]: 5.67001e-06 [updatestate_loads_eliminate]: 5.21002e-06 [parameter_eliminate]: 2.27001e-06 [specialize_transform]: 9.32999e-06 [updatestate_useless_node_eliminater]: 1.187e-05 [accelerated_algorithm]: 9.02e-06 [meta_shard_fg_expand]: 3.12002e-06 [get_grad_eliminate_]: 8.40999e-06 [merge_forward]: 5.67001e-06 [cell_reuse_recompute_pass]: 1.29998e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.086e-05 [j_node_and_user_rematch]: 1.564e-05 [meta_fg_expand]: 4.07e-06 [replace_old_param]: 1.274e-05 [inline_without_move]: 8.36002e-06 [renormalize]: 0.00096003 [add_forward_monad_depend]: 7.61999e-06 [auto_monad_grad]: 2.37999e-06 [auto_monad_eliminator]: 2.479e-05 [cse]: 4.884e-05 [replace_applicator]: 2.141e-05 [Cycle 2]: 0.00053287, [27] [switch_simplify]: 9.69e-06 [loop_unroll]: 8.48999e-06 [a_1]: 0.00020435 [with_stream_mark]: 1.49e-05 [recompute_prepare]: 9.24e-06 [updatestate_depend_eliminate]: 5.47999e-06 [updatestate_assign_eliminate]: 4.85999e-06 [updatestate_loads_eliminate]: 4.80999e-06 [parameter_eliminate]: 1.24998e-06 [specialize_transform]: 9.11998e-06 [updatestate_useless_node_eliminater]: 1.173e-05 [accelerated_algorithm]: 8.79998e-06 [meta_shard_fg_expand]: 2.26e-06 [get_grad_eliminate_]: 7.85e-06 [merge_forward]: 5.15999e-06 [cell_reuse_recompute_pass]: 1.84e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.866e-05 [j_node_and_user_rematch]: 1.345e-05 [meta_fg_expand]: 3.84002e-06 [replace_old_param]: 1.056e-05 [inline_without_move]: 8.15e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 2.00002e-06 [auto_monad_grad]: 1.92999e-06 [auto_monad_eliminator]: 1.327e-05 [cse]: 2.562e-05 [replace_applicator]: 8.84e-06 [py_interpret_to_execute_after_opt_a]: 1.661e-05 [rewriter_after_opt_a]: 0.00014965 [convert_after_rewriter]: 1.144e-05 [order_py_execute_after_rewriter]: 7.66999e-06 [mutable_eliminate]: 0.00068627 [jit_opt_b]: 7.249e-05, [1] [Cycle 1]: 6.476e-05, [2] [frontend_op_eliminate]: 2.687e-05 [inline_after_opt_a]: 2.55e-05 [cconv]: 3.102e-05 [loop_unroll]: 0.00042566 [jit_opt_after_cconv]: 0.0002309, [1] [Cycle 1]: 0.00022407, [11] [c_1]: 5.145e-05 [parameter_eliminate]: 3.17002e-06 [updatestate_depend_eliminate]: 1.015e-05 [updatestate_assign_eliminate]: 4.55999e-06 [updatestate_loads_eliminate]: 4.78001e-06 [cse]: 3.573e-05 [call_graph_tuple_transform]: 3.823e-05 [tuple_list_get_item_eliminator]: 9.54e-06 [none_parameter_eliminate]: 2.24001e-06 [renormalize]: 5.50004e-07 [switch_simplify]: 8.92e-06 [remove_dup_value]: 2.368e-05 [partial_unused_args_eliminate]: 2.24999e-06 [environ_conv]: 7.81001e-06 [add_recomputation]: 7.63e-05 [cse_after_recomputation]: 3.461e-05, [1] [Cycle 1]: 2.849e-05, [1] [cse]: 2.187e-05 [auto_monad_reorder]: 2.694e-05 [get_jit_bprop_graph]: 2.22001e-06 [rewriter_after_jit_bprop_graph]: 6.26e-06 [opt_after_jit_grad]: 0.00050077 [symbol_engine_optimizer]: 0.00010218, [1] [Cycle 1]: 9.419e-05, [6] [build]: 6.11e-06 [elim_shapecalc]: 1.297e-05 [elim_not_effective]: 2.005e-05 [opt_reshape]: 9.61003e-06 [fold_const_symbol]: 1.44e-05 [renormalize]: 1.09e-06 [process_offload_annotation]: 1.388e-05 [validate]: 6.03e-05 Sums bootstrap : 0.000364s : 3.74% type_inference : 0.004360s : 44.86% event_method : 0.000015s : 0.15% auto_monad : 0.000192s : 1.97% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000002s : 0.02% py_interpret_to_execute : 0.000028s : 0.29% rewriter_before_opt_a : 0.000063s : 0.65% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000062s : 0.64% jit_opt_a.loop_unroll : 0.000028s : 0.29% jit_opt_a.a_1 : 0.000803s : 8.26% jit_opt_a.with_stream_mark : 0.000050s : 0.52% jit_opt_a.recompute_prepare : 0.000022s : 0.23% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.13% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.11% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.10% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000018s : 0.19% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 0.24% jit_opt_a.accelerated_algorithm : 0.000018s : 0.18% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.06% jit_opt_a.get_grad_eliminate_ : 0.000016s : 0.17% jit_opt_a.merge_forward : 0.000011s : 0.11% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000040s : 0.41% jit_opt_a.j_node_and_user_rematch : 0.000029s : 0.30% jit_opt_a.meta_fg_expand : 0.000008s : 0.08% jit_opt_a.replace_old_param : 0.000023s : 0.24% jit_opt_a.inline_without_move : 0.000017s : 0.17% jit_opt_a.renormalize : 0.000960s : 9.88% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.10% jit_opt_a.auto_monad_grad : 0.000004s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000038s : 0.39% jit_opt_a.cse : 0.000074s : 0.77% jit_opt_a.replace_applicator : 0.000030s : 0.31% py_interpret_to_execute_after_opt_a : 0.000017s : 0.17% rewriter_after_opt_a : 0.000150s : 1.54% convert_after_rewriter : 0.000011s : 0.12% order_py_execute_after_rewriter : 0.000008s : 0.08% mutable_eliminate : 0.000686s : 7.06% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.28% jit_opt_b.inline_after_opt_a : 0.000026s : 0.26% cconv : 0.000031s : 0.32% loop_unroll : 0.000426s : 4.38% jit_opt_after_cconv.c_1 : 0.000051s : 0.53% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.cse : 0.000036s : 0.37% jit_opt_after_cconv.call_graph_tuple_transform : 0.000038s : 0.39% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.10% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.09% remove_dup_value : 0.000024s : 0.24% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000008s : 0.08% add_recomputation : 0.000076s : 0.79% cse_after_recomputation.cse : 0.000022s : 0.23% auto_monad_reorder : 0.000027s : 0.28% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000006s : 0.06% opt_after_jit_grad : 0.000501s : 5.15% symbol_engine_optimizer.build : 0.000006s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.13% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.21% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.10% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.15% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000014s : 0.14% validate : 0.000060s : 0.62% Time group info: ------[substitution.] 0.000239 52 10.79% : 0.000026s : 2: substitution.cast_eliminate 3.95% : 0.000009s : 2: substitution.depend_value_elim 1.18% : 0.000003s : 5: substitution.elim_not_effective 0.97% : 0.000002s : 5: substitution.fold_const_symbol 3.10% : 0.000007s : 6: substitution.graph_param_transform 62.70% : 0.000150s : 2: substitution.inline 2.32% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.57% : 0.000009s : 10: substitution.remove_not_recompute_node 2.19% : 0.000005s : 2: substitution.replace_old_param 4.88% : 0.000012s : 3: substitution.updatestate_pure_node_eliminater 4.37% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004296 2 86.88% : 0.003732s : 1: type_inference.infer 13.12% : 0.000564s : 1: type_inference.specialize ------[replace.] 0.000036 2 100.00% : 0.000036s : 2: replace.inline ------[match.] 0.000148 2 100.00% : 0.000148s : 2: match.inline ------[predicate.] 0.000156 906 1.36% : 0.000002s : 13: predicate.accumulaten_eliminater 1.20% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.10% : 0.000002s : 13: predicate.addn_check_dump 1.17% : 0.000002s : 13: predicate.addn_zero_filter 1.85% : 0.000003s : 13: predicate.arithmetic_simplify 1.20% : 0.000002s : 13: predicate.cast_eliminate 0.74% : 0.000001s : 6: predicate.check_bprop_eliminate 1.80% : 0.000003s : 13: predicate.compare_switch_simplify 1.42% : 0.000002s : 13: predicate.depend_value_elim 1.12% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.32% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.13% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.35% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.61% : 0.000001s : 6: predicate.elim_not_effective 0.85% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.11% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.08% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.07% : 0.000002s : 13: predicate.environ_get_depend_swap 1.37% : 0.000002s : 13: predicate.environ_get_eliminate 1.05% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.31% : 0.000000s : 6: predicate.fold_const_symbol 1.24% : 0.000002s : 12: predicate.get_grad_eliminate 0.35% : 0.000001s : 6: predicate.graph_param_transform 5.64% : 0.000009s : 27: predicate.inline 1.34% : 0.000002s : 12: predicate.inline_without_move 0.73% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.75% : 0.000003s : 12: predicate.less_batch_normalization 1.24% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 2.21% : 0.000003s : 19: predicate.load_eliminater 1.30% : 0.000002s : 6: predicate.loop_unroll_after_grad 2.43% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.07% : 0.000003s : 19: predicate.make_slice_get_slice_eliminator 1.29% : 0.000002s : 13: predicate.merge_addn 1.12% : 0.000002s : 13: predicate.minmaximum_grad 1.64% : 0.000003s : 6: predicate.mutable_eliminate 0.89% : 0.000001s : 6: predicate.opt_reshape 2.48% : 0.000004s : 19: predicate.partial_eliminate 1.23% : 0.000002s : 13: predicate.print_const_string_wrapper 1.48% : 0.000002s : 13: predicate.reduce_eliminate 1.30% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.69% : 0.000001s : 12: predicate.remove_not_recompute_node 1.64% : 0.000003s : 25: predicate.replace_applicator 0.90% : 0.000001s : 12: predicate.replace_old_param 0.43% : 0.000001s : 6: predicate.reset_defer_inline 1.18% : 0.000002s : 13: predicate.reshape_eliminate 1.28% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 1.13% : 0.000002s : 6: predicate.row_tensor_eliminate 1.39% : 0.000002s : 13: predicate.same_eliminate 0.69% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.46% : 0.000002s : 12: predicate.special_op_eliminate 1.43% : 0.000002s : 12: predicate.specialize_transform 1.26% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.29% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.63% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.64% : 0.000003s : 15: predicate.switch_defer_inline 1.48% : 0.000002s : 15: predicate.switch_layer_defer_inline 5.65% : 0.000009s : 43: predicate.switch_simplify 1.08% : 0.000002s : 13: predicate.tile_eliminate 1.23% : 0.000002s : 13: predicate.transpose_eliminate 1.47% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.23% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.50% : 0.000005s : 25: predicate.tuple_list_get_item_eliminator 1.48% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.32% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.79% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 3.65% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 1.44% : 0.000002s : 13: predicate.value_based_eliminate 0.58% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 1.13% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000354 6 33.22% : 0.000118s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.78% : 0.000236s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.016035 73 0.49% : 0.000079s : 1: add_recomputation 1.23% : 0.000197s : 1: auto_monad 0.19% : 0.000030s : 1: auto_monad_reorder 2.43% : 0.000390s : 1: bootstrap 0.21% : 0.000034s : 1: cconv 0.09% : 0.000014s : 1: convert_after_rewriter 0.23% : 0.000037s : 1: cse_after_recomputation 0.06% : 0.000010s : 1: environ_conv 0.12% : 0.000020s : 1: event_method 0.04% : 0.000006s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.05% : 0.000008s : 1: graph_reusing 38.10% : 0.006110s : 1: jit_opt_a 1.46% : 0.000234s : 1: jit_opt_after_cconv 0.47% : 0.000075s : 1: jit_opt_b 2.71% : 0.000435s : 1: loop_unroll 4.35% : 0.000697s : 1: mutable_eliminate 6.85% : 0.001098s : 26: opt.transform.jit_opt_a 0.65% : 0.000104s : 4: opt.transform.jit_opt_after_cconv 0.28% : 0.000045s : 4: opt.transform.jit_opt_b 0.10% : 0.000016s : 1: opt.transform.loop_unroll_optimizer 0.11% : 0.000018s : 1: opt.transform.mutable_eliminate 0.22% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.33% : 0.000054s : 4: opt.transform.symbol_engine_opt 3.19% : 0.000511s : 1: opt_after_jit_grad 0.06% : 0.000010s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.10% : 0.000016s : 1: process_offload_annotation 0.19% : 0.000030s : 1: py_interpret_to_execute 0.12% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.17% : 0.000026s : 1: remove_dup_value 3.41% : 0.000547s : 1: renormalize.infer 2.53% : 0.000405s : 1: renormalize.specialize 0.05% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.96% : 0.000154s : 1: rewriter_after_opt_a 0.41% : 0.000066s : 1: rewriter_before_opt_a 0.65% : 0.000105s : 1: symbol_engine_optimizer 27.30% : 0.004377s : 1: type_inference TotalTime = 0.145321, [31] [bootstrap]: 0.00033238 [type_inference]: 0.00451257 [event_method]: 1.6e-05 [auto_monad]: 0.00014425 [graph_reusing]: 5.86e-06 [pre_auto_parallel]: 2.71e-06 [py_interpret_to_execute]: 3.047e-05 [rewriter_before_opt_a]: 6.363e-05 [expand_dump_flag]: 2.89001e-06 [jit_opt_a]: 0.00804217, [2] [Cycle 1]: 0.00230152, [27] [switch_simplify]: 5.655e-05 [loop_unroll]: 2.023e-05 [a_1]: 0.00047473 [with_stream_mark]: 3.703e-05 [recompute_prepare]: 1.363e-05 [updatestate_depend_eliminate]: 8.35001e-06 [updatestate_assign_eliminate]: 6.61999e-06 [updatestate_loads_eliminate]: 5.44998e-06 [parameter_eliminate]: 2.17999e-06 [specialize_transform]: 1.078e-05 [updatestate_useless_node_eliminater]: 1.499e-05 [accelerated_algorithm]: 1.038e-05 [meta_shard_fg_expand]: 2.76e-06 [get_grad_eliminate_]: 9.91e-06 [merge_forward]: 6.93e-06 [cell_reuse_recompute_pass]: 1.60001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.399e-05 [j_node_and_user_rematch]: 1.628e-05 [meta_fg_expand]: 4.02e-06 [replace_old_param]: 4.776e-05 [inline_without_move]: 1.273e-05 [renormalize]: 0.00111436 [add_forward_monad_depend]: 8.47e-06 [auto_monad_grad]: 2.93e-06 [auto_monad_eliminator]: 2.893e-05 [cse]: 5.44e-05 [replace_applicator]: 2.49e-05 [Cycle 2]: 0.00108652, [27] [switch_simplify]: 9.95002e-06 [loop_unroll]: 9.34e-06 [a_1]: 0.00064919 [with_stream_mark]: 4.693e-05 [recompute_prepare]: 1.723e-05 [updatestate_depend_eliminate]: 7.58999e-06 [updatestate_assign_eliminate]: 5.79e-06 [updatestate_loads_eliminate]: 5.49e-06 [parameter_eliminate]: 2.36e-06 [specialize_transform]: 1.087e-05 [updatestate_useless_node_eliminater]: 1.385e-05 [accelerated_algorithm]: 9.01998e-06 [meta_shard_fg_expand]: 2.86999e-06 [get_grad_eliminate_]: 8.3e-06 [merge_forward]: 6.66e-06 [cell_reuse_recompute_pass]: 3.05002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.278e-05 [j_node_and_user_rematch]: 1.487e-05 [meta_fg_expand]: 3.43e-06 [replace_old_param]: 1.171e-05 [inline_without_move]: 9.03002e-06 [renormalize]: 4.19997e-07 [add_forward_monad_depend]: 3.01999e-06 [auto_monad_grad]: 1.87001e-06 [auto_monad_eliminator]: 1.821e-05 [cse]: 3.729e-05 [replace_applicator]: 1.263e-05 [py_interpret_to_execute_after_opt_a]: 2.092e-05 [rewriter_after_opt_a]: 0.00016289 [convert_after_rewriter]: 1.185e-05 [order_py_execute_after_rewriter]: 8.10999e-06 [mutable_eliminate]: 0.00082414 [jit_opt_b]: 7.958e-05, [1] [Cycle 1]: 6.972e-05, [2] [frontend_op_eliminate]: 2.857e-05 [inline_after_opt_a]: 2.767e-05 [cconv]: 3.91e-05 [loop_unroll]: 0.00057286 [jit_opt_after_cconv]: 0.00027153, [1] [Cycle 1]: 0.00026239, [11] [c_1]: 6.389e-05 [parameter_eliminate]: 5.67001e-06 [updatestate_depend_eliminate]: 1.56e-05 [updatestate_assign_eliminate]: 5.68002e-06 [updatestate_loads_eliminate]: 5.47001e-06 [cse]: 5.663e-05 [call_graph_tuple_transform]: 2.796e-05 [tuple_list_get_item_eliminator]: 9.00001e-06 [none_parameter_eliminate]: 2.00002e-06 [renormalize]: 8.10018e-07 [switch_simplify]: 9.99001e-06 [remove_dup_value]: 2.712e-05 [partial_unused_args_eliminate]: 2.51e-06 [environ_conv]: 9.39e-06 [add_recomputation]: 0.00012201 [cse_after_recomputation]: 4.656e-05, [1] [Cycle 1]: 3.862e-05, [1] [cse]: 2.764e-05 [auto_monad_reorder]: 3.137e-05 [get_jit_bprop_graph]: 2.42001e-06 [rewriter_after_jit_bprop_graph]: 1.011e-05 [opt_after_jit_grad]: 0.129457 [symbol_engine_optimizer]: 0.0001214, [1] [Cycle 1]: 0.00010947, [6] [build]: 1.088e-05 [elim_shapecalc]: 1.418e-05 [elim_not_effective]: 2.894e-05 [opt_reshape]: 9.93998e-06 [fold_const_symbol]: 1.505e-05 [renormalize]: 1.12e-06 [process_offload_annotation]: 1.747e-05 [validate]: 6.702e-05 Sums bootstrap : 0.000332s : 0.24% type_inference : 0.004513s : 3.23% event_method : 0.000016s : 0.01% auto_monad : 0.000144s : 0.10% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000030s : 0.02% rewriter_before_opt_a : 0.000064s : 0.05% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000067s : 0.05% jit_opt_a.loop_unroll : 0.000030s : 0.02% jit_opt_a.a_1 : 0.001124s : 0.80% jit_opt_a.with_stream_mark : 0.000084s : 0.06% jit_opt_a.recompute_prepare : 0.000031s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000016s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.01% jit_opt_a.parameter_eliminate : 0.000005s : 0.00% jit_opt_a.specialize_transform : 0.000022s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000029s : 0.02% jit_opt_a.accelerated_algorithm : 0.000019s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000014s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000047s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.02% jit_opt_a.meta_fg_expand : 0.000007s : 0.01% jit_opt_a.replace_old_param : 0.000059s : 0.04% jit_opt_a.inline_without_move : 0.000022s : 0.02% jit_opt_a.renormalize : 0.001115s : 0.80% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000047s : 0.03% jit_opt_a.cse : 0.000092s : 0.07% jit_opt_a.replace_applicator : 0.000038s : 0.03% py_interpret_to_execute_after_opt_a : 0.000021s : 0.01% rewriter_after_opt_a : 0.000163s : 0.12% convert_after_rewriter : 0.000012s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000824s : 0.59% jit_opt_b.frontend_op_eliminate : 0.000029s : 0.02% jit_opt_b.inline_after_opt_a : 0.000028s : 0.02% cconv : 0.000039s : 0.03% loop_unroll : 0.000573s : 0.41% jit_opt_after_cconv.c_1 : 0.000064s : 0.05% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000016s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000057s : 0.04% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000027s : 0.02% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000122s : 0.09% cse_after_recomputation.cse : 0.000028s : 0.02% auto_monad_reorder : 0.000031s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.01% opt_after_jit_grad : 0.129457s : 92.58% symbol_engine_optimizer.build : 0.000011s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000029s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000017s : 0.01% validate : 0.000067s : 0.05% Time group info: ------[substitution.] 0.000269 52 16.77% : 0.000045s : 2: substitution.cast_eliminate 4.58% : 0.000012s : 2: substitution.depend_value_elim 1.61% : 0.000004s : 5: substitution.elim_not_effective 0.93% : 0.000002s : 5: substitution.fold_const_symbol 3.11% : 0.000008s : 6: substitution.graph_param_transform 53.75% : 0.000144s : 2: substitution.inline 2.31% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.21% : 0.000009s : 10: substitution.remove_not_recompute_node 2.51% : 0.000007s : 2: substitution.replace_old_param 6.00% : 0.000016s : 3: substitution.updatestate_pure_node_eliminater 5.22% : 0.000014s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004448 2 86.48% : 0.003847s : 1: type_inference.infer 13.52% : 0.000601s : 1: type_inference.specialize ------[replace.] 0.000037 2 100.00% : 0.000037s : 2: replace.inline ------[match.] 0.000143 2 100.00% : 0.000143s : 2: match.inline ------[predicate.] 0.000578 906 0.32% : 0.000002s : 13: predicate.accumulaten_eliminater 1.18% : 0.000007s : 6: predicate.ad_related_special_op_eliminate 0.32% : 0.000002s : 13: predicate.addn_check_dump 0.38% : 0.000002s : 13: predicate.addn_zero_filter 0.49% : 0.000003s : 13: predicate.arithmetic_simplify 0.32% : 0.000002s : 13: predicate.cast_eliminate 0.20% : 0.000001s : 6: predicate.check_bprop_eliminate 0.49% : 0.000003s : 13: predicate.compare_switch_simplify 0.42% : 0.000002s : 13: predicate.depend_value_elim 0.32% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 0.34% : 0.000002s : 13: predicate.dict_get_item_eliminator 0.31% : 0.000002s : 13: predicate.dict_set_item_eliminator 0.75% : 0.000004s : 6: predicate.dumpgradient_eliminate 0.16% : 0.000001s : 6: predicate.elim_not_effective 0.22% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 0.31% : 0.000002s : 13: predicate.environ_add_const_eliminate 0.30% : 0.000002s : 13: predicate.environ_get_add_eliminate 69.52% : 0.000402s : 13: predicate.environ_get_depend_swap 0.32% : 0.000002s : 13: predicate.environ_get_eliminate 0.28% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.08% : 0.000000s : 6: predicate.fold_const_symbol 0.49% : 0.000003s : 12: predicate.get_grad_eliminate 0.12% : 0.000001s : 6: predicate.graph_param_transform 1.68% : 0.000010s : 27: predicate.inline 0.63% : 0.000004s : 12: predicate.inline_without_move 0.13% : 0.000001s : 12: predicate.j_node_and_user_rematch 0.45% : 0.000003s : 12: predicate.less_batch_normalization 0.42% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 0.52% : 0.000003s : 19: predicate.load_eliminater 0.60% : 0.000003s : 6: predicate.loop_unroll_after_grad 0.79% : 0.000005s : 22: predicate.loop_unroll_before_grad 0.56% : 0.000003s : 19: predicate.make_slice_get_slice_eliminator 0.34% : 0.000002s : 13: predicate.merge_addn 0.31% : 0.000002s : 13: predicate.minmaximum_grad 0.79% : 0.000005s : 6: predicate.mutable_eliminate 0.18% : 0.000001s : 6: predicate.opt_reshape 0.67% : 0.000004s : 19: predicate.partial_eliminate 0.32% : 0.000002s : 13: predicate.print_const_string_wrapper 0.54% : 0.000003s : 13: predicate.reduce_eliminate 0.32% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.30% : 0.000002s : 12: predicate.remove_not_recompute_node 0.49% : 0.000003s : 25: predicate.replace_applicator 0.23% : 0.000001s : 12: predicate.replace_old_param 0.15% : 0.000001s : 6: predicate.reset_defer_inline 0.39% : 0.000002s : 13: predicate.reshape_eliminate 0.33% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 0.38% : 0.000002s : 6: predicate.row_tensor_eliminate 0.40% : 0.000002s : 13: predicate.same_eliminate 0.34% : 0.000002s : 12: predicate.set_cell_output_no_recompute 0.38% : 0.000002s : 12: predicate.special_op_eliminate 0.42% : 0.000002s : 12: predicate.specialize_transform 0.44% : 0.000003s : 13: predicate.split_environ_get_set_with_tuple_value 0.40% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.21% : 0.000001s : 6: predicate.switch_call_monad_eliminater 0.50% : 0.000003s : 15: predicate.switch_defer_inline 0.39% : 0.000002s : 15: predicate.switch_layer_defer_inline 1.66% : 0.000010s : 43: predicate.switch_simplify 0.35% : 0.000002s : 13: predicate.tile_eliminate 0.51% : 0.000003s : 13: predicate.transpose_eliminate 0.41% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 0.30% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 1.05% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 0.40% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 0.39% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 0.44% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 0.97% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 0.40% : 0.000002s : 13: predicate.value_based_eliminate 0.18% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.30% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000385 6 31.09% : 0.000120s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.91% : 0.000265s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.148081 73 0.09% : 0.000127s : 1: add_recomputation 0.10% : 0.000150s : 1: auto_monad 0.02% : 0.000035s : 1: auto_monad_reorder 0.24% : 0.000359s : 1: bootstrap 0.03% : 0.000042s : 1: cconv 0.01% : 0.000015s : 1: convert_after_rewriter 0.03% : 0.000049s : 1: cse_after_recomputation 0.01% : 0.000012s : 1: environ_conv 0.01% : 0.000021s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000009s : 1: graph_reusing 5.43% : 0.008046s : 1: jit_opt_a 0.19% : 0.000275s : 1: jit_opt_after_cconv 0.06% : 0.000083s : 1: jit_opt_b 0.40% : 0.000586s : 1: loop_unroll 0.57% : 0.000838s : 1: mutable_eliminate 0.99% : 0.001467s : 26: opt.transform.jit_opt_a 0.07% : 0.000105s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000048s : 4: opt.transform.jit_opt_b 0.02% : 0.000024s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000029s : 1: opt.transform.mutable_eliminate 0.05% : 0.000068s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000064s : 4: opt.transform.symbol_engine_opt 87.44% : 0.129480s : 1: opt_after_jit_grad 0.01% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000021s : 1: process_offload_annotation 0.02% : 0.000033s : 1: py_interpret_to_execute 0.02% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000030s : 1: remove_dup_value 0.43% : 0.000637s : 1: renormalize.infer 0.31% : 0.000464s : 1: renormalize.specialize 0.01% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.11% : 0.000168s : 1: rewriter_after_opt_a 0.05% : 0.000067s : 1: rewriter_before_opt_a 0.08% : 0.000126s : 1: symbol_engine_optimizer 3.06% : 0.004537s : 1: type_inference TotalTime = 0.164436, [31] [bootstrap]: 0.00039101 [type_inference]: 0.00647433 [event_method]: 1.545e-05 [auto_monad]: 6.092e-05 [graph_reusing]: 5.30999e-06 [pre_auto_parallel]: 2.76999e-06 [py_interpret_to_execute]: 2.496e-05 [rewriter_before_opt_a]: 5.08e-05 [expand_dump_flag]: 2.82002e-06 [jit_opt_a]: 0.00616871, [2] [Cycle 1]: 0.001782, [27] [switch_simplify]: 4.566e-05 [loop_unroll]: 1.454e-05 [a_1]: 0.00033553 [with_stream_mark]: 3.103e-05 [recompute_prepare]: 3.594e-05 [updatestate_depend_eliminate]: 6.01998e-06 [updatestate_assign_eliminate]: 3.75e-06 [updatestate_loads_eliminate]: 3.31001e-06 [parameter_eliminate]: 2.39001e-06 [specialize_transform]: 8.12998e-06 [updatestate_useless_node_eliminater]: 5.44e-06 [accelerated_algorithm]: 6.36998e-06 [meta_shard_fg_expand]: 2.05002e-06 [get_grad_eliminate_]: 5.86e-06 [merge_forward]: 4.97999e-06 [cell_reuse_recompute_pass]: 1.27e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.645e-05 [j_node_and_user_rematch]: 1.012e-05 [meta_fg_expand]: 2.42001e-06 [replace_old_param]: 1.112e-05 [inline_without_move]: 5.49e-06 [renormalize]: 0.00093099 [add_forward_monad_depend]: 8.42e-06 [auto_monad_grad]: 3.01999e-06 [auto_monad_eliminator]: 2.078e-05 [cse]: 3.67e-05 [replace_applicator]: 2.086e-05 [Cycle 2]: 0.00038019, [27] [switch_simplify]: 5.77001e-06 [loop_unroll]: 5.47001e-06 [a_1]: 0.0001132 [with_stream_mark]: 1.672e-05 [recompute_prepare]: 6.73e-06 [updatestate_depend_eliminate]: 4.17998e-06 [updatestate_assign_eliminate]: 3.26999e-06 [updatestate_loads_eliminate]: 2.42001e-06 [parameter_eliminate]: 1.79e-06 [specialize_transform]: 5.68997e-06 [updatestate_useless_node_eliminater]: 5.25999e-06 [accelerated_algorithm]: 5.19998e-06 [meta_shard_fg_expand]: 2.53e-06 [get_grad_eliminate_]: 4.70001e-06 [merge_forward]: 3.76999e-06 [cell_reuse_recompute_pass]: 2.53998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.501e-05 [j_node_and_user_rematch]: 8.70001e-06 [meta_fg_expand]: 2.06998e-06 [replace_old_param]: 9.36998e-06 [inline_without_move]: 5.56e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.20001e-06 [auto_monad_grad]: 1.74e-06 [auto_monad_eliminator]: 9.31e-06 [cse]: 1.381e-05 [replace_applicator]: 5.64e-06 [py_interpret_to_execute_after_opt_a]: 1.486e-05 [rewriter_after_opt_a]: 4.241e-05 [convert_after_rewriter]: 7.21999e-06 [order_py_execute_after_rewriter]: 5.44e-06 [mutable_eliminate]: 0.148932 [jit_opt_b]: 7.977e-05, [1] [Cycle 1]: 6.32e-05, [2] [frontend_op_eliminate]: 2.301e-05 [inline_after_opt_a]: 2.569e-05 [cconv]: 4.812e-05 [loop_unroll]: 0.0007903 [jit_opt_after_cconv]: 0.00020216, [1] [Cycle 1]: 0.00019422, [11] [c_1]: 2.548e-05 [parameter_eliminate]: 7.21001e-06 [updatestate_depend_eliminate]: 1.372e-05 [updatestate_assign_eliminate]: 4.03999e-06 [updatestate_loads_eliminate]: 3.55e-06 [cse]: 4.277e-05 [call_graph_tuple_transform]: 2.907e-05 [tuple_list_get_item_eliminator]: 6.38998e-06 [none_parameter_eliminate]: 2.00002e-06 [renormalize]: 1.20001e-06 [switch_simplify]: 5.92999e-06 [remove_dup_value]: 1.88e-05 [partial_unused_args_eliminate]: 2.74999e-06 [environ_conv]: 7.24001e-06 [add_recomputation]: 6.244e-05 [cse_after_recomputation]: 2.432e-05, [1] [Cycle 1]: 1.749e-05, [1] [cse]: 1.176e-05 [auto_monad_reorder]: 1.631e-05 [get_jit_bprop_graph]: 2.43e-06 [rewriter_after_jit_bprop_graph]: 1.057e-05 [opt_after_jit_grad]: 0.00053152 [symbol_engine_optimizer]: 0.00013502, [1] [Cycle 1]: 0.0001278, [6] [build]: 5.61e-06 [elim_shapecalc]: 8.70999e-06 [elim_not_effective]: 1.476e-05 [opt_reshape]: 6.47001e-06 [fold_const_symbol]: 9.20999e-06 [renormalize]: 5.253e-05 [process_offload_annotation]: 1.199e-05 [validate]: 5.006e-05 Sums bootstrap : 0.000391s : 0.24% type_inference : 0.006474s : 4.05% event_method : 0.000015s : 0.01% auto_monad : 0.000061s : 0.04% graph_reusing : 0.000005s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000025s : 0.02% rewriter_before_opt_a : 0.000051s : 0.03% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000051s : 0.03% jit_opt_a.loop_unroll : 0.000020s : 0.01% jit_opt_a.a_1 : 0.000449s : 0.28% jit_opt_a.with_stream_mark : 0.000048s : 0.03% jit_opt_a.recompute_prepare : 0.000043s : 0.03% jit_opt_a.updatestate_depend_eliminate : 0.000010s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000014s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.01% jit_opt_a.accelerated_algorithm : 0.000012s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.01% jit_opt_a.merge_forward : 0.000009s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000031s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000019s : 0.01% jit_opt_a.meta_fg_expand : 0.000004s : 0.00% jit_opt_a.replace_old_param : 0.000020s : 0.01% jit_opt_a.inline_without_move : 0.000011s : 0.01% jit_opt_a.renormalize : 0.000931s : 0.58% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000030s : 0.02% jit_opt_a.cse : 0.000051s : 0.03% jit_opt_a.replace_applicator : 0.000027s : 0.02% py_interpret_to_execute_after_opt_a : 0.000015s : 0.01% rewriter_after_opt_a : 0.000042s : 0.03% convert_after_rewriter : 0.000007s : 0.00% order_py_execute_after_rewriter : 0.000005s : 0.00% mutable_eliminate : 0.148932s : 93.24% jit_opt_b.frontend_op_eliminate : 0.000023s : 0.01% jit_opt_b.inline_after_opt_a : 0.000026s : 0.02% cconv : 0.000048s : 0.03% loop_unroll : 0.000790s : 0.49% jit_opt_after_cconv.c_1 : 0.000025s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.cse : 0.000043s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.00% remove_dup_value : 0.000019s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000007s : 0.00% add_recomputation : 0.000062s : 0.04% cse_after_recomputation.cse : 0.000012s : 0.01% auto_monad_reorder : 0.000016s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000011s : 0.01% opt_after_jit_grad : 0.000532s : 0.33% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.01% symbol_engine_optimizer.renormalize : 0.000053s : 0.03% process_offload_annotation : 0.000012s : 0.01% validate : 0.000050s : 0.03% Time group info: ------[substitution.] 0.000173 21 14.65% : 0.000025s : 2: substitution.cast_eliminate 1.16% : 0.000002s : 2: substitution.elim_not_effective 1.11% : 0.000002s : 2: substitution.fold_const_symbol 3.67% : 0.000006s : 3: substitution.graph_param_transform 70.38% : 0.000121s : 2: substitution.inline 2.20% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.53% : 0.000004s : 4: substitution.remove_not_recompute_node 4.30% : 0.000007s : 2: substitution.replace_old_param ------[type_inference.] 0.006406 2 91.39% : 0.005854s : 1: type_inference.infer 8.61% : 0.000551s : 1: type_inference.specialize ------[replace.] 0.000031 2 100.00% : 0.000031s : 2: replace.inline ------[match.] 0.000120 2 100.00% : 0.000120s : 2: match.inline ------[predicate.] 0.000109 485 0.88% : 0.000001s : 7: predicate.accumulaten_eliminater 1.52% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.77% : 0.000001s : 7: predicate.addn_check_dump 0.82% : 0.000001s : 7: predicate.addn_zero_filter 1.86% : 0.000002s : 7: predicate.arithmetic_simplify 1.26% : 0.000001s : 7: predicate.cast_eliminate 0.53% : 0.000001s : 3: predicate.check_bprop_eliminate 0.97% : 0.000001s : 7: predicate.compare_switch_simplify 0.91% : 0.000001s : 7: predicate.depend_value_elim 0.84% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.19% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.80% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.07% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.56% : 0.000001s : 3: predicate.elim_not_effective 0.81% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.86% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.82% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.24% : 0.000001s : 7: predicate.environ_get_depend_swap 0.92% : 0.000001s : 7: predicate.environ_get_eliminate 0.86% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.27% : 0.000000s : 3: predicate.fold_const_symbol 1.02% : 0.000001s : 6: predicate.get_grad_eliminate 0.50% : 0.000001s : 3: predicate.graph_param_transform 6.39% : 0.000007s : 15: predicate.inline 0.97% : 0.000001s : 6: predicate.inline_without_move 0.44% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.63% : 0.000002s : 6: predicate.less_batch_normalization 1.07% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.71% : 0.000002s : 10: predicate.load_eliminater 3.35% : 0.000004s : 3: predicate.loop_unroll_after_grad 2.19% : 0.000002s : 14: predicate.loop_unroll_before_grad 2.29% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.01% : 0.000001s : 7: predicate.merge_addn 0.76% : 0.000001s : 7: predicate.minmaximum_grad 7.68% : 0.000008s : 3: predicate.mutable_eliminate 0.85% : 0.000001s : 3: predicate.opt_reshape 1.96% : 0.000002s : 10: predicate.partial_eliminate 0.89% : 0.000001s : 7: predicate.print_const_string_wrapper 1.33% : 0.000001s : 7: predicate.reduce_eliminate 1.34% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.83% : 0.000001s : 6: predicate.remove_not_recompute_node 1.51% : 0.000002s : 13: predicate.replace_applicator 0.99% : 0.000001s : 6: predicate.replace_old_param 0.96% : 0.000001s : 3: predicate.reset_defer_inline 1.19% : 0.000001s : 7: predicate.reshape_eliminate 1.06% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.76% : 0.000002s : 3: predicate.row_tensor_eliminate 0.94% : 0.000001s : 7: predicate.same_eliminate 0.53% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.36% : 0.000001s : 6: predicate.special_op_eliminate 1.46% : 0.000002s : 6: predicate.specialize_transform 0.85% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 0.94% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.62% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.84% : 0.000002s : 9: predicate.switch_defer_inline 1.46% : 0.000002s : 9: predicate.switch_layer_defer_inline 6.03% : 0.000007s : 26: predicate.switch_simplify 0.96% : 0.000001s : 7: predicate.tile_eliminate 1.10% : 0.000001s : 7: predicate.transpose_eliminate 1.05% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.06% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.66% : 0.000005s : 13: predicate.tuple_list_get_item_eliminator 1.22% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 0.88% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.62% : 0.000002s : 10: predicate.updatestate_pure_node_eliminater 2.82% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.52% : 0.000002s : 7: predicate.value_based_eliminate 0.48% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 1.18% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000353 6 33.12% : 0.000117s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.88% : 0.000236s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.166159 73 0.04% : 0.000066s : 1: add_recomputation 0.04% : 0.000065s : 1: auto_monad 0.01% : 0.000019s : 1: auto_monad_reorder 0.25% : 0.000416s : 1: bootstrap 0.03% : 0.000051s : 1: cconv 0.01% : 0.000010s : 1: convert_after_rewriter 0.02% : 0.000026s : 1: cse_after_recomputation 0.01% : 0.000009s : 1: environ_conv 0.01% : 0.000022s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 3.71% : 0.006172s : 1: jit_opt_a 0.12% : 0.000205s : 1: jit_opt_after_cconv 0.05% : 0.000085s : 1: jit_opt_b 0.48% : 0.000804s : 1: loop_unroll 89.65% : 0.148963s : 1: mutable_eliminate 0.41% : 0.000683s : 26: opt.transform.jit_opt_a 0.04% : 0.000063s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000038s : 4: opt.transform.jit_opt_b 0.02% : 0.000031s : 1: opt.transform.loop_unroll_optimizer 0.03% : 0.000047s : 1: opt.transform.mutable_eliminate 0.02% : 0.000025s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000036s : 4: opt.transform.symbol_engine_opt 0.33% : 0.000542s : 1: opt_after_jit_grad 0.00% : 0.000008s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000015s : 1: process_offload_annotation 0.02% : 0.000028s : 1: py_interpret_to_execute 0.01% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000021s : 1: remove_dup_value 0.33% : 0.000547s : 1: renormalize.infer 0.22% : 0.000372s : 1: renormalize.specialize 0.01% : 0.000013s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000046s : 1: rewriter_after_opt_a 0.03% : 0.000055s : 1: rewriter_before_opt_a 0.08% : 0.000138s : 1: symbol_engine_optimizer 3.91% : 0.006494s : 1: type_inference TotalTime = 0.0111292, [31] [bootstrap]: 0.000329 [type_inference]: 0.00359557 [event_method]: 1.197e-05 [auto_monad]: 5.536e-05 [graph_reusing]: 5.62001e-06 [pre_auto_parallel]: 2.25002e-06 [py_interpret_to_execute]: 2.002e-05 [rewriter_before_opt_a]: 4.811e-05 [expand_dump_flag]: 2.93e-06 [jit_opt_a]: 0.00489598, [2] [Cycle 1]: 0.00121115, [27] [switch_simplify]: 3.843e-05 [loop_unroll]: 1.483e-05 [a_1]: 0.0003352 [with_stream_mark]: 2.112e-05 [recompute_prepare]: 6.21e-06 [updatestate_depend_eliminate]: 3.33e-06 [updatestate_assign_eliminate]: 2.36e-06 [updatestate_loads_eliminate]: 2.14999e-06 [parameter_eliminate]: 1.85001e-06 [specialize_transform]: 4.74002e-06 [updatestate_useless_node_eliminater]: 3.88999e-06 [accelerated_algorithm]: 4.62e-06 [meta_shard_fg_expand]: 2.03997e-06 [get_grad_eliminate_]: 3.9e-06 [merge_forward]: 4.05e-06 [cell_reuse_recompute_pass]: 1.09e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.205e-05 [j_node_and_user_rematch]: 7.1e-06 [meta_fg_expand]: 1.87001e-06 [replace_old_param]: 7.70998e-06 [inline_without_move]: 3.95e-06 [renormalize]: 0.000498 [add_forward_monad_depend]: 4.79998e-06 [auto_monad_grad]: 3.28e-06 [auto_monad_eliminator]: 1.155e-05 [cse]: 2.614e-05 [replace_applicator]: 1.041e-05 [Cycle 2]: 0.00030117, [27] [switch_simplify]: 3.01e-05 [loop_unroll]: 5.57999e-06 [a_1]: 6.066e-05 [with_stream_mark]: 9.09998e-06 [recompute_prepare]: 4.55999e-06 [updatestate_depend_eliminate]: 2.06998e-06 [updatestate_assign_eliminate]: 1.74e-06 [updatestate_loads_eliminate]: 1.59998e-06 [parameter_eliminate]: 1.04e-06 [specialize_transform]: 4.08001e-06 [updatestate_useless_node_eliminater]: 3.80003e-06 [accelerated_algorithm]: 3.82002e-06 [meta_shard_fg_expand]: 9.79984e-07 [get_grad_eliminate_]: 3.31999e-06 [merge_forward]: 2.37999e-06 [cell_reuse_recompute_pass]: 1.56998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.031e-05 [j_node_and_user_rematch]: 5.72999e-06 [meta_fg_expand]: 1.55999e-06 [replace_old_param]: 6.58e-06 [inline_without_move]: 3.55e-06 [renormalize]: 5.9983e-08 [add_forward_monad_depend]: 1.41002e-06 [auto_monad_grad]: 1.33002e-06 [auto_monad_eliminator]: 4.73001e-06 [cse]: 1.117e-05 [replace_applicator]: 4.11001e-06 [py_interpret_to_execute_after_opt_a]: 9.64999e-06 [rewriter_after_opt_a]: 3.003e-05 [convert_after_rewriter]: 6.34001e-06 [order_py_execute_after_rewriter]: 5.12999e-06 [mutable_eliminate]: 0.00051077 [jit_opt_b]: 4.318e-05, [1] [Cycle 1]: 3.582e-05, [2] [frontend_op_eliminate]: 1.267e-05 [inline_after_opt_a]: 1.23e-05 [cconv]: 2.483e-05 [loop_unroll]: 0.00046806 [jit_opt_after_cconv]: 0.00013155, [1] [Cycle 1]: 0.00012447, [11] [c_1]: 1.688e-05 [parameter_eliminate]: 2.86e-06 [updatestate_depend_eliminate]: 5.40001e-06 [updatestate_assign_eliminate]: 1.90001e-06 [updatestate_loads_eliminate]: 1.64e-06 [cse]: 1.514e-05 [call_graph_tuple_transform]: 1.617e-05 [tuple_list_get_item_eliminator]: 4.68999e-06 [none_parameter_eliminate]: 1.60999e-06 [renormalize]: 5.19998e-07 [switch_simplify]: 4.63001e-06 [remove_dup_value]: 1.304e-05 [partial_unused_args_eliminate]: 2.21e-06 [environ_conv]: 5.07e-06 [add_recomputation]: 3.734e-05 [cse_after_recomputation]: 1.905e-05, [1] [Cycle 1]: 1.365e-05, [1] [cse]: 7.35e-06 [auto_monad_reorder]: 1.331e-05 [get_jit_bprop_graph]: 1.87999e-06 [rewriter_after_jit_bprop_graph]: 5.84e-06 [opt_after_jit_grad]: 0.00049258 [symbol_engine_optimizer]: 7.101e-05, [1] [Cycle 1]: 6.416e-05, [6] [build]: 4.3e-06 [elim_shapecalc]: 7.71999e-06 [elim_not_effective]: 1.09e-05 [opt_reshape]: 5.19e-06 [fold_const_symbol]: 6.94999e-06 [renormalize]: 4.90021e-07 [process_offload_annotation]: 8.67998e-06 [validate]: 3.364e-05 Sums bootstrap : 0.000329s : 4.63% type_inference : 0.003596s : 50.63% event_method : 0.000012s : 0.17% auto_monad : 0.000055s : 0.78% graph_reusing : 0.000006s : 0.08% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000020s : 0.28% rewriter_before_opt_a : 0.000048s : 0.68% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000069s : 0.96% jit_opt_a.loop_unroll : 0.000020s : 0.29% jit_opt_a.a_1 : 0.000396s : 5.57% jit_opt_a.with_stream_mark : 0.000030s : 0.43% jit_opt_a.recompute_prepare : 0.000011s : 0.15% jit_opt_a.updatestate_depend_eliminate : 0.000005s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000004s : 0.06% jit_opt_a.updatestate_loads_eliminate : 0.000004s : 0.05% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000009s : 0.12% jit_opt_a.updatestate_useless_node_eliminater : 0.000008s : 0.11% jit_opt_a.accelerated_algorithm : 0.000008s : 0.12% jit_opt_a.meta_shard_fg_expand : 0.000003s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000007s : 0.10% jit_opt_a.merge_forward : 0.000006s : 0.09% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000022s : 0.31% jit_opt_a.j_node_and_user_rematch : 0.000013s : 0.18% jit_opt_a.meta_fg_expand : 0.000003s : 0.05% jit_opt_a.replace_old_param : 0.000014s : 0.20% jit_opt_a.inline_without_move : 0.000007s : 0.11% jit_opt_a.renormalize : 0.000498s : 7.01% jit_opt_a.add_forward_monad_depend : 0.000006s : 0.09% jit_opt_a.auto_monad_grad : 0.000005s : 0.06% jit_opt_a.auto_monad_eliminator : 0.000016s : 0.23% jit_opt_a.cse : 0.000037s : 0.53% jit_opt_a.replace_applicator : 0.000015s : 0.20% py_interpret_to_execute_after_opt_a : 0.000010s : 0.14% rewriter_after_opt_a : 0.000030s : 0.42% convert_after_rewriter : 0.000006s : 0.09% order_py_execute_after_rewriter : 0.000005s : 0.07% mutable_eliminate : 0.000511s : 7.19% jit_opt_b.frontend_op_eliminate : 0.000013s : 0.18% jit_opt_b.inline_after_opt_a : 0.000012s : 0.17% cconv : 0.000025s : 0.35% loop_unroll : 0.000468s : 6.59% jit_opt_after_cconv.c_1 : 0.000017s : 0.24% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000005s : 0.08% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.cse : 0.000015s : 0.21% jit_opt_after_cconv.call_graph_tuple_transform : 0.000016s : 0.23% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000005s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000005s : 0.07% remove_dup_value : 0.000013s : 0.18% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000005s : 0.07% add_recomputation : 0.000037s : 0.53% cse_after_recomputation.cse : 0.000007s : 0.10% auto_monad_reorder : 0.000013s : 0.19% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000006s : 0.08% opt_after_jit_grad : 0.000493s : 6.94% symbol_engine_optimizer.build : 0.000004s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000008s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000011s : 0.15% symbol_engine_optimizer.opt_reshape : 0.000005s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000007s : 0.10% symbol_engine_optimizer.renormalize : 0.000000s : 0.01% process_offload_annotation : 0.000009s : 0.12% validate : 0.000034s : 0.47% Time group info: ------[substitution.] 0.000137 13 8.35% : 0.000011s : 1: substitution.cast_eliminate 1.13% : 0.000002s : 1: substitution.elim_not_effective 0.70% : 0.000001s : 1: substitution.fold_const_symbol 3.52% : 0.000005s : 2: substitution.graph_param_transform 79.42% : 0.000109s : 2: substitution.inline 1.91% : 0.000003s : 2: substitution.j_node_and_user_rematch 1.96% : 0.000003s : 2: substitution.remove_not_recompute_node 3.01% : 0.000004s : 2: substitution.replace_old_param ------[type_inference.] 0.003545 2 86.79% : 0.003076s : 1: type_inference.infer 13.21% : 0.000468s : 1: type_inference.specialize ------[replace.] 0.000031 3 16.90% : 0.000005s : 1: replace.cast_eliminate 83.10% : 0.000026s : 2: replace.inline ------[match.] 0.000118 3 9.11% : 0.000011s : 1: match.cast_eliminate 90.89% : 0.000107s : 2: match.inline ------[predicate.] 0.000080 418 1.28% : 0.000001s : 6: predicate.accumulaten_eliminater 1.60% : 0.000001s : 2: predicate.ad_related_special_op_eliminate 1.08% : 0.000001s : 6: predicate.addn_check_dump 1.16% : 0.000001s : 6: predicate.addn_zero_filter 1.83% : 0.000001s : 6: predicate.arithmetic_simplify 1.58% : 0.000001s : 7: predicate.cast_eliminate 0.42% : 0.000000s : 2: predicate.check_bprop_eliminate 0.88% : 0.000001s : 6: predicate.compare_switch_simplify 1.07% : 0.000001s : 6: predicate.depend_value_elim 1.09% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.29% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.45% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.37% : 0.000001s : 2: predicate.dumpgradient_eliminate 0.34% : 0.000000s : 2: predicate.elim_not_effective 1.26% : 0.000001s : 2: predicate.elim_shapecalc_of_broadcastargs 1.86% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.16% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.11% : 0.000001s : 7: predicate.environ_get_depend_swap 1.28% : 0.000001s : 7: predicate.environ_get_eliminate 1.16% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.21% : 0.000000s : 2: predicate.fold_const_symbol 0.90% : 0.000001s : 4: predicate.get_grad_eliminate 0.26% : 0.000000s : 2: predicate.graph_param_transform 6.38% : 0.000005s : 13: predicate.inline 0.96% : 0.000001s : 4: predicate.inline_without_move 0.40% : 0.000000s : 4: predicate.j_node_and_user_rematch 1.59% : 0.000001s : 4: predicate.less_batch_normalization 1.54% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.58% : 0.000001s : 9: predicate.load_eliminater 2.44% : 0.000002s : 2: predicate.loop_unroll_after_grad 3.39% : 0.000003s : 13: predicate.loop_unroll_before_grad 2.60% : 0.000002s : 9: predicate.make_slice_get_slice_eliminator 0.92% : 0.000001s : 6: predicate.merge_addn 1.03% : 0.000001s : 6: predicate.minmaximum_grad 2.35% : 0.000002s : 2: predicate.mutable_eliminate 0.68% : 0.000001s : 2: predicate.opt_reshape 2.25% : 0.000002s : 9: predicate.partial_eliminate 1.03% : 0.000001s : 6: predicate.print_const_string_wrapper 1.43% : 0.000001s : 6: predicate.reduce_eliminate 1.29% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.81% : 0.000001s : 4: predicate.remove_not_recompute_node 1.54% : 0.000001s : 11: predicate.replace_applicator 0.90% : 0.000001s : 4: predicate.replace_old_param 0.30% : 0.000000s : 2: predicate.reset_defer_inline 1.29% : 0.000001s : 6: predicate.reshape_eliminate 1.27% : 0.000001s : 6: predicate.row_tensor_add_zeros_like 1.57% : 0.000001s : 2: predicate.row_tensor_eliminate 0.97% : 0.000001s : 6: predicate.same_eliminate 0.50% : 0.000000s : 4: predicate.set_cell_output_no_recompute 0.92% : 0.000001s : 4: predicate.special_op_eliminate 1.06% : 0.000001s : 4: predicate.specialize_transform 0.98% : 0.000001s : 6: predicate.split_environ_get_set_with_tuple_value 1.02% : 0.000001s : 6: predicate.stack_unstack_eliminate 0.42% : 0.000000s : 2: predicate.switch_call_monad_eliminater 2.04% : 0.000002s : 9: predicate.switch_defer_inline 1.75% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.80% : 0.000005s : 24: predicate.switch_simplify 1.34% : 0.000001s : 6: predicate.tile_eliminate 1.09% : 0.000001s : 6: predicate.transpose_eliminate 1.23% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.17% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.56% : 0.000003s : 11: predicate.tuple_list_get_item_eliminator 1.58% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.22% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.38% : 0.000001s : 9: predicate.updatestate_pure_node_eliminater 2.85% : 0.000002s : 13: predicate.updatestate_useless_node_eliminater 1.75% : 0.000001s : 6: predicate.value_based_eliminate 0.42% : 0.000000s : 2: predicate.virtual_view_grad_eliminate 0.77% : 0.000001s : 2: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000272 6 34.86% : 0.000095s : 2: func_graph_cloner_run.FuncGraphClonerGraph 65.14% : 0.000177s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.012235 73 0.33% : 0.000040s : 1: add_recomputation 0.48% : 0.000059s : 1: auto_monad 0.13% : 0.000016s : 1: auto_monad_reorder 2.87% : 0.000351s : 1: bootstrap 0.23% : 0.000028s : 1: cconv 0.07% : 0.000009s : 1: convert_after_rewriter 0.17% : 0.000021s : 1: cse_after_recomputation 0.06% : 0.000007s : 1: environ_conv 0.13% : 0.000016s : 1: event_method 0.04% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 40.05% : 0.004900s : 1: jit_opt_a 1.10% : 0.000135s : 1: jit_opt_after_cconv 0.78% : 0.000095s : 1: jit_opt_b 3.90% : 0.000477s : 1: loop_unroll 4.24% : 0.000519s : 1: mutable_eliminate 4.68% : 0.000572s : 26: opt.transform.jit_opt_a 0.32% : 0.000039s : 4: opt.transform.jit_opt_after_cconv 0.16% : 0.000019s : 4: opt.transform.jit_opt_b 0.10% : 0.000012s : 1: opt.transform.loop_unroll_optimizer 0.10% : 0.000012s : 1: opt.transform.mutable_eliminate 0.15% : 0.000018s : 1: opt.transform.opt_after_jit_grad 0.22% : 0.000027s : 4: opt.transform.symbol_engine_opt 4.10% : 0.000501s : 1: opt_after_jit_grad 0.06% : 0.000007s : 1: order_py_execute_after_rewriter 0.04% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.09% : 0.000011s : 1: process_offload_annotation 0.19% : 0.000023s : 1: py_interpret_to_execute 0.10% : 0.000012s : 1: py_interpret_to_execute_after_opt_a 0.13% : 0.000016s : 1: remove_dup_value 2.04% : 0.000249s : 1: renormalize.infer 1.97% : 0.000242s : 1: renormalize.specialize 0.06% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.27% : 0.000033s : 1: rewriter_after_opt_a 0.42% : 0.000051s : 1: rewriter_before_opt_a 0.60% : 0.000074s : 1: symbol_engine_optimizer 29.51% : 0.003611s : 1: type_inference TotalTime = 0.158668, [31] [bootstrap]: 0.00030427 [type_inference]: 0.15057 [event_method]: 1.337e-05 [auto_monad]: 5.698e-05 [graph_reusing]: 5.42001e-06 [pre_auto_parallel]: 2.66e-06 [py_interpret_to_execute]: 2.392e-05 [rewriter_before_opt_a]: 4.615e-05 [expand_dump_flag]: 2.95998e-06 [jit_opt_a]: 0.00532185, [2] [Cycle 1]: 0.00153316, [27] [switch_simplify]: 4.089e-05 [loop_unroll]: 1.454e-05 [a_1]: 0.00030834 [with_stream_mark]: 2.955e-05 [recompute_prepare]: 7.3e-06 [updatestate_depend_eliminate]: 5.05999e-06 [updatestate_assign_eliminate]: 3.60003e-06 [updatestate_loads_eliminate]: 3.03e-06 [parameter_eliminate]: 1.84998e-06 [specialize_transform]: 5.96e-06 [updatestate_useless_node_eliminater]: 5.09998e-06 [accelerated_algorithm]: 5.77999e-06 [meta_shard_fg_expand]: 2.63e-06 [get_grad_eliminate_]: 5.18002e-06 [merge_forward]: 4.05e-06 [cell_reuse_recompute_pass]: 1.27e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.537e-05 [j_node_and_user_rematch]: 9.34e-06 [meta_fg_expand]: 2.24001e-06 [replace_old_param]: 9.79e-06 [inline_without_move]: 5.33002e-06 [renormalize]: 0.00079619 [add_forward_monad_depend]: 6.51999e-06 [auto_monad_grad]: 2.52001e-06 [auto_monad_eliminator]: 1.64e-05 [cse]: 3.068e-05 [replace_applicator]: 1.5e-05 [Cycle 2]: 0.00033179, [27] [switch_simplify]: 5.92999e-06 [loop_unroll]: 5.05999e-06 [a_1]: 0.00010162 [with_stream_mark]: 1.047e-05 [recompute_prepare]: 6.03002e-06 [updatestate_depend_eliminate]: 2.79001e-06 [updatestate_assign_eliminate]: 2.70002e-06 [updatestate_loads_eliminate]: 2.07999e-06 [parameter_eliminate]: 1.62001e-06 [specialize_transform]: 5.67001e-06 [updatestate_useless_node_eliminater]: 5.29e-06 [accelerated_algorithm]: 5.14e-06 [meta_shard_fg_expand]: 1.30001e-06 [get_grad_eliminate_]: 4.45e-06 [merge_forward]: 2.68e-06 [cell_reuse_recompute_pass]: 1.87999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.163e-05 [j_node_and_user_rematch]: 7.77e-06 [meta_fg_expand]: 1.99e-06 [replace_old_param]: 6.85998e-06 [inline_without_move]: 4.92999e-06 [renormalize]: 5.9983e-08 [add_forward_monad_depend]: 1.19003e-06 [auto_monad_grad]: 1.00999e-06 [auto_monad_eliminator]: 5.72001e-06 [cse]: 1.088e-05 [replace_applicator]: 5.05999e-06 [py_interpret_to_execute_after_opt_a]: 1.12e-05 [rewriter_after_opt_a]: 3.765e-05 [convert_after_rewriter]: 6.68e-06 [order_py_execute_after_rewriter]: 5.07e-06 [mutable_eliminate]: 0.00064533 [jit_opt_b]: 5.523e-05, [1] [Cycle 1]: 4.659e-05, [2] [frontend_op_eliminate]: 1.805e-05 [inline_after_opt_a]: 1.652e-05 [cconv]: 2.971e-05 [loop_unroll]: 0.00042977 [jit_opt_after_cconv]: 0.00018381, [1] [Cycle 1]: 0.00017608, [11] [c_1]: 2.086e-05 [parameter_eliminate]: 3.46999e-06 [updatestate_depend_eliminate]: 7.4e-06 [updatestate_assign_eliminate]: 3.03e-06 [updatestate_loads_eliminate]: 2.34999e-06 [cse]: 2.605e-05 [call_graph_tuple_transform]: 2.165e-05 [tuple_list_get_item_eliminator]: 5.64998e-06 [none_parameter_eliminate]: 2.01998e-06 [renormalize]: 7.09988e-07 [switch_simplify]: 5.74e-06 [remove_dup_value]: 1.512e-05 [partial_unused_args_eliminate]: 2.17001e-06 [environ_conv]: 6.98e-06 [add_recomputation]: 5.616e-05 [cse_after_recomputation]: 2.213e-05, [1] [Cycle 1]: 1.572e-05, [1] [cse]: 1.033e-05 [auto_monad_reorder]: 1.505e-05 [get_jit_bprop_graph]: 2.11003e-06 [rewriter_after_jit_bprop_graph]: 5.42001e-06 [opt_after_jit_grad]: 0.00047491 [symbol_engine_optimizer]: 7.686e-05, [1] [Cycle 1]: 6.986e-05, [6] [build]: 4.48001e-06 [elim_shapecalc]: 9.05999e-06 [elim_not_effective]: 1.357e-05 [opt_reshape]: 5.91e-06 [fold_const_symbol]: 8.87e-06 [renormalize]: 4.00003e-07 [process_offload_annotation]: 1.122e-05 [validate]: 4.408e-05 Sums bootstrap : 0.000304s : 0.20% type_inference : 0.150570s : 97.40% event_method : 0.000013s : 0.01% auto_monad : 0.000057s : 0.04% graph_reusing : 0.000005s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000024s : 0.02% rewriter_before_opt_a : 0.000046s : 0.03% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000047s : 0.03% jit_opt_a.loop_unroll : 0.000020s : 0.01% jit_opt_a.a_1 : 0.000410s : 0.27% jit_opt_a.with_stream_mark : 0.000040s : 0.03% jit_opt_a.recompute_prepare : 0.000013s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000012s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.01% jit_opt_a.accelerated_algorithm : 0.000011s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.01% jit_opt_a.merge_forward : 0.000007s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000027s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.01% jit_opt_a.meta_fg_expand : 0.000004s : 0.00% jit_opt_a.replace_old_param : 0.000017s : 0.01% jit_opt_a.inline_without_move : 0.000010s : 0.01% jit_opt_a.renormalize : 0.000796s : 0.52% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000022s : 0.01% jit_opt_a.cse : 0.000042s : 0.03% jit_opt_a.replace_applicator : 0.000020s : 0.01% py_interpret_to_execute_after_opt_a : 0.000011s : 0.01% rewriter_after_opt_a : 0.000038s : 0.02% convert_after_rewriter : 0.000007s : 0.00% order_py_execute_after_rewriter : 0.000005s : 0.00% mutable_eliminate : 0.000645s : 0.42% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.01% jit_opt_b.inline_after_opt_a : 0.000017s : 0.01% cconv : 0.000030s : 0.02% loop_unroll : 0.000430s : 0.28% jit_opt_after_cconv.c_1 : 0.000021s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.cse : 0.000026s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.00% remove_dup_value : 0.000015s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000007s : 0.00% add_recomputation : 0.000056s : 0.04% cse_after_recomputation.cse : 0.000010s : 0.01% auto_monad_reorder : 0.000015s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000005s : 0.00% opt_after_jit_grad : 0.000475s : 0.31% symbol_engine_optimizer.build : 0.000004s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000014s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000011s : 0.01% validate : 0.000044s : 0.03% Time group info: ------[substitution.] 0.000148 21 14.82% : 0.000022s : 2: substitution.cast_eliminate 1.56% : 0.000002s : 2: substitution.elim_not_effective 0.84% : 0.000001s : 2: substitution.fold_const_symbol 4.26% : 0.000006s : 3: substitution.graph_param_transform 69.86% : 0.000103s : 2: substitution.inline 2.51% : 0.000004s : 4: substitution.j_node_and_user_rematch 3.17% : 0.000005s : 4: substitution.remove_not_recompute_node 2.97% : 0.000004s : 2: substitution.replace_old_param ------[type_inference.] 0.150509 2 99.67% : 0.150019s : 1: type_inference.infer 0.33% : 0.000490s : 1: type_inference.specialize ------[replace.] 0.000028 2 100.00% : 0.000028s : 2: replace.inline ------[match.] 0.000102 2 100.00% : 0.000102s : 2: match.inline ------[predicate.] 0.000090 485 1.23% : 0.000001s : 7: predicate.accumulaten_eliminater 1.79% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.95% : 0.000001s : 7: predicate.addn_check_dump 1.02% : 0.000001s : 7: predicate.addn_zero_filter 1.97% : 0.000002s : 7: predicate.arithmetic_simplify 1.48% : 0.000001s : 7: predicate.cast_eliminate 0.72% : 0.000001s : 3: predicate.check_bprop_eliminate 1.07% : 0.000001s : 7: predicate.compare_switch_simplify 1.13% : 0.000001s : 7: predicate.depend_value_elim 1.03% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.32% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.07% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.40% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.60% : 0.000001s : 3: predicate.elim_not_effective 1.04% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.38% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.01% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.91% : 0.000001s : 7: predicate.environ_get_depend_swap 0.95% : 0.000001s : 7: predicate.environ_get_eliminate 0.93% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.30% : 0.000000s : 3: predicate.fold_const_symbol 1.19% : 0.000001s : 6: predicate.get_grad_eliminate 0.34% : 0.000000s : 3: predicate.graph_param_transform 6.13% : 0.000006s : 15: predicate.inline 1.25% : 0.000001s : 6: predicate.inline_without_move 0.50% : 0.000000s : 6: predicate.j_node_and_user_rematch 2.21% : 0.000002s : 6: predicate.less_batch_normalization 1.25% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.75% : 0.000002s : 10: predicate.load_eliminater 2.10% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.53% : 0.000002s : 14: predicate.loop_unroll_before_grad 2.32% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.92% : 0.000001s : 7: predicate.merge_addn 1.04% : 0.000001s : 7: predicate.minmaximum_grad 2.99% : 0.000003s : 3: predicate.mutable_eliminate 0.63% : 0.000001s : 3: predicate.opt_reshape 2.04% : 0.000002s : 10: predicate.partial_eliminate 1.02% : 0.000001s : 7: predicate.print_const_string_wrapper 1.67% : 0.000002s : 7: predicate.reduce_eliminate 1.08% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.70% : 0.000001s : 6: predicate.remove_not_recompute_node 1.66% : 0.000001s : 13: predicate.replace_applicator 1.01% : 0.000001s : 6: predicate.replace_old_param 0.43% : 0.000000s : 3: predicate.reset_defer_inline 1.22% : 0.000001s : 7: predicate.reshape_eliminate 1.40% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.38% : 0.000001s : 3: predicate.row_tensor_eliminate 1.08% : 0.000001s : 7: predicate.same_eliminate 0.67% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.37% : 0.000001s : 6: predicate.special_op_eliminate 1.35% : 0.000001s : 6: predicate.specialize_transform 1.28% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.19% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.62% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.77% : 0.000002s : 9: predicate.switch_defer_inline 1.66% : 0.000002s : 9: predicate.switch_layer_defer_inline 6.33% : 0.000006s : 26: predicate.switch_simplify 1.27% : 0.000001s : 7: predicate.tile_eliminate 0.99% : 0.000001s : 7: predicate.transpose_eliminate 1.08% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.05% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.09% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.40% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.18% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.35% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 2.85% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.46% : 0.000001s : 7: predicate.value_based_eliminate 0.61% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 1.30% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000347 6 28.72% : 0.000100s : 2: func_graph_cloner_run.FuncGraphClonerGraph 71.28% : 0.000247s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.160115 73 0.04% : 0.000059s : 1: add_recomputation 0.04% : 0.000060s : 1: auto_monad 0.01% : 0.000018s : 1: auto_monad_reorder 0.20% : 0.000325s : 1: bootstrap 0.02% : 0.000032s : 1: cconv 0.01% : 0.000009s : 1: convert_after_rewriter 0.02% : 0.000024s : 1: cse_after_recomputation 0.01% : 0.000009s : 1: environ_conv 0.01% : 0.000019s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 3.33% : 0.005326s : 1: jit_opt_a 0.12% : 0.000187s : 1: jit_opt_after_cconv 0.04% : 0.000058s : 1: jit_opt_b 0.27% : 0.000438s : 1: loop_unroll 0.41% : 0.000656s : 1: mutable_eliminate 0.37% : 0.000594s : 26: opt.transform.jit_opt_a 0.03% : 0.000051s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000028s : 4: opt.transform.jit_opt_b 0.01% : 0.000013s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000015s : 1: opt.transform.mutable_eliminate 0.01% : 0.000022s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000034s : 4: opt.transform.symbol_engine_opt 0.30% : 0.000484s : 1: opt_after_jit_grad 0.00% : 0.000007s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000013s : 1: process_offload_annotation 0.02% : 0.000026s : 1: py_interpret_to_execute 0.01% : 0.000014s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000017s : 1: remove_dup_value 0.26% : 0.000419s : 1: renormalize.infer 0.23% : 0.000369s : 1: renormalize.specialize 0.00% : 0.000007s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000041s : 1: rewriter_after_opt_a 0.03% : 0.000049s : 1: rewriter_before_opt_a 0.05% : 0.000079s : 1: symbol_engine_optimizer 94.05% : 0.150587s : 1: type_inference TotalTime = 0.0866417, [31] [bootstrap]: 0.00033615 [type_inference]: 0.0780446 [event_method]: 1.391e-05 [auto_monad]: 6.053e-05 [graph_reusing]: 5.62999e-06 [pre_auto_parallel]: 2.54001e-06 [py_interpret_to_execute]: 2.498e-05 [rewriter_before_opt_a]: 4.811e-05 [expand_dump_flag]: 2.89999e-06 [jit_opt_a]: 0.00565206, [2] [Cycle 1]: 0.00168488, [27] [switch_simplify]: 4.142e-05 [loop_unroll]: 1.424e-05 [a_1]: 0.00032942 [with_stream_mark]: 2.894e-05 [recompute_prepare]: 7.68999e-06 [updatestate_depend_eliminate]: 4.52e-06 [updatestate_assign_eliminate]: 3.76001e-06 [updatestate_loads_eliminate]: 2.82002e-06 [parameter_eliminate]: 1.64e-06 [specialize_transform]: 6.16998e-06 [updatestate_useless_node_eliminater]: 5.26998e-06 [accelerated_algorithm]: 5.52999e-06 [meta_shard_fg_expand]: 2.12999e-06 [get_grad_eliminate_]: 5.24998e-06 [merge_forward]: 4.17e-06 [cell_reuse_recompute_pass]: 1.02998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.463e-05 [j_node_and_user_rematch]: 9.12001e-06 [meta_fg_expand]: 2.63003e-06 [replace_old_param]: 8.94e-06 [inline_without_move]: 5.41998e-06 [renormalize]: 0.00075535 [add_forward_monad_depend]: 6.48e-06 [auto_monad_grad]: 2.64001e-06 [auto_monad_eliminator]: 1.786e-05 [cse]: 3.277e-05 [replace_applicator]: 0.00011956 [Cycle 2]: 0.00041655, [27] [switch_simplify]: 9.69e-06 [loop_unroll]: 5.20001e-06 [a_1]: 0.00010722 [with_stream_mark]: 1.646e-05 [recompute_prepare]: 6.26e-06 [updatestate_depend_eliminate]: 3.83999e-06 [updatestate_assign_eliminate]: 2.58998e-06 [updatestate_loads_eliminate]: 2.64001e-06 [parameter_eliminate]: 1.14e-06 [specialize_transform]: 5.17e-06 [updatestate_useless_node_eliminater]: 4.88001e-06 [accelerated_algorithm]: 4.72e-06 [meta_shard_fg_expand]: 1.50999e-06 [get_grad_eliminate_]: 4.97e-06 [merge_forward]: 3.95998e-06 [cell_reuse_recompute_pass]: 2.72001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.674e-05 [j_node_and_user_rematch]: 9.39e-06 [meta_fg_expand]: 1.81998e-06 [replace_old_param]: 9.11002e-06 [inline_without_move]: 4.71002e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 2.68998e-06 [auto_monad_grad]: 2.36998e-06 [auto_monad_eliminator]: 1.016e-05 [cse]: 1.805e-05 [replace_applicator]: 6.12999e-06 [py_interpret_to_execute_after_opt_a]: 1.523e-05 [rewriter_after_opt_a]: 4.423e-05 [convert_after_rewriter]: 6.68003e-06 [order_py_execute_after_rewriter]: 4.94998e-06 [mutable_eliminate]: 0.00072497 [jit_opt_b]: 5.5e-05, [1] [Cycle 1]: 4.613e-05, [2] [frontend_op_eliminate]: 1.576e-05 [inline_after_opt_a]: 1.849e-05 [cconv]: 3.674e-05 [loop_unroll]: 0.00044426 [jit_opt_after_cconv]: 0.00016432, [1] [Cycle 1]: 0.0001574, [11] [c_1]: 2.236e-05 [parameter_eliminate]: 4.15999e-06 [updatestate_depend_eliminate]: 9.39e-06 [updatestate_assign_eliminate]: 2.89001e-06 [updatestate_loads_eliminate]: 2.88e-06 [cse]: 2.963e-05 [call_graph_tuple_transform]: 2.184e-05 [tuple_list_get_item_eliminator]: 6.02999e-06 [none_parameter_eliminate]: 1.70001e-06 [renormalize]: 1.01997e-06 [switch_simplify]: 5.60001e-06 [remove_dup_value]: 1.593e-05 [partial_unused_args_eliminate]: 2.16e-06 [environ_conv]: 6.71999e-06 [add_recomputation]: 5.636e-05 [cse_after_recomputation]: 2.371e-05, [1] [Cycle 1]: 1.754e-05, [1] [cse]: 1.137e-05 [auto_monad_reorder]: 4.094e-05 [get_jit_bprop_graph]: 2.16998e-06 [rewriter_after_jit_bprop_graph]: 7.74002e-06 [opt_after_jit_grad]: 0.00046846 [symbol_engine_optimizer]: 7.615e-05, [1] [Cycle 1]: 6.947e-05, [6] [build]: 4.27998e-06 [elim_shapecalc]: 8.42e-06 [elim_not_effective]: 1.364e-05 [opt_reshape]: 5.81e-06 [fold_const_symbol]: 9.74e-06 [renormalize]: 5.00004e-07 [process_offload_annotation]: 1.165e-05 [validate]: 4.241e-05 Sums bootstrap : 0.000336s : 0.41% type_inference : 0.078045s : 94.75% event_method : 0.000014s : 0.02% auto_monad : 0.000061s : 0.07% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000025s : 0.03% rewriter_before_opt_a : 0.000048s : 0.06% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000051s : 0.06% jit_opt_a.loop_unroll : 0.000019s : 0.02% jit_opt_a.a_1 : 0.000437s : 0.53% jit_opt_a.with_stream_mark : 0.000045s : 0.06% jit_opt_a.recompute_prepare : 0.000014s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.01% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000011s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.01% jit_opt_a.accelerated_algorithm : 0.000010s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.01% jit_opt_a.merge_forward : 0.000008s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000031s : 0.04% jit_opt_a.j_node_and_user_rematch : 0.000019s : 0.02% jit_opt_a.meta_fg_expand : 0.000004s : 0.01% jit_opt_a.replace_old_param : 0.000018s : 0.02% jit_opt_a.inline_without_move : 0.000010s : 0.01% jit_opt_a.renormalize : 0.000755s : 0.92% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.01% jit_opt_a.auto_monad_eliminator : 0.000028s : 0.03% jit_opt_a.cse : 0.000051s : 0.06% jit_opt_a.replace_applicator : 0.000126s : 0.15% py_interpret_to_execute_after_opt_a : 0.000015s : 0.02% rewriter_after_opt_a : 0.000044s : 0.05% convert_after_rewriter : 0.000007s : 0.01% order_py_execute_after_rewriter : 0.000005s : 0.01% mutable_eliminate : 0.000725s : 0.88% jit_opt_b.frontend_op_eliminate : 0.000016s : 0.02% jit_opt_b.inline_after_opt_a : 0.000018s : 0.02% cconv : 0.000037s : 0.04% loop_unroll : 0.000444s : 0.54% jit_opt_after_cconv.c_1 : 0.000022s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000009s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.cse : 0.000030s : 0.04% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.03% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.01% remove_dup_value : 0.000016s : 0.02% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000007s : 0.01% add_recomputation : 0.000056s : 0.07% cse_after_recomputation.cse : 0.000011s : 0.01% auto_monad_reorder : 0.000041s : 0.05% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.01% opt_after_jit_grad : 0.000468s : 0.57% symbol_engine_optimizer.build : 0.000004s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000008s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000014s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000012s : 0.01% validate : 0.000042s : 0.05% Time group info: ------[substitution.] 0.000169 21 14.03% : 0.000024s : 2: substitution.cast_eliminate 1.27% : 0.000002s : 2: substitution.elim_not_effective 0.80% : 0.000001s : 2: substitution.fold_const_symbol 3.69% : 0.000006s : 3: substitution.graph_param_transform 72.11% : 0.000122s : 2: substitution.inline 2.04% : 0.000003s : 4: substitution.j_node_and_user_rematch 2.77% : 0.000005s : 4: substitution.remove_not_recompute_node 3.29% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.077984 2 99.32% : 0.077452s : 1: type_inference.infer 0.68% : 0.000532s : 1: type_inference.specialize ------[replace.] 0.000028 2 100.00% : 0.000028s : 2: replace.inline ------[match.] 0.000121 2 100.00% : 0.000121s : 2: match.inline ------[predicate.] 0.000193 485 0.58% : 0.000001s : 7: predicate.accumulaten_eliminater 0.62% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.43% : 0.000001s : 7: predicate.addn_check_dump 0.57% : 0.000001s : 7: predicate.addn_zero_filter 1.10% : 0.000002s : 7: predicate.arithmetic_simplify 0.62% : 0.000001s : 7: predicate.cast_eliminate 0.28% : 0.000001s : 3: predicate.check_bprop_eliminate 0.44% : 0.000001s : 7: predicate.compare_switch_simplify 0.50% : 0.000001s : 7: predicate.depend_value_elim 0.44% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 0.55% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.48% : 0.000001s : 7: predicate.dict_set_item_eliminator 0.64% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.20% : 0.000000s : 3: predicate.elim_not_effective 0.36% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.79% : 0.000002s : 7: predicate.environ_add_const_eliminate 0.42% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.41% : 0.000001s : 7: predicate.environ_get_depend_swap 0.56% : 0.000001s : 7: predicate.environ_get_eliminate 0.42% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.13% : 0.000000s : 3: predicate.fold_const_symbol 0.69% : 0.000001s : 6: predicate.get_grad_eliminate 0.15% : 0.000000s : 3: predicate.graph_param_transform 3.20% : 0.000006s : 15: predicate.inline 0.60% : 0.000001s : 6: predicate.inline_without_move 0.21% : 0.000000s : 6: predicate.j_node_and_user_rematch 0.76% : 0.000001s : 6: predicate.less_batch_normalization 0.50% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 0.72% : 0.000001s : 10: predicate.load_eliminater 0.97% : 0.000002s : 3: predicate.loop_unroll_after_grad 1.23% : 0.000002s : 14: predicate.loop_unroll_before_grad 1.09% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.43% : 0.000001s : 7: predicate.merge_addn 0.43% : 0.000001s : 7: predicate.minmaximum_grad 1.86% : 0.000004s : 3: predicate.mutable_eliminate 0.38% : 0.000001s : 3: predicate.opt_reshape 1.03% : 0.000002s : 10: predicate.partial_eliminate 0.49% : 0.000001s : 7: predicate.print_const_string_wrapper 0.80% : 0.000002s : 7: predicate.reduce_eliminate 0.71% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.34% : 0.000001s : 6: predicate.remove_not_recompute_node 53.15% : 0.000103s : 13: predicate.replace_applicator 0.48% : 0.000001s : 6: predicate.replace_old_param 0.34% : 0.000001s : 3: predicate.reset_defer_inline 0.61% : 0.000001s : 7: predicate.reshape_eliminate 0.52% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.58% : 0.000001s : 3: predicate.row_tensor_eliminate 0.52% : 0.000001s : 7: predicate.same_eliminate 0.31% : 0.000001s : 6: predicate.set_cell_output_no_recompute 0.53% : 0.000001s : 6: predicate.special_op_eliminate 0.62% : 0.000001s : 6: predicate.specialize_transform 0.60% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 0.60% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.25% : 0.000000s : 3: predicate.switch_call_monad_eliminater 0.96% : 0.000002s : 9: predicate.switch_defer_inline 0.84% : 0.000002s : 9: predicate.switch_layer_defer_inline 3.38% : 0.000007s : 26: predicate.switch_simplify 0.53% : 0.000001s : 7: predicate.tile_eliminate 0.53% : 0.000001s : 7: predicate.transpose_eliminate 0.51% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 0.46% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 1.91% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 0.62% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 0.50% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 0.62% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 1.44% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 0.79% : 0.000002s : 7: predicate.value_based_eliminate 0.24% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.40% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000338 6 34.07% : 0.000115s : 2: func_graph_cloner_run.FuncGraphClonerGraph 65.93% : 0.000223s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.088187 73 0.07% : 0.000059s : 1: add_recomputation 0.07% : 0.000064s : 1: auto_monad 0.05% : 0.000046s : 1: auto_monad_reorder 0.41% : 0.000360s : 1: bootstrap 0.04% : 0.000039s : 1: cconv 0.01% : 0.000009s : 1: convert_after_rewriter 0.03% : 0.000026s : 1: cse_after_recomputation 0.01% : 0.000009s : 1: environ_conv 0.02% : 0.000019s : 1: event_method 0.01% : 0.000005s : 1: expand_dump_flag 0.01% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000008s : 1: graph_reusing 6.41% : 0.005656s : 1: jit_opt_a 0.19% : 0.000167s : 1: jit_opt_after_cconv 0.07% : 0.000058s : 1: jit_opt_b 0.51% : 0.000453s : 1: loop_unroll 0.84% : 0.000737s : 1: mutable_eliminate 0.83% : 0.000734s : 26: opt.transform.jit_opt_a 0.06% : 0.000053s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000026s : 4: opt.transform.jit_opt_b 0.01% : 0.000013s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000020s : 1: opt.transform.mutable_eliminate 0.02% : 0.000021s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000034s : 4: opt.transform.symbol_engine_opt 0.54% : 0.000476s : 1: opt_after_jit_grad 0.01% : 0.000007s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.02% : 0.000014s : 1: process_offload_annotation 0.03% : 0.000027s : 1: py_interpret_to_execute 0.02% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000018s : 1: remove_dup_value 0.49% : 0.000431s : 1: renormalize.infer 0.36% : 0.000316s : 1: renormalize.specialize 0.01% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.05% : 0.000047s : 1: rewriter_after_opt_a 0.06% : 0.000052s : 1: rewriter_before_opt_a 0.09% : 0.000079s : 1: symbol_engine_optimizer 88.52% : 0.078064s : 1: type_inference TotalTime = 0.012257, [31] [bootstrap]: 0.00033571 [type_inference]: 0.00379678 [event_method]: 1.372e-05 [auto_monad]: 5.87e-05 [graph_reusing]: 5.81e-06 [pre_auto_parallel]: 2.14999e-06 [py_interpret_to_execute]: 2.061e-05 [rewriter_before_opt_a]: 4.627e-05 [expand_dump_flag]: 2.74999e-06 [jit_opt_a]: 0.00574899, [2] [Cycle 1]: 0.00149479, [27] [switch_simplify]: 4.297e-05 [loop_unroll]: 1.45e-05 [a_1]: 0.00032319 [with_stream_mark]: 2.928e-05 [recompute_prepare]: 7.08e-06 [updatestate_depend_eliminate]: 4.45e-06 [updatestate_assign_eliminate]: 3.25e-06 [updatestate_loads_eliminate]: 3.13e-06 [parameter_eliminate]: 2.11998e-06 [specialize_transform]: 6.38e-06 [updatestate_useless_node_eliminater]: 5.35001e-06 [accelerated_algorithm]: 5.62001e-06 [meta_shard_fg_expand]: 2.11998e-06 [get_grad_eliminate_]: 5.12999e-06 [merge_forward]: 4.1e-06 [cell_reuse_recompute_pass]: 1.05001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.637e-05 [j_node_and_user_rematch]: 9.17999e-06 [meta_fg_expand]: 2.21e-06 [replace_old_param]: 1.008e-05 [inline_without_move]: 5.78997e-06 [renormalize]: 0.00075022 [add_forward_monad_depend]: 6.27001e-06 [auto_monad_grad]: 2.53003e-06 [auto_monad_eliminator]: 1.539e-05 [cse]: 3.223e-05 [replace_applicator]: 1.284e-05 [Cycle 2]: 0.00032883, [27] [switch_simplify]: 6.33002e-06 [loop_unroll]: 5.01002e-06 [a_1]: 0.00010023 [with_stream_mark]: 9.97999e-06 [recompute_prepare]: 5.14998e-06 [updatestate_depend_eliminate]: 2.86999e-06 [updatestate_assign_eliminate]: 2.44001e-06 [updatestate_loads_eliminate]: 2.01998e-06 [parameter_eliminate]: 1.49e-06 [specialize_transform]: 5.12e-06 [updatestate_useless_node_eliminater]: 5.05999e-06 [accelerated_algorithm]: 4.68999e-06 [meta_shard_fg_expand]: 1.30999e-06 [get_grad_eliminate_]: 4.52998e-06 [merge_forward]: 2.70997e-06 [cell_reuse_recompute_pass]: 1.34998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.115e-05 [j_node_and_user_rematch]: 7.5e-06 [meta_fg_expand]: 2.14e-06 [replace_old_param]: 6.89001e-06 [inline_without_move]: 5.32999e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.17e-06 [auto_monad_grad]: 1.02e-06 [auto_monad_eliminator]: 5.65001e-06 [cse]: 1.131e-05 [replace_applicator]: 5.20001e-06 [py_interpret_to_execute_after_opt_a]: 1.158e-05 [rewriter_after_opt_a]: 3.789e-05 [convert_after_rewriter]: 6.64999e-06 [order_py_execute_after_rewriter]: 4.95999e-06 [mutable_eliminate]: 0.00059181 [jit_opt_b]: 5.506e-05, [1] [Cycle 1]: 4.736e-05, [2] [frontend_op_eliminate]: 1.716e-05 [inline_after_opt_a]: 1.817e-05 [cconv]: 2.788e-05 [loop_unroll]: 0.00043744 [jit_opt_after_cconv]: 0.0001529, [1] [Cycle 1]: 0.00014599, [11] [c_1]: 2.199e-05 [parameter_eliminate]: 3.46001e-06 [updatestate_depend_eliminate]: 8.08001e-06 [updatestate_assign_eliminate]: 3.18e-06 [updatestate_loads_eliminate]: 2.39001e-06 [cse]: 2.362e-05 [call_graph_tuple_transform]: 2.179e-05 [tuple_list_get_item_eliminator]: 5.82001e-06 [none_parameter_eliminate]: 1.54998e-06 [renormalize]: 4.89992e-07 [switch_simplify]: 5.35999e-06 [remove_dup_value]: 1.607e-05 [partial_unused_args_eliminate]: 2.12001e-06 [environ_conv]: 5.61e-06 [add_recomputation]: 5.656e-05 [cse_after_recomputation]: 2.151e-05, [1] [Cycle 1]: 1.59e-05, [1] [cse]: 9.71e-06 [auto_monad_reorder]: 1.466e-05 [get_jit_bprop_graph]: 2.16998e-06 [rewriter_after_jit_bprop_graph]: 5.19e-06 [opt_after_jit_grad]: 0.00045511 [symbol_engine_optimizer]: 7.217e-05, [1] [Cycle 1]: 6.518e-05, [6] [build]: 3.91001e-06 [elim_shapecalc]: 7.73001e-06 [elim_not_effective]: 1.3e-05 [opt_reshape]: 5.60001e-06 [fold_const_symbol]: 8.60001e-06 [renormalize]: 2.80008e-07 [process_offload_annotation]: 1.056e-05 [validate]: 4.068e-05 Sums bootstrap : 0.000336s : 4.34% type_inference : 0.003797s : 49.11% event_method : 0.000014s : 0.18% auto_monad : 0.000059s : 0.76% graph_reusing : 0.000006s : 0.08% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000021s : 0.27% rewriter_before_opt_a : 0.000046s : 0.60% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000049s : 0.64% jit_opt_a.loop_unroll : 0.000020s : 0.25% jit_opt_a.a_1 : 0.000423s : 5.48% jit_opt_a.with_stream_mark : 0.000039s : 0.51% jit_opt_a.recompute_prepare : 0.000012s : 0.16% jit_opt_a.updatestate_depend_eliminate : 0.000007s : 0.09% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.07% jit_opt_a.parameter_eliminate : 0.000004s : 0.05% jit_opt_a.specialize_transform : 0.000012s : 0.15% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.13% jit_opt_a.accelerated_algorithm : 0.000010s : 0.13% jit_opt_a.meta_shard_fg_expand : 0.000003s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.12% jit_opt_a.merge_forward : 0.000007s : 0.09% jit_opt_a.cell_reuse_recompute_pass : 0.000002s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000028s : 0.36% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.22% jit_opt_a.meta_fg_expand : 0.000004s : 0.06% jit_opt_a.replace_old_param : 0.000017s : 0.22% jit_opt_a.inline_without_move : 0.000011s : 0.14% jit_opt_a.renormalize : 0.000750s : 9.70% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.10% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000021s : 0.27% jit_opt_a.cse : 0.000044s : 0.56% jit_opt_a.replace_applicator : 0.000018s : 0.23% py_interpret_to_execute_after_opt_a : 0.000012s : 0.15% rewriter_after_opt_a : 0.000038s : 0.49% convert_after_rewriter : 0.000007s : 0.09% order_py_execute_after_rewriter : 0.000005s : 0.06% mutable_eliminate : 0.000592s : 7.65% jit_opt_b.frontend_op_eliminate : 0.000017s : 0.22% jit_opt_b.inline_after_opt_a : 0.000018s : 0.24% cconv : 0.000028s : 0.36% loop_unroll : 0.000437s : 5.66% jit_opt_after_cconv.c_1 : 0.000022s : 0.28% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000024s : 0.31% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.28% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000000s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000005s : 0.07% remove_dup_value : 0.000016s : 0.21% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000006s : 0.07% add_recomputation : 0.000057s : 0.73% cse_after_recomputation.cse : 0.000010s : 0.13% auto_monad_reorder : 0.000015s : 0.19% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000005s : 0.07% opt_after_jit_grad : 0.000455s : 5.89% symbol_engine_optimizer.build : 0.000004s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000008s : 0.10% symbol_engine_optimizer.elim_not_effective : 0.000013s : 0.17% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.11% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000011s : 0.14% validate : 0.000041s : 0.53% Time group info: ------[substitution.] 0.000156 21 14.73% : 0.000023s : 2: substitution.cast_eliminate 1.37% : 0.000002s : 2: substitution.elim_not_effective 0.91% : 0.000001s : 2: substitution.fold_const_symbol 3.66% : 0.000006s : 3: substitution.graph_param_transform 71.51% : 0.000112s : 2: substitution.inline 2.14% : 0.000003s : 4: substitution.j_node_and_user_rematch 2.89% : 0.000005s : 4: substitution.remove_not_recompute_node 2.78% : 0.000004s : 2: substitution.replace_old_param ------[type_inference.] 0.003737 2 87.02% : 0.003252s : 1: type_inference.infer 12.98% : 0.000485s : 1: type_inference.specialize ------[replace.] 0.000028 2 100.00% : 0.000028s : 2: replace.inline ------[match.] 0.000110 2 100.00% : 0.000110s : 2: match.inline ------[predicate.] 0.000090 485 1.62% : 0.000001s : 7: predicate.accumulaten_eliminater 2.02% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 1.10% : 0.000001s : 7: predicate.addn_check_dump 1.22% : 0.000001s : 7: predicate.addn_zero_filter 1.73% : 0.000002s : 7: predicate.arithmetic_simplify 1.53% : 0.000001s : 7: predicate.cast_eliminate 0.70% : 0.000001s : 3: predicate.check_bprop_eliminate 1.02% : 0.000001s : 7: predicate.compare_switch_simplify 1.06% : 0.000001s : 7: predicate.depend_value_elim 1.12% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.20% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.94% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.26% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.46% : 0.000000s : 3: predicate.elim_not_effective 0.78% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.12% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.91% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.98% : 0.000001s : 7: predicate.environ_get_depend_swap 1.19% : 0.000001s : 7: predicate.environ_get_eliminate 0.95% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.29% : 0.000000s : 3: predicate.fold_const_symbol 1.25% : 0.000001s : 6: predicate.get_grad_eliminate 0.54% : 0.000000s : 3: predicate.graph_param_transform 6.69% : 0.000006s : 15: predicate.inline 1.31% : 0.000001s : 6: predicate.inline_without_move 0.50% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.70% : 0.000002s : 6: predicate.less_batch_normalization 1.16% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.72% : 0.000002s : 10: predicate.load_eliminater 1.89% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.90% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.94% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.36% : 0.000001s : 7: predicate.merge_addn 1.06% : 0.000001s : 7: predicate.minmaximum_grad 2.11% : 0.000002s : 3: predicate.mutable_eliminate 0.56% : 0.000001s : 3: predicate.opt_reshape 2.25% : 0.000002s : 10: predicate.partial_eliminate 1.06% : 0.000001s : 7: predicate.print_const_string_wrapper 1.53% : 0.000001s : 7: predicate.reduce_eliminate 1.10% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.74% : 0.000001s : 6: predicate.remove_not_recompute_node 1.80% : 0.000002s : 13: predicate.replace_applicator 0.97% : 0.000001s : 6: predicate.replace_old_param 0.44% : 0.000000s : 3: predicate.reset_defer_inline 1.38% : 0.000001s : 7: predicate.reshape_eliminate 1.22% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.96% : 0.000001s : 3: predicate.row_tensor_eliminate 1.12% : 0.000001s : 7: predicate.same_eliminate 0.66% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.28% : 0.000001s : 6: predicate.special_op_eliminate 1.46% : 0.000001s : 6: predicate.specialize_transform 1.09% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.13% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.83% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.80% : 0.000002s : 9: predicate.switch_defer_inline 1.63% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.58% : 0.000006s : 26: predicate.switch_simplify 1.26% : 0.000001s : 7: predicate.tile_eliminate 1.22% : 0.000001s : 7: predicate.transpose_eliminate 1.13% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.22% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.75% : 0.000003s : 13: predicate.tuple_list_get_item_eliminator 1.61% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.16% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.34% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.21% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.48% : 0.000001s : 7: predicate.value_based_eliminate 0.48% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 1.27% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000301 6 33.16% : 0.000100s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.84% : 0.000201s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013669 73 0.43% : 0.000059s : 1: add_recomputation 0.45% : 0.000062s : 1: auto_monad 0.13% : 0.000017s : 1: auto_monad_reorder 2.68% : 0.000366s : 1: bootstrap 0.22% : 0.000030s : 1: cconv 0.07% : 0.000009s : 1: convert_after_rewriter 0.17% : 0.000024s : 1: cse_after_recomputation 0.06% : 0.000008s : 1: environ_conv 0.14% : 0.000020s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 42.09% : 0.005754s : 1: jit_opt_a 1.14% : 0.000156s : 1: jit_opt_after_cconv 0.42% : 0.000058s : 1: jit_opt_b 3.27% : 0.000446s : 1: loop_unroll 4.39% : 0.000600s : 1: mutable_eliminate 4.44% : 0.000607s : 26: opt.transform.jit_opt_a 0.38% : 0.000052s : 4: opt.transform.jit_opt_after_cconv 0.20% : 0.000028s : 4: opt.transform.jit_opt_b 0.09% : 0.000012s : 1: opt.transform.loop_unroll_optimizer 0.10% : 0.000014s : 1: opt.transform.mutable_eliminate 0.16% : 0.000021s : 1: opt.transform.opt_after_jit_grad 0.23% : 0.000032s : 4: opt.transform.symbol_engine_opt 3.38% : 0.000463s : 1: opt_after_jit_grad 0.05% : 0.000007s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.09% : 0.000013s : 1: process_offload_annotation 0.17% : 0.000023s : 1: py_interpret_to_execute 0.10% : 0.000014s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000019s : 1: remove_dup_value 3.26% : 0.000446s : 1: renormalize.infer 2.17% : 0.000296s : 1: renormalize.specialize 0.05% : 0.000007s : 1: rewriter_after_jit_bprop_graph 0.30% : 0.000041s : 1: rewriter_after_opt_a 0.36% : 0.000049s : 1: rewriter_before_opt_a 0.55% : 0.000075s : 1: symbol_engine_optimizer 27.92% : 0.003817s : 1: type_inference TotalTime = 0.11009, [31] [bootstrap]: 0.00032788 [type_inference]: 0.00543239 [event_method]: 1.234e-05 [auto_monad]: 5.566e-05 [graph_reusing]: 5.34e-06 [pre_auto_parallel]: 2.49999e-06 [py_interpret_to_execute]: 2.129e-05 [rewriter_before_opt_a]: 4.445e-05 [expand_dump_flag]: 3.28e-06 [jit_opt_a]: 0.101573, [2] [Cycle 1]: 0.0977808, [27] [switch_simplify]: 4.034e-05 [loop_unroll]: 1.526e-05 [a_1]: 0.0003143 [with_stream_mark]: 2.844e-05 [recompute_prepare]: 7.48e-06 [updatestate_depend_eliminate]: 4.52e-06 [updatestate_assign_eliminate]: 3.09999e-06 [updatestate_loads_eliminate]: 3.31001e-06 [parameter_eliminate]: 1.82999e-06 [specialize_transform]: 6.23e-06 [updatestate_useless_node_eliminater]: 5.15001e-06 [accelerated_algorithm]: 5.95002e-06 [meta_shard_fg_expand]: 1.89999e-06 [get_grad_eliminate_]: 4.95001e-06 [merge_forward]: 3.85e-06 [cell_reuse_recompute_pass]: 1.27e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.439e-05 [j_node_and_user_rematch]: 9.20999e-06 [meta_fg_expand]: 2.12001e-06 [replace_old_param]: 9.63002e-06 [inline_without_move]: 5.25999e-06 [renormalize]: 0.0969694 [add_forward_monad_depend]: 1.262e-05 [auto_monad_grad]: 2.53e-06 [auto_monad_eliminator]: 2.635e-05 [cse]: 3.766e-05 [replace_applicator]: 2.941e-05 [Cycle 2]: 0.00040835, [27] [switch_simplify]: 7.26999e-06 [loop_unroll]: 5.47001e-06 [a_1]: 0.00013103 [with_stream_mark]: 2.021e-05 [recompute_prepare]: 5.49998e-06 [updatestate_depend_eliminate]: 4.72e-06 [updatestate_assign_eliminate]: 3.96001e-06 [updatestate_loads_eliminate]: 2.98998e-06 [parameter_eliminate]: 2.04999e-06 [specialize_transform]: 5.89e-06 [updatestate_useless_node_eliminater]: 5.29e-06 [accelerated_algorithm]: 5.74999e-06 [meta_shard_fg_expand]: 2.36e-06 [get_grad_eliminate_]: 5.10001e-06 [merge_forward]: 4.35e-06 [cell_reuse_recompute_pass]: 3.25998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.519e-05 [j_node_and_user_rematch]: 8.82e-06 [meta_fg_expand]: 2.82002e-06 [replace_old_param]: 9.47999e-06 [inline_without_move]: 5.38002e-06 [renormalize]: 1.60013e-07 [add_forward_monad_depend]: 1.92999e-06 [auto_monad_grad]: 1.96e-06 [auto_monad_eliminator]: 7.9e-06 [cse]: 1.482e-05 [replace_applicator]: 5.25999e-06 [py_interpret_to_execute_after_opt_a]: 2.162e-05 [rewriter_after_opt_a]: 4.43e-05 [convert_after_rewriter]: 7.53e-06 [order_py_execute_after_rewriter]: 5.24e-06 [mutable_eliminate]: 0.00077468 [jit_opt_b]: 6.272e-05, [1] [Cycle 1]: 5.222e-05, [2] [frontend_op_eliminate]: 1.804e-05 [inline_after_opt_a]: 1.944e-05 [cconv]: 3.97e-05 [loop_unroll]: 0.00047788 [jit_opt_after_cconv]: 0.00018172, [1] [Cycle 1]: 0.00017397, [11] [c_1]: 2.324e-05 [parameter_eliminate]: 6.55997e-06 [updatestate_depend_eliminate]: 1.221e-05 [updatestate_assign_eliminate]: 3.7e-06 [updatestate_loads_eliminate]: 2.48998e-06 [cse]: 3.614e-05 [call_graph_tuple_transform]: 2.413e-05 [tuple_list_get_item_eliminator]: 6.52001e-06 [none_parameter_eliminate]: 1.80001e-06 [renormalize]: 7.30011e-07 [switch_simplify]: 5.92001e-06 [remove_dup_value]: 1.815e-05 [partial_unused_args_eliminate]: 1.99e-06 [environ_conv]: 7.65e-06 [add_recomputation]: 6.277e-05 [cse_after_recomputation]: 2.466e-05, [1] [Cycle 1]: 1.858e-05, [1] [cse]: 1.239e-05 [auto_monad_reorder]: 1.675e-05 [get_jit_bprop_graph]: 2.27999e-06 [rewriter_after_jit_bprop_graph]: 8.30999e-06 [opt_after_jit_grad]: 0.00050994 [symbol_engine_optimizer]: 7.961e-05, [1] [Cycle 1]: 7.227e-05, [6] [build]: 5.35999e-06 [elim_shapecalc]: 9.00999e-06 [elim_not_effective]: 1.441e-05 [opt_reshape]: 5.87001e-06 [fold_const_symbol]: 8.70001e-06 [renormalize]: 5.09986e-07 [process_offload_annotation]: 1.079e-05 [validate]: 4.832e-05 Sums bootstrap : 0.000328s : 0.31% type_inference : 0.005432s : 5.12% event_method : 0.000012s : 0.01% auto_monad : 0.000056s : 0.05% graph_reusing : 0.000005s : 0.01% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000021s : 0.02% rewriter_before_opt_a : 0.000044s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000048s : 0.04% jit_opt_a.loop_unroll : 0.000021s : 0.02% jit_opt_a.a_1 : 0.000445s : 0.42% jit_opt_a.with_stream_mark : 0.000049s : 0.05% jit_opt_a.recompute_prepare : 0.000013s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000009s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000012s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.01% jit_opt_a.accelerated_algorithm : 0.000012s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.01% jit_opt_a.merge_forward : 0.000008s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000030s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.02% jit_opt_a.meta_fg_expand : 0.000005s : 0.00% jit_opt_a.replace_old_param : 0.000019s : 0.02% jit_opt_a.inline_without_move : 0.000011s : 0.01% jit_opt_a.renormalize : 0.096970s : 91.45% jit_opt_a.add_forward_monad_depend : 0.000015s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000034s : 0.03% jit_opt_a.cse : 0.000052s : 0.05% jit_opt_a.replace_applicator : 0.000035s : 0.03% py_interpret_to_execute_after_opt_a : 0.000022s : 0.02% rewriter_after_opt_a : 0.000044s : 0.04% convert_after_rewriter : 0.000008s : 0.01% order_py_execute_after_rewriter : 0.000005s : 0.00% mutable_eliminate : 0.000775s : 0.73% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.02% jit_opt_b.inline_after_opt_a : 0.000019s : 0.02% cconv : 0.000040s : 0.04% loop_unroll : 0.000478s : 0.45% jit_opt_after_cconv.c_1 : 0.000023s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.cse : 0.000036s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000007s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.01% remove_dup_value : 0.000018s : 0.02% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000008s : 0.01% add_recomputation : 0.000063s : 0.06% cse_after_recomputation.cse : 0.000012s : 0.01% auto_monad_reorder : 0.000017s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.01% opt_after_jit_grad : 0.000510s : 0.48% symbol_engine_optimizer.build : 0.000005s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000014s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000011s : 0.01% validate : 0.000048s : 0.05% Time group info: ------[substitution.] 0.000162 21 18.21% : 0.000030s : 2: substitution.cast_eliminate 1.41% : 0.000002s : 2: substitution.elim_not_effective 0.73% : 0.000001s : 2: substitution.fold_const_symbol 3.71% : 0.000006s : 3: substitution.graph_param_transform 66.18% : 0.000107s : 2: substitution.inline 2.72% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.94% : 0.000005s : 4: substitution.remove_not_recompute_node 4.09% : 0.000007s : 2: substitution.replace_old_param ------[type_inference.] 0.005376 2 91.56% : 0.004922s : 1: type_inference.infer 8.44% : 0.000454s : 1: type_inference.specialize ------[replace.] 0.000026 2 100.00% : 0.000026s : 2: replace.inline ------[match.] 0.000106 2 100.00% : 0.000106s : 2: match.inline ------[predicate.] 0.000104 489 1.55% : 0.000002s : 7: predicate.accumulaten_eliminater 1.22% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.92% : 0.000001s : 7: predicate.addn_check_dump 1.38% : 0.000001s : 7: predicate.addn_zero_filter 2.13% : 0.000002s : 7: predicate.arithmetic_simplify 1.83% : 0.000002s : 7: predicate.cast_eliminate 0.51% : 0.000001s : 3: predicate.check_bprop_eliminate 0.93% : 0.000001s : 7: predicate.compare_switch_simplify 1.39% : 0.000001s : 7: predicate.depend_value_elim 0.90% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.52% : 0.000002s : 7: predicate.dict_get_item_eliminator 0.96% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.55% : 0.000002s : 3: predicate.dumpgradient_eliminate 0.55% : 0.000001s : 3: predicate.elim_not_effective 0.87% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.23% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.00% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.88% : 0.000001s : 7: predicate.environ_get_depend_swap 1.09% : 0.000001s : 7: predicate.environ_get_eliminate 0.91% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.26% : 0.000000s : 3: predicate.fold_const_symbol 1.22% : 0.000001s : 6: predicate.get_grad_eliminate 0.45% : 0.000000s : 3: predicate.graph_param_transform 6.12% : 0.000006s : 15: predicate.inline 1.02% : 0.000001s : 6: predicate.inline_without_move 0.45% : 0.000000s : 6: predicate.j_node_and_user_rematch 2.18% : 0.000002s : 6: predicate.less_batch_normalization 1.28% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 2.14% : 0.000002s : 10: predicate.load_eliminater 2.24% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.58% : 0.000003s : 16: predicate.loop_unroll_before_grad 2.01% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.14% : 0.000001s : 7: predicate.merge_addn 0.91% : 0.000001s : 7: predicate.minmaximum_grad 3.25% : 0.000003s : 3: predicate.mutable_eliminate 0.54% : 0.000001s : 3: predicate.opt_reshape 2.11% : 0.000002s : 10: predicate.partial_eliminate 1.15% : 0.000001s : 7: predicate.print_const_string_wrapper 1.81% : 0.000002s : 7: predicate.reduce_eliminate 1.20% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.62% : 0.000001s : 6: predicate.remove_not_recompute_node 1.97% : 0.000002s : 13: predicate.replace_applicator 1.08% : 0.000001s : 6: predicate.replace_old_param 0.38% : 0.000000s : 3: predicate.reset_defer_inline 1.21% : 0.000001s : 7: predicate.reshape_eliminate 1.43% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.05% : 0.000001s : 3: predicate.row_tensor_eliminate 1.02% : 0.000001s : 7: predicate.same_eliminate 0.57% : 0.000001s : 6: predicate.set_cell_output_no_recompute 0.99% : 0.000001s : 6: predicate.special_op_eliminate 1.21% : 0.000001s : 6: predicate.specialize_transform 1.22% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.05% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.65% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.48% : 0.000002s : 9: predicate.switch_defer_inline 1.42% : 0.000001s : 9: predicate.switch_layer_defer_inline 5.76% : 0.000006s : 28: predicate.switch_simplify 1.09% : 0.000001s : 7: predicate.tile_eliminate 1.01% : 0.000001s : 7: predicate.transpose_eliminate 1.64% : 0.000002s : 7: predicate.tuple_list_convert_item_index_to_positive 1.30% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.30% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.67% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.15% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.59% : 0.000002s : 10: predicate.updatestate_pure_node_eliminater 2.72% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.55% : 0.000002s : 7: predicate.value_based_eliminate 0.49% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 1.02% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.096459 6 0.11% : 0.000103s : 2: func_graph_cloner_run.FuncGraphClonerGraph 99.89% : 0.096356s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.207767 73 0.03% : 0.000065s : 1: add_recomputation 0.03% : 0.000059s : 1: auto_monad 0.01% : 0.000020s : 1: auto_monad_reorder 0.17% : 0.000348s : 1: bootstrap 0.02% : 0.000043s : 1: cconv 0.00% : 0.000010s : 1: convert_after_rewriter 0.01% : 0.000027s : 1: cse_after_recomputation 0.00% : 0.000010s : 1: environ_conv 0.01% : 0.000017s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 48.89% : 0.101577s : 1: jit_opt_a 0.09% : 0.000185s : 1: jit_opt_after_cconv 0.03% : 0.000066s : 1: jit_opt_b 0.24% : 0.000489s : 1: loop_unroll 0.38% : 0.000790s : 1: mutable_eliminate 0.31% : 0.000648s : 26: opt.transform.jit_opt_a 0.03% : 0.000056s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000030s : 4: opt.transform.jit_opt_b 0.01% : 0.000015s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000022s : 1: opt.transform.mutable_eliminate 0.01% : 0.000025s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000035s : 4: opt.transform.symbol_engine_opt 0.25% : 0.000521s : 1: opt_after_jit_grad 0.00% : 0.000008s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000013s : 1: process_offload_annotation 0.01% : 0.000024s : 1: py_interpret_to_execute 0.01% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000021s : 1: remove_dup_value 0.19% : 0.000388s : 1: renormalize.infer 46.48% : 0.096569s : 1: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.02% : 0.000048s : 1: rewriter_after_opt_a 0.02% : 0.000047s : 1: rewriter_before_opt_a 0.04% : 0.000082s : 1: symbol_engine_optimizer 2.62% : 0.005449s : 1: type_inference TotalTime = 0.0706278, [31] [bootstrap]: 0.00034739 [type_inference]: 0.0038771 [event_method]: 1.356e-05 [auto_monad]: 6.645e-05 [graph_reusing]: 5.99999e-06 [pre_auto_parallel]: 2.31e-06 [py_interpret_to_execute]: 2.083e-05 [rewriter_before_opt_a]: 7.181e-05 [expand_dump_flag]: 2.86999e-06 [jit_opt_a]: 0.00645892, [2] [Cycle 1]: 0.0013688, [27] [switch_simplify]: 4.699e-05 [loop_unroll]: 1.537e-05 [a_1]: 0.00032449 [with_stream_mark]: 6.051e-05 [recompute_prepare]: 7.42002e-06 [updatestate_depend_eliminate]: 4.05e-06 [updatestate_assign_eliminate]: 2.74001e-06 [updatestate_loads_eliminate]: 2.34001e-06 [parameter_eliminate]: 1.97001e-06 [specialize_transform]: 5.15001e-06 [updatestate_useless_node_eliminater]: 4.38001e-06 [accelerated_algorithm]: 4.90999e-06 [meta_shard_fg_expand]: 1.91e-06 [get_grad_eliminate_]: 4.27e-06 [merge_forward]: 3.35e-06 [cell_reuse_recompute_pass]: 1.29e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.4e-05 [j_node_and_user_rematch]: 8.14002e-06 [meta_fg_expand]: 2.24001e-06 [replace_old_param]: 1.049e-05 [inline_without_move]: 5.24e-06 [renormalize]: 0.00058556 [add_forward_monad_depend]: 5.64e-06 [auto_monad_grad]: 2.87002e-06 [auto_monad_eliminator]: 1.313e-05 [cse]: 2.703e-05 [replace_applicator]: 1.267e-05 [Cycle 2]: 0.00027503, [27] [switch_simplify]: 4.35999e-06 [loop_unroll]: 3.94002e-06 [a_1]: 6.188e-05 [with_stream_mark]: 9.92999e-06 [recompute_prepare]: 4.27998e-06 [updatestate_depend_eliminate]: 2.31e-06 [updatestate_assign_eliminate]: 1.60999e-06 [updatestate_loads_eliminate]: 1.67999e-06 [parameter_eliminate]: 1.05999e-06 [specialize_transform]: 4.17e-06 [updatestate_useless_node_eliminater]: 3.81999e-06 [accelerated_algorithm]: 3.58999e-06 [meta_shard_fg_expand]: 1.15999e-06 [get_grad_eliminate_]: 3.40998e-06 [merge_forward]: 2.76e-06 [cell_reuse_recompute_pass]: 1.67001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.022e-05 [j_node_and_user_rematch]: 7.18998e-06 [meta_fg_expand]: 1.09998e-06 [replace_old_param]: 6.83e-06 [inline_without_move]: 3.94002e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 2.12999e-06 [auto_monad_grad]: 1.16002e-06 [auto_monad_eliminator]: 3.86999e-06 [cse]: 8.84e-06 [replace_applicator]: 4.43999e-06 [py_interpret_to_execute_after_opt_a]: 1.226e-05 [rewriter_after_opt_a]: 0.00017871 [convert_after_rewriter]: 2.269e-05 [order_py_execute_after_rewriter]: 6.46e-06 [mutable_eliminate]: 0.00079697 [jit_opt_b]: 5.983e-05, [1] [Cycle 1]: 4.848e-05, [2] [frontend_op_eliminate]: 1.763e-05 [inline_after_opt_a]: 1.792e-05 [cconv]: 4.177e-05 [loop_unroll]: 0.00044016 [jit_opt_after_cconv]: 0.0001615, [1] [Cycle 1]: 0.00015423, [11] [c_1]: 1.711e-05 [parameter_eliminate]: 4.83001e-06 [updatestate_depend_eliminate]: 8.99e-06 [updatestate_assign_eliminate]: 2.68e-06 [updatestate_loads_eliminate]: 2.73998e-06 [cse]: 3.357e-05 [call_graph_tuple_transform]: 1.981e-05 [tuple_list_get_item_eliminator]: 4.82e-06 [none_parameter_eliminate]: 1.65001e-06 [renormalize]: 7.50006e-07 [switch_simplify]: 4.71002e-06 [remove_dup_value]: 1.473e-05 [partial_unused_args_eliminate]: 2.45002e-06 [environ_conv]: 6.46999e-06 [add_recomputation]: 7.822e-05 [cse_after_recomputation]: 2.254e-05, [1] [Cycle 1]: 1.626e-05, [1] [cse]: 9.27001e-06 [auto_monad_reorder]: 1.49e-05 [get_jit_bprop_graph]: 1.99e-06 [rewriter_after_jit_bprop_graph]: 7.08998e-06 [opt_after_jit_grad]: 0.00045169 [symbol_engine_optimizer]: 6.922e-05, [1] [Cycle 1]: 6.254e-05, [6] [build]: 4.63999e-06 [elim_shapecalc]: 6.93e-06 [elim_not_effective]: 1.087e-05 [opt_reshape]: 5.47999e-06 [fold_const_symbol]: 6.69999e-06 [renormalize]: 6.10016e-07 [process_offload_annotation]: 9.32999e-06 [validate]: 3.97e-05 Sums bootstrap : 0.000347s : 4.31% type_inference : 0.003877s : 48.13% event_method : 0.000014s : 0.17% auto_monad : 0.000066s : 0.82% graph_reusing : 0.000006s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000021s : 0.26% rewriter_before_opt_a : 0.000072s : 0.89% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000051s : 0.64% jit_opt_a.loop_unroll : 0.000019s : 0.24% jit_opt_a.a_1 : 0.000386s : 4.80% jit_opt_a.with_stream_mark : 0.000070s : 0.87% jit_opt_a.recompute_prepare : 0.000012s : 0.15% jit_opt_a.updatestate_depend_eliminate : 0.000006s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000004s : 0.05% jit_opt_a.updatestate_loads_eliminate : 0.000004s : 0.05% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000009s : 0.12% jit_opt_a.updatestate_useless_node_eliminater : 0.000008s : 0.10% jit_opt_a.accelerated_algorithm : 0.000008s : 0.11% jit_opt_a.meta_shard_fg_expand : 0.000003s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000008s : 0.10% jit_opt_a.merge_forward : 0.000006s : 0.08% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000024s : 0.30% jit_opt_a.j_node_and_user_rematch : 0.000015s : 0.19% jit_opt_a.meta_fg_expand : 0.000003s : 0.04% jit_opt_a.replace_old_param : 0.000017s : 0.22% jit_opt_a.inline_without_move : 0.000009s : 0.11% jit_opt_a.renormalize : 0.000586s : 7.27% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.10% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000017s : 0.21% jit_opt_a.cse : 0.000036s : 0.45% jit_opt_a.replace_applicator : 0.000017s : 0.21% py_interpret_to_execute_after_opt_a : 0.000012s : 0.15% rewriter_after_opt_a : 0.000179s : 2.22% convert_after_rewriter : 0.000023s : 0.28% order_py_execute_after_rewriter : 0.000006s : 0.08% mutable_eliminate : 0.000797s : 9.89% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.22% jit_opt_b.inline_after_opt_a : 0.000018s : 0.22% cconv : 0.000042s : 0.52% loop_unroll : 0.000440s : 5.46% jit_opt_after_cconv.c_1 : 0.000017s : 0.21% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.06% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000009s : 0.11% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.cse : 0.000034s : 0.42% jit_opt_after_cconv.call_graph_tuple_transform : 0.000020s : 0.25% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000005s : 0.06% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000005s : 0.06% remove_dup_value : 0.000015s : 0.18% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000006s : 0.08% add_recomputation : 0.000078s : 0.97% cse_after_recomputation.cse : 0.000009s : 0.12% auto_monad_reorder : 0.000015s : 0.18% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000007s : 0.09% opt_after_jit_grad : 0.000452s : 5.61% symbol_engine_optimizer.build : 0.000005s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000007s : 0.09% symbol_engine_optimizer.elim_not_effective : 0.000011s : 0.13% symbol_engine_optimizer.opt_reshape : 0.000005s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000007s : 0.08% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000009s : 0.12% validate : 0.000040s : 0.49% Time group info: ------[substitution.] 0.000141 12 1.07% : 0.000002s : 1: substitution.elim_not_effective 0.68% : 0.000001s : 1: substitution.fold_const_symbol 3.79% : 0.000005s : 2: substitution.graph_param_transform 86.11% : 0.000122s : 2: substitution.inline 2.52% : 0.000004s : 2: substitution.j_node_and_user_rematch 2.11% : 0.000003s : 2: substitution.remove_not_recompute_node 3.72% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003744 2 88.49% : 0.003313s : 1: type_inference.infer 11.51% : 0.000431s : 1: type_inference.specialize ------[replace.] 0.000026 2 100.00% : 0.000026s : 2: replace.inline ------[match.] 0.000120 2 100.00% : 0.000120s : 2: match.inline ------[predicate.] 0.000106 350 0.78% : 0.000001s : 5: predicate.accumulaten_eliminater 1.07% : 0.000001s : 2: predicate.ad_related_special_op_eliminate 0.56% : 0.000001s : 5: predicate.addn_check_dump 0.95% : 0.000001s : 5: predicate.addn_zero_filter 1.04% : 0.000001s : 5: predicate.arithmetic_simplify 0.77% : 0.000001s : 5: predicate.cast_eliminate 0.86% : 0.000001s : 2: predicate.check_bprop_eliminate 0.86% : 0.000001s : 5: predicate.compare_switch_simplify 0.82% : 0.000001s : 5: predicate.depend_value_elim 1.33% : 0.000001s : 5: predicate.dict_get_item_const_eliminator 0.81% : 0.000001s : 5: predicate.dict_get_item_eliminator 0.64% : 0.000001s : 5: predicate.dict_set_item_eliminator 0.90% : 0.000001s : 2: predicate.dumpgradient_eliminate 0.22% : 0.000000s : 2: predicate.elim_not_effective 0.74% : 0.000001s : 2: predicate.elim_shapecalc_of_broadcastargs 1.00% : 0.000001s : 5: predicate.environ_add_const_eliminate 0.54% : 0.000001s : 5: predicate.environ_get_add_eliminate 0.70% : 0.000001s : 5: predicate.environ_get_depend_swap 0.90% : 0.000001s : 5: predicate.environ_get_eliminate 0.55% : 0.000001s : 5: predicate.environ_get_set_eliminate 0.20% : 0.000000s : 2: predicate.fold_const_symbol 0.70% : 0.000001s : 4: predicate.get_grad_eliminate 0.40% : 0.000000s : 2: predicate.graph_param_transform 5.19% : 0.000006s : 11: predicate.inline 1.31% : 0.000001s : 4: predicate.inline_without_move 0.31% : 0.000000s : 4: predicate.j_node_and_user_rematch 0.86% : 0.000001s : 4: predicate.less_batch_normalization 0.95% : 0.000001s : 5: predicate.list_to_tuple_eliminator_ 0.95% : 0.000001s : 7: predicate.load_eliminater 1.46% : 0.000002s : 2: predicate.loop_unroll_after_grad 2.58% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.58% : 0.000002s : 7: predicate.make_slice_get_slice_eliminator 0.91% : 0.000001s : 5: predicate.merge_addn 0.55% : 0.000001s : 5: predicate.minmaximum_grad 2.42% : 0.000003s : 2: predicate.mutable_eliminate 0.46% : 0.000000s : 2: predicate.opt_reshape 1.48% : 0.000002s : 7: predicate.partial_eliminate 0.88% : 0.000001s : 5: predicate.print_const_string_wrapper 0.93% : 0.000001s : 5: predicate.reduce_eliminate 0.72% : 0.000001s : 5: predicate.redundant_stop_gradient_eliminater 0.85% : 0.000001s : 4: predicate.remove_not_recompute_node 1.10% : 0.000001s : 9: predicate.replace_applicator 0.74% : 0.000001s : 4: predicate.replace_old_param 0.84% : 0.000001s : 2: predicate.reset_defer_inline 0.66% : 0.000001s : 5: predicate.reshape_eliminate 0.65% : 0.000001s : 5: predicate.row_tensor_add_zeros_like 1.48% : 0.000002s : 2: predicate.row_tensor_eliminate 0.70% : 0.000001s : 5: predicate.same_eliminate 0.47% : 0.000000s : 4: predicate.set_cell_output_no_recompute 0.85% : 0.000001s : 4: predicate.special_op_eliminate 0.90% : 0.000001s : 4: predicate.specialize_transform 0.66% : 0.000001s : 5: predicate.split_environ_get_set_with_tuple_value 0.79% : 0.000001s : 5: predicate.stack_unstack_eliminate 0.51% : 0.000001s : 2: predicate.switch_call_monad_eliminater 1.27% : 0.000001s : 7: predicate.switch_defer_inline 1.11% : 0.000001s : 7: predicate.switch_layer_defer_inline 5.86% : 0.000006s : 23: predicate.switch_simplify 0.82% : 0.000001s : 5: predicate.tile_eliminate 0.69% : 0.000001s : 5: predicate.transpose_eliminate 0.68% : 0.000001s : 5: predicate.tuple_list_convert_item_index_to_positive 0.58% : 0.000001s : 5: predicate.tuple_list_get_item_depend_reorder 3.23% : 0.000003s : 9: predicate.tuple_list_get_item_eliminator 1.14% : 0.000001s : 5: predicate.tuple_list_set_item_eliminator 0.77% : 0.000001s : 5: predicate.tuple_to_list_eliminator_ 1.08% : 0.000001s : 7: predicate.updatestate_pure_node_eliminater 1.77% : 0.000002s : 11: predicate.updatestate_useless_node_eliminater 27.96% : 0.000030s : 5: predicate.value_based_eliminate 0.27% : 0.000000s : 2: predicate.virtual_view_grad_eliminate 0.68% : 0.000001s : 2: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000307 6 35.19% : 0.000108s : 2: func_graph_cloner_run.FuncGraphClonerGraph 64.81% : 0.000199s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.071795 73 0.11% : 0.000082s : 1: add_recomputation 0.10% : 0.000070s : 1: auto_monad 0.02% : 0.000018s : 1: auto_monad_reorder 0.52% : 0.000371s : 1: bootstrap 0.06% : 0.000045s : 1: cconv 0.04% : 0.000026s : 1: convert_after_rewriter 0.03% : 0.000025s : 1: cse_after_recomputation 0.01% : 0.000009s : 1: environ_conv 0.03% : 0.000018s : 1: event_method 0.01% : 0.000005s : 1: expand_dump_flag 0.01% : 0.000004s : 1: get_jit_bprop_graph 0.01% : 0.000008s : 1: graph_reusing 9.00% : 0.006462s : 1: jit_opt_a 0.23% : 0.000165s : 1: jit_opt_after_cconv 0.09% : 0.000063s : 1: jit_opt_b 0.62% : 0.000449s : 1: loop_unroll 1.12% : 0.000808s : 1: mutable_eliminate 0.77% : 0.000554s : 26: opt.transform.jit_opt_a 0.06% : 0.000043s : 4: opt.transform.jit_opt_after_cconv 0.04% : 0.000027s : 4: opt.transform.jit_opt_b 0.01% : 0.000011s : 1: opt.transform.loop_unroll_optimizer 0.03% : 0.000019s : 1: opt.transform.mutable_eliminate 0.02% : 0.000018s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000026s : 4: opt.transform.symbol_engine_opt 0.64% : 0.000461s : 1: opt_after_jit_grad 0.01% : 0.000009s : 1: order_py_execute_after_rewriter 0.01% : 0.000004s : 1: partial_unused_args_eliminate 0.01% : 0.000006s : 1: pre_auto_parallel 0.02% : 0.000012s : 1: process_offload_annotation 0.03% : 0.000024s : 1: py_interpret_to_execute 79.54% : 0.057109s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000017s : 1: remove_dup_value 0.45% : 0.000323s : 1: renormalize.infer 0.35% : 0.000254s : 1: renormalize.specialize 0.01% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.28% : 0.000201s : 1: rewriter_after_opt_a 0.11% : 0.000075s : 1: rewriter_before_opt_a 0.10% : 0.000072s : 1: symbol_engine_optimizer 5.43% : 0.003896s : 1: type_inference TotalTime = 0.0657008, [31] [bootstrap]: 0.00034348 [type_inference]: 0.00388839 [event_method]: 1.348e-05 [auto_monad]: 6.308e-05 [graph_reusing]: 3.212e-05 [pre_auto_parallel]: 2.41e-06 [py_interpret_to_execute]: 2.544e-05 [rewriter_before_opt_a]: 4.509e-05 [expand_dump_flag]: 2.80997e-06 [jit_opt_a]: 0.00561293, [2] [Cycle 1]: 0.00151906, [27] [switch_simplify]: 4.26e-05 [loop_unroll]: 1.494e-05 [a_1]: 0.00032652 [with_stream_mark]: 3.052e-05 [recompute_prepare]: 8.36002e-06 [updatestate_depend_eliminate]: 4.47e-06 [updatestate_assign_eliminate]: 3.09001e-06 [updatestate_loads_eliminate]: 2.88e-06 [parameter_eliminate]: 2.07001e-06 [specialize_transform]: 6.87002e-06 [updatestate_useless_node_eliminater]: 5.74e-06 [accelerated_algorithm]: 5.83002e-06 [meta_shard_fg_expand]: 2.43002e-06 [get_grad_eliminate_]: 5.29998e-06 [merge_forward]: 4.3e-06 [cell_reuse_recompute_pass]: 1.17e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.552e-05 [j_node_and_user_rematch]: 9.79e-06 [meta_fg_expand]: 2.43998e-06 [replace_old_param]: 9.17001e-06 [inline_without_move]: 5.57999e-06 [renormalize]: 0.00071696 [add_forward_monad_depend]: 6.01e-06 [auto_monad_grad]: 2.45002e-06 [auto_monad_eliminator]: 1.623e-05 [cse]: 3.183e-05 [replace_applicator]: 1.442e-05 [Cycle 2]: 0.00034746, [27] [switch_simplify]: 6.11e-06 [loop_unroll]: 5.22999e-06 [a_1]: 0.00010322 [with_stream_mark]: 1.215e-05 [recompute_prepare]: 4.81002e-06 [updatestate_depend_eliminate]: 3.26001e-06 [updatestate_assign_eliminate]: 2.76999e-06 [updatestate_loads_eliminate]: 2.21998e-06 [parameter_eliminate]: 1.10001e-06 [specialize_transform]: 5.61998e-06 [updatestate_useless_node_eliminater]: 4.71002e-06 [accelerated_algorithm]: 4.87e-06 [meta_shard_fg_expand]: 1.32999e-06 [get_grad_eliminate_]: 4.47e-06 [merge_forward]: 3.79002e-06 [cell_reuse_recompute_pass]: 2.00002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.148e-05 [j_node_and_user_rematch]: 8.27998e-06 [meta_fg_expand]: 1.74e-06 [replace_old_param]: 8.55999e-06 [inline_without_move]: 4.57e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 1.40999e-06 [auto_monad_grad]: 1.29e-06 [auto_monad_eliminator]: 8.05e-06 [cse]: 1.333e-05 [replace_applicator]: 5.76e-06 [py_interpret_to_execute_after_opt_a]: 1.604e-05 [rewriter_after_opt_a]: 4.126e-05 [convert_after_rewriter]: 1.051e-05 [order_py_execute_after_rewriter]: 5.32999e-06 [mutable_eliminate]: 0.0527421 [jit_opt_b]: 0.00011809, [1] [Cycle 1]: 0.00010243, [2] [frontend_op_eliminate]: 4.574e-05 [inline_after_opt_a]: 2.322e-05 [cconv]: 4.76e-05 [loop_unroll]: 0.00076384 [jit_opt_after_cconv]: 0.00020545, [1] [Cycle 1]: 0.00019619, [11] [c_1]: 2.459e-05 [parameter_eliminate]: 6.53e-06 [updatestate_depend_eliminate]: 1.385e-05 [updatestate_assign_eliminate]: 3.68e-06 [updatestate_loads_eliminate]: 3.06999e-06 [cse]: 4.567e-05 [call_graph_tuple_transform]: 2.866e-05 [tuple_list_get_item_eliminator]: 6.24999e-06 [none_parameter_eliminate]: 2.21e-06 [renormalize]: 6.80011e-07 [switch_simplify]: 6.63e-06 [remove_dup_value]: 1.861e-05 [partial_unused_args_eliminate]: 3.09001e-06 [environ_conv]: 7.21001e-06 [add_recomputation]: 6.32e-05 [cse_after_recomputation]: 0.00063245, [1] [Cycle 1]: 0.00062296, [1] [cse]: 1.167e-05 [auto_monad_reorder]: 2.185e-05 [get_jit_bprop_graph]: 2.53e-06 [rewriter_after_jit_bprop_graph]: 1.112e-05 [opt_after_jit_grad]: 0.00057242 [symbol_engine_optimizer]: 8.12e-05, [1] [Cycle 1]: 7.313e-05, [6] [build]: 5.82001e-06 [elim_shapecalc]: 8.55001e-06 [elim_not_effective]: 1.531e-05 [opt_reshape]: 5.66e-06 [fold_const_symbol]: 8.82999e-06 [renormalize]: 5.3001e-07 [process_offload_annotation]: 1.13e-05 [validate]: 4.761e-05 Sums bootstrap : 0.000343s : 0.57% type_inference : 0.003888s : 6.42% event_method : 0.000013s : 0.02% auto_monad : 0.000063s : 0.10% graph_reusing : 0.000032s : 0.05% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000025s : 0.04% rewriter_before_opt_a : 0.000045s : 0.07% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000049s : 0.08% jit_opt_a.loop_unroll : 0.000020s : 0.03% jit_opt_a.a_1 : 0.000430s : 0.71% jit_opt_a.with_stream_mark : 0.000043s : 0.07% jit_opt_a.recompute_prepare : 0.000013s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.01% jit_opt_a.parameter_eliminate : 0.000003s : 0.01% jit_opt_a.specialize_transform : 0.000012s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.02% jit_opt_a.accelerated_algorithm : 0.000011s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.01% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.02% jit_opt_a.merge_forward : 0.000008s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.01% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000027s : 0.04% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.03% jit_opt_a.meta_fg_expand : 0.000004s : 0.01% jit_opt_a.replace_old_param : 0.000018s : 0.03% jit_opt_a.inline_without_move : 0.000010s : 0.02% jit_opt_a.renormalize : 0.000717s : 1.18% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.01% jit_opt_a.auto_monad_eliminator : 0.000024s : 0.04% jit_opt_a.cse : 0.000045s : 0.07% jit_opt_a.replace_applicator : 0.000020s : 0.03% py_interpret_to_execute_after_opt_a : 0.000016s : 0.03% rewriter_after_opt_a : 0.000041s : 0.07% convert_after_rewriter : 0.000011s : 0.02% order_py_execute_after_rewriter : 0.000005s : 0.01% mutable_eliminate : 0.052742s : 87.03% jit_opt_b.frontend_op_eliminate : 0.000046s : 0.08% jit_opt_b.inline_after_opt_a : 0.000023s : 0.04% cconv : 0.000048s : 0.08% loop_unroll : 0.000764s : 1.26% jit_opt_after_cconv.c_1 : 0.000025s : 0.04% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.02% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.01% jit_opt_after_cconv.cse : 0.000046s : 0.08% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.05% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000007s : 0.01% remove_dup_value : 0.000019s : 0.03% partial_unused_args_eliminate : 0.000003s : 0.01% environ_conv : 0.000007s : 0.01% add_recomputation : 0.000063s : 0.10% cse_after_recomputation.cse : 0.000012s : 0.02% auto_monad_reorder : 0.000022s : 0.04% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000011s : 0.02% opt_after_jit_grad : 0.000572s : 0.94% symbol_engine_optimizer.build : 0.000006s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.03% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000011s : 0.02% validate : 0.000048s : 0.08% Time group info: ------[substitution.] 0.000166 21 13.88% : 0.000023s : 2: substitution.cast_eliminate 1.33% : 0.000002s : 2: substitution.elim_not_effective 0.77% : 0.000001s : 2: substitution.fold_const_symbol 4.06% : 0.000007s : 3: substitution.graph_param_transform 71.81% : 0.000119s : 2: substitution.inline 2.52% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.69% : 0.000004s : 4: substitution.remove_not_recompute_node 2.94% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003826 2 87.44% : 0.003346s : 1: type_inference.infer 12.56% : 0.000481s : 1: type_inference.specialize ------[replace.] 0.000027 2 100.00% : 0.000027s : 2: replace.inline ------[match.] 0.000118 2 100.00% : 0.000118s : 2: match.inline ------[predicate.] 0.000104 489 0.91% : 0.000001s : 7: predicate.accumulaten_eliminater 1.90% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.81% : 0.000001s : 7: predicate.addn_check_dump 1.43% : 0.000001s : 7: predicate.addn_zero_filter 1.49% : 0.000002s : 7: predicate.arithmetic_simplify 1.25% : 0.000001s : 7: predicate.cast_eliminate 1.09% : 0.000001s : 3: predicate.check_bprop_eliminate 1.23% : 0.000001s : 7: predicate.compare_switch_simplify 0.99% : 0.000001s : 7: predicate.depend_value_elim 0.82% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 0.99% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.87% : 0.000001s : 7: predicate.dict_set_item_eliminator 2.29% : 0.000002s : 3: predicate.dumpgradient_eliminate 0.53% : 0.000001s : 3: predicate.elim_not_effective 1.05% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.90% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.96% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.82% : 0.000001s : 7: predicate.environ_get_depend_swap 1.02% : 0.000001s : 7: predicate.environ_get_eliminate 0.82% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.26% : 0.000000s : 3: predicate.fold_const_symbol 1.05% : 0.000001s : 6: predicate.get_grad_eliminate 0.55% : 0.000001s : 3: predicate.graph_param_transform 7.61% : 0.000008s : 15: predicate.inline 0.96% : 0.000001s : 6: predicate.inline_without_move 0.40% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.31% : 0.000001s : 6: predicate.less_batch_normalization 0.92% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.38% : 0.000001s : 10: predicate.load_eliminater 2.59% : 0.000003s : 3: predicate.loop_unroll_after_grad 2.50% : 0.000003s : 16: predicate.loop_unroll_before_grad 2.03% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.34% : 0.000001s : 7: predicate.merge_addn 0.80% : 0.000001s : 7: predicate.minmaximum_grad 3.07% : 0.000003s : 3: predicate.mutable_eliminate 0.57% : 0.000001s : 3: predicate.opt_reshape 2.04% : 0.000002s : 10: predicate.partial_eliminate 0.90% : 0.000001s : 7: predicate.print_const_string_wrapper 1.19% : 0.000001s : 7: predicate.reduce_eliminate 1.09% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.60% : 0.000001s : 6: predicate.remove_not_recompute_node 1.44% : 0.000001s : 13: predicate.replace_applicator 0.86% : 0.000001s : 6: predicate.replace_old_param 1.06% : 0.000001s : 3: predicate.reset_defer_inline 0.93% : 0.000001s : 7: predicate.reshape_eliminate 1.31% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.70% : 0.000002s : 3: predicate.row_tensor_eliminate 1.02% : 0.000001s : 7: predicate.same_eliminate 0.56% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.23% : 0.000001s : 6: predicate.special_op_eliminate 1.21% : 0.000001s : 6: predicate.specialize_transform 0.94% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.13% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.64% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.30% : 0.000001s : 9: predicate.switch_defer_inline 1.25% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.47% : 0.000007s : 28: predicate.switch_simplify 0.87% : 0.000001s : 7: predicate.tile_eliminate 0.92% : 0.000001s : 7: predicate.transpose_eliminate 0.98% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.12% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.12% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.04% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 0.94% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.38% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.16% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.31% : 0.000001s : 7: predicate.value_based_eliminate 0.46% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 5.32% : 0.000006s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000313 6 34.55% : 0.000108s : 2: func_graph_cloner_run.FuncGraphClonerGraph 65.45% : 0.000205s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.067129 73 0.10% : 0.000066s : 1: add_recomputation 0.10% : 0.000067s : 1: auto_monad 0.04% : 0.000025s : 1: auto_monad_reorder 0.55% : 0.000370s : 1: bootstrap 0.08% : 0.000051s : 1: cconv 0.02% : 0.000013s : 1: convert_after_rewriter 0.95% : 0.000635s : 1: cse_after_recomputation 0.01% : 0.000009s : 1: environ_conv 0.03% : 0.000018s : 1: event_method 0.01% : 0.000005s : 1: expand_dump_flag 0.01% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000035s : 1: graph_reusing 8.37% : 0.005617s : 1: jit_opt_a 0.31% : 0.000209s : 1: jit_opt_after_cconv 0.18% : 0.000124s : 1: jit_opt_b 1.16% : 0.000777s : 1: loop_unroll 78.62% : 0.052780s : 1: mutable_eliminate 0.92% : 0.000618s : 26: opt.transform.jit_opt_a 0.09% : 0.000063s : 4: opt.transform.jit_opt_after_cconv 0.08% : 0.000055s : 4: opt.transform.jit_opt_b 0.03% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.03% : 0.000019s : 1: opt.transform.mutable_eliminate 0.04% : 0.000028s : 1: opt.transform.opt_after_jit_grad 0.05% : 0.000035s : 4: opt.transform.symbol_engine_opt 0.87% : 0.000584s : 1: opt_after_jit_grad 0.01% : 0.000007s : 1: order_py_execute_after_rewriter 0.01% : 0.000005s : 1: partial_unused_args_eliminate 0.01% : 0.000005s : 1: pre_auto_parallel 0.02% : 0.000013s : 1: process_offload_annotation 0.04% : 0.000028s : 1: py_interpret_to_execute 0.03% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.03% : 0.000021s : 1: remove_dup_value 0.62% : 0.000417s : 1: renormalize.infer 0.43% : 0.000291s : 1: renormalize.specialize 0.02% : 0.000013s : 1: rewriter_after_jit_bprop_graph 0.07% : 0.000044s : 1: rewriter_after_opt_a 0.07% : 0.000048s : 1: rewriter_before_opt_a 0.12% : 0.000084s : 1: symbol_engine_optimizer 5.82% : 0.003906s : 1: type_inference TotalTime = 0.026205, [31] [bootstrap]: 0.00032672 [type_inference]: 0.00396546 [event_method]: 1.542e-05 [auto_monad]: 5.691e-05 [graph_reusing]: 5.87001e-06 [pre_auto_parallel]: 2.30002e-06 [py_interpret_to_execute]: 2.527e-05 [rewriter_before_opt_a]: 6.758e-05 [expand_dump_flag]: 2.91999e-06 [jit_opt_a]: 0.0190286, [2] [Cycle 1]: 0.00190114, [27] [switch_simplify]: 4.034e-05 [loop_unroll]: 1.511e-05 [a_1]: 0.00031512 [with_stream_mark]: 2.816e-05 [recompute_prepare]: 7.36001e-06 [updatestate_depend_eliminate]: 1.395e-05 [updatestate_assign_eliminate]: 3.17002e-06 [updatestate_loads_eliminate]: 3.03e-06 [parameter_eliminate]: 1.95001e-06 [specialize_transform]: 7.01999e-06 [updatestate_useless_node_eliminater]: 5.35001e-06 [accelerated_algorithm]: 5.96998e-06 [meta_shard_fg_expand]: 2.27999e-06 [get_grad_eliminate_]: 5.31002e-06 [merge_forward]: 3.97998e-06 [cell_reuse_recompute_pass]: 1.52999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.533e-05 [j_node_and_user_rematch]: 1.067e-05 [meta_fg_expand]: 2.38998e-06 [replace_old_param]: 1.045e-05 [inline_without_move]: 5.40999e-06 [renormalize]: 0.00113147 [add_forward_monad_depend]: 7.28999e-06 [auto_monad_grad]: 2.81999e-06 [auto_monad_eliminator]: 1.89e-05 [cse]: 3.131e-05 [replace_applicator]: 1.725e-05 [Cycle 2]: 0.0132941, [27] [switch_simplify]: 6.07001e-06 [loop_unroll]: 5.32001e-06 [a_1]: 0.0129062 [with_stream_mark]: 3.558e-05 [recompute_prepare]: 1.21e-05 [updatestate_depend_eliminate]: 4.03001e-06 [updatestate_assign_eliminate]: 3.38e-06 [updatestate_loads_eliminate]: 3.06999e-06 [parameter_eliminate]: 2.33998e-06 [specialize_transform]: 5.99999e-06 [updatestate_useless_node_eliminater]: 5.52999e-06 [accelerated_algorithm]: 5.59e-06 [meta_shard_fg_expand]: 3.35e-06 [get_grad_eliminate_]: 5.42999e-06 [merge_forward]: 5.32999e-06 [cell_reuse_recompute_pass]: 3.49001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.472e-05 [j_node_and_user_rematch]: 8.77e-06 [meta_fg_expand]: 3.07002e-06 [replace_old_param]: 1.092e-05 [inline_without_move]: 5.02e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 4.56002e-06 [auto_monad_grad]: 3.38e-06 [auto_monad_eliminator]: 1.798e-05 [cse]: 3.946e-05 [replace_applicator]: 5.92999e-06 [py_interpret_to_execute_after_opt_a]: 2.311e-05 [rewriter_after_opt_a]: 5.761e-05 [convert_after_rewriter]: 7.35e-06 [order_py_execute_after_rewriter]: 5.22e-06 [mutable_eliminate]: 0.00076237 [jit_opt_b]: 5.819e-05, [1] [Cycle 1]: 4.785e-05, [2] [frontend_op_eliminate]: 1.71e-05 [inline_after_opt_a]: 1.76e-05 [cconv]: 4.099e-05 [loop_unroll]: 0.00048016 [jit_opt_after_cconv]: 0.00017802, [1] [Cycle 1]: 0.00017066, [11] [c_1]: 2.328e-05 [parameter_eliminate]: 5.14998e-06 [updatestate_depend_eliminate]: 1.122e-05 [updatestate_assign_eliminate]: 2.97002e-06 [updatestate_loads_eliminate]: 2.73998e-06 [cse]: 3.49e-05 [call_graph_tuple_transform]: 2.609e-05 [tuple_list_get_item_eliminator]: 5.76998e-06 [none_parameter_eliminate]: 1.47001e-06 [renormalize]: 9.70002e-07 [switch_simplify]: 5.52001e-06 [remove_dup_value]: 1.79e-05 [partial_unused_args_eliminate]: 2.48e-06 [environ_conv]: 6.68e-06 [add_recomputation]: 5.901e-05 [cse_after_recomputation]: 2.306e-05, [1] [Cycle 1]: 1.664e-05, [1] [cse]: 1.071e-05 [auto_monad_reorder]: 1.611e-05 [get_jit_bprop_graph]: 2.09999e-06 [rewriter_after_jit_bprop_graph]: 8.70001e-06 [opt_after_jit_grad]: 0.0006065 [symbol_engine_optimizer]: 8.191e-05, [1] [Cycle 1]: 7.356e-05, [6] [build]: 5.59e-06 [elim_shapecalc]: 9.22999e-06 [elim_not_effective]: 1.478e-05 [opt_reshape]: 6.38e-06 [fold_const_symbol]: 8.96998e-06 [renormalize]: 5.8001e-07 [process_offload_annotation]: 1.118e-05 [validate]: 4.758e-05 Sums bootstrap : 0.000327s : 1.51% type_inference : 0.003965s : 18.30% event_method : 0.000015s : 0.07% auto_monad : 0.000057s : 0.26% graph_reusing : 0.000006s : 0.03% pre_auto_parallel : 0.000002s : 0.01% py_interpret_to_execute : 0.000025s : 0.12% rewriter_before_opt_a : 0.000068s : 0.31% expand_dump_flag : 0.000003s : 0.01% jit_opt_a.switch_simplify : 0.000046s : 0.21% jit_opt_a.loop_unroll : 0.000020s : 0.09% jit_opt_a.a_1 : 0.013221s : 61.00% jit_opt_a.with_stream_mark : 0.000064s : 0.29% jit_opt_a.recompute_prepare : 0.000019s : 0.09% jit_opt_a.updatestate_depend_eliminate : 0.000018s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.03% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.03% jit_opt_a.parameter_eliminate : 0.000004s : 0.02% jit_opt_a.specialize_transform : 0.000013s : 0.06% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.05% jit_opt_a.accelerated_algorithm : 0.000012s : 0.05% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.03% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.05% jit_opt_a.merge_forward : 0.000009s : 0.04% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.02% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000030s : 0.14% jit_opt_a.j_node_and_user_rematch : 0.000019s : 0.09% jit_opt_a.meta_fg_expand : 0.000005s : 0.03% jit_opt_a.replace_old_param : 0.000021s : 0.10% jit_opt_a.inline_without_move : 0.000010s : 0.05% jit_opt_a.renormalize : 0.001132s : 5.22% jit_opt_a.add_forward_monad_depend : 0.000012s : 0.05% jit_opt_a.auto_monad_grad : 0.000006s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000037s : 0.17% jit_opt_a.cse : 0.000071s : 0.33% jit_opt_a.replace_applicator : 0.000023s : 0.11% py_interpret_to_execute_after_opt_a : 0.000023s : 0.11% rewriter_after_opt_a : 0.000058s : 0.27% convert_after_rewriter : 0.000007s : 0.03% order_py_execute_after_rewriter : 0.000005s : 0.02% mutable_eliminate : 0.000762s : 3.52% jit_opt_b.frontend_op_eliminate : 0.000017s : 0.08% jit_opt_b.inline_after_opt_a : 0.000018s : 0.08% cconv : 0.000041s : 0.19% loop_unroll : 0.000480s : 2.22% jit_opt_after_cconv.c_1 : 0.000023s : 0.11% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.02% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.05% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.01% jit_opt_after_cconv.cse : 0.000035s : 0.16% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.12% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.03% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.01% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.03% remove_dup_value : 0.000018s : 0.08% partial_unused_args_eliminate : 0.000002s : 0.01% environ_conv : 0.000007s : 0.03% add_recomputation : 0.000059s : 0.27% cse_after_recomputation.cse : 0.000011s : 0.05% auto_monad_reorder : 0.000016s : 0.07% get_jit_bprop_graph : 0.000002s : 0.01% rewriter_after_jit_bprop_graph : 0.000009s : 0.04% opt_after_jit_grad : 0.000607s : 2.80% symbol_engine_optimizer.build : 0.000006s : 0.03% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.04% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.07% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.03% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.04% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000011s : 0.05% validate : 0.000048s : 0.22% Time group info: ------[substitution.] 0.000180 21 21.50% : 0.000039s : 2: substitution.cast_eliminate 1.48% : 0.000003s : 2: substitution.elim_not_effective 0.75% : 0.000001s : 2: substitution.fold_const_symbol 3.81% : 0.000007s : 3: substitution.graph_param_transform 62.70% : 0.000113s : 2: substitution.inline 2.85% : 0.000005s : 4: substitution.j_node_and_user_rematch 2.69% : 0.000005s : 4: substitution.remove_not_recompute_node 4.23% : 0.000008s : 2: substitution.replace_old_param ------[type_inference.] 0.003903 2 87.07% : 0.003398s : 1: type_inference.infer 12.93% : 0.000505s : 1: type_inference.specialize ------[replace.] 0.000026 2 100.00% : 0.000026s : 2: replace.inline ------[match.] 0.000111 2 100.00% : 0.000111s : 2: match.inline ------[predicate.] 0.000131 489 1.29% : 0.000002s : 7: predicate.accumulaten_eliminater 1.62% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.69% : 0.000001s : 7: predicate.addn_check_dump 0.87% : 0.000001s : 7: predicate.addn_zero_filter 1.82% : 0.000002s : 7: predicate.arithmetic_simplify 1.38% : 0.000002s : 7: predicate.cast_eliminate 0.37% : 0.000000s : 3: predicate.check_bprop_eliminate 1.21% : 0.000002s : 7: predicate.compare_switch_simplify 1.90% : 0.000002s : 7: predicate.depend_value_elim 0.92% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 0.92% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.11% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.14% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.27% : 0.000000s : 3: predicate.elim_not_effective 0.69% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.82% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.69% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.93% : 0.000001s : 7: predicate.environ_get_depend_swap 0.94% : 0.000001s : 7: predicate.environ_get_eliminate 0.98% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.19% : 0.000000s : 3: predicate.fold_const_symbol 0.95% : 0.000001s : 6: predicate.get_grad_eliminate 0.21% : 0.000000s : 3: predicate.graph_param_transform 4.10% : 0.000005s : 15: predicate.inline 0.84% : 0.000001s : 6: predicate.inline_without_move 0.33% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.55% : 0.000002s : 6: predicate.less_batch_normalization 1.18% : 0.000002s : 7: predicate.list_to_tuple_eliminator_ 1.58% : 0.000002s : 10: predicate.load_eliminater 13.35% : 0.000017s : 3: predicate.loop_unroll_after_grad 1.93% : 0.000003s : 16: predicate.loop_unroll_before_grad 1.76% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.02% : 0.000001s : 7: predicate.merge_addn 0.74% : 0.000001s : 7: predicate.minmaximum_grad 2.17% : 0.000003s : 3: predicate.mutable_eliminate 0.66% : 0.000001s : 3: predicate.opt_reshape 2.85% : 0.000004s : 10: predicate.partial_eliminate 0.88% : 0.000001s : 7: predicate.print_const_string_wrapper 1.41% : 0.000002s : 7: predicate.reduce_eliminate 1.31% : 0.000002s : 7: predicate.redundant_stop_gradient_eliminater 0.50% : 0.000001s : 6: predicate.remove_not_recompute_node 1.83% : 0.000002s : 13: predicate.replace_applicator 0.81% : 0.000001s : 6: predicate.replace_old_param 0.45% : 0.000001s : 3: predicate.reset_defer_inline 1.21% : 0.000002s : 7: predicate.reshape_eliminate 0.89% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.61% : 0.000001s : 3: predicate.row_tensor_eliminate 0.84% : 0.000001s : 7: predicate.same_eliminate 0.51% : 0.000001s : 6: predicate.set_cell_output_no_recompute 0.99% : 0.000001s : 6: predicate.special_op_eliminate 1.06% : 0.000001s : 6: predicate.specialize_transform 0.99% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 0.97% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.50% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.40% : 0.000002s : 9: predicate.switch_defer_inline 1.38% : 0.000002s : 9: predicate.switch_layer_defer_inline 4.97% : 0.000007s : 28: predicate.switch_simplify 0.82% : 0.000001s : 7: predicate.tile_eliminate 0.87% : 0.000001s : 7: predicate.transpose_eliminate 1.18% : 0.000002s : 7: predicate.tuple_list_convert_item_index_to_positive 0.80% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.94% : 0.000005s : 13: predicate.tuple_list_get_item_eliminator 1.24% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 0.98% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.07% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 7.03% : 0.000009s : 16: predicate.updatestate_useless_node_eliminater 1.12% : 0.000001s : 7: predicate.value_based_eliminate 0.63% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 0.79% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000336 6 31.20% : 0.000105s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.80% : 0.000231s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.040837 73 0.15% : 0.000062s : 1: add_recomputation 0.15% : 0.000061s : 1: auto_monad 0.05% : 0.000018s : 1: auto_monad_reorder 0.85% : 0.000347s : 1: bootstrap 0.11% : 0.000044s : 1: cconv 0.02% : 0.000010s : 1: convert_after_rewriter 0.06% : 0.000025s : 1: cse_after_recomputation 0.02% : 0.000009s : 1: environ_conv 0.05% : 0.000020s : 1: event_method 0.01% : 0.000005s : 1: expand_dump_flag 0.01% : 0.000004s : 1: get_jit_bprop_graph 0.02% : 0.000008s : 1: graph_reusing 46.61% : 0.019033s : 1: jit_opt_a 0.44% : 0.000181s : 1: jit_opt_after_cconv 0.15% : 0.000062s : 1: jit_opt_b 1.20% : 0.000492s : 1: loop_unroll 1.89% : 0.000774s : 1: mutable_eliminate 32.87% : 0.013421s : 26: opt.transform.jit_opt_a 0.14% : 0.000057s : 4: opt.transform.jit_opt_after_cconv 0.07% : 0.000027s : 4: opt.transform.jit_opt_b 0.08% : 0.000032s : 1: opt.transform.loop_unroll_optimizer 0.05% : 0.000019s : 1: opt.transform.mutable_eliminate 0.07% : 0.000028s : 1: opt.transform.opt_after_jit_grad 0.09% : 0.000036s : 4: opt.transform.symbol_engine_opt 1.52% : 0.000620s : 1: opt_after_jit_grad 0.02% : 0.000007s : 1: order_py_execute_after_rewriter 0.01% : 0.000004s : 1: partial_unused_args_eliminate 0.01% : 0.000006s : 1: pre_auto_parallel 0.03% : 0.000014s : 1: process_offload_annotation 0.07% : 0.000028s : 1: py_interpret_to_execute 0.06% : 0.000025s : 1: py_interpret_to_execute_after_opt_a 0.05% : 0.000020s : 1: remove_dup_value 1.60% : 0.000655s : 1: renormalize.infer 1.14% : 0.000466s : 1: renormalize.specialize 0.03% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.15% : 0.000061s : 1: rewriter_after_opt_a 0.17% : 0.000071s : 1: rewriter_before_opt_a 0.21% : 0.000085s : 1: symbol_engine_optimizer 9.77% : 0.003988s : 1: type_inference TotalTime = 0.945942, [31] [bootstrap]: 0.00319732 [type_inference]: 0.342668 [event_method]: 1.875e-05 [auto_monad]: 0.00056672 [graph_reusing]: 1.107e-05 [pre_auto_parallel]: 6.14999e-06 [py_interpret_to_execute]: 3.882e-05 [rewriter_before_opt_a]: 5.075e-05 [expand_dump_flag]: 2.89999e-06 [jit_opt_a]: 0.594884, [2] [Cycle 1]: 0.23794, [27] [switch_simplify]: 4.659e-05 [loop_unroll]: 1.592e-05 [a_1]: 0.00108638 [with_stream_mark]: 3.039e-05 [recompute_prepare]: 7.44002e-06 [updatestate_depend_eliminate]: 4.60001e-06 [updatestate_assign_eliminate]: 3.15998e-06 [updatestate_loads_eliminate]: 2.98998e-06 [parameter_eliminate]: 1.96998e-06 [specialize_transform]: 6.21e-06 [updatestate_useless_node_eliminater]: 5.24e-06 [accelerated_algorithm]: 5.55001e-06 [meta_shard_fg_expand]: 2.31e-06 [get_grad_eliminate_]: 5.14e-06 [merge_forward]: 3.78001e-06 [cell_reuse_recompute_pass]: 1.22e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.533e-05 [j_node_and_user_rematch]: 9.47999e-06 [meta_fg_expand]: 2.40002e-06 [replace_old_param]: 9.82001e-06 [inline_without_move]: 5.82001e-06 [renormalize]: 0.236103 [add_forward_monad_depend]: 0.00020354 [auto_monad_grad]: 2.44001e-06 [auto_monad_eliminator]: 2.691e-05 [cse]: 3.609e-05 [replace_applicator]: 2.755e-05 [Cycle 2]: 0.00038638, [27] [switch_simplify]: 6.81999e-06 [loop_unroll]: 5.46e-06 [a_1]: 0.0001216 [with_stream_mark]: 1.792e-05 [recompute_prepare]: 5.17e-06 [updatestate_depend_eliminate]: 3.84002e-06 [updatestate_assign_eliminate]: 3.43e-06 [updatestate_loads_eliminate]: 4.26001e-06 [parameter_eliminate]: 1.82001e-06 [specialize_transform]: 5.22999e-06 [updatestate_useless_node_eliminater]: 4.87e-06 [accelerated_algorithm]: 5.33002e-06 [meta_shard_fg_expand]: 2.04999e-06 [get_grad_eliminate_]: 4.63999e-06 [merge_forward]: 3.89002e-06 [cell_reuse_recompute_pass]: 3.79002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.497e-05 [j_node_and_user_rematch]: 9.10999e-06 [meta_fg_expand]: 2.66e-06 [replace_old_param]: 9.09e-06 [inline_without_move]: 5.16002e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.07998e-06 [auto_monad_grad]: 7.39994e-07 [auto_monad_eliminator]: 6.03002e-06 [cse]: 1.212e-05 [replace_applicator]: 5.79e-06 [py_interpret_to_execute_after_opt_a]: 2.052e-05 [rewriter_after_opt_a]: 3.964e-05 [convert_after_rewriter]: 7.04001e-06 [order_py_execute_after_rewriter]: 5.17e-06 [mutable_eliminate]: 0.00099638 [jit_opt_b]: 0.00021766, [1] [Cycle 1]: 0.00020936, [2] [frontend_op_eliminate]: 0.00017921 [inline_after_opt_a]: 1.679e-05 [cconv]: 2.696e-05 [loop_unroll]: 0.0004131 [jit_opt_after_cconv]: 0.00014803, [1] [Cycle 1]: 0.00014139, [11] [c_1]: 2.125e-05 [parameter_eliminate]: 3.01001e-06 [updatestate_depend_eliminate]: 6.86999e-06 [updatestate_assign_eliminate]: 2.74001e-06 [updatestate_loads_eliminate]: 2.16998e-06 [cse]: 2.215e-05 [call_graph_tuple_transform]: 1.995e-05 [tuple_list_get_item_eliminator]: 5.74999e-06 [none_parameter_eliminate]: 1.72999e-06 [renormalize]: 5.49975e-07 [switch_simplify]: 5.56e-06 [remove_dup_value]: 1.48e-05 [partial_unused_args_eliminate]: 1.99e-06 [environ_conv]: 6.06e-06 [add_recomputation]: 5.358e-05 [cse_after_recomputation]: 2.203e-05, [1] [Cycle 1]: 1.663e-05, [1] [cse]: 1.091e-05 [auto_monad_reorder]: 1.602e-05 [get_jit_bprop_graph]: 2.08998e-06 [rewriter_after_jit_bprop_graph]: 5.62999e-06 [opt_after_jit_grad]: 0.00054072 [symbol_engine_optimizer]: 7.523e-05, [1] [Cycle 1]: 6.809e-05, [6] [build]: 4.62e-06 [elim_shapecalc]: 8.05999e-06 [elim_not_effective]: 1.235e-05 [opt_reshape]: 6.04001e-06 [fold_const_symbol]: 8.46002e-06 [renormalize]: 4.59986e-07 [process_offload_annotation]: 1.129e-05 [validate]: 0.00105533 Sums bootstrap : 0.003197s : 0.54% type_inference : 0.342668s : 58.27% event_method : 0.000019s : 0.00% auto_monad : 0.000567s : 0.10% graph_reusing : 0.000011s : 0.00% pre_auto_parallel : 0.000006s : 0.00% py_interpret_to_execute : 0.000039s : 0.01% rewriter_before_opt_a : 0.000051s : 0.01% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000053s : 0.01% jit_opt_a.loop_unroll : 0.000021s : 0.00% jit_opt_a.a_1 : 0.001208s : 0.21% jit_opt_a.with_stream_mark : 0.000048s : 0.01% jit_opt_a.recompute_prepare : 0.000013s : 0.00% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000007s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000011s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.00% jit_opt_a.accelerated_algorithm : 0.000011s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.00% jit_opt_a.merge_forward : 0.000008s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000030s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000019s : 0.00% jit_opt_a.meta_fg_expand : 0.000005s : 0.00% jit_opt_a.replace_old_param : 0.000019s : 0.00% jit_opt_a.inline_without_move : 0.000011s : 0.00% jit_opt_a.renormalize : 0.236103s : 40.15% jit_opt_a.add_forward_monad_depend : 0.000205s : 0.03% jit_opt_a.auto_monad_grad : 0.000003s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000033s : 0.01% jit_opt_a.cse : 0.000048s : 0.01% jit_opt_a.replace_applicator : 0.000033s : 0.01% py_interpret_to_execute_after_opt_a : 0.000021s : 0.00% rewriter_after_opt_a : 0.000040s : 0.01% convert_after_rewriter : 0.000007s : 0.00% order_py_execute_after_rewriter : 0.000005s : 0.00% mutable_eliminate : 0.000996s : 0.17% jit_opt_b.frontend_op_eliminate : 0.000179s : 0.03% jit_opt_b.inline_after_opt_a : 0.000017s : 0.00% cconv : 0.000027s : 0.00% loop_unroll : 0.000413s : 0.07% jit_opt_after_cconv.c_1 : 0.000021s : 0.00% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.cse : 0.000022s : 0.00% jit_opt_after_cconv.call_graph_tuple_transform : 0.000020s : 0.00% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.00% remove_dup_value : 0.000015s : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000006s : 0.00% add_recomputation : 0.000054s : 0.01% cse_after_recomputation.cse : 0.000011s : 0.00% auto_monad_reorder : 0.000016s : 0.00% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000006s : 0.00% opt_after_jit_grad : 0.000541s : 0.09% symbol_engine_optimizer.build : 0.000005s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000008s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000012s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000008s : 0.00% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000011s : 0.00% validate : 0.001055s : 0.18% Time group info: ------[substitution.] 0.000186 21 16.27% : 0.000030s : 2: substitution.cast_eliminate 1.00% : 0.000002s : 2: substitution.elim_not_effective 0.65% : 0.000001s : 2: substitution.fold_const_symbol 2.92% : 0.000005s : 3: substitution.graph_param_transform 70.92% : 0.000132s : 2: substitution.inline 2.31% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.63% : 0.000005s : 4: substitution.remove_not_recompute_node 3.30% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.342579 2 99.79% : 0.341864s : 1: type_inference.infer 0.21% : 0.000715s : 1: type_inference.specialize ------[replace.] 0.000030 2 100.00% : 0.000030s : 2: replace.inline ------[match.] 0.000130 2 100.00% : 0.000130s : 2: match.inline ------[predicate.] 0.000102 489 1.24% : 0.000001s : 7: predicate.accumulaten_eliminater 1.12% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.89% : 0.000001s : 7: predicate.addn_check_dump 1.64% : 0.000002s : 7: predicate.addn_zero_filter 2.42% : 0.000002s : 7: predicate.arithmetic_simplify 1.49% : 0.000002s : 7: predicate.cast_eliminate 0.50% : 0.000001s : 3: predicate.check_bprop_eliminate 1.02% : 0.000001s : 7: predicate.compare_switch_simplify 1.27% : 0.000001s : 7: predicate.depend_value_elim 1.16% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.31% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.09% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.18% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.36% : 0.000000s : 3: predicate.elim_not_effective 0.72% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.37% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.88% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.92% : 0.000001s : 7: predicate.environ_get_depend_swap 1.10% : 0.000001s : 7: predicate.environ_get_eliminate 1.16% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.26% : 0.000000s : 3: predicate.fold_const_symbol 1.23% : 0.000001s : 6: predicate.get_grad_eliminate 0.31% : 0.000000s : 3: predicate.graph_param_transform 6.50% : 0.000007s : 15: predicate.inline 1.30% : 0.000001s : 6: predicate.inline_without_move 0.43% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.84% : 0.000002s : 6: predicate.less_batch_normalization 1.25% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.62% : 0.000002s : 10: predicate.load_eliminater 1.55% : 0.000002s : 3: predicate.loop_unroll_after_grad 3.24% : 0.000003s : 16: predicate.loop_unroll_before_grad 1.84% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.05% : 0.000001s : 7: predicate.merge_addn 0.97% : 0.000001s : 7: predicate.minmaximum_grad 2.06% : 0.000002s : 3: predicate.mutable_eliminate 0.83% : 0.000001s : 3: predicate.opt_reshape 2.10% : 0.000002s : 10: predicate.partial_eliminate 1.05% : 0.000001s : 7: predicate.print_const_string_wrapper 1.42% : 0.000001s : 7: predicate.reduce_eliminate 1.12% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.64% : 0.000001s : 6: predicate.remove_not_recompute_node 1.82% : 0.000002s : 13: predicate.replace_applicator 1.03% : 0.000001s : 6: predicate.replace_old_param 0.43% : 0.000000s : 3: predicate.reset_defer_inline 1.34% : 0.000001s : 7: predicate.reshape_eliminate 1.39% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.88% : 0.000001s : 3: predicate.row_tensor_eliminate 1.60% : 0.000002s : 7: predicate.same_eliminate 0.56% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.14% : 0.000001s : 6: predicate.special_op_eliminate 1.25% : 0.000001s : 6: predicate.specialize_transform 1.29% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.06% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.55% : 0.000001s : 3: predicate.switch_call_monad_eliminater 2.68% : 0.000003s : 9: predicate.switch_defer_inline 2.02% : 0.000002s : 9: predicate.switch_layer_defer_inline 6.60% : 0.000007s : 28: predicate.switch_simplify 1.32% : 0.000001s : 7: predicate.tile_eliminate 1.21% : 0.000001s : 7: predicate.transpose_eliminate 1.15% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.23% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.22% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.32% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.05% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.45% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.05% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.69% : 0.000002s : 7: predicate.value_based_eliminate 0.45% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.77% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000432 6 22.97% : 0.000099s : 2: func_graph_cloner_run.FuncGraphClonerGraph 77.03% : 0.000333s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.182115 73 0.00% : 0.000056s : 1: add_recomputation 0.05% : 0.000574s : 1: auto_monad 0.00% : 0.000019s : 1: auto_monad_reorder 0.28% : 0.003276s : 1: bootstrap 0.00% : 0.000029s : 1: cconv 0.00% : 0.000009s : 1: convert_after_rewriter 0.00% : 0.000024s : 1: cse_after_recomputation 0.00% : 0.000008s : 1: environ_conv 0.00% : 0.000025s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000014s : 1: graph_reusing 50.32% : 0.594888s : 1: jit_opt_a 0.01% : 0.000151s : 1: jit_opt_after_cconv 0.02% : 0.000220s : 1: jit_opt_b 0.04% : 0.000421s : 1: loop_unroll 0.09% : 0.001006s : 1: mutable_eliminate 0.12% : 0.001415s : 26: opt.transform.jit_opt_a 0.00% : 0.000049s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000190s : 4: opt.transform.jit_opt_b 0.00% : 0.000012s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000013s : 1: opt.transform.mutable_eliminate 0.00% : 0.000020s : 1: opt.transform.opt_after_jit_grad 0.00% : 0.000032s : 4: opt.transform.symbol_engine_opt 0.05% : 0.000549s : 1: opt_after_jit_grad 0.00% : 0.000007s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000010s : 1: pre_auto_parallel 0.00% : 0.000013s : 1: process_offload_annotation 0.00% : 0.000043s : 1: py_interpret_to_execute 0.00% : 0.000023s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000017s : 1: remove_dup_value 19.91% : 0.235336s : 1: renormalize.infer 0.06% : 0.000748s : 1: renormalize.specialize 0.00% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.00% : 0.000044s : 1: rewriter_after_opt_a 0.00% : 0.000053s : 1: rewriter_before_opt_a 0.01% : 0.000079s : 1: symbol_engine_optimizer 28.99% : 0.342721s : 1: type_inference TotalTime = 0.215333, [31] [bootstrap]: 0.00035883 [type_inference]: 0.0189132 [event_method]: 1.932e-05 [auto_monad]: 0.00020692 [graph_reusing]: 7.26001e-06 [pre_auto_parallel]: 2.71e-06 [py_interpret_to_execute]: 4.948e-05 [rewriter_before_opt_a]: 8.607e-05 [expand_dump_flag]: 3.26999e-06 [jit_opt_a]: 0.192727, [2] [Cycle 1]: 0.18845, [27] [switch_simplify]: 6.493e-05 [loop_unroll]: 2.615e-05 [a_1]: 0.00069604 [with_stream_mark]: 3.43e-05 [recompute_prepare]: 1.563e-05 [updatestate_depend_eliminate]: 4.97e-05 [updatestate_assign_eliminate]: 6.88e-06 [updatestate_loads_eliminate]: 3.106e-05 [parameter_eliminate]: 2.35002e-06 [specialize_transform]: 1.283e-05 [updatestate_useless_node_eliminater]: 1.482e-05 [accelerated_algorithm]: 9.14e-06 [meta_shard_fg_expand]: 2.84001e-06 [get_grad_eliminate_]: 9.39e-06 [merge_forward]: 6.42001e-06 [cell_reuse_recompute_pass]: 1.32e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.327e-05 [j_node_and_user_rematch]: 1.596e-05 [meta_fg_expand]: 4.05998e-06 [replace_old_param]: 8.12e-06 [inline_without_move]: 8.40001e-06 [renormalize]: 0.186988 [add_forward_monad_depend]: 1.289e-05 [auto_monad_grad]: 3.21001e-06 [auto_monad_eliminator]: 3.654e-05 [cse]: 9.195e-05 [replace_applicator]: 3.357e-05 [Cycle 2]: 0.00059208, [27] [switch_simplify]: 1.017e-05 [loop_unroll]: 8.81997e-06 [a_1]: 0.00022176 [with_stream_mark]: 2.41e-05 [recompute_prepare]: 1.003e-05 [updatestate_depend_eliminate]: 7.66999e-06 [updatestate_assign_eliminate]: 6.47001e-06 [updatestate_loads_eliminate]: 5.64e-06 [parameter_eliminate]: 2.02999e-06 [specialize_transform]: 9.17999e-06 [updatestate_useless_node_eliminater]: 1.273e-05 [accelerated_algorithm]: 9.34e-06 [meta_shard_fg_expand]: 2.84001e-06 [get_grad_eliminate_]: 8.64e-06 [merge_forward]: 6.94999e-06 [cell_reuse_recompute_pass]: 3.68e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.36e-05 [j_node_and_user_rematch]: 1.535e-05 [meta_fg_expand]: 3.73999e-06 [replace_old_param]: 8.30999e-06 [inline_without_move]: 8.87e-06 [renormalize]: 5.9983e-08 [add_forward_monad_depend]: 1.54e-06 [auto_monad_grad]: 1.52999e-06 [auto_monad_eliminator]: 1.445e-05 [cse]: 3.066e-05 [replace_applicator]: 9.89001e-06 [py_interpret_to_execute_after_opt_a]: 2.124e-05 [rewriter_after_opt_a]: 0.00017944 [convert_after_rewriter]: 1.241e-05 [order_py_execute_after_rewriter]: 7.98001e-06 [mutable_eliminate]: 0.00073391 [jit_opt_b]: 7.5e-05, [1] [Cycle 1]: 6.665e-05, [2] [frontend_op_eliminate]: 2.625e-05 [inline_after_opt_a]: 2.757e-05 [cconv]: 3.252e-05 [loop_unroll]: 0.00044001 [jit_opt_after_cconv]: 0.00023784, [1] [Cycle 1]: 0.00023035, [11] [c_1]: 5.843e-05 [parameter_eliminate]: 4.25e-06 [updatestate_depend_eliminate]: 1.123e-05 [updatestate_assign_eliminate]: 6.17999e-06 [updatestate_loads_eliminate]: 5.64998e-06 [cse]: 4.47e-05 [call_graph_tuple_transform]: 2.537e-05 [tuple_list_get_item_eliminator]: 8.94e-06 [none_parameter_eliminate]: 1.64e-06 [renormalize]: 8.40024e-07 [switch_simplify]: 8.97999e-06 [remove_dup_value]: 5.222e-05 [partial_unused_args_eliminate]: 2.24001e-06 [environ_conv]: 7.57998e-06 [add_recomputation]: 8.422e-05 [cse_after_recomputation]: 3.932e-05, [1] [Cycle 1]: 3.219e-05, [1] [cse]: 2.515e-05 [auto_monad_reorder]: 2.917e-05 [get_jit_bprop_graph]: 2.22999e-06 [rewriter_after_jit_bprop_graph]: 6.48e-06 [opt_after_jit_grad]: 0.00056627 [symbol_engine_optimizer]: 9.98e-05, [1] [Cycle 1]: 9.226e-05, [6] [build]: 5.86e-06 [elim_shapecalc]: 1.198e-05 [elim_not_effective]: 2.141e-05 [opt_reshape]: 9.12999e-06 [fold_const_symbol]: 1.494e-05 [renormalize]: 5.09986e-07 [process_offload_annotation]: 1.64e-05 [validate]: 5.986e-05 Sums bootstrap : 0.000359s : 0.17% type_inference : 0.018913s : 8.97% event_method : 0.000019s : 0.01% auto_monad : 0.000207s : 0.10% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000049s : 0.02% rewriter_before_opt_a : 0.000086s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000075s : 0.04% jit_opt_a.loop_unroll : 0.000035s : 0.02% jit_opt_a.a_1 : 0.000918s : 0.44% jit_opt_a.with_stream_mark : 0.000058s : 0.03% jit_opt_a.recompute_prepare : 0.000026s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000057s : 0.03% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000037s : 0.02% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000022s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.01% jit_opt_a.accelerated_algorithm : 0.000018s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000047s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.01% jit_opt_a.meta_fg_expand : 0.000008s : 0.00% jit_opt_a.replace_old_param : 0.000016s : 0.01% jit_opt_a.inline_without_move : 0.000017s : 0.01% jit_opt_a.renormalize : 0.186988s : 88.66% jit_opt_a.add_forward_monad_depend : 0.000014s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000051s : 0.02% jit_opt_a.cse : 0.000123s : 0.06% jit_opt_a.replace_applicator : 0.000043s : 0.02% py_interpret_to_execute_after_opt_a : 0.000021s : 0.01% rewriter_after_opt_a : 0.000179s : 0.09% convert_after_rewriter : 0.000012s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000734s : 0.35% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.01% jit_opt_b.inline_after_opt_a : 0.000028s : 0.01% cconv : 0.000033s : 0.02% loop_unroll : 0.000440s : 0.21% jit_opt_after_cconv.c_1 : 0.000058s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000045s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000025s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000052s : 0.02% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000008s : 0.00% add_recomputation : 0.000084s : 0.04% cse_after_recomputation.cse : 0.000025s : 0.01% auto_monad_reorder : 0.000029s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000006s : 0.00% opt_after_jit_grad : 0.000566s : 0.27% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000021s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000016s : 0.01% validate : 0.000060s : 0.03% Time group info: ------[substitution.] 0.000257 72 6.23% : 0.000016s : 5: substitution.depend_value_elim 1.24% : 0.000003s : 6: substitution.elim_not_effective 0.92% : 0.000002s : 6: substitution.fold_const_symbol 3.04% : 0.000008s : 6: substitution.graph_param_transform 67.83% : 0.000174s : 3: substitution.inline 2.60% : 0.000007s : 12: substitution.j_node_and_user_rematch 3.99% : 0.000010s : 12: substitution.remove_not_recompute_node 6.78% : 0.000017s : 9: substitution.updatestate_pure_node_eliminater 7.37% : 0.000019s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.018852 2 94.74% : 0.017860s : 1: type_inference.infer 5.26% : 0.000992s : 1: type_inference.specialize ------[replace.] 0.000042 3 100.00% : 0.000042s : 3: replace.inline ------[match.] 0.000172 3 100.00% : 0.000172s : 3: match.inline ------[predicate.] 0.000212 1236 1.52% : 0.000003s : 20: predicate.accumulaten_eliminater 1.16% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.35% : 0.000003s : 20: predicate.addn_check_dump 1.37% : 0.000003s : 20: predicate.addn_zero_filter 1.98% : 0.000004s : 20: predicate.arithmetic_simplify 1.39% : 0.000003s : 20: predicate.cast_eliminate 0.49% : 0.000001s : 6: predicate.check_bprop_eliminate 1.33% : 0.000003s : 20: predicate.compare_switch_simplify 1.53% : 0.000003s : 20: predicate.depend_value_elim 1.28% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.44% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.35% : 0.000003s : 20: predicate.dict_set_item_eliminator 0.84% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.25% : 0.000001s : 6: predicate.elim_not_effective 0.63% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.45% : 0.000003s : 20: predicate.environ_add_const_eliminate 1.38% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.40% : 0.000003s : 20: predicate.environ_get_depend_swap 1.67% : 0.000004s : 20: predicate.environ_get_eliminate 1.25% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.22% : 0.000000s : 6: predicate.fold_const_symbol 1.06% : 0.000002s : 12: predicate.get_grad_eliminate 0.44% : 0.000001s : 6: predicate.graph_param_transform 4.90% : 0.000010s : 35: predicate.inline 1.03% : 0.000002s : 12: predicate.inline_without_move 0.38% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.46% : 0.000003s : 12: predicate.less_batch_normalization 1.48% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.83% : 0.000004s : 26: predicate.load_eliminater 1.24% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.05% : 0.000004s : 29: predicate.loop_unroll_before_grad 2.17% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.31% : 0.000003s : 20: predicate.merge_addn 1.41% : 0.000003s : 20: predicate.minmaximum_grad 1.27% : 0.000003s : 6: predicate.mutable_eliminate 0.49% : 0.000001s : 6: predicate.opt_reshape 2.39% : 0.000005s : 26: predicate.partial_eliminate 1.44% : 0.000003s : 20: predicate.print_const_string_wrapper 1.83% : 0.000004s : 20: predicate.reduce_eliminate 1.46% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.69% : 0.000001s : 12: predicate.remove_not_recompute_node 1.61% : 0.000003s : 32: predicate.replace_applicator 0.57% : 0.000001s : 12: predicate.replace_old_param 0.39% : 0.000001s : 6: predicate.reset_defer_inline 1.45% : 0.000003s : 20: predicate.reshape_eliminate 1.52% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.76% : 0.000002s : 6: predicate.row_tensor_eliminate 1.47% : 0.000003s : 20: predicate.same_eliminate 0.65% : 0.000001s : 16: predicate.set_cell_output_no_recompute 0.93% : 0.000002s : 12: predicate.special_op_eliminate 1.21% : 0.000003s : 12: predicate.specialize_transform 1.55% : 0.000003s : 20: predicate.split_environ_get_set_with_tuple_value 1.49% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.50% : 0.000001s : 6: predicate.switch_call_monad_eliminater 2.22% : 0.000005s : 23: predicate.switch_defer_inline 1.59% : 0.000003s : 23: predicate.switch_layer_defer_inline 5.17% : 0.000011s : 58: predicate.switch_simplify 1.46% : 0.000003s : 20: predicate.tile_eliminate 1.38% : 0.000003s : 20: predicate.transpose_eliminate 1.55% : 0.000003s : 20: predicate.tuple_list_convert_item_index_to_positive 1.62% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.57% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.61% : 0.000003s : 20: predicate.tuple_list_set_item_eliminator 1.39% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.90% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.72% : 0.000008s : 38: predicate.updatestate_useless_node_eliminater 1.85% : 0.000004s : 20: predicate.value_based_eliminate 0.46% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.78% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000704 9 44.08% : 0.000310s : 4: func_graph_cloner_run.FuncGraphClonerGraph 55.92% : 0.000394s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.403672 73 0.02% : 0.000087s : 1: add_recomputation 0.05% : 0.000213s : 1: auto_monad 0.01% : 0.000032s : 1: auto_monad_reorder 0.09% : 0.000382s : 1: bootstrap 0.01% : 0.000035s : 1: cconv 0.00% : 0.000016s : 1: convert_after_rewriter 0.01% : 0.000041s : 1: cse_after_recomputation 0.00% : 0.000010s : 1: environ_conv 0.01% : 0.000025s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000010s : 1: graph_reusing 47.74% : 0.192731s : 1: jit_opt_a 0.06% : 0.000242s : 1: jit_opt_after_cconv 0.02% : 0.000078s : 1: jit_opt_b 0.11% : 0.000449s : 1: loop_unroll 0.18% : 0.000744s : 1: mutable_eliminate 0.31% : 0.001259s : 26: opt.transform.jit_opt_a 0.02% : 0.000098s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000046s : 4: opt.transform.jit_opt_b 0.00% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000022s : 1: opt.transform.mutable_eliminate 0.01% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000054s : 4: opt.transform.symbol_engine_opt 0.14% : 0.000575s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.00% : 0.000019s : 1: process_offload_annotation 0.01% : 0.000053s : 1: py_interpret_to_execute 0.01% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000055s : 1: remove_dup_value 46.15% : 0.186304s : 1: renormalize.infer 0.17% : 0.000666s : 1: renormalize.specialize 0.00% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.05% : 0.000184s : 1: rewriter_after_opt_a 0.02% : 0.000090s : 1: rewriter_before_opt_a 0.03% : 0.000103s : 1: symbol_engine_optimizer 4.69% : 0.018937s : 1: type_inference TotalTime = 0.108474, [31] [bootstrap]: 0.00033187 [type_inference]: 0.097723 [event_method]: 1.745e-05 [auto_monad]: 0.00018013 [graph_reusing]: 7.05998e-06 [pre_auto_parallel]: 2.86e-06 [py_interpret_to_execute]: 4.766e-05 [rewriter_before_opt_a]: 9.111e-05 [expand_dump_flag]: 3.18998e-06 [jit_opt_a]: 0.00692187, [2] [Cycle 1]: 0.00280965, [27] [switch_simplify]: 6.07e-05 [loop_unroll]: 2.695e-05 [a_1]: 0.00070827 [with_stream_mark]: 3.311e-05 [recompute_prepare]: 1.641e-05 [updatestate_depend_eliminate]: 4.956e-05 [updatestate_assign_eliminate]: 7.15e-06 [updatestate_loads_eliminate]: 6.46e-06 [parameter_eliminate]: 1.95001e-06 [specialize_transform]: 1.198e-05 [updatestate_useless_node_eliminater]: 1.455e-05 [accelerated_algorithm]: 1.025e-05 [meta_shard_fg_expand]: 2.69999e-06 [get_grad_eliminate_]: 9.92001e-06 [merge_forward]: 7.15e-06 [cell_reuse_recompute_pass]: 1.28002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.543e-05 [j_node_and_user_rematch]: 1.928e-05 [meta_fg_expand]: 4.4e-06 [replace_old_param]: 9.53002e-06 [inline_without_move]: 1.038e-05 [renormalize]: 0.00140737 [add_forward_monad_depend]: 9.37999e-06 [auto_monad_grad]: 3.06999e-06 [auto_monad_eliminator]: 2.991e-05 [cse]: 8.675e-05 [replace_applicator]: 2.594e-05 [Cycle 2]: 0.00064264, [27] [switch_simplify]: 1.105e-05 [loop_unroll]: 9.46e-06 [a_1]: 0.00025066 [with_stream_mark]: 2.029e-05 [recompute_prepare]: 1.05e-05 [updatestate_depend_eliminate]: 8.76002e-06 [updatestate_assign_eliminate]: 6.70002e-06 [updatestate_loads_eliminate]: 6.51999e-06 [parameter_eliminate]: 1.87999e-06 [specialize_transform]: 1.076e-05 [updatestate_useless_node_eliminater]: 1.488e-05 [accelerated_algorithm]: 1.002e-05 [meta_shard_fg_expand]: 2.80002e-06 [get_grad_eliminate_]: 9.58002e-06 [merge_forward]: 6.83e-06 [cell_reuse_recompute_pass]: 2.68e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.408e-05 [j_node_and_user_rematch]: 1.84e-05 [meta_fg_expand]: 3.91999e-06 [replace_old_param]: 9.44e-06 [inline_without_move]: 1.085e-05 [renormalize]: 3.99887e-08 [add_forward_monad_depend]: 1.86e-06 [auto_monad_grad]: 1.60001e-06 [auto_monad_eliminator]: 1.564e-05 [cse]: 3.486e-05 [replace_applicator]: 1.242e-05 [py_interpret_to_execute_after_opt_a]: 1.855e-05 [rewriter_after_opt_a]: 0.00017736 [convert_after_rewriter]: 1.346e-05 [order_py_execute_after_rewriter]: 8.38001e-06 [mutable_eliminate]: 0.00075514 [jit_opt_b]: 8.209e-05, [1] [Cycle 1]: 7.346e-05, [2] [frontend_op_eliminate]: 2.925e-05 [inline_after_opt_a]: 3.12e-05 [cconv]: 3.607e-05 [loop_unroll]: 0.00046976 [jit_opt_after_cconv]: 0.00026831, [1] [Cycle 1]: 0.00026128, [11] [c_1]: 6.59e-05 [parameter_eliminate]: 4.45e-06 [updatestate_depend_eliminate]: 1.356e-05 [updatestate_assign_eliminate]: 7.05e-06 [updatestate_loads_eliminate]: 6.73e-06 [cse]: 5.464e-05 [call_graph_tuple_transform]: 2.865e-05 [tuple_list_get_item_eliminator]: 1.077e-05 [none_parameter_eliminate]: 1.79998e-06 [renormalize]: 9.19972e-07 [switch_simplify]: 1.086e-05 [remove_dup_value]: 5.581e-05 [partial_unused_args_eliminate]: 2.76e-06 [environ_conv]: 8.35999e-06 [add_recomputation]: 9.371e-05 [cse_after_recomputation]: 4.099e-05, [1] [Cycle 1]: 3.414e-05, [1] [cse]: 2.67e-05 [auto_monad_reorder]: 3.258e-05 [get_jit_bprop_graph]: 2.77002e-06 [rewriter_after_jit_bprop_graph]: 7.25e-06 [opt_after_jit_grad]: 0.00061312 [symbol_engine_optimizer]: 0.00011128, [1] [Cycle 1]: 0.00010424, [6] [build]: 6.79999e-06 [elim_shapecalc]: 1.366e-05 [elim_not_effective]: 2.511e-05 [opt_reshape]: 1.121e-05 [fold_const_symbol]: 1.808e-05 [renormalize]: 4.09986e-07 [process_offload_annotation]: 1.82e-05 [validate]: 6.691e-05 Sums bootstrap : 0.000332s : 0.32% type_inference : 0.097723s : 93.72% event_method : 0.000017s : 0.02% auto_monad : 0.000180s : 0.17% graph_reusing : 0.000007s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000048s : 0.05% rewriter_before_opt_a : 0.000091s : 0.09% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000072s : 0.07% jit_opt_a.loop_unroll : 0.000036s : 0.03% jit_opt_a.a_1 : 0.000959s : 0.92% jit_opt_a.with_stream_mark : 0.000053s : 0.05% jit_opt_a.recompute_prepare : 0.000027s : 0.03% jit_opt_a.updatestate_depend_eliminate : 0.000058s : 0.06% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000013s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000023s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000029s : 0.03% jit_opt_a.accelerated_algorithm : 0.000020s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.01% jit_opt_a.get_grad_eliminate_ : 0.000020s : 0.02% jit_opt_a.merge_forward : 0.000014s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000050s : 0.05% jit_opt_a.j_node_and_user_rematch : 0.000038s : 0.04% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000019s : 0.02% jit_opt_a.inline_without_move : 0.000021s : 0.02% jit_opt_a.renormalize : 0.001407s : 1.35% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000046s : 0.04% jit_opt_a.cse : 0.000122s : 0.12% jit_opt_a.replace_applicator : 0.000038s : 0.04% py_interpret_to_execute_after_opt_a : 0.000019s : 0.02% rewriter_after_opt_a : 0.000177s : 0.17% convert_after_rewriter : 0.000013s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000755s : 0.72% jit_opt_b.frontend_op_eliminate : 0.000029s : 0.03% jit_opt_b.inline_after_opt_a : 0.000031s : 0.03% cconv : 0.000036s : 0.03% loop_unroll : 0.000470s : 0.45% jit_opt_after_cconv.c_1 : 0.000066s : 0.06% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.cse : 0.000055s : 0.05% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.03% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000011s : 0.01% remove_dup_value : 0.000056s : 0.05% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000008s : 0.01% add_recomputation : 0.000094s : 0.09% cse_after_recomputation.cse : 0.000027s : 0.03% auto_monad_reorder : 0.000033s : 0.03% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.01% opt_after_jit_grad : 0.000613s : 0.59% symbol_engine_optimizer.build : 0.000007s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000025s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000018s : 0.02% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000018s : 0.02% validate : 0.000067s : 0.06% Time group info: ------[substitution.] 0.000284 81 10.11% : 0.000029s : 2: substitution.cast_eliminate 5.27% : 0.000015s : 5: substitution.depend_value_elim 1.50% : 0.000004s : 7: substitution.elim_not_effective 0.98% : 0.000003s : 7: substitution.fold_const_symbol 3.00% : 0.000009s : 7: substitution.graph_param_transform 60.15% : 0.000171s : 3: substitution.inline 2.56% : 0.000007s : 14: substitution.j_node_and_user_rematch 3.60% : 0.000010s : 14: substitution.remove_not_recompute_node 6.04% : 0.000017s : 9: substitution.updatestate_pure_node_eliminater 6.78% : 0.000019s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.097663 2 99.11% : 0.096793s : 1: type_inference.infer 0.89% : 0.000870s : 1: type_inference.specialize ------[replace.] 0.000041 3 100.00% : 0.000041s : 3: replace.inline ------[match.] 0.000168 3 100.00% : 0.000168s : 3: match.inline ------[predicate.] 0.000223 1331 1.41% : 0.000003s : 21: predicate.accumulaten_eliminater 1.18% : 0.000003s : 7: predicate.ad_related_special_op_eliminate 1.26% : 0.000003s : 21: predicate.addn_check_dump 1.36% : 0.000003s : 21: predicate.addn_zero_filter 1.74% : 0.000004s : 21: predicate.arithmetic_simplify 1.32% : 0.000003s : 21: predicate.cast_eliminate 0.55% : 0.000001s : 7: predicate.check_bprop_eliminate 1.25% : 0.000003s : 21: predicate.compare_switch_simplify 1.67% : 0.000004s : 21: predicate.depend_value_elim 1.30% : 0.000003s : 21: predicate.dict_get_item_const_eliminator 1.50% : 0.000003s : 21: predicate.dict_get_item_eliminator 1.33% : 0.000003s : 21: predicate.dict_set_item_eliminator 1.03% : 0.000002s : 7: predicate.dumpgradient_eliminate 0.27% : 0.000001s : 7: predicate.elim_not_effective 0.68% : 0.000002s : 7: predicate.elim_shapecalc_of_broadcastargs 1.46% : 0.000003s : 21: predicate.environ_add_const_eliminate 1.28% : 0.000003s : 21: predicate.environ_get_add_eliminate 1.29% : 0.000003s : 21: predicate.environ_get_depend_swap 1.32% : 0.000003s : 21: predicate.environ_get_eliminate 1.29% : 0.000003s : 21: predicate.environ_get_set_eliminate 0.24% : 0.000001s : 7: predicate.fold_const_symbol 1.17% : 0.000003s : 14: predicate.get_grad_eliminate 0.36% : 0.000001s : 7: predicate.graph_param_transform 4.83% : 0.000011s : 38: predicate.inline 1.45% : 0.000003s : 14: predicate.inline_without_move 0.43% : 0.000001s : 14: predicate.j_node_and_user_rematch 1.39% : 0.000003s : 14: predicate.less_batch_normalization 1.47% : 0.000003s : 21: predicate.list_to_tuple_eliminator_ 1.88% : 0.000004s : 28: predicate.load_eliminater 1.36% : 0.000003s : 7: predicate.loop_unroll_after_grad 2.05% : 0.000005s : 31: predicate.loop_unroll_before_grad 2.08% : 0.000005s : 28: predicate.make_slice_get_slice_eliminator 1.51% : 0.000003s : 21: predicate.merge_addn 1.33% : 0.000003s : 21: predicate.minmaximum_grad 1.90% : 0.000004s : 7: predicate.mutable_eliminate 0.60% : 0.000001s : 7: predicate.opt_reshape 2.26% : 0.000005s : 28: predicate.partial_eliminate 1.32% : 0.000003s : 21: predicate.print_const_string_wrapper 1.87% : 0.000004s : 21: predicate.reduce_eliminate 1.35% : 0.000003s : 21: predicate.redundant_stop_gradient_eliminater 0.55% : 0.000001s : 14: predicate.remove_not_recompute_node 1.54% : 0.000003s : 35: predicate.replace_applicator 0.66% : 0.000001s : 14: predicate.replace_old_param 0.44% : 0.000001s : 7: predicate.reset_defer_inline 1.62% : 0.000004s : 21: predicate.reshape_eliminate 1.72% : 0.000004s : 21: predicate.row_tensor_add_zeros_like 0.97% : 0.000002s : 7: predicate.row_tensor_eliminate 1.38% : 0.000003s : 21: predicate.same_eliminate 0.61% : 0.000001s : 18: predicate.set_cell_output_no_recompute 0.93% : 0.000002s : 14: predicate.special_op_eliminate 1.39% : 0.000003s : 14: predicate.specialize_transform 1.45% : 0.000003s : 21: predicate.split_environ_get_set_with_tuple_value 1.66% : 0.000004s : 21: predicate.stack_unstack_eliminate 0.64% : 0.000001s : 7: predicate.switch_call_monad_eliminater 1.79% : 0.000004s : 24: predicate.switch_defer_inline 1.62% : 0.000004s : 24: predicate.switch_layer_defer_inline 5.27% : 0.000012s : 62: predicate.switch_simplify 1.31% : 0.000003s : 21: predicate.tile_eliminate 1.33% : 0.000003s : 21: predicate.transpose_eliminate 1.53% : 0.000003s : 21: predicate.tuple_list_convert_item_index_to_positive 1.36% : 0.000003s : 21: predicate.tuple_list_get_item_depend_reorder 3.49% : 0.000008s : 35: predicate.tuple_list_get_item_eliminator 1.57% : 0.000004s : 21: predicate.tuple_list_set_item_eliminator 1.36% : 0.000003s : 21: predicate.tuple_to_list_eliminator_ 1.95% : 0.000004s : 28: predicate.updatestate_pure_node_eliminater 3.41% : 0.000008s : 42: predicate.updatestate_useless_node_eliminater 1.80% : 0.000004s : 21: predicate.value_based_eliminate 0.64% : 0.000001s : 7: predicate.virtual_view_grad_eliminate 0.67% : 0.000001s : 7: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000820 9 39.60% : 0.000325s : 4: func_graph_cloner_run.FuncGraphClonerGraph 60.40% : 0.000495s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.111327 73 0.09% : 0.000097s : 1: add_recomputation 0.17% : 0.000186s : 1: auto_monad 0.03% : 0.000035s : 1: auto_monad_reorder 0.32% : 0.000355s : 1: bootstrap 0.03% : 0.000039s : 1: cconv 0.01% : 0.000016s : 1: convert_after_rewriter 0.04% : 0.000043s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.02% : 0.000023s : 1: event_method 0.01% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000010s : 1: graph_reusing 6.22% : 0.006926s : 1: jit_opt_a 0.24% : 0.000271s : 1: jit_opt_after_cconv 0.08% : 0.000085s : 1: jit_opt_b 0.43% : 0.000479s : 1: loop_unroll 0.69% : 0.000767s : 1: mutable_eliminate 1.18% : 0.001315s : 26: opt.transform.jit_opt_a 0.10% : 0.000112s : 4: opt.transform.jit_opt_after_cconv 0.05% : 0.000053s : 4: opt.transform.jit_opt_b 0.02% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.03% : 0.000028s : 1: opt.transform.mutable_eliminate 0.03% : 0.000038s : 1: opt.transform.opt_after_jit_grad 0.06% : 0.000064s : 4: opt.transform.symbol_engine_opt 0.56% : 0.000624s : 1: opt_after_jit_grad 0.01% : 0.000011s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.02% : 0.000022s : 1: process_offload_annotation 0.05% : 0.000050s : 1: py_interpret_to_execute 0.02% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.05% : 0.000059s : 1: remove_dup_value 0.63% : 0.000704s : 1: renormalize.infer 0.62% : 0.000695s : 1: renormalize.specialize 0.01% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.16% : 0.000182s : 1: rewriter_after_opt_a 0.09% : 0.000095s : 1: rewriter_before_opt_a 0.10% : 0.000114s : 1: symbol_engine_optimizer 87.80% : 0.097745s : 1: type_inference TotalTime = 0.0158147, [64] [bootstrap]: 0.00033187 [type_inference]: 0.097723 [event_method]: 1.745e-05 [auto_monad]: 0.00018013 [graph_reusing]: 7.05998e-06 [pre_auto_parallel]: 2.86e-06 [py_interpret_to_execute]: 4.766e-05 [rewriter_before_opt_a]: 9.111e-05 [expand_dump_flag]: 3.18998e-06 [jit_opt_a]: 0.00692187, [2] [Cycle 1]: 0.00280965, [27] [switch_simplify]: 6.07e-05 [loop_unroll]: 2.695e-05 [a_1]: 0.00070827 [with_stream_mark]: 3.311e-05 [recompute_prepare]: 1.641e-05 [updatestate_depend_eliminate]: 4.956e-05 [updatestate_assign_eliminate]: 7.15e-06 [updatestate_loads_eliminate]: 6.46e-06 [parameter_eliminate]: 1.95001e-06 [specialize_transform]: 1.198e-05 [updatestate_useless_node_eliminater]: 1.455e-05 [accelerated_algorithm]: 1.025e-05 [meta_shard_fg_expand]: 2.69999e-06 [get_grad_eliminate_]: 9.92001e-06 [merge_forward]: 7.15e-06 [cell_reuse_recompute_pass]: 1.28002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.543e-05 [j_node_and_user_rematch]: 1.928e-05 [meta_fg_expand]: 4.4e-06 [replace_old_param]: 9.53002e-06 [inline_without_move]: 1.038e-05 [renormalize]: 0.00140737 [add_forward_monad_depend]: 9.37999e-06 [auto_monad_grad]: 3.06999e-06 [auto_monad_eliminator]: 2.991e-05 [cse]: 8.675e-05 [replace_applicator]: 2.594e-05 [Cycle 2]: 0.00064264, [27] [switch_simplify]: 1.105e-05 [loop_unroll]: 9.46e-06 [a_1]: 0.00025066 [with_stream_mark]: 2.029e-05 [recompute_prepare]: 1.05e-05 [updatestate_depend_eliminate]: 8.76002e-06 [updatestate_assign_eliminate]: 6.70002e-06 [updatestate_loads_eliminate]: 6.51999e-06 [parameter_eliminate]: 1.87999e-06 [specialize_transform]: 1.076e-05 [updatestate_useless_node_eliminater]: 1.488e-05 [accelerated_algorithm]: 1.002e-05 [meta_shard_fg_expand]: 2.80002e-06 [get_grad_eliminate_]: 9.58002e-06 [merge_forward]: 6.83e-06 [cell_reuse_recompute_pass]: 2.68e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.408e-05 [j_node_and_user_rematch]: 1.84e-05 [meta_fg_expand]: 3.91999e-06 [replace_old_param]: 9.44e-06 [inline_without_move]: 1.085e-05 [renormalize]: 3.99887e-08 [add_forward_monad_depend]: 1.86e-06 [auto_monad_grad]: 1.60001e-06 [auto_monad_eliminator]: 1.564e-05 [cse]: 3.486e-05 [replace_applicator]: 1.242e-05 [py_interpret_to_execute_after_opt_a]: 1.855e-05 [rewriter_after_opt_a]: 0.00017736 [convert_after_rewriter]: 1.346e-05 [order_py_execute_after_rewriter]: 8.38001e-06 [mutable_eliminate]: 0.00075514 [jit_opt_b]: 8.209e-05, [1] [Cycle 1]: 7.346e-05, [2] [frontend_op_eliminate]: 2.925e-05 [inline_after_opt_a]: 3.12e-05 [cconv]: 3.607e-05 [loop_unroll]: 0.00046976 [jit_opt_after_cconv]: 0.00026831, [1] [Cycle 1]: 0.00026128, [11] [c_1]: 6.59e-05 [parameter_eliminate]: 4.45e-06 [updatestate_depend_eliminate]: 1.356e-05 [updatestate_assign_eliminate]: 7.05e-06 [updatestate_loads_eliminate]: 6.73e-06 [cse]: 5.464e-05 [call_graph_tuple_transform]: 2.865e-05 [tuple_list_get_item_eliminator]: 1.077e-05 [none_parameter_eliminate]: 1.79998e-06 [renormalize]: 9.19972e-07 [switch_simplify]: 1.086e-05 [remove_dup_value]: 5.581e-05 [partial_unused_args_eliminate]: 2.76e-06 [environ_conv]: 8.35999e-06 [add_recomputation]: 9.371e-05 [cse_after_recomputation]: 4.099e-05, [1] [Cycle 1]: 3.414e-05, [1] [cse]: 2.67e-05 [auto_monad_reorder]: 3.258e-05 [get_jit_bprop_graph]: 2.77002e-06 [rewriter_after_jit_bprop_graph]: 7.25e-06 [opt_after_jit_grad]: 0.00061312 [symbol_engine_optimizer]: 0.00011128, [1] [Cycle 1]: 0.00010424, [6] [build]: 6.79999e-06 [elim_shapecalc]: 1.366e-05 [elim_not_effective]: 2.511e-05 [opt_reshape]: 1.121e-05 [fold_const_symbol]: 1.808e-05 [renormalize]: 4.09986e-07 [process_offload_annotation]: 1.82e-05 [validate]: 6.691e-05 [backend_pass]: 3.79002e-06 [bootstrap]: 0.00056871 [type_inference]: 0.00581036 [event_method]: 1.273e-05 [auto_monad]: 0.00012513 [graph_reusing]: 6.06e-06 [pre_auto_parallel]: 2.35002e-06 [py_interpret_to_execute]: 2.371e-05 [rewriter_before_opt_a]: 5.442e-05 [expand_dump_flag]: 2.84001e-06 [jit_opt_a]: 0.00621962, [2] [Cycle 1]: 0.00181733, [27] [switch_simplify]: 5.011e-05 [loop_unroll]: 1.899e-05 [a_1]: 0.00038854 [with_stream_mark]: 3.022e-05 [recompute_prepare]: 9.74999e-06 [updatestate_depend_eliminate]: 6.14999e-06 [updatestate_assign_eliminate]: 6.44999e-06 [updatestate_loads_eliminate]: 5.05999e-06 [parameter_eliminate]: 1.76e-06 [specialize_transform]: 8.40999e-06 [updatestate_useless_node_eliminater]: 1.093e-05 [accelerated_algorithm]: 8.1e-06 [meta_shard_fg_expand]: 2.38002e-06 [get_grad_eliminate_]: 7.46999e-06 [merge_forward]: 5.17e-06 [cell_reuse_recompute_pass]: 1.13001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.934e-05 [j_node_and_user_rematch]: 1.263e-05 [meta_fg_expand]: 3.47002e-06 [replace_old_param]: 1.253e-05 [inline_without_move]: 7.76001e-06 [renormalize]: 0.00091693 [add_forward_monad_depend]: 6.74999e-06 [auto_monad_grad]: 2.43e-06 [auto_monad_eliminator]: 2.219e-05 [cse]: 4.298e-05 [replace_applicator]: 1.69e-05 [Cycle 2]: 0.00047889, [27] [switch_simplify]: 9.47001e-06 [loop_unroll]: 8.09997e-06 [a_1]: 0.00016906 [with_stream_mark]: 1.509e-05 [recompute_prepare]: 8.04002e-06 [updatestate_depend_eliminate]: 5.40001e-06 [updatestate_assign_eliminate]: 5.02e-06 [updatestate_loads_eliminate]: 4.12e-06 [parameter_eliminate]: 1.20999e-06 [specialize_transform]: 8.54e-06 [updatestate_useless_node_eliminater]: 1.011e-05 [accelerated_algorithm]: 8.25e-06 [meta_shard_fg_expand]: 1.81e-06 [get_grad_eliminate_]: 6.96001e-06 [merge_forward]: 4.68999e-06 [cell_reuse_recompute_pass]: 2.54999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.746e-05 [j_node_and_user_rematch]: 1.2e-05 [meta_fg_expand]: 3.01999e-06 [replace_old_param]: 1.072e-05 [inline_without_move]: 7.1e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.34e-06 [auto_monad_grad]: 1.33002e-06 [auto_monad_eliminator]: 1.098e-05 [cse]: 2.059e-05 [replace_applicator]: 8.05e-06 [py_interpret_to_execute_after_opt_a]: 1.748e-05 [rewriter_after_opt_a]: 0.00018153 [convert_after_rewriter]: 1.214e-05 [order_py_execute_after_rewriter]: 7.45e-06 [mutable_eliminate]: 0.00071544 [jit_opt_b]: 7.998e-05, [1] [Cycle 1]: 7.134e-05, [2] [frontend_op_eliminate]: 2.3e-05 [inline_after_opt_a]: 2.378e-05 [cconv]: 3.183e-05 [loop_unroll]: 0.00045739 [jit_opt_after_cconv]: 0.00021396, [1] [Cycle 1]: 0.00020701, [11] [c_1]: 5.084e-05 [parameter_eliminate]: 4.53999e-06 [updatestate_depend_eliminate]: 1.234e-05 [updatestate_assign_eliminate]: 4.87e-06 [updatestate_loads_eliminate]: 4.25999e-06 [cse]: 3.44e-05 [call_graph_tuple_transform]: 2.075e-05 [tuple_list_get_item_eliminator]: 8.89e-06 [none_parameter_eliminate]: 2.04e-06 [renormalize]: 5.89993e-07 [switch_simplify]: 8.86002e-06 [remove_dup_value]: 1.985e-05 [partial_unused_args_eliminate]: 2.76999e-06 [environ_conv]: 8.11002e-06 [add_recomputation]: 8.104e-05 [cse_after_recomputation]: 3.054e-05, [1] [Cycle 1]: 2.442e-05, [1] [cse]: 1.792e-05 [auto_monad_reorder]: 2.563e-05 [get_jit_bprop_graph]: 2.12001e-06 [rewriter_after_jit_bprop_graph]: 0.00015921 [opt_after_jit_grad]: 0.00054777 [symbol_engine_optimizer]: 9.383e-05, [1] [Cycle 1]: 8.577e-05, [6] [build]: 6.38998e-06 [elim_shapecalc]: 1.078e-05 [elim_not_effective]: 1.855e-05 [opt_reshape]: 7.98999e-06 [fold_const_symbol]: 1.231e-05 [renormalize]: 9.29984e-07 [process_offload_annotation]: 1.325e-05 [validate]: 5.439e-05 Sums bootstrap : 0.000332s : 0.29% type_inference : 0.097723s : 84.63% event_method : 0.000017s : 0.02% auto_monad : 0.000180s : 0.16% graph_reusing : 0.000007s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000048s : 0.04% rewriter_before_opt_a : 0.000091s : 0.08% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000072s : 0.06% jit_opt_a.loop_unroll : 0.000036s : 0.03% jit_opt_a.a_1 : 0.000959s : 0.83% jit_opt_a.with_stream_mark : 0.000053s : 0.05% jit_opt_a.recompute_prepare : 0.000027s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000058s : 0.05% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000013s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000023s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000029s : 0.03% jit_opt_a.accelerated_algorithm : 0.000020s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000020s : 0.02% jit_opt_a.merge_forward : 0.000014s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000050s : 0.04% jit_opt_a.j_node_and_user_rematch : 0.000038s : 0.03% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000019s : 0.02% jit_opt_a.inline_without_move : 0.000021s : 0.02% jit_opt_a.renormalize : 0.001407s : 1.22% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000046s : 0.04% jit_opt_a.cse : 0.000122s : 0.11% jit_opt_a.replace_applicator : 0.000038s : 0.03% py_interpret_to_execute_after_opt_a : 0.000019s : 0.02% rewriter_after_opt_a : 0.000177s : 0.15% convert_after_rewriter : 0.000013s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000755s : 0.65% jit_opt_b.frontend_op_eliminate : 0.000029s : 0.03% jit_opt_b.inline_after_opt_a : 0.000031s : 0.03% cconv : 0.000036s : 0.03% loop_unroll : 0.000470s : 0.41% jit_opt_after_cconv.c_1 : 0.000066s : 0.06% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.cse : 0.000055s : 0.05% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000011s : 0.01% remove_dup_value : 0.000056s : 0.05% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000008s : 0.01% add_recomputation : 0.000094s : 0.08% cse_after_recomputation.cse : 0.000027s : 0.02% auto_monad_reorder : 0.000033s : 0.03% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.01% opt_after_jit_grad : 0.000613s : 0.53% symbol_engine_optimizer.build : 0.000007s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000025s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000018s : 0.02% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000018s : 0.02% validate : 0.000067s : 0.06% backend_pass : 0.000004s : 0.00% bootstrap : 0.000569s : 0.49% type_inference : 0.005810s : 5.03% event_method : 0.000013s : 0.01% auto_monad : 0.000125s : 0.11% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000024s : 0.02% rewriter_before_opt_a : 0.000054s : 0.05% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000060s : 0.05% jit_opt_a.loop_unroll : 0.000027s : 0.02% jit_opt_a.a_1 : 0.000558s : 0.48% jit_opt_a.with_stream_mark : 0.000045s : 0.04% jit_opt_a.recompute_prepare : 0.000018s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.01% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000017s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000021s : 0.02% jit_opt_a.accelerated_algorithm : 0.000016s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000014s : 0.01% jit_opt_a.merge_forward : 0.000010s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000037s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000025s : 0.02% jit_opt_a.meta_fg_expand : 0.000006s : 0.01% jit_opt_a.replace_old_param : 0.000023s : 0.02% jit_opt_a.inline_without_move : 0.000015s : 0.01% jit_opt_a.renormalize : 0.000917s : 0.79% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000033s : 0.03% jit_opt_a.cse : 0.000064s : 0.06% jit_opt_a.replace_applicator : 0.000025s : 0.02% py_interpret_to_execute_after_opt_a : 0.000017s : 0.02% rewriter_after_opt_a : 0.000182s : 0.16% convert_after_rewriter : 0.000012s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.01% mutable_eliminate : 0.000715s : 0.62% jit_opt_b.frontend_op_eliminate : 0.000023s : 0.02% jit_opt_b.inline_after_opt_a : 0.000024s : 0.02% cconv : 0.000032s : 0.03% loop_unroll : 0.000457s : 0.40% jit_opt_after_cconv.c_1 : 0.000051s : 0.04% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.cse : 0.000034s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000021s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.01% remove_dup_value : 0.000020s : 0.02% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000008s : 0.01% add_recomputation : 0.000081s : 0.07% cse_after_recomputation.cse : 0.000018s : 0.02% auto_monad_reorder : 0.000026s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000159s : 0.14% opt_after_jit_grad : 0.000548s : 0.47% symbol_engine_optimizer.build : 0.000006s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000019s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000008s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000012s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000013s : 0.01% validate : 0.000054s : 0.05% Time group info: ------[substitution.] 0.000469 124 6.12% : 0.000029s : 2: substitution.cast_eliminate 5.22% : 0.000024s : 7: substitution.depend_value_elim 1.51% : 0.000007s : 11: substitution.elim_not_effective 1.02% : 0.000005s : 11: substitution.fold_const_symbol 3.18% : 0.000015s : 12: substitution.graph_param_transform 63.01% : 0.000295s : 5: substitution.inline 2.55% : 0.000012s : 22: substitution.j_node_and_user_rematch 3.75% : 0.000018s : 22: substitution.remove_not_recompute_node 1.14% : 0.000005s : 2: substitution.replace_old_param 6.23% : 0.000029s : 12: substitution.updatestate_pure_node_eliminater 6.26% : 0.000029s : 18: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.103412 4 98.73% : 0.102097s : 2: type_inference.infer 1.27% : 0.001314s : 2: type_inference.specialize ------[replace.] 0.000068 5 100.00% : 0.000068s : 5: replace.inline ------[match.] 0.000291 5 100.00% : 0.000291s : 5: match.inline ------[predicate.] 0.000363 2098 1.33% : 0.000005s : 32: predicate.accumulaten_eliminater 1.31% : 0.000005s : 12: predicate.ad_related_special_op_eliminate 1.15% : 0.000004s : 32: predicate.addn_check_dump 1.46% : 0.000005s : 32: predicate.addn_zero_filter 1.72% : 0.000006s : 32: predicate.arithmetic_simplify 1.24% : 0.000004s : 32: predicate.cast_eliminate 0.65% : 0.000002s : 12: predicate.check_bprop_eliminate 1.19% : 0.000004s : 32: predicate.compare_switch_simplify 1.53% : 0.000006s : 32: predicate.depend_value_elim 1.19% : 0.000004s : 32: predicate.dict_get_item_const_eliminator 1.37% : 0.000005s : 32: predicate.dict_get_item_eliminator 1.22% : 0.000004s : 32: predicate.dict_set_item_eliminator 1.09% : 0.000004s : 12: predicate.dumpgradient_eliminate 0.31% : 0.000001s : 12: predicate.elim_not_effective 0.73% : 0.000003s : 12: predicate.elim_shapecalc_of_broadcastargs 1.33% : 0.000005s : 32: predicate.environ_add_const_eliminate 1.21% : 0.000004s : 32: predicate.environ_get_add_eliminate 1.19% : 0.000004s : 32: predicate.environ_get_depend_swap 1.30% : 0.000005s : 32: predicate.environ_get_eliminate 1.18% : 0.000004s : 32: predicate.environ_get_set_eliminate 0.27% : 0.000001s : 12: predicate.fold_const_symbol 1.29% : 0.000005s : 24: predicate.get_grad_eliminate 0.36% : 0.000001s : 12: predicate.graph_param_transform 5.07% : 0.000018s : 61: predicate.inline 1.40% : 0.000005s : 24: predicate.inline_without_move 0.46% : 0.000002s : 24: predicate.j_node_and_user_rematch 1.45% : 0.000005s : 24: predicate.less_batch_normalization 1.35% : 0.000005s : 32: predicate.list_to_tuple_eliminator_ 1.90% : 0.000007s : 44: predicate.load_eliminater 1.51% : 0.000005s : 12: predicate.loop_unroll_after_grad 2.21% : 0.000008s : 51: predicate.loop_unroll_before_grad 2.02% : 0.000007s : 44: predicate.make_slice_get_slice_eliminator 1.30% : 0.000005s : 32: predicate.merge_addn 1.20% : 0.000004s : 32: predicate.minmaximum_grad 2.00% : 0.000007s : 12: predicate.mutable_eliminate 0.62% : 0.000002s : 12: predicate.opt_reshape 2.29% : 0.000008s : 44: predicate.partial_eliminate 1.24% : 0.000005s : 32: predicate.print_const_string_wrapper 1.89% : 0.000007s : 32: predicate.reduce_eliminate 1.25% : 0.000005s : 32: predicate.redundant_stop_gradient_eliminater 0.70% : 0.000003s : 24: predicate.remove_not_recompute_node 1.58% : 0.000006s : 56: predicate.replace_applicator 0.74% : 0.000003s : 24: predicate.replace_old_param 0.45% : 0.000002s : 12: predicate.reset_defer_inline 1.41% : 0.000005s : 32: predicate.reshape_eliminate 1.51% : 0.000005s : 32: predicate.row_tensor_add_zeros_like 0.97% : 0.000004s : 12: predicate.row_tensor_eliminate 1.30% : 0.000005s : 32: predicate.same_eliminate 0.64% : 0.000002s : 28: predicate.set_cell_output_no_recompute 1.11% : 0.000004s : 24: predicate.special_op_eliminate 1.40% : 0.000005s : 24: predicate.specialize_transform 1.39% : 0.000005s : 32: predicate.split_environ_get_set_with_tuple_value 1.46% : 0.000005s : 32: predicate.stack_unstack_eliminate 0.74% : 0.000003s : 12: predicate.switch_call_monad_eliminater 1.75% : 0.000006s : 37: predicate.switch_defer_inline 1.55% : 0.000006s : 37: predicate.switch_layer_defer_inline 5.33% : 0.000019s : 100: predicate.switch_simplify 1.24% : 0.000004s : 32: predicate.tile_eliminate 1.24% : 0.000005s : 32: predicate.transpose_eliminate 1.44% : 0.000005s : 32: predicate.tuple_list_convert_item_index_to_positive 1.31% : 0.000005s : 32: predicate.tuple_list_get_item_depend_reorder 3.62% : 0.000013s : 56: predicate.tuple_list_get_item_eliminator 1.70% : 0.000006s : 32: predicate.tuple_list_set_item_eliminator 1.29% : 0.000005s : 32: predicate.tuple_to_list_eliminator_ 1.84% : 0.000007s : 44: predicate.updatestate_pure_node_eliminater 4.16% : 0.000015s : 68: predicate.updatestate_useless_node_eliminater 2.03% : 0.000007s : 32: predicate.value_based_eliminate 0.62% : 0.000002s : 12: predicate.virtual_view_grad_eliminate 0.73% : 0.000003s : 12: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.001112 15 38.27% : 0.000426s : 6: func_graph_cloner_run.FuncGraphClonerGraph 61.73% : 0.000686s : 9: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.408218 149 0.04% : 0.000181s : 2: add_recomputation 0.08% : 0.000316s : 2: auto_monad 0.02% : 0.000064s : 2: auto_monad_reorder 0.00% : 0.000010s : 1: backend_pass 0.23% : 0.000953s : 2: bootstrap 0.02% : 0.000074s : 2: cconv 0.01% : 0.000032s : 2: convert_after_rewriter 0.02% : 0.000076s : 2: cse_after_recomputation 0.01% : 0.000021s : 2: environ_conv 0.01% : 0.000041s : 2: event_method 0.00% : 0.000011s : 2: expand_dump_flag 0.00% : 0.000009s : 2: get_jit_bprop_graph 0.00% : 0.000019s : 2: graph_reusing 3.22% : 0.013149s : 2: jit_opt_a 0.12% : 0.000488s : 2: jit_opt_after_cconv 0.04% : 0.000168s : 2: jit_opt_b 0.23% : 0.000945s : 2: loop_unroll 0.37% : 0.001493s : 2: mutable_eliminate 0.52% : 0.002137s : 52: opt.transform.jit_opt_a 0.05% : 0.000198s : 8: opt.transform.jit_opt_after_cconv 0.02% : 0.000093s : 8: opt.transform.jit_opt_b 0.01% : 0.000037s : 2: opt.transform.loop_unroll_optimizer 0.01% : 0.000047s : 2: opt.transform.mutable_eliminate 0.02% : 0.000069s : 2: opt.transform.opt_after_jit_grad 0.03% : 0.000110s : 8: opt.transform.symbol_engine_opt 0.29% : 0.001182s : 2: opt_after_jit_grad 0.01% : 0.000021s : 2: order_py_execute_after_rewriter 0.00% : 0.000010s : 2: partial_unused_args_eliminate 0.00% : 0.000009s : 2: pre_auto_parallel 0.01% : 0.000038s : 2: process_offload_annotation 0.02% : 0.000077s : 2: py_interpret_to_execute 0.01% : 0.000042s : 2: py_interpret_to_execute_after_opt_a 0.02% : 0.000082s : 2: remove_dup_value 0.30% : 0.001221s : 2: renormalize.infer 0.27% : 0.001085s : 2: renormalize.specialize 0.04% : 0.000172s : 2: rewriter_after_jit_bprop_graph 0.09% : 0.000369s : 2: rewriter_after_opt_a 0.04% : 0.000153s : 2: rewriter_before_opt_a 0.05% : 0.000211s : 2: symbol_engine_optimizer 68.21% : 0.278458s : 1: task_emit 25.37% : 0.103574s : 2: type_inference 0.19% : 0.000775s : 1: validate TotalTime = 0.255923, [31] [bootstrap]: 0.00041714 [type_inference]: 0.244464 [event_method]: 2.292e-05 [auto_monad]: 0.00019099 [graph_reusing]: 6.59001e-06 [pre_auto_parallel]: 2.98e-06 [py_interpret_to_execute]: 4.13e-05 [rewriter_before_opt_a]: 9.286e-05 [expand_dump_flag]: 3.45003e-06 [jit_opt_a]: 0.00755792, [2] [Cycle 1]: 0.00293491, [27] [switch_simplify]: 7.713e-05 [loop_unroll]: 3.7e-05 [a_1]: 0.0009244 [with_stream_mark]: 3.522e-05 [recompute_prepare]: 1.792e-05 [updatestate_depend_eliminate]: 5.398e-05 [updatestate_assign_eliminate]: 7.42002e-06 [updatestate_loads_eliminate]: 6.84999e-06 [parameter_eliminate]: 2.41e-06 [specialize_transform]: 1.245e-05 [updatestate_useless_node_eliminater]: 1.55e-05 [accelerated_algorithm]: 2.918e-05 [meta_shard_fg_expand]: 3.53e-06 [get_grad_eliminate_]: 1.066e-05 [merge_forward]: 7.05e-06 [cell_reuse_recompute_pass]: 1.25001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.628e-05 [j_node_and_user_rematch]: 1.95e-05 [meta_fg_expand]: 5.22e-06 [replace_old_param]: 1.581e-05 [inline_without_move]: 1.073e-05 [renormalize]: 0.00127708 [add_forward_monad_depend]: 7.03e-06 [auto_monad_grad]: 2.66e-06 [auto_monad_eliminator]: 2.784e-05 [cse]: 6.455e-05 [replace_applicator]: 2.489e-05 [Cycle 2]: 0.00067344, [27] [switch_simplify]: 1.295e-05 [loop_unroll]: 1.11e-05 [a_1]: 0.00027837 [with_stream_mark]: 1.972e-05 [recompute_prepare]: 1.25e-05 [updatestate_depend_eliminate]: 7.05e-06 [updatestate_assign_eliminate]: 6.91999e-06 [updatestate_loads_eliminate]: 6.04999e-06 [parameter_eliminate]: 1.49998e-06 [specialize_transform]: 1.095e-05 [updatestate_useless_node_eliminater]: 1.539e-05 [accelerated_algorithm]: 1.406e-05 [meta_shard_fg_expand]: 3.03998e-06 [get_grad_eliminate_]: 1.036e-05 [merge_forward]: 6.56999e-06 [cell_reuse_recompute_pass]: 2.69999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.429e-05 [j_node_and_user_rematch]: 1.746e-05 [meta_fg_expand]: 4.32e-06 [replace_old_param]: 1.318e-05 [inline_without_move]: 9.63002e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.59e-06 [auto_monad_grad]: 1.49e-06 [auto_monad_eliminator]: 1.667e-05 [cse]: 3.311e-05 [replace_applicator]: 1.133e-05 [py_interpret_to_execute_after_opt_a]: 1.876e-05 [rewriter_after_opt_a]: 0.00019432 [convert_after_rewriter]: 1.297e-05 [order_py_execute_after_rewriter]: 8e-06 [mutable_eliminate]: 0.00076289 [jit_opt_b]: 8.753e-05, [1] [Cycle 1]: 7.83e-05, [2] [frontend_op_eliminate]: 3.289e-05 [inline_after_opt_a]: 3.183e-05 [cconv]: 3.73e-05 [loop_unroll]: 0.00047537 [jit_opt_after_cconv]: 0.00027365, [1] [Cycle 1]: 0.00026629, [11] [c_1]: 6.834e-05 [parameter_eliminate]: 4.84e-06 [updatestate_depend_eliminate]: 1.538e-05 [updatestate_assign_eliminate]: 6.38998e-06 [updatestate_loads_eliminate]: 6.26e-06 [cse]: 5.571e-05 [call_graph_tuple_transform]: 3.039e-05 [tuple_list_get_item_eliminator]: 1.07e-05 [none_parameter_eliminate]: 1.68002e-06 [renormalize]: 6.40022e-07 [switch_simplify]: 1.053e-05 [remove_dup_value]: 5.918e-05 [partial_unused_args_eliminate]: 2.93998e-06 [environ_conv]: 8.66997e-06 [add_recomputation]: 9.385e-05 [cse_after_recomputation]: 4.354e-05, [1] [Cycle 1]: 3.638e-05, [1] [cse]: 2.821e-05 [auto_monad_reorder]: 3.653e-05 [get_jit_bprop_graph]: 2.21e-06 [rewriter_after_jit_bprop_graph]: 8.82999e-06 [opt_after_jit_grad]: 0.00055427 [symbol_engine_optimizer]: 0.00011633, [1] [Cycle 1]: 0.00010809, [6] [build]: 8.48999e-06 [elim_shapecalc]: 1.478e-05 [elim_not_effective]: 2.482e-05 [opt_reshape]: 1.2e-05 [fold_const_symbol]: 1.85e-05 [renormalize]: 5.50004e-07 [process_offload_annotation]: 2.524e-05 [validate]: 6.58e-05 Sums bootstrap : 0.000417s : 0.17% type_inference : 0.244464s : 97.29% event_method : 0.000023s : 0.01% auto_monad : 0.000191s : 0.08% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000041s : 0.02% rewriter_before_opt_a : 0.000093s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000090s : 0.04% jit_opt_a.loop_unroll : 0.000048s : 0.02% jit_opt_a.a_1 : 0.001203s : 0.48% jit_opt_a.with_stream_mark : 0.000055s : 0.02% jit_opt_a.recompute_prepare : 0.000030s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000061s : 0.02% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000013s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000023s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000031s : 0.01% jit_opt_a.accelerated_algorithm : 0.000043s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000007s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000021s : 0.01% jit_opt_a.merge_forward : 0.000014s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000051s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000037s : 0.01% jit_opt_a.meta_fg_expand : 0.000010s : 0.00% jit_opt_a.replace_old_param : 0.000029s : 0.01% jit_opt_a.inline_without_move : 0.000020s : 0.01% jit_opt_a.renormalize : 0.001277s : 0.51% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000045s : 0.02% jit_opt_a.cse : 0.000098s : 0.04% jit_opt_a.replace_applicator : 0.000036s : 0.01% py_interpret_to_execute_after_opt_a : 0.000019s : 0.01% rewriter_after_opt_a : 0.000194s : 0.08% convert_after_rewriter : 0.000013s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000763s : 0.30% jit_opt_b.frontend_op_eliminate : 0.000033s : 0.01% jit_opt_b.inline_after_opt_a : 0.000032s : 0.01% cconv : 0.000037s : 0.01% loop_unroll : 0.000475s : 0.19% jit_opt_after_cconv.c_1 : 0.000068s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000015s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000056s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000030s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000011s : 0.00% remove_dup_value : 0.000059s : 0.02% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000094s : 0.04% cse_after_recomputation.cse : 0.000028s : 0.01% auto_monad_reorder : 0.000037s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.00% opt_after_jit_grad : 0.000554s : 0.22% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000015s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000025s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000012s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000019s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000025s : 0.01% validate : 0.000066s : 0.03% Time group info: ------[substitution.] 0.000385 91 6.33% : 0.000024s : 2: substitution.arithmetic_simplify 4.34% : 0.000017s : 6: substitution.depend_value_elim 1.08% : 0.000004s : 7: substitution.elim_not_effective 0.73% : 0.000003s : 7: substitution.fold_const_symbol 2.53% : 0.000010s : 8: substitution.graph_param_transform 63.87% : 0.000246s : 5: substitution.inline 2.09% : 0.000008s : 14: substitution.j_node_and_user_rematch 4.24% : 0.000016s : 2: substitution.less_batch_normalization 2.90% : 0.000011s : 14: substitution.remove_not_recompute_node 1.65% : 0.000006s : 2: substitution.replace_old_param 4.84% : 0.000019s : 10: substitution.updatestate_pure_node_eliminater 5.41% : 0.000021s : 14: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.244394 2 99.57% : 0.243350s : 1: type_inference.infer 0.43% : 0.001045s : 1: type_inference.specialize ------[replace.] 0.000055 5 100.00% : 0.000055s : 5: replace.inline ------[match.] 0.000243 5 100.00% : 0.000243s : 5: match.inline ------[predicate.] 0.000259 1590 1.31% : 0.000003s : 25: predicate.accumulaten_eliminater 1.50% : 0.000004s : 8: predicate.ad_related_special_op_eliminate 1.24% : 0.000003s : 25: predicate.addn_check_dump 1.35% : 0.000003s : 25: predicate.addn_zero_filter 2.23% : 0.000006s : 25: predicate.arithmetic_simplify 1.41% : 0.000004s : 25: predicate.cast_eliminate 0.52% : 0.000001s : 8: predicate.check_bprop_eliminate 1.24% : 0.000003s : 25: predicate.compare_switch_simplify 1.51% : 0.000004s : 25: predicate.depend_value_elim 1.30% : 0.000003s : 25: predicate.dict_get_item_const_eliminator 1.51% : 0.000004s : 25: predicate.dict_get_item_eliminator 1.31% : 0.000003s : 25: predicate.dict_set_item_eliminator 0.81% : 0.000002s : 8: predicate.dumpgradient_eliminate 0.36% : 0.000001s : 8: predicate.elim_not_effective 0.61% : 0.000002s : 8: predicate.elim_shapecalc_of_broadcastargs 1.32% : 0.000003s : 25: predicate.environ_add_const_eliminate 1.26% : 0.000003s : 25: predicate.environ_get_add_eliminate 1.30% : 0.000003s : 25: predicate.environ_get_depend_swap 1.31% : 0.000003s : 25: predicate.environ_get_eliminate 1.31% : 0.000003s : 25: predicate.environ_get_set_eliminate 0.24% : 0.000001s : 8: predicate.fold_const_symbol 1.08% : 0.000003s : 16: predicate.get_grad_eliminate 0.34% : 0.000001s : 8: predicate.graph_param_transform 5.29% : 0.000014s : 46: predicate.inline 1.08% : 0.000003s : 16: predicate.inline_without_move 0.43% : 0.000001s : 16: predicate.j_node_and_user_rematch 1.43% : 0.000004s : 16: predicate.less_batch_normalization 1.51% : 0.000004s : 25: predicate.list_to_tuple_eliminator_ 1.95% : 0.000005s : 33: predicate.load_eliminater 1.46% : 0.000004s : 8: predicate.loop_unroll_after_grad 2.63% : 0.000007s : 45: predicate.loop_unroll_before_grad 1.98% : 0.000005s : 33: predicate.make_slice_get_slice_eliminator 1.28% : 0.000003s : 25: predicate.merge_addn 1.43% : 0.000004s : 25: predicate.minmaximum_grad 1.38% : 0.000004s : 8: predicate.mutable_eliminate 0.51% : 0.000001s : 8: predicate.opt_reshape 2.29% : 0.000006s : 33: predicate.partial_eliminate 1.30% : 0.000003s : 25: predicate.print_const_string_wrapper 1.82% : 0.000005s : 25: predicate.reduce_eliminate 1.54% : 0.000004s : 25: predicate.redundant_stop_gradient_eliminater 0.69% : 0.000002s : 16: predicate.remove_not_recompute_node 1.53% : 0.000004s : 41: predicate.replace_applicator 0.55% : 0.000001s : 16: predicate.replace_old_param 0.38% : 0.000001s : 8: predicate.reset_defer_inline 1.45% : 0.000004s : 25: predicate.reshape_eliminate 1.38% : 0.000004s : 25: predicate.row_tensor_add_zeros_like 0.75% : 0.000002s : 8: predicate.row_tensor_eliminate 1.44% : 0.000004s : 25: predicate.same_eliminate 0.66% : 0.000002s : 20: predicate.set_cell_output_no_recompute 1.03% : 0.000003s : 16: predicate.special_op_eliminate 1.14% : 0.000003s : 16: predicate.specialize_transform 1.69% : 0.000004s : 25: predicate.split_environ_get_set_with_tuple_value 1.38% : 0.000004s : 25: predicate.stack_unstack_eliminate 0.55% : 0.000001s : 8: predicate.switch_call_monad_eliminater 1.75% : 0.000005s : 30: predicate.switch_defer_inline 1.62% : 0.000004s : 30: predicate.switch_layer_defer_inline 5.46% : 0.000014s : 83: predicate.switch_simplify 1.38% : 0.000004s : 25: predicate.tile_eliminate 1.38% : 0.000004s : 25: predicate.transpose_eliminate 1.73% : 0.000004s : 25: predicate.tuple_list_convert_item_index_to_positive 1.50% : 0.000004s : 25: predicate.tuple_list_get_item_depend_reorder 3.76% : 0.000010s : 41: predicate.tuple_list_get_item_eliminator 1.62% : 0.000004s : 25: predicate.tuple_list_set_item_eliminator 1.39% : 0.000004s : 25: predicate.tuple_to_list_eliminator_ 1.84% : 0.000005s : 33: predicate.updatestate_pure_node_eliminater 3.48% : 0.000009s : 49: predicate.updatestate_useless_node_eliminater 1.74% : 0.000005s : 25: predicate.value_based_eliminate 0.45% : 0.000001s : 8: predicate.virtual_view_grad_eliminate 0.62% : 0.000002s : 8: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000664 11 38.06% : 0.000253s : 4: func_graph_cloner_run.FuncGraphClonerGraph 61.94% : 0.000411s : 7: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.258997 73 0.04% : 0.000097s : 1: add_recomputation 0.08% : 0.000196s : 1: auto_monad 0.02% : 0.000040s : 1: auto_monad_reorder 0.17% : 0.000438s : 1: bootstrap 0.02% : 0.000040s : 1: cconv 0.01% : 0.000016s : 1: convert_after_rewriter 0.02% : 0.000046s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 0.01% : 0.000029s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 2.92% : 0.007562s : 1: jit_opt_a 0.11% : 0.000277s : 1: jit_opt_after_cconv 0.03% : 0.000090s : 1: jit_opt_b 0.19% : 0.000486s : 1: loop_unroll 0.30% : 0.000774s : 1: mutable_eliminate 0.63% : 0.001627s : 26: opt.transform.jit_opt_a 0.04% : 0.000116s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000057s : 4: opt.transform.jit_opt_b 0.01% : 0.000022s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000025s : 1: opt.transform.mutable_eliminate 0.02% : 0.000042s : 1: opt.transform.opt_after_jit_grad 0.03% : 0.000066s : 4: opt.transform.symbol_engine_opt 0.22% : 0.000566s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000029s : 1: process_offload_annotation 0.02% : 0.000044s : 1: py_interpret_to_execute 0.01% : 0.000022s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000062s : 1: remove_dup_value 0.26% : 0.000664s : 1: renormalize.infer 0.23% : 0.000600s : 1: renormalize.specialize 0.00% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.08% : 0.000200s : 1: rewriter_after_opt_a 0.04% : 0.000096s : 1: rewriter_before_opt_a 0.05% : 0.000120s : 1: symbol_engine_optimizer 94.40% : 0.244485s : 1: type_inference TotalTime = 0.221725, [31] [bootstrap]: 0.00034231 [type_inference]: 0.0110177 [event_method]: 1.787e-05 [auto_monad]: 0.0001588 [graph_reusing]: 6.36998e-06 [pre_auto_parallel]: 3.01001e-06 [py_interpret_to_execute]: 2.956e-05 [rewriter_before_opt_a]: 6.9e-05 [expand_dump_flag]: 3.35e-06 [jit_opt_a]: 0.00659831, [2] [Cycle 1]: 0.00248742, [27] [switch_simplify]: 6.782e-05 [loop_unroll]: 2.873e-05 [a_1]: 0.00072511 [with_stream_mark]: 3.692e-05 [recompute_prepare]: 1.53e-05 [updatestate_depend_eliminate]: 3.283e-05 [updatestate_assign_eliminate]: 5.77999e-06 [updatestate_loads_eliminate]: 5.71e-06 [parameter_eliminate]: 1.96e-06 [specialize_transform]: 1.201e-05 [updatestate_useless_node_eliminater]: 1.22e-05 [accelerated_algorithm]: 2.444e-05 [meta_shard_fg_expand]: 4.03001e-06 [get_grad_eliminate_]: 1.01e-05 [merge_forward]: 6.07001e-06 [cell_reuse_recompute_pass]: 1.12e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.334e-05 [j_node_and_user_rematch]: 1.683e-05 [meta_fg_expand]: 3.56001e-06 [replace_old_param]: 1.416e-05 [inline_without_move]: 8.76002e-06 [renormalize]: 0.00110988 [add_forward_monad_depend]: 6.53e-06 [auto_monad_grad]: 2.26998e-06 [auto_monad_eliminator]: 2.476e-05 [cse]: 5.15e-05 [replace_applicator]: 2.183e-05 [Cycle 2]: 0.00053537, [27] [switch_simplify]: 1.017e-05 [loop_unroll]: 8.45001e-06 [a_1]: 0.00020728 [with_stream_mark]: 1.269e-05 [recompute_prepare]: 8.67998e-06 [updatestate_depend_eliminate]: 6.24999e-06 [updatestate_assign_eliminate]: 5.22e-06 [updatestate_loads_eliminate]: 4.82e-06 [parameter_eliminate]: 1.54998e-06 [specialize_transform]: 9.07999e-06 [updatestate_useless_node_eliminater]: 1.062e-05 [accelerated_algorithm]: 1.319e-05 [meta_shard_fg_expand]: 2.07001e-06 [get_grad_eliminate_]: 7.97e-06 [merge_forward]: 5.18002e-06 [cell_reuse_recompute_pass]: 2.22999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.92e-05 [j_node_and_user_rematch]: 1.364e-05 [meta_fg_expand]: 3.3e-06 [replace_old_param]: 1.109e-05 [inline_without_move]: 7.71999e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.33002e-06 [auto_monad_grad]: 1.53002e-06 [auto_monad_eliminator]: 1.225e-05 [cse]: 2.309e-05 [replace_applicator]: 9.20001e-06 [py_interpret_to_execute_after_opt_a]: 1.584e-05 [rewriter_after_opt_a]: 0.00017519 [convert_after_rewriter]: 1.087e-05 [order_py_execute_after_rewriter]: 6.69999e-06 [mutable_eliminate]: 0.200833 [jit_opt_b]: 0.00013281, [1] [Cycle 1]: 0.00011632, [2] [frontend_op_eliminate]: 5.602e-05 [inline_after_opt_a]: 3.267e-05 [cconv]: 4.779e-05 [loop_unroll]: 0.0007726 [jit_opt_after_cconv]: 0.00028073, [1] [Cycle 1]: 0.0002715, [11] [c_1]: 6.903e-05 [parameter_eliminate]: 6.41998e-06 [updatestate_depend_eliminate]: 1.706e-05 [updatestate_assign_eliminate]: 6.94999e-06 [updatestate_loads_eliminate]: 5.11002e-06 [cse]: 6.155e-05 [call_graph_tuple_transform]: 2.691e-05 [tuple_list_get_item_eliminator]: 9.99001e-06 [none_parameter_eliminate]: 1.81998e-06 [renormalize]: 5.39992e-07 [switch_simplify]: 9.41e-06 [remove_dup_value]: 2.294e-05 [partial_unused_args_eliminate]: 2.31e-06 [environ_conv]: 9.88002e-06 [add_recomputation]: 9.481e-05 [cse_after_recomputation]: 3.972e-05, [1] [Cycle 1]: 3.239e-05, [1] [cse]: 2.414e-05 [auto_monad_reorder]: 2.972e-05 [get_jit_bprop_graph]: 2.28998e-06 [rewriter_after_jit_bprop_graph]: 9.91998e-06 [opt_after_jit_grad]: 0.00055011 [symbol_engine_optimizer]: 0.00010745, [1] [Cycle 1]: 9.938e-05, [6] [build]: 8.38001e-06 [elim_shapecalc]: 1.238e-05 [elim_not_effective]: 2.171e-05 [opt_reshape]: 1.029e-05 [fold_const_symbol]: 1.582e-05 [renormalize]: 9.39996e-07 [process_offload_annotation]: 2.253e-05 [validate]: 6.27e-05 Sums bootstrap : 0.000342s : 0.16% type_inference : 0.011018s : 5.07% event_method : 0.000018s : 0.01% auto_monad : 0.000159s : 0.07% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000030s : 0.01% rewriter_before_opt_a : 0.000069s : 0.03% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000078s : 0.04% jit_opt_a.loop_unroll : 0.000037s : 0.02% jit_opt_a.a_1 : 0.000932s : 0.43% jit_opt_a.with_stream_mark : 0.000050s : 0.02% jit_opt_a.recompute_prepare : 0.000024s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000039s : 0.02% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000021s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.01% jit_opt_a.accelerated_algorithm : 0.000038s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000011s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000043s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.01% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000025s : 0.01% jit_opt_a.inline_without_move : 0.000016s : 0.01% jit_opt_a.renormalize : 0.001110s : 0.51% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000037s : 0.02% jit_opt_a.cse : 0.000075s : 0.03% jit_opt_a.replace_applicator : 0.000031s : 0.01% py_interpret_to_execute_after_opt_a : 0.000016s : 0.01% rewriter_after_opt_a : 0.000175s : 0.08% convert_after_rewriter : 0.000011s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.200833s : 92.38% jit_opt_b.frontend_op_eliminate : 0.000056s : 0.03% jit_opt_b.inline_after_opt_a : 0.000033s : 0.02% cconv : 0.000048s : 0.02% loop_unroll : 0.000773s : 0.36% jit_opt_after_cconv.c_1 : 0.000069s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000062s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000023s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000010s : 0.00% add_recomputation : 0.000095s : 0.04% cse_after_recomputation.cse : 0.000024s : 0.01% auto_monad_reorder : 0.000030s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.00% opt_after_jit_grad : 0.000550s : 0.25% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000023s : 0.01% validate : 0.000063s : 0.03% Time group info: ------[substitution.] 0.000326 63 7.00% : 0.000023s : 2: substitution.arithmetic_simplify 3.96% : 0.000013s : 5: substitution.depend_value_elim 1.00% : 0.000003s : 5: substitution.elim_not_effective 0.72% : 0.000002s : 5: substitution.fold_const_symbol 2.44% : 0.000008s : 6: substitution.graph_param_transform 64.23% : 0.000209s : 4: substitution.inline 1.86% : 0.000006s : 10: substitution.j_node_and_user_rematch 4.71% : 0.000015s : 2: substitution.less_batch_normalization 2.55% : 0.000008s : 10: substitution.remove_not_recompute_node 1.98% : 0.000006s : 2: substitution.replace_old_param 5.61% : 0.000018s : 5: substitution.updatestate_pure_node_eliminater 3.94% : 0.000013s : 7: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.010955 2 92.37% : 0.010119s : 1: type_inference.infer 7.63% : 0.000836s : 1: type_inference.specialize ------[replace.] 0.000048 4 100.00% : 0.000048s : 4: replace.inline ------[match.] 0.000206 4 100.00% : 0.000206s : 4: match.inline ------[predicate.] 0.000211 1160 1.19% : 0.000003s : 18: predicate.accumulaten_eliminater 1.47% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.14% : 0.000002s : 18: predicate.addn_check_dump 1.26% : 0.000003s : 18: predicate.addn_zero_filter 2.26% : 0.000005s : 18: predicate.arithmetic_simplify 1.73% : 0.000004s : 18: predicate.cast_eliminate 0.56% : 0.000001s : 6: predicate.check_bprop_eliminate 1.34% : 0.000003s : 18: predicate.compare_switch_simplify 1.35% : 0.000003s : 18: predicate.depend_value_elim 1.21% : 0.000003s : 18: predicate.dict_get_item_const_eliminator 1.40% : 0.000003s : 18: predicate.dict_get_item_eliminator 1.22% : 0.000003s : 18: predicate.dict_set_item_eliminator 0.98% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.38% : 0.000001s : 6: predicate.elim_not_effective 0.63% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.27% : 0.000003s : 18: predicate.environ_add_const_eliminate 1.13% : 0.000002s : 18: predicate.environ_get_add_eliminate 1.21% : 0.000003s : 18: predicate.environ_get_depend_swap 1.23% : 0.000003s : 18: predicate.environ_get_eliminate 1.39% : 0.000003s : 18: predicate.environ_get_set_eliminate 0.22% : 0.000000s : 6: predicate.fold_const_symbol 1.25% : 0.000003s : 12: predicate.get_grad_eliminate 0.35% : 0.000001s : 6: predicate.graph_param_transform 4.84% : 0.000010s : 34: predicate.inline 1.10% : 0.000002s : 12: predicate.inline_without_move 0.40% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.46% : 0.000003s : 12: predicate.less_batch_normalization 1.20% : 0.000003s : 18: predicate.list_to_tuple_eliminator_ 1.71% : 0.000004s : 24: predicate.load_eliminater 1.63% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.30% : 0.000005s : 34: predicate.loop_unroll_before_grad 1.81% : 0.000004s : 24: predicate.make_slice_get_slice_eliminator 1.12% : 0.000002s : 18: predicate.merge_addn 1.26% : 0.000003s : 18: predicate.minmaximum_grad 1.47% : 0.000003s : 6: predicate.mutable_eliminate 0.59% : 0.000001s : 6: predicate.opt_reshape 2.11% : 0.000004s : 24: predicate.partial_eliminate 1.31% : 0.000003s : 18: predicate.print_const_string_wrapper 1.69% : 0.000004s : 18: predicate.reduce_eliminate 1.21% : 0.000003s : 18: predicate.redundant_stop_gradient_eliminater 0.76% : 0.000002s : 12: predicate.remove_not_recompute_node 1.41% : 0.000003s : 30: predicate.replace_applicator 0.73% : 0.000002s : 12: predicate.replace_old_param 0.64% : 0.000001s : 6: predicate.reset_defer_inline 1.25% : 0.000003s : 18: predicate.reshape_eliminate 1.17% : 0.000002s : 18: predicate.row_tensor_add_zeros_like 1.20% : 0.000003s : 6: predicate.row_tensor_eliminate 1.27% : 0.000003s : 18: predicate.same_eliminate 0.54% : 0.000001s : 14: predicate.set_cell_output_no_recompute 1.05% : 0.000002s : 12: predicate.special_op_eliminate 1.05% : 0.000002s : 12: predicate.specialize_transform 1.54% : 0.000003s : 18: predicate.split_environ_get_set_with_tuple_value 1.27% : 0.000003s : 18: predicate.stack_unstack_eliminate 0.58% : 0.000001s : 6: predicate.switch_call_monad_eliminater 2.18% : 0.000005s : 22: predicate.switch_defer_inline 1.62% : 0.000003s : 22: predicate.switch_layer_defer_inline 5.59% : 0.000012s : 62: predicate.switch_simplify 1.24% : 0.000003s : 18: predicate.tile_eliminate 1.25% : 0.000003s : 18: predicate.transpose_eliminate 1.44% : 0.000003s : 18: predicate.tuple_list_convert_item_index_to_positive 1.36% : 0.000003s : 18: predicate.tuple_list_get_item_depend_reorder 4.04% : 0.000009s : 30: predicate.tuple_list_get_item_eliminator 1.73% : 0.000004s : 18: predicate.tuple_list_set_item_eliminator 1.17% : 0.000002s : 18: predicate.tuple_to_list_eliminator_ 1.73% : 0.000004s : 24: predicate.updatestate_pure_node_eliminater 3.13% : 0.000007s : 36: predicate.updatestate_useless_node_eliminater 1.61% : 0.000003s : 18: predicate.value_based_eliminate 0.43% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 3.65% : 0.000008s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000599 9 43.05% : 0.000258s : 3: func_graph_cloner_run.FuncGraphClonerGraph 56.95% : 0.000341s : 6: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.424377 73 0.02% : 0.000098s : 1: add_recomputation 0.04% : 0.000163s : 1: auto_monad 0.01% : 0.000033s : 1: auto_monad_reorder 0.09% : 0.000365s : 1: bootstrap 0.01% : 0.000051s : 1: cconv 0.00% : 0.000014s : 1: convert_after_rewriter 0.01% : 0.000042s : 1: cse_after_recomputation 0.00% : 0.000013s : 1: environ_conv 0.01% : 0.000023s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 1.56% : 0.006602s : 1: jit_opt_a 0.07% : 0.000285s : 1: jit_opt_after_cconv 0.03% : 0.000139s : 1: jit_opt_b 0.18% : 0.000782s : 1: loop_unroll 47.33% : 0.200858s : 1: mutable_eliminate 0.30% : 0.001282s : 26: opt.transform.jit_opt_a 0.03% : 0.000111s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000074s : 4: opt.transform.jit_opt_b 0.01% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 47.15% : 0.200113s : 1: opt.transform.mutable_eliminate 0.01% : 0.000036s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000056s : 4: opt.transform.symbol_engine_opt 0.13% : 0.000561s : 1: opt_after_jit_grad 0.00% : 0.000009s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000026s : 1: process_offload_annotation 0.01% : 0.000032s : 1: py_interpret_to_execute 0.00% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000026s : 1: remove_dup_value 0.15% : 0.000623s : 1: renormalize.infer 0.11% : 0.000477s : 1: renormalize.specialize 0.00% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.04% : 0.000179s : 1: rewriter_after_opt_a 0.02% : 0.000072s : 1: rewriter_before_opt_a 0.03% : 0.000110s : 1: symbol_engine_optimizer 2.60% : 0.011038s : 1: type_inference . [hook] pytest_runtest_teardown:test_tensor_to[1] tests/st/tensor/test_to.py::test_tensor_to[1],max_mem:28.0M [WARNING] ME(169696:281473807314736,MainProcess):2026-01-29-17:39:37.200.188 [mindspore/graph/api.py:128] The function "tensor_to_1" at the file "/home/jenkins/mindspore/testcases/testcases/tests/st/tensor/test_to.py", line 100 has been compiled again. Try to reuse the function object decorated by @jit to reduce the compile time. For more details, get instructions about `jit` at https://www.mindspore.cn/search?inputValue=jit. TotalTime = 0.145598, [64] [bootstrap]: 0.00034231 [type_inference]: 0.0110177 [event_method]: 1.787e-05 [auto_monad]: 0.0001588 [graph_reusing]: 6.36998e-06 [pre_auto_parallel]: 3.01001e-06 [py_interpret_to_execute]: 2.956e-05 [rewriter_before_opt_a]: 6.9e-05 [expand_dump_flag]: 3.35e-06 [jit_opt_a]: 0.00659831, [2] [Cycle 1]: 0.00248742, [27] [switch_simplify]: 6.782e-05 [loop_unroll]: 2.873e-05 [a_1]: 0.00072511 [with_stream_mark]: 3.692e-05 [recompute_prepare]: 1.53e-05 [updatestate_depend_eliminate]: 3.283e-05 [updatestate_assign_eliminate]: 5.77999e-06 [updatestate_loads_eliminate]: 5.71e-06 [parameter_eliminate]: 1.96e-06 [specialize_transform]: 1.201e-05 [updatestate_useless_node_eliminater]: 1.22e-05 [accelerated_algorithm]: 2.444e-05 [meta_shard_fg_expand]: 4.03001e-06 [get_grad_eliminate_]: 1.01e-05 [merge_forward]: 6.07001e-06 [cell_reuse_recompute_pass]: 1.12e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.334e-05 [j_node_and_user_rematch]: 1.683e-05 [meta_fg_expand]: 3.56001e-06 [replace_old_param]: 1.416e-05 [inline_without_move]: 8.76002e-06 [renormalize]: 0.00110988 [add_forward_monad_depend]: 6.53e-06 [auto_monad_grad]: 2.26998e-06 [auto_monad_eliminator]: 2.476e-05 [cse]: 5.15e-05 [replace_applicator]: 2.183e-05 [Cycle 2]: 0.00053537, [27] [switch_simplify]: 1.017e-05 [loop_unroll]: 8.45001e-06 [a_1]: 0.00020728 [with_stream_mark]: 1.269e-05 [recompute_prepare]: 8.67998e-06 [updatestate_depend_eliminate]: 6.24999e-06 [updatestate_assign_eliminate]: 5.22e-06 [updatestate_loads_eliminate]: 4.82e-06 [parameter_eliminate]: 1.54998e-06 [specialize_transform]: 9.07999e-06 [updatestate_useless_node_eliminater]: 1.062e-05 [accelerated_algorithm]: 1.319e-05 [meta_shard_fg_expand]: 2.07001e-06 [get_grad_eliminate_]: 7.97e-06 [merge_forward]: 5.18002e-06 [cell_reuse_recompute_pass]: 2.22999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.92e-05 [j_node_and_user_rematch]: 1.364e-05 [meta_fg_expand]: 3.3e-06 [replace_old_param]: 1.109e-05 [inline_without_move]: 7.71999e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.33002e-06 [auto_monad_grad]: 1.53002e-06 [auto_monad_eliminator]: 1.225e-05 [cse]: 2.309e-05 [replace_applicator]: 9.20001e-06 [py_interpret_to_execute_after_opt_a]: 1.584e-05 [rewriter_after_opt_a]: 0.00017519 [convert_after_rewriter]: 1.087e-05 [order_py_execute_after_rewriter]: 6.69999e-06 [mutable_eliminate]: 0.200833 [jit_opt_b]: 0.00013281, [1] [Cycle 1]: 0.00011632, [2] [frontend_op_eliminate]: 5.602e-05 [inline_after_opt_a]: 3.267e-05 [cconv]: 4.779e-05 [loop_unroll]: 0.0007726 [jit_opt_after_cconv]: 0.00028073, [1] [Cycle 1]: 0.0002715, [11] [c_1]: 6.903e-05 [parameter_eliminate]: 6.41998e-06 [updatestate_depend_eliminate]: 1.706e-05 [updatestate_assign_eliminate]: 6.94999e-06 [updatestate_loads_eliminate]: 5.11002e-06 [cse]: 6.155e-05 [call_graph_tuple_transform]: 2.691e-05 [tuple_list_get_item_eliminator]: 9.99001e-06 [none_parameter_eliminate]: 1.81998e-06 [renormalize]: 5.39992e-07 [switch_simplify]: 9.41e-06 [remove_dup_value]: 2.294e-05 [partial_unused_args_eliminate]: 2.31e-06 [environ_conv]: 9.88002e-06 [add_recomputation]: 9.481e-05 [cse_after_recomputation]: 3.972e-05, [1] [Cycle 1]: 3.239e-05, [1] [cse]: 2.414e-05 [auto_monad_reorder]: 2.972e-05 [get_jit_bprop_graph]: 2.28998e-06 [rewriter_after_jit_bprop_graph]: 9.91998e-06 [opt_after_jit_grad]: 0.00055011 [symbol_engine_optimizer]: 0.00010745, [1] [Cycle 1]: 9.938e-05, [6] [build]: 8.38001e-06 [elim_shapecalc]: 1.238e-05 [elim_not_effective]: 2.171e-05 [opt_reshape]: 1.029e-05 [fold_const_symbol]: 1.582e-05 [renormalize]: 9.39996e-07 [process_offload_annotation]: 2.253e-05 [validate]: 6.27e-05 [backend_pass]: 3.00002e-06 [bootstrap]: 0.0011544 [type_inference]: 0.132002 [event_method]: 1.397e-05 [auto_monad]: 0.00015345 [graph_reusing]: 5.79e-06 [pre_auto_parallel]: 2.34999e-06 [py_interpret_to_execute]: 2.646e-05 [rewriter_before_opt_a]: 5.796e-05 [expand_dump_flag]: 3.84002e-06 [jit_opt_a]: 0.00925748, [2] [Cycle 1]: 0.00211369, [27] [switch_simplify]: 5.182e-05 [loop_unroll]: 2.019e-05 [a_1]: 0.0004952 [with_stream_mark]: 3.502e-05 [recompute_prepare]: 1.144e-05 [updatestate_depend_eliminate]: 6.81999e-06 [updatestate_assign_eliminate]: 6.54999e-06 [updatestate_loads_eliminate]: 4.58001e-06 [parameter_eliminate]: 2.09e-06 [specialize_transform]: 8.82e-06 [updatestate_useless_node_eliminater]: 1.198e-05 [accelerated_algorithm]: 7.57002e-06 [meta_shard_fg_expand]: 2.93e-06 [get_grad_eliminate_]: 7.75e-06 [merge_forward]: 5.68002e-06 [cell_reuse_recompute_pass]: 1.27e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.909e-05 [j_node_and_user_rematch]: 1.243e-05 [meta_fg_expand]: 3.08998e-06 [replace_old_param]: 1.12e-05 [inline_without_move]: 7.87e-06 [renormalize]: 0.0010759 [add_forward_monad_depend]: 1.142e-05 [auto_monad_grad]: 2.57001e-06 [auto_monad_eliminator]: 2.29e-05 [cse]: 4.408e-05 [replace_applicator]: 1.77e-05 [Cycle 2]: 0.00056529, [27] [switch_simplify]: 8.35999e-06 [loop_unroll]: 8.17003e-06 [a_1]: 0.00016458 [with_stream_mark]: 1.592e-05 [recompute_prepare]: 7.71999e-06 [updatestate_depend_eliminate]: 5.49e-06 [updatestate_assign_eliminate]: 4.20999e-06 [updatestate_loads_eliminate]: 3.83999e-06 [parameter_eliminate]: 1.44e-06 [specialize_transform]: 8.25e-06 [updatestate_useless_node_eliminater]: 1.042e-05 [accelerated_algorithm]: 7.81001e-06 [meta_shard_fg_expand]: 2.17999e-06 [get_grad_eliminate_]: 7.38999e-06 [merge_forward]: 4.55001e-06 [cell_reuse_recompute_pass]: 1.93002e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.935e-05 [j_node_and_user_rematch]: 5.081e-05 [meta_fg_expand]: 3.46999e-06 [replace_old_param]: 1.244e-05 [inline_without_move]: 7.46001e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 2.82002e-06 [auto_monad_grad]: 1.67999e-06 [auto_monad_eliminator]: 1.438e-05 [cse]: 2.262e-05 [replace_applicator]: 7.64002e-06 [py_interpret_to_execute_after_opt_a]: 1.584e-05 [rewriter_after_opt_a]: 6.394e-05 [convert_after_rewriter]: 9.34e-06 [order_py_execute_after_rewriter]: 7.73999e-06 [mutable_eliminate]: 0.00071172 [jit_opt_b]: 0.00013607, [1] [Cycle 1]: 0.00012759, [2] [frontend_op_eliminate]: 8.624e-05 [inline_after_opt_a]: 2.361e-05 [cconv]: 3.509e-05 [loop_unroll]: 0.00049996 [jit_opt_after_cconv]: 0.00022155, [1] [Cycle 1]: 0.00021433, [11] [c_1]: 4.837e-05 [parameter_eliminate]: 5.19e-06 [updatestate_depend_eliminate]: 1.116e-05 [updatestate_assign_eliminate]: 6.19001e-06 [updatestate_loads_eliminate]: 4.25999e-06 [cse]: 3.737e-05 [call_graph_tuple_transform]: 3.007e-05 [tuple_list_get_item_eliminator]: 8.35999e-06 [none_parameter_eliminate]: 1.52001e-06 [renormalize]: 6.00005e-07 [switch_simplify]: 7.87e-06 [remove_dup_value]: 1.902e-05 [partial_unused_args_eliminate]: 3.48999e-06 [environ_conv]: 7.11001e-06 [add_recomputation]: 8.829e-05 [cse_after_recomputation]: 3.184e-05, [1] [Cycle 1]: 2.58e-05, [1] [cse]: 1.932e-05 [auto_monad_reorder]: 3.387e-05 [get_jit_bprop_graph]: 2.27999e-06 [rewriter_after_jit_bprop_graph]: 7.93001e-06 [opt_after_jit_grad]: 0.00052354 [symbol_engine_optimizer]: 9.38e-05, [1] [Cycle 1]: 8.635e-05, [6] [build]: 6.31e-06 [elim_shapecalc]: 1.077e-05 [elim_not_effective]: 2.021e-05 [opt_reshape]: 7.88999e-06 [fold_const_symbol]: 1.256e-05 [renormalize]: 5.59987e-07 [process_offload_annotation]: 1.477e-05 [validate]: 6.303e-05 Sums bootstrap : 0.000342s : 0.10% type_inference : 0.011018s : 3.10% event_method : 0.000018s : 0.01% auto_monad : 0.000159s : 0.04% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000030s : 0.01% rewriter_before_opt_a : 0.000069s : 0.02% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000078s : 0.02% jit_opt_a.loop_unroll : 0.000037s : 0.01% jit_opt_a.a_1 : 0.000932s : 0.26% jit_opt_a.with_stream_mark : 0.000050s : 0.01% jit_opt_a.recompute_prepare : 0.000024s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000039s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000021s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.01% jit_opt_a.accelerated_algorithm : 0.000038s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000011s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000043s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.01% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000025s : 0.01% jit_opt_a.inline_without_move : 0.000016s : 0.00% jit_opt_a.renormalize : 0.001110s : 0.31% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000037s : 0.01% jit_opt_a.cse : 0.000075s : 0.02% jit_opt_a.replace_applicator : 0.000031s : 0.01% py_interpret_to_execute_after_opt_a : 0.000016s : 0.00% rewriter_after_opt_a : 0.000175s : 0.05% convert_after_rewriter : 0.000011s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.200833s : 56.47% jit_opt_b.frontend_op_eliminate : 0.000056s : 0.02% jit_opt_b.inline_after_opt_a : 0.000033s : 0.01% cconv : 0.000048s : 0.01% loop_unroll : 0.000773s : 0.22% jit_opt_after_cconv.c_1 : 0.000069s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000062s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000023s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000010s : 0.00% add_recomputation : 0.000095s : 0.03% cse_after_recomputation.cse : 0.000024s : 0.01% auto_monad_reorder : 0.000030s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.00% opt_after_jit_grad : 0.000550s : 0.15% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000023s : 0.01% validate : 0.000063s : 0.02% backend_pass : 0.000003s : 0.00% bootstrap : 0.001154s : 0.32% type_inference : 0.132002s : 37.12% event_method : 0.000014s : 0.00% auto_monad : 0.000153s : 0.04% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000026s : 0.01% rewriter_before_opt_a : 0.000058s : 0.02% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000060s : 0.02% jit_opt_a.loop_unroll : 0.000028s : 0.01% jit_opt_a.a_1 : 0.000660s : 0.19% jit_opt_a.with_stream_mark : 0.000051s : 0.01% jit_opt_a.recompute_prepare : 0.000019s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000008s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000017s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000022s : 0.01% jit_opt_a.accelerated_algorithm : 0.000015s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000015s : 0.00% jit_opt_a.merge_forward : 0.000010s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000068s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000063s : 0.02% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000024s : 0.01% jit_opt_a.inline_without_move : 0.000015s : 0.00% jit_opt_a.renormalize : 0.001076s : 0.30% jit_opt_a.add_forward_monad_depend : 0.000014s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000037s : 0.01% jit_opt_a.cse : 0.000067s : 0.02% jit_opt_a.replace_applicator : 0.000025s : 0.01% py_interpret_to_execute_after_opt_a : 0.000016s : 0.00% rewriter_after_opt_a : 0.000064s : 0.02% convert_after_rewriter : 0.000009s : 0.00% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000712s : 0.20% jit_opt_b.frontend_op_eliminate : 0.000086s : 0.02% jit_opt_b.inline_after_opt_a : 0.000024s : 0.01% cconv : 0.000035s : 0.01% loop_unroll : 0.000500s : 0.14% jit_opt_after_cconv.c_1 : 0.000048s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.cse : 0.000037s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000030s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000008s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000008s : 0.00% remove_dup_value : 0.000019s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000007s : 0.00% add_recomputation : 0.000088s : 0.02% cse_after_recomputation.cse : 0.000019s : 0.01% auto_monad_reorder : 0.000034s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.00% opt_after_jit_grad : 0.000524s : 0.15% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000008s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000015s : 0.00% validate : 0.000063s : 0.02% Time group info: ------[substitution.] 0.000591 106 3.86% : 0.000023s : 2: substitution.arithmetic_simplify 3.75% : 0.000022s : 7: substitution.depend_value_elim 1.10% : 0.000006s : 9: substitution.elim_not_effective 0.72% : 0.000004s : 9: substitution.fold_const_symbol 2.57% : 0.000015s : 11: substitution.graph_param_transform 69.53% : 0.000411s : 6: substitution.inline 2.06% : 0.000012s : 18: substitution.j_node_and_user_rematch 2.60% : 0.000015s : 2: substitution.less_batch_normalization 2.60% : 0.000015s : 18: substitution.remove_not_recompute_node 2.06% : 0.000012s : 4: substitution.replace_old_param 5.42% : 0.000032s : 8: substitution.updatestate_pure_node_eliminater 3.74% : 0.000022s : 12: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.142870 4 98.88% : 0.141274s : 2: type_inference.infer 1.12% : 0.001595s : 2: type_inference.specialize ------[replace.] 0.000084 6 100.00% : 0.000084s : 6: replace.inline ------[match.] 0.000406 6 100.00% : 0.000406s : 6: match.inline ------[predicate.] 0.000398 1927 1.04% : 0.000004s : 29: predicate.accumulaten_eliminater 1.25% : 0.000005s : 11: predicate.ad_related_special_op_eliminate 0.95% : 0.000004s : 29: predicate.addn_check_dump 1.03% : 0.000004s : 29: predicate.addn_zero_filter 1.83% : 0.000007s : 29: predicate.arithmetic_simplify 1.35% : 0.000005s : 29: predicate.cast_eliminate 0.59% : 0.000002s : 11: predicate.check_bprop_eliminate 1.08% : 0.000004s : 29: predicate.compare_switch_simplify 1.26% : 0.000005s : 29: predicate.depend_value_elim 1.01% : 0.000004s : 29: predicate.dict_get_item_const_eliminator 1.37% : 0.000005s : 29: predicate.dict_get_item_eliminator 1.02% : 0.000004s : 29: predicate.dict_set_item_eliminator 0.91% : 0.000004s : 11: predicate.dumpgradient_eliminate 0.34% : 0.000001s : 11: predicate.elim_not_effective 0.60% : 0.000002s : 11: predicate.elim_shapecalc_of_broadcastargs 1.10% : 0.000004s : 29: predicate.environ_add_const_eliminate 0.96% : 0.000004s : 29: predicate.environ_get_add_eliminate 1.00% : 0.000004s : 29: predicate.environ_get_depend_swap 1.09% : 0.000004s : 29: predicate.environ_get_eliminate 1.13% : 0.000004s : 29: predicate.environ_get_set_eliminate 0.22% : 0.000001s : 11: predicate.fold_const_symbol 1.12% : 0.000004s : 22: predicate.get_grad_eliminate 0.35% : 0.000001s : 11: predicate.graph_param_transform 4.48% : 0.000018s : 57: predicate.inline 1.11% : 0.000004s : 22: predicate.inline_without_move 0.41% : 0.000002s : 22: predicate.j_node_and_user_rematch 1.27% : 0.000005s : 22: predicate.less_batch_normalization 1.04% : 0.000004s : 29: predicate.list_to_tuple_eliminator_ 1.61% : 0.000006s : 40: predicate.load_eliminater 1.41% : 0.000006s : 11: predicate.loop_unroll_after_grad 2.09% : 0.000008s : 54: predicate.loop_unroll_before_grad 1.68% : 0.000007s : 40: predicate.make_slice_get_slice_eliminator 0.96% : 0.000004s : 29: predicate.merge_addn 1.11% : 0.000004s : 29: predicate.minmaximum_grad 1.72% : 0.000007s : 11: predicate.mutable_eliminate 0.57% : 0.000002s : 11: predicate.opt_reshape 1.86% : 0.000007s : 40: predicate.partial_eliminate 1.07% : 0.000004s : 29: predicate.print_const_string_wrapper 1.47% : 0.000006s : 29: predicate.reduce_eliminate 1.05% : 0.000004s : 29: predicate.redundant_stop_gradient_eliminater 0.73% : 0.000003s : 22: predicate.remove_not_recompute_node 1.35% : 0.000005s : 51: predicate.replace_applicator 0.65% : 0.000003s : 22: predicate.replace_old_param 0.48% : 0.000002s : 11: predicate.reset_defer_inline 1.07% : 0.000004s : 29: predicate.reshape_eliminate 1.04% : 0.000004s : 29: predicate.row_tensor_add_zeros_like 1.00% : 0.000004s : 11: predicate.row_tensor_eliminate 1.08% : 0.000004s : 29: predicate.same_eliminate 0.52% : 0.000002s : 24: predicate.set_cell_output_no_recompute 1.04% : 0.000004s : 22: predicate.special_op_eliminate 1.14% : 0.000005s : 22: predicate.specialize_transform 1.29% : 0.000005s : 29: predicate.split_environ_get_set_with_tuple_value 1.14% : 0.000005s : 29: predicate.stack_unstack_eliminate 0.57% : 0.000002s : 11: predicate.switch_call_monad_eliminater 1.73% : 0.000007s : 35: predicate.switch_defer_inline 1.34% : 0.000005s : 35: predicate.switch_layer_defer_inline 4.97% : 0.000020s : 100: predicate.switch_simplify 1.05% : 0.000004s : 29: predicate.tile_eliminate 1.05% : 0.000004s : 29: predicate.transpose_eliminate 1.25% : 0.000005s : 29: predicate.tuple_list_convert_item_index_to_positive 1.13% : 0.000005s : 29: predicate.tuple_list_get_item_depend_reorder 3.41% : 0.000014s : 51: predicate.tuple_list_get_item_eliminator 1.51% : 0.000006s : 29: predicate.tuple_list_set_item_eliminator 1.08% : 0.000004s : 29: predicate.tuple_to_list_eliminator_ 1.50% : 0.000006s : 40: predicate.updatestate_pure_node_eliminater 2.99% : 0.000012s : 62: predicate.updatestate_useless_node_eliminater 1.71% : 0.000007s : 29: predicate.value_based_eliminate 0.46% : 0.000002s : 11: predicate.virtual_view_grad_eliminate 14.22% : 0.000057s : 11: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000987 15 37.03% : 0.000366s : 5: func_graph_cloner_run.FuncGraphClonerGraph 62.97% : 0.000622s : 10: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.585108 149 0.03% : 0.000190s : 2: add_recomputation 0.06% : 0.000323s : 2: auto_monad 0.01% : 0.000072s : 2: auto_monad_reorder 0.00% : 0.000009s : 1: backend_pass 0.27% : 0.001578s : 2: bootstrap 0.02% : 0.000089s : 2: cconv 0.00% : 0.000026s : 2: convert_after_rewriter 0.02% : 0.000127s : 2: cse_after_recomputation 0.00% : 0.000022s : 2: environ_conv 0.01% : 0.000043s : 2: event_method 0.00% : 0.000012s : 2: expand_dump_flag 0.00% : 0.000009s : 2: get_jit_bprop_graph 0.00% : 0.000018s : 2: graph_reusing 2.71% : 0.015863s : 2: jit_opt_a 0.09% : 0.000509s : 2: jit_opt_after_cconv 0.05% : 0.000278s : 2: jit_opt_b 0.22% : 0.001292s : 2: loop_unroll 34.45% : 0.201580s : 2: mutable_eliminate 0.38% : 0.002248s : 52: opt.transform.jit_opt_a 0.03% : 0.000202s : 8: opt.transform.jit_opt_after_cconv 0.03% : 0.000176s : 8: opt.transform.jit_opt_b 0.01% : 0.000047s : 2: opt.transform.loop_unroll_optimizer 34.20% : 0.200131s : 2: opt.transform.mutable_eliminate 0.01% : 0.000073s : 2: opt.transform.opt_after_jit_grad 0.02% : 0.000104s : 8: opt.transform.symbol_engine_opt 0.19% : 0.001094s : 2: opt_after_jit_grad 0.00% : 0.000019s : 2: order_py_execute_after_rewriter 0.00% : 0.000011s : 2: partial_unused_args_eliminate 0.00% : 0.000011s : 2: pre_auto_parallel 0.01% : 0.000043s : 2: process_offload_annotation 0.01% : 0.000061s : 2: py_interpret_to_execute 0.01% : 0.000036s : 2: py_interpret_to_execute_after_opt_a 0.01% : 0.000048s : 2: remove_dup_value 0.21% : 0.001239s : 2: renormalize.infer 0.16% : 0.000928s : 2: renormalize.specialize 0.00% : 0.000022s : 2: rewriter_after_jit_bprop_graph 0.04% : 0.000246s : 2: rewriter_after_opt_a 0.02% : 0.000133s : 2: rewriter_before_opt_a 0.04% : 0.000207s : 2: symbol_engine_optimizer 2.07% : 0.012138s : 1: task_emit 24.45% : 0.143061s : 2: type_inference 0.14% : 0.000791s : 1: validate TotalTime = 0.0157959, [31] [bootstrap]: 0.00037679 [type_inference]: 0.00595296 [event_method]: 1.548e-05 [auto_monad]: 0.00012292 [graph_reusing]: 6.21e-06 [pre_auto_parallel]: 2.87002e-06 [py_interpret_to_execute]: 2.594e-05 [rewriter_before_opt_a]: 7.123e-05 [expand_dump_flag]: 3.04001e-06 [jit_opt_a]: 0.00641952, [2] [Cycle 1]: 0.00205522, [27] [switch_simplify]: 5.462e-05 [loop_unroll]: 3.769e-05 [a_1]: 0.00041015 [with_stream_mark]: 3.354e-05 [recompute_prepare]: 1.195e-05 [updatestate_depend_eliminate]: 6.93e-06 [updatestate_assign_eliminate]: 6.07001e-06 [updatestate_loads_eliminate]: 4.75999e-06 [parameter_eliminate]: 2.16e-06 [specialize_transform]: 9.24e-06 [updatestate_useless_node_eliminater]: 1.155e-05 [accelerated_algorithm]: 8.70001e-06 [meta_shard_fg_expand]: 2.54001e-06 [get_grad_eliminate_]: 8.65999e-06 [merge_forward]: 5.46002e-06 [cell_reuse_recompute_pass]: 1.10001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.108e-05 [j_node_and_user_rematch]: 1.412e-05 [meta_fg_expand]: 3.03e-06 [replace_old_param]: 1.254e-05 [inline_without_move]: 8.43001e-06 [renormalize]: 0.00105266 [add_forward_monad_depend]: 8.12e-06 [auto_monad_grad]: 3.03998e-06 [auto_monad_eliminator]: 2.496e-05 [cse]: 4.344e-05 [replace_applicator]: 2.284e-05 [Cycle 2]: 0.00049574, [27] [switch_simplify]: 9.35001e-06 [loop_unroll]: 7.5e-06 [a_1]: 0.00016737 [with_stream_mark]: 1.873e-05 [recompute_prepare]: 8.87e-06 [updatestate_depend_eliminate]: 6.12001e-06 [updatestate_assign_eliminate]: 5.03002e-06 [updatestate_loads_eliminate]: 4.68001e-06 [parameter_eliminate]: 1.86e-06 [specialize_transform]: 8.52e-06 [updatestate_useless_node_eliminater]: 1.065e-05 [accelerated_algorithm]: 7.60998e-06 [meta_shard_fg_expand]: 2.51998e-06 [get_grad_eliminate_]: 7.04001e-06 [merge_forward]: 5.66e-06 [cell_reuse_recompute_pass]: 2.71999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.856e-05 [j_node_and_user_rematch]: 1.235e-05 [meta_fg_expand]: 2.70997e-06 [replace_old_param]: 1.077e-05 [inline_without_move]: 6.96999e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.29998e-06 [auto_monad_grad]: 1.49998e-06 [auto_monad_eliminator]: 1.193e-05 [cse]: 2.166e-05 [replace_applicator]: 7.70998e-06 [py_interpret_to_execute_after_opt_a]: 1.795e-05 [rewriter_after_opt_a]: 6.111e-05 [convert_after_rewriter]: 1.027e-05 [order_py_execute_after_rewriter]: 6.39001e-06 [mutable_eliminate]: 0.00075549 [jit_opt_b]: 6.847e-05, [1] [Cycle 1]: 5.83e-05, [2] [frontend_op_eliminate]: 2.25e-05 [inline_after_opt_a]: 2.32e-05 [cconv]: 3.48e-05 [loop_unroll]: 0.00046746 [jit_opt_after_cconv]: 0.00024519, [1] [Cycle 1]: 0.00023709, [11] [c_1]: 6.909e-05 [parameter_eliminate]: 5.72999e-06 [updatestate_depend_eliminate]: 1.377e-05 [updatestate_assign_eliminate]: 5.08002e-06 [updatestate_loads_eliminate]: 4.51002e-06 [cse]: 4.156e-05 [call_graph_tuple_transform]: 2.383e-05 [tuple_list_get_item_eliminator]: 8.38001e-06 [none_parameter_eliminate]: 1.49998e-06 [renormalize]: 8.39995e-07 [switch_simplify]: 7.94002e-06 [remove_dup_value]: 1.948e-05 [partial_unused_args_eliminate]: 2.37001e-06 [environ_conv]: 7.48e-06 [add_recomputation]: 7.537e-05 [cse_after_recomputation]: 3.203e-05, [1] [Cycle 1]: 2.556e-05, [1] [cse]: 1.959e-05 [auto_monad_reorder]: 2.749e-05 [get_jit_bprop_graph]: 2.34999e-06 [rewriter_after_jit_bprop_graph]: 7.28999e-06 [opt_after_jit_grad]: 0.00054207 [symbol_engine_optimizer]: 9.421e-05, [1] [Cycle 1]: 8.698e-05, [6] [build]: 4.77e-06 [elim_shapecalc]: 1.109e-05 [elim_not_effective]: 1.883e-05 [opt_reshape]: 8.99e-06 [fold_const_symbol]: 1.319e-05 [renormalize]: 4.89992e-07 [process_offload_annotation]: 1.284e-05 [validate]: 5.447e-05 Sums bootstrap : 0.000377s : 3.37% type_inference : 0.005953s : 53.22% event_method : 0.000015s : 0.14% auto_monad : 0.000123s : 1.10% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000003s : 0.03% py_interpret_to_execute : 0.000026s : 0.23% rewriter_before_opt_a : 0.000071s : 0.64% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000064s : 0.57% jit_opt_a.loop_unroll : 0.000045s : 0.40% jit_opt_a.a_1 : 0.000578s : 5.16% jit_opt_a.with_stream_mark : 0.000052s : 0.47% jit_opt_a.recompute_prepare : 0.000021s : 0.19% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.12% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.08% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000018s : 0.16% jit_opt_a.updatestate_useless_node_eliminater : 0.000022s : 0.20% jit_opt_a.accelerated_algorithm : 0.000016s : 0.15% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000016s : 0.14% jit_opt_a.merge_forward : 0.000011s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000040s : 0.35% jit_opt_a.j_node_and_user_rematch : 0.000026s : 0.24% jit_opt_a.meta_fg_expand : 0.000006s : 0.05% jit_opt_a.replace_old_param : 0.000023s : 0.21% jit_opt_a.inline_without_move : 0.000015s : 0.14% jit_opt_a.renormalize : 0.001053s : 9.41% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.08% jit_opt_a.auto_monad_grad : 0.000005s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000037s : 0.33% jit_opt_a.cse : 0.000065s : 0.58% jit_opt_a.replace_applicator : 0.000031s : 0.27% py_interpret_to_execute_after_opt_a : 0.000018s : 0.16% rewriter_after_opt_a : 0.000061s : 0.55% convert_after_rewriter : 0.000010s : 0.09% order_py_execute_after_rewriter : 0.000006s : 0.06% mutable_eliminate : 0.000755s : 6.75% jit_opt_b.frontend_op_eliminate : 0.000022s : 0.20% jit_opt_b.inline_after_opt_a : 0.000023s : 0.21% cconv : 0.000035s : 0.31% loop_unroll : 0.000467s : 4.18% jit_opt_after_cconv.c_1 : 0.000069s : 0.62% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.05% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.04% jit_opt_after_cconv.cse : 0.000042s : 0.37% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 0.21% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000008s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.01% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000008s : 0.07% remove_dup_value : 0.000019s : 0.17% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000007s : 0.07% add_recomputation : 0.000075s : 0.67% cse_after_recomputation.cse : 0.000020s : 0.18% auto_monad_reorder : 0.000027s : 0.25% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000007s : 0.07% opt_after_jit_grad : 0.000542s : 4.85% symbol_engine_optimizer.build : 0.000005s : 0.04% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.10% symbol_engine_optimizer.elim_not_effective : 0.000019s : 0.17% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.12% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000013s : 0.11% validate : 0.000054s : 0.49% Time group info: ------[substitution.] 0.000192 43 5.28% : 0.000010s : 2: substitution.depend_value_elim 1.35% : 0.000003s : 4: substitution.elim_not_effective 1.12% : 0.000002s : 4: substitution.fold_const_symbol 3.46% : 0.000007s : 5: substitution.graph_param_transform 66.29% : 0.000128s : 2: substitution.inline 2.54% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.61% : 0.000007s : 8: substitution.remove_not_recompute_node 3.38% : 0.000007s : 2: substitution.replace_old_param 7.26% : 0.000014s : 3: substitution.updatestate_pure_node_eliminater 5.72% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.005888 2 87.98% : 0.005181s : 1: type_inference.infer 12.02% : 0.000708s : 1: type_inference.specialize ------[replace.] 0.000031 2 100.00% : 0.000031s : 2: replace.inline ------[match.] 0.000126 2 100.00% : 0.000126s : 2: match.inline ------[predicate.] 0.000141 767 1.16% : 0.000002s : 11: predicate.accumulaten_eliminater 1.24% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.02% : 0.000001s : 11: predicate.addn_check_dump 1.33% : 0.000002s : 11: predicate.addn_zero_filter 1.75% : 0.000002s : 11: predicate.arithmetic_simplify 1.26% : 0.000002s : 11: predicate.cast_eliminate 0.50% : 0.000001s : 5: predicate.check_bprop_eliminate 1.29% : 0.000002s : 11: predicate.compare_switch_simplify 1.42% : 0.000002s : 11: predicate.depend_value_elim 1.09% : 0.000002s : 11: predicate.dict_get_item_const_eliminator 1.28% : 0.000002s : 11: predicate.dict_get_item_eliminator 1.08% : 0.000002s : 11: predicate.dict_set_item_eliminator 1.27% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.42% : 0.000001s : 5: predicate.elim_not_effective 0.65% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.05% : 0.000001s : 11: predicate.environ_add_const_eliminate 1.10% : 0.000002s : 11: predicate.environ_get_add_eliminate 1.32% : 0.000002s : 11: predicate.environ_get_depend_swap 1.88% : 0.000003s : 11: predicate.environ_get_eliminate 0.99% : 0.000001s : 11: predicate.environ_get_set_eliminate 0.27% : 0.000000s : 5: predicate.fold_const_symbol 1.31% : 0.000002s : 10: predicate.get_grad_eliminate 0.42% : 0.000001s : 5: predicate.graph_param_transform 5.89% : 0.000008s : 23: predicate.inline 1.43% : 0.000002s : 10: predicate.inline_without_move 0.57% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.60% : 0.000002s : 10: predicate.less_batch_normalization 1.48% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 1.65% : 0.000002s : 16: predicate.load_eliminater 1.77% : 0.000002s : 5: predicate.loop_unroll_after_grad 2.49% : 0.000004s : 20: predicate.loop_unroll_before_grad 2.21% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 1.04% : 0.000001s : 11: predicate.merge_addn 0.99% : 0.000001s : 11: predicate.minmaximum_grad 2.20% : 0.000003s : 5: predicate.mutable_eliminate 0.63% : 0.000001s : 5: predicate.opt_reshape 2.20% : 0.000003s : 16: predicate.partial_eliminate 1.12% : 0.000002s : 11: predicate.print_const_string_wrapper 1.52% : 0.000002s : 11: predicate.reduce_eliminate 1.19% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 1.00% : 0.000001s : 10: predicate.remove_not_recompute_node 1.76% : 0.000002s : 21: predicate.replace_applicator 0.86% : 0.000001s : 10: predicate.replace_old_param 0.77% : 0.000001s : 5: predicate.reset_defer_inline 1.14% : 0.000002s : 11: predicate.reshape_eliminate 1.13% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 0.80% : 0.000001s : 5: predicate.row_tensor_eliminate 1.38% : 0.000002s : 11: predicate.same_eliminate 0.67% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.21% : 0.000002s : 10: predicate.special_op_eliminate 1.90% : 0.000003s : 10: predicate.specialize_transform 1.51% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 1.14% : 0.000002s : 11: predicate.stack_unstack_eliminate 0.70% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.77% : 0.000002s : 13: predicate.switch_defer_inline 1.65% : 0.000002s : 13: predicate.switch_layer_defer_inline 5.72% : 0.000008s : 38: predicate.switch_simplify 1.48% : 0.000002s : 11: predicate.tile_eliminate 1.16% : 0.000002s : 11: predicate.transpose_eliminate 1.25% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.20% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.96% : 0.000006s : 21: predicate.tuple_list_get_item_eliminator 1.36% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.04% : 0.000001s : 11: predicate.tuple_to_list_eliminator_ 1.60% : 0.000002s : 16: predicate.updatestate_pure_node_eliminater 3.71% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 1.46% : 0.000002s : 11: predicate.value_based_eliminate 0.68% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.90% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000363 6 28.02% : 0.000102s : 2: func_graph_cloner_run.FuncGraphClonerGraph 71.98% : 0.000261s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.017824 73 0.44% : 0.000078s : 1: add_recomputation 0.72% : 0.000129s : 1: auto_monad 0.17% : 0.000031s : 1: auto_monad_reorder 2.28% : 0.000406s : 1: bootstrap 0.22% : 0.000038s : 1: cconv 0.07% : 0.000013s : 1: convert_after_rewriter 0.19% : 0.000034s : 1: cse_after_recomputation 0.06% : 0.000010s : 1: environ_conv 0.12% : 0.000021s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 36.04% : 0.006423s : 1: jit_opt_a 1.40% : 0.000249s : 1: jit_opt_after_cconv 0.40% : 0.000071s : 1: jit_opt_b 2.67% : 0.000477s : 1: loop_unroll 4.33% : 0.000771s : 1: mutable_eliminate 4.94% : 0.000880s : 26: opt.transform.jit_opt_a 0.51% : 0.000090s : 4: opt.transform.jit_opt_after_cconv 0.22% : 0.000040s : 4: opt.transform.jit_opt_b 0.09% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.14% : 0.000025s : 1: opt.transform.mutable_eliminate 0.19% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.27% : 0.000048s : 4: opt.transform.symbol_engine_opt 3.10% : 0.000552s : 1: opt_after_jit_grad 0.05% : 0.000009s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.08% : 0.000015s : 1: process_offload_annotation 0.16% : 0.000029s : 1: py_interpret_to_execute 0.12% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.12% : 0.000022s : 1: remove_dup_value 3.30% : 0.000588s : 1: renormalize.infer 2.54% : 0.000453s : 1: renormalize.specialize 0.05% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.36% : 0.000065s : 1: rewriter_after_opt_a 0.42% : 0.000076s : 1: rewriter_before_opt_a 0.54% : 0.000097s : 1: symbol_engine_optimizer 33.53% : 0.005976s : 1: type_inference TotalTime = 0.0142562, [31] [bootstrap]: 0.00032282 [type_inference]: 0.00528556 [event_method]: 1.351e-05 [auto_monad]: 0.00011885 [graph_reusing]: 6.46e-06 [pre_auto_parallel]: 2.60002e-06 [py_interpret_to_execute]: 2.464e-05 [rewriter_before_opt_a]: 5.322e-05 [expand_dump_flag]: 3.23e-06 [jit_opt_a]: 0.00588245, [2] [Cycle 1]: 0.00184252, [27] [switch_simplify]: 4.456e-05 [loop_unroll]: 1.788e-05 [a_1]: 0.00039492 [with_stream_mark]: 2.941e-05 [recompute_prepare]: 9.96e-06 [updatestate_depend_eliminate]: 6.62002e-06 [updatestate_assign_eliminate]: 5.81e-06 [updatestate_loads_eliminate]: 4.52998e-06 [parameter_eliminate]: 1.94999e-06 [specialize_transform]: 8.25999e-06 [updatestate_useless_node_eliminater]: 1.085e-05 [accelerated_algorithm]: 8.13001e-06 [meta_shard_fg_expand]: 2.50002e-06 [get_grad_eliminate_]: 7.55e-06 [merge_forward]: 5.45001e-06 [cell_reuse_recompute_pass]: 1.39998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.991e-05 [j_node_and_user_rematch]: 1.301e-05 [meta_fg_expand]: 3.06999e-06 [replace_old_param]: 1.099e-05 [inline_without_move]: 7.32997e-06 [renormalize]: 0.00095319 [add_forward_monad_depend]: 6.69999e-06 [auto_monad_grad]: 2.68e-06 [auto_monad_eliminator]: 2.159e-05 [cse]: 4.064e-05 [replace_applicator]: 1.786e-05 [Cycle 2]: 0.00047596, [27] [switch_simplify]: 9.64e-06 [loop_unroll]: 7.36001e-06 [a_1]: 0.00016221 [with_stream_mark]: 1.314e-05 [recompute_prepare]: 7.57998e-06 [updatestate_depend_eliminate]: 4.72e-06 [updatestate_assign_eliminate]: 4.07998e-06 [updatestate_loads_eliminate]: 3.75e-06 [parameter_eliminate]: 1.30001e-06 [specialize_transform]: 7.71999e-06 [updatestate_useless_node_eliminater]: 9.97001e-06 [accelerated_algorithm]: 7.45e-06 [meta_shard_fg_expand]: 1.67999e-06 [get_grad_eliminate_]: 6.75998e-06 [merge_forward]: 5.39e-06 [cell_reuse_recompute_pass]: 1.39e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.216e-05 [j_node_and_user_rematch]: 1.175e-05 [meta_fg_expand]: 2.62001e-06 [replace_old_param]: 1.039e-05 [inline_without_move]: 7.08e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.45001e-06 [auto_monad_grad]: 1.00001e-06 [auto_monad_eliminator]: 1.112e-05 [cse]: 1.875e-05 [replace_applicator]: 7.82998e-06 [py_interpret_to_execute_after_opt_a]: 1.404e-05 [rewriter_after_opt_a]: 5.587e-05 [convert_after_rewriter]: 8.61002e-06 [order_py_execute_after_rewriter]: 6.00002e-06 [mutable_eliminate]: 0.00064512 [jit_opt_b]: 6.581e-05, [1] [Cycle 1]: 5.798e-05, [2] [frontend_op_eliminate]: 2.249e-05 [inline_after_opt_a]: 2.261e-05 [cconv]: 2.884e-05 [loop_unroll]: 0.00044651 [jit_opt_after_cconv]: 0.00023665, [1] [Cycle 1]: 0.00022926, [11] [c_1]: 4.625e-05 [parameter_eliminate]: 3.75e-06 [updatestate_depend_eliminate]: 9.99001e-06 [updatestate_assign_eliminate]: 4.15999e-06 [updatestate_loads_eliminate]: 4.25999e-06 [cse]: 2.926e-05 [call_graph_tuple_transform]: 2.366e-05 [tuple_list_get_item_eliminator]: 8.74e-06 [none_parameter_eliminate]: 2.56e-06 [renormalize]: 8.09989e-07 [switch_simplify]: 8.38999e-06 [remove_dup_value]: 1.702e-05 [partial_unused_args_eliminate]: 2.84001e-06 [environ_conv]: 8.43001e-06 [add_recomputation]: 7.446e-05 [cse_after_recomputation]: 3.086e-05, [1] [Cycle 1]: 2.422e-05, [1] [cse]: 1.793e-05 [auto_monad_reorder]: 2.702e-05 [get_jit_bprop_graph]: 2.19999e-06 [rewriter_after_jit_bprop_graph]: 5.32999e-06 [opt_after_jit_grad]: 0.00050725 [symbol_engine_optimizer]: 9.221e-05, [1] [Cycle 1]: 8.496e-05, [6] [build]: 5.72001e-06 [elim_shapecalc]: 1.104e-05 [elim_not_effective]: 1.822e-05 [opt_reshape]: 8.50999e-06 [fold_const_symbol]: 1.28e-05 [renormalize]: 4.80009e-07 [process_offload_annotation]: 1.169e-05 [validate]: 5.236e-05 Sums bootstrap : 0.000323s : 3.22% type_inference : 0.005286s : 52.74% event_method : 0.000014s : 0.13% auto_monad : 0.000119s : 1.19% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000003s : 0.03% py_interpret_to_execute : 0.000025s : 0.25% rewriter_before_opt_a : 0.000053s : 0.53% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000054s : 0.54% jit_opt_a.loop_unroll : 0.000025s : 0.25% jit_opt_a.a_1 : 0.000557s : 5.56% jit_opt_a.with_stream_mark : 0.000043s : 0.42% jit_opt_a.recompute_prepare : 0.000018s : 0.18% jit_opt_a.updatestate_depend_eliminate : 0.000011s : 0.11% jit_opt_a.updatestate_assign_eliminate : 0.000010s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000008s : 0.08% jit_opt_a.parameter_eliminate : 0.000003s : 0.03% jit_opt_a.specialize_transform : 0.000016s : 0.16% jit_opt_a.updatestate_useless_node_eliminater : 0.000021s : 0.21% jit_opt_a.accelerated_algorithm : 0.000016s : 0.16% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000014s : 0.14% jit_opt_a.merge_forward : 0.000011s : 0.11% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000052s : 0.52% jit_opt_a.j_node_and_user_rematch : 0.000025s : 0.25% jit_opt_a.meta_fg_expand : 0.000006s : 0.06% jit_opt_a.replace_old_param : 0.000021s : 0.21% jit_opt_a.inline_without_move : 0.000014s : 0.14% jit_opt_a.renormalize : 0.000953s : 9.51% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.08% jit_opt_a.auto_monad_grad : 0.000004s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000033s : 0.33% jit_opt_a.cse : 0.000059s : 0.59% jit_opt_a.replace_applicator : 0.000026s : 0.26% py_interpret_to_execute_after_opt_a : 0.000014s : 0.14% rewriter_after_opt_a : 0.000056s : 0.56% convert_after_rewriter : 0.000009s : 0.09% order_py_execute_after_rewriter : 0.000006s : 0.06% mutable_eliminate : 0.000645s : 6.44% jit_opt_b.frontend_op_eliminate : 0.000022s : 0.22% jit_opt_b.inline_after_opt_a : 0.000023s : 0.23% cconv : 0.000029s : 0.29% loop_unroll : 0.000447s : 4.46% jit_opt_after_cconv.c_1 : 0.000046s : 0.46% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.04% jit_opt_after_cconv.cse : 0.000029s : 0.29% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 0.24% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.09% jit_opt_after_cconv.none_parameter_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000008s : 0.08% remove_dup_value : 0.000017s : 0.17% partial_unused_args_eliminate : 0.000003s : 0.03% environ_conv : 0.000008s : 0.08% add_recomputation : 0.000074s : 0.74% cse_after_recomputation.cse : 0.000018s : 0.18% auto_monad_reorder : 0.000027s : 0.27% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000005s : 0.05% opt_after_jit_grad : 0.000507s : 5.06% symbol_engine_optimizer.build : 0.000006s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000018s : 0.18% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.13% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000012s : 0.12% validate : 0.000052s : 0.52% Time group info: ------[substitution.] 0.000185 43 4.70% : 0.000009s : 2: substitution.depend_value_elim 1.57% : 0.000003s : 4: substitution.elim_not_effective 1.03% : 0.000002s : 4: substitution.fold_const_symbol 3.43% : 0.000006s : 5: substitution.graph_param_transform 69.31% : 0.000129s : 2: substitution.inline 2.44% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.83% : 0.000007s : 8: substitution.remove_not_recompute_node 2.66% : 0.000005s : 2: substitution.replace_old_param 5.76% : 0.000011s : 3: substitution.updatestate_pure_node_eliminater 5.26% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.005227 2 86.79% : 0.004536s : 1: type_inference.infer 13.21% : 0.000690s : 1: type_inference.specialize ------[replace.] 0.000028 2 100.00% : 0.000028s : 2: replace.inline ------[match.] 0.000127 2 100.00% : 0.000127s : 2: match.inline ------[predicate.] 0.000132 767 1.24% : 0.000002s : 11: predicate.accumulaten_eliminater 1.58% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.03% : 0.000001s : 11: predicate.addn_check_dump 1.37% : 0.000002s : 11: predicate.addn_zero_filter 2.25% : 0.000003s : 11: predicate.arithmetic_simplify 1.21% : 0.000002s : 11: predicate.cast_eliminate 0.64% : 0.000001s : 5: predicate.check_bprop_eliminate 1.10% : 0.000001s : 11: predicate.compare_switch_simplify 1.59% : 0.000002s : 11: predicate.depend_value_elim 1.06% : 0.000001s : 11: predicate.dict_get_item_const_eliminator 1.33% : 0.000002s : 11: predicate.dict_get_item_eliminator 1.24% : 0.000002s : 11: predicate.dict_set_item_eliminator 1.37% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.50% : 0.000001s : 5: predicate.elim_not_effective 0.92% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.18% : 0.000002s : 11: predicate.environ_add_const_eliminate 1.05% : 0.000001s : 11: predicate.environ_get_add_eliminate 1.02% : 0.000001s : 11: predicate.environ_get_depend_swap 1.15% : 0.000002s : 11: predicate.environ_get_eliminate 1.04% : 0.000001s : 11: predicate.environ_get_set_eliminate 0.32% : 0.000000s : 5: predicate.fold_const_symbol 1.52% : 0.000002s : 10: predicate.get_grad_eliminate 0.44% : 0.000001s : 5: predicate.graph_param_transform 4.94% : 0.000007s : 23: predicate.inline 1.37% : 0.000002s : 10: predicate.inline_without_move 0.52% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.72% : 0.000002s : 10: predicate.less_batch_normalization 1.55% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 2.36% : 0.000003s : 16: predicate.load_eliminater 1.28% : 0.000002s : 5: predicate.loop_unroll_after_grad 2.60% : 0.000003s : 20: predicate.loop_unroll_before_grad 2.09% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 1.10% : 0.000001s : 11: predicate.merge_addn 1.05% : 0.000001s : 11: predicate.minmaximum_grad 2.02% : 0.000003s : 5: predicate.mutable_eliminate 0.66% : 0.000001s : 5: predicate.opt_reshape 2.27% : 0.000003s : 16: predicate.partial_eliminate 1.10% : 0.000001s : 11: predicate.print_const_string_wrapper 1.59% : 0.000002s : 11: predicate.reduce_eliminate 1.15% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 1.18% : 0.000002s : 10: predicate.remove_not_recompute_node 1.68% : 0.000002s : 21: predicate.replace_applicator 0.94% : 0.000001s : 10: predicate.replace_old_param 0.46% : 0.000001s : 5: predicate.reset_defer_inline 1.14% : 0.000001s : 11: predicate.reshape_eliminate 1.23% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 0.93% : 0.000001s : 5: predicate.row_tensor_eliminate 1.20% : 0.000002s : 11: predicate.same_eliminate 0.68% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.68% : 0.000002s : 10: predicate.special_op_eliminate 1.34% : 0.000002s : 10: predicate.specialize_transform 1.28% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 1.29% : 0.000002s : 11: predicate.stack_unstack_eliminate 0.68% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.52% : 0.000002s : 13: predicate.switch_defer_inline 1.82% : 0.000002s : 13: predicate.switch_layer_defer_inline 6.22% : 0.000008s : 38: predicate.switch_simplify 1.12% : 0.000001s : 11: predicate.tile_eliminate 1.25% : 0.000002s : 11: predicate.transpose_eliminate 1.39% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.20% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.45% : 0.000005s : 21: predicate.tuple_list_get_item_eliminator 1.43% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.16% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.71% : 0.000002s : 16: predicate.updatestate_pure_node_eliminater 3.72% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 1.48% : 0.000002s : 11: predicate.value_based_eliminate 0.55% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.77% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000359 6 25.63% : 0.000092s : 2: func_graph_cloner_run.FuncGraphClonerGraph 74.37% : 0.000267s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.016163 73 0.48% : 0.000077s : 1: add_recomputation 0.76% : 0.000123s : 1: auto_monad 0.19% : 0.000030s : 1: auto_monad_reorder 2.15% : 0.000347s : 1: bootstrap 0.19% : 0.000031s : 1: cconv 0.07% : 0.000011s : 1: convert_after_rewriter 0.21% : 0.000033s : 1: cse_after_recomputation 0.06% : 0.000010s : 1: environ_conv 0.11% : 0.000018s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 36.42% : 0.005886s : 1: jit_opt_a 1.48% : 0.000240s : 1: jit_opt_after_cconv 0.42% : 0.000069s : 1: jit_opt_b 2.82% : 0.000455s : 1: loop_unroll 4.06% : 0.000656s : 1: mutable_eliminate 5.13% : 0.000829s : 26: opt.transform.jit_opt_a 0.51% : 0.000083s : 4: opt.transform.jit_opt_after_cconv 0.24% : 0.000038s : 4: opt.transform.jit_opt_b 0.21% : 0.000034s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000019s : 1: opt.transform.mutable_eliminate 0.19% : 0.000030s : 1: opt.transform.opt_after_jit_grad 0.29% : 0.000047s : 4: opt.transform.symbol_engine_opt 3.19% : 0.000516s : 1: opt_after_jit_grad 0.05% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.09% : 0.000014s : 1: process_offload_annotation 0.17% : 0.000027s : 1: py_interpret_to_execute 0.10% : 0.000017s : 1: py_interpret_to_execute_after_opt_a 0.12% : 0.000020s : 1: remove_dup_value 3.26% : 0.000527s : 1: renormalize.infer 2.57% : 0.000416s : 1: renormalize.specialize 0.05% : 0.000007s : 1: rewriter_after_jit_bprop_graph 0.37% : 0.000059s : 1: rewriter_after_opt_a 0.35% : 0.000057s : 1: rewriter_before_opt_a 0.59% : 0.000095s : 1: symbol_engine_optimizer 32.81% : 0.005304s : 1: type_inference TotalTime = 0.0147867, [31] [bootstrap]: 0.0003261 [type_inference]: 0.00556862 [event_method]: 1.518e-05 [auto_monad]: 0.00012635 [graph_reusing]: 6.33e-06 [pre_auto_parallel]: 2.54999e-06 [py_interpret_to_execute]: 2.991e-05 [rewriter_before_opt_a]: 5.688e-05 [expand_dump_flag]: 3.45e-06 [jit_opt_a]: 0.00602441, [2] [Cycle 1]: 0.00191791, [27] [switch_simplify]: 4.984e-05 [loop_unroll]: 1.776e-05 [a_1]: 0.00039797 [with_stream_mark]: 3.42e-05 [recompute_prepare]: 1.016e-05 [updatestate_depend_eliminate]: 6.09999e-06 [updatestate_assign_eliminate]: 4.99e-06 [updatestate_loads_eliminate]: 4.90999e-06 [parameter_eliminate]: 1.86998e-06 [specialize_transform]: 8.97999e-06 [updatestate_useless_node_eliminater]: 1.057e-05 [accelerated_algorithm]: 8.02998e-06 [meta_shard_fg_expand]: 2.26998e-06 [get_grad_eliminate_]: 7.21001e-06 [merge_forward]: 5.52001e-06 [cell_reuse_recompute_pass]: 1.06002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.96e-05 [j_node_and_user_rematch]: 1.326e-05 [meta_fg_expand]: 3.26001e-06 [replace_old_param]: 1.131e-05 [inline_without_move]: 7.3e-06 [renormalize]: 0.00101706 [add_forward_monad_depend]: 6.34001e-06 [auto_monad_grad]: 2.36e-06 [auto_monad_eliminator]: 2.161e-05 [cse]: 4.186e-05 [replace_applicator]: 1.767e-05 [Cycle 2]: 0.0004655, [27] [switch_simplify]: 9.68002e-06 [loop_unroll]: 7.55e-06 [a_1]: 0.00016281 [with_stream_mark]: 1.491e-05 [recompute_prepare]: 7.73999e-06 [updatestate_depend_eliminate]: 5.10001e-06 [updatestate_assign_eliminate]: 4.00998e-06 [updatestate_loads_eliminate]: 3.70998e-06 [parameter_eliminate]: 1.27e-06 [specialize_transform]: 8.13001e-06 [updatestate_useless_node_eliminater]: 1.028e-05 [accelerated_algorithm]: 7.68999e-06 [meta_shard_fg_expand]: 1.82001e-06 [get_grad_eliminate_]: 6.62002e-06 [merge_forward]: 5.47999e-06 [cell_reuse_recompute_pass]: 2.05002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.639e-05 [j_node_and_user_rematch]: 1.172e-05 [meta_fg_expand]: 2.63998e-06 [replace_old_param]: 9.30001e-06 [inline_without_move]: 6.96999e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.34e-06 [auto_monad_grad]: 1.23002e-06 [auto_monad_eliminator]: 1.051e-05 [cse]: 1.895e-05 [replace_applicator]: 7.23999e-06 [py_interpret_to_execute_after_opt_a]: 1.509e-05 [rewriter_after_opt_a]: 6.012e-05 [convert_after_rewriter]: 8.85001e-06 [order_py_execute_after_rewriter]: 6.06e-06 [mutable_eliminate]: 0.00069345 [jit_opt_b]: 6.747e-05, [1] [Cycle 1]: 5.841e-05, [2] [frontend_op_eliminate]: 2.273e-05 [inline_after_opt_a]: 2.352e-05 [cconv]: 3.226e-05 [loop_unroll]: 0.00050935 [jit_opt_after_cconv]: 0.00020426, [1] [Cycle 1]: 0.00019693, [11] [c_1]: 4.892e-05 [parameter_eliminate]: 4.02e-06 [updatestate_depend_eliminate]: 1.098e-05 [updatestate_assign_eliminate]: 4.60999e-06 [updatestate_loads_eliminate]: 4e-06 [cse]: 3.252e-05 [call_graph_tuple_transform]: 2.183e-05 [tuple_list_get_item_eliminator]: 7.65e-06 [none_parameter_eliminate]: 1.95001e-06 [renormalize]: 9.39996e-07 [switch_simplify]: 7.71001e-06 [remove_dup_value]: 1.864e-05 [partial_unused_args_eliminate]: 2.26e-06 [environ_conv]: 7.28e-06 [add_recomputation]: 7.207e-05 [cse_after_recomputation]: 3.092e-05, [1] [Cycle 1]: 2.493e-05, [1] [cse]: 1.843e-05 [auto_monad_reorder]: 2.551e-05 [get_jit_bprop_graph]: 2.34999e-06 [rewriter_after_jit_bprop_graph]: 6.87002e-06 [opt_after_jit_grad]: 0.00049997 [symbol_engine_optimizer]: 9.271e-05, [1] [Cycle 1]: 8.641e-05, [6] [build]: 6.17999e-06 [elim_shapecalc]: 1.112e-05 [elim_not_effective]: 1.857e-05 [opt_reshape]: 8.55001e-06 [fold_const_symbol]: 1.297e-05 [renormalize]: 4.89992e-07 [process_offload_annotation]: 1.146e-05 [validate]: 5.446e-05 Sums bootstrap : 0.000326s : 3.10% type_inference : 0.005569s : 53.00% event_method : 0.000015s : 0.14% auto_monad : 0.000126s : 1.20% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000003s : 0.02% py_interpret_to_execute : 0.000030s : 0.28% rewriter_before_opt_a : 0.000057s : 0.54% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000060s : 0.57% jit_opt_a.loop_unroll : 0.000025s : 0.24% jit_opt_a.a_1 : 0.000561s : 5.34% jit_opt_a.with_stream_mark : 0.000049s : 0.47% jit_opt_a.recompute_prepare : 0.000018s : 0.17% jit_opt_a.updatestate_depend_eliminate : 0.000011s : 0.11% jit_opt_a.updatestate_assign_eliminate : 0.000009s : 0.09% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.08% jit_opt_a.parameter_eliminate : 0.000003s : 0.03% jit_opt_a.specialize_transform : 0.000017s : 0.16% jit_opt_a.updatestate_useless_node_eliminater : 0.000021s : 0.20% jit_opt_a.accelerated_algorithm : 0.000016s : 0.15% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000014s : 0.13% jit_opt_a.merge_forward : 0.000011s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000036s : 0.34% jit_opt_a.j_node_and_user_rematch : 0.000025s : 0.24% jit_opt_a.meta_fg_expand : 0.000006s : 0.06% jit_opt_a.replace_old_param : 0.000021s : 0.20% jit_opt_a.inline_without_move : 0.000014s : 0.14% jit_opt_a.renormalize : 0.001017s : 9.68% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.07% jit_opt_a.auto_monad_grad : 0.000004s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000032s : 0.31% jit_opt_a.cse : 0.000061s : 0.58% jit_opt_a.replace_applicator : 0.000025s : 0.24% py_interpret_to_execute_after_opt_a : 0.000015s : 0.14% rewriter_after_opt_a : 0.000060s : 0.57% convert_after_rewriter : 0.000009s : 0.08% order_py_execute_after_rewriter : 0.000006s : 0.06% mutable_eliminate : 0.000693s : 6.60% jit_opt_b.frontend_op_eliminate : 0.000023s : 0.22% jit_opt_b.inline_after_opt_a : 0.000024s : 0.22% cconv : 0.000032s : 0.31% loop_unroll : 0.000509s : 4.85% jit_opt_after_cconv.c_1 : 0.000049s : 0.47% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.04% jit_opt_after_cconv.cse : 0.000033s : 0.31% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.21% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000008s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000008s : 0.07% remove_dup_value : 0.000019s : 0.18% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000007s : 0.07% add_recomputation : 0.000072s : 0.69% cse_after_recomputation.cse : 0.000018s : 0.18% auto_monad_reorder : 0.000026s : 0.24% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000007s : 0.07% opt_after_jit_grad : 0.000500s : 4.76% symbol_engine_optimizer.build : 0.000006s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000019s : 0.18% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.12% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000011s : 0.11% validate : 0.000054s : 0.52% Time group info: ------[substitution.] 0.000187 43 5.56% : 0.000010s : 2: substitution.depend_value_elim 1.80% : 0.000003s : 4: substitution.elim_not_effective 1.15% : 0.000002s : 4: substitution.fold_const_symbol 3.61% : 0.000007s : 5: substitution.graph_param_transform 68.24% : 0.000128s : 2: substitution.inline 2.44% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.45% : 0.000006s : 8: substitution.remove_not_recompute_node 2.62% : 0.000005s : 2: substitution.replace_old_param 6.26% : 0.000012s : 3: substitution.updatestate_pure_node_eliminater 4.87% : 0.000009s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.005504 2 85.24% : 0.004692s : 1: type_inference.infer 14.76% : 0.000813s : 1: type_inference.specialize ------[replace.] 0.000030 2 100.00% : 0.000030s : 2: replace.inline ------[match.] 0.000126 2 100.00% : 0.000126s : 2: match.inline ------[predicate.] 0.000133 767 1.50% : 0.000002s : 11: predicate.accumulaten_eliminater 1.29% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.15% : 0.000002s : 11: predicate.addn_check_dump 1.61% : 0.000002s : 11: predicate.addn_zero_filter 1.59% : 0.000002s : 11: predicate.arithmetic_simplify 1.28% : 0.000002s : 11: predicate.cast_eliminate 0.66% : 0.000001s : 5: predicate.check_bprop_eliminate 1.04% : 0.000001s : 11: predicate.compare_switch_simplify 1.49% : 0.000002s : 11: predicate.depend_value_elim 1.10% : 0.000001s : 11: predicate.dict_get_item_const_eliminator 1.24% : 0.000002s : 11: predicate.dict_get_item_eliminator 1.09% : 0.000001s : 11: predicate.dict_set_item_eliminator 1.13% : 0.000001s : 5: predicate.dumpgradient_eliminate 0.43% : 0.000001s : 5: predicate.elim_not_effective 0.88% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.33% : 0.000002s : 11: predicate.environ_add_const_eliminate 1.21% : 0.000002s : 11: predicate.environ_get_add_eliminate 1.00% : 0.000001s : 11: predicate.environ_get_depend_swap 1.11% : 0.000001s : 11: predicate.environ_get_eliminate 1.03% : 0.000001s : 11: predicate.environ_get_set_eliminate 0.33% : 0.000000s : 5: predicate.fold_const_symbol 1.33% : 0.000002s : 10: predicate.get_grad_eliminate 0.47% : 0.000001s : 5: predicate.graph_param_transform 5.80% : 0.000008s : 23: predicate.inline 1.36% : 0.000002s : 10: predicate.inline_without_move 0.57% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.85% : 0.000002s : 10: predicate.less_batch_normalization 1.38% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 1.77% : 0.000002s : 16: predicate.load_eliminater 1.46% : 0.000002s : 5: predicate.loop_unroll_after_grad 2.62% : 0.000003s : 20: predicate.loop_unroll_before_grad 2.35% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 1.06% : 0.000001s : 11: predicate.merge_addn 1.18% : 0.000002s : 11: predicate.minmaximum_grad 1.87% : 0.000002s : 5: predicate.mutable_eliminate 0.65% : 0.000001s : 5: predicate.opt_reshape 2.12% : 0.000003s : 16: predicate.partial_eliminate 1.19% : 0.000002s : 11: predicate.print_const_string_wrapper 1.86% : 0.000002s : 11: predicate.reduce_eliminate 1.16% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 1.00% : 0.000001s : 10: predicate.remove_not_recompute_node 1.78% : 0.000002s : 21: predicate.replace_applicator 0.95% : 0.000001s : 10: predicate.replace_old_param 0.58% : 0.000001s : 5: predicate.reset_defer_inline 1.17% : 0.000002s : 11: predicate.reshape_eliminate 1.18% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 1.11% : 0.000001s : 5: predicate.row_tensor_eliminate 1.18% : 0.000002s : 11: predicate.same_eliminate 0.72% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.32% : 0.000002s : 10: predicate.special_op_eliminate 1.37% : 0.000002s : 10: predicate.specialize_transform 1.30% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 1.30% : 0.000002s : 11: predicate.stack_unstack_eliminate 0.76% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.58% : 0.000002s : 13: predicate.switch_defer_inline 1.46% : 0.000002s : 13: predicate.switch_layer_defer_inline 5.93% : 0.000008s : 38: predicate.switch_simplify 1.61% : 0.000002s : 11: predicate.tile_eliminate 1.29% : 0.000002s : 11: predicate.transpose_eliminate 1.31% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 1.18% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.67% : 0.000005s : 21: predicate.tuple_list_get_item_eliminator 1.45% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 1.16% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.63% : 0.000002s : 16: predicate.updatestate_pure_node_eliminater 3.48% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 1.57% : 0.000002s : 11: predicate.value_based_eliminate 0.60% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.87% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000356 6 28.22% : 0.000100s : 2: func_graph_cloner_run.FuncGraphClonerGraph 71.78% : 0.000255s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.016727 73 0.45% : 0.000075s : 1: add_recomputation 0.78% : 0.000131s : 1: auto_monad 0.17% : 0.000029s : 1: auto_monad_reorder 2.08% : 0.000348s : 1: bootstrap 0.21% : 0.000035s : 1: cconv 0.07% : 0.000011s : 1: convert_after_rewriter 0.20% : 0.000033s : 1: cse_after_recomputation 0.06% : 0.000010s : 1: environ_conv 0.12% : 0.000020s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000009s : 1: graph_reusing 36.04% : 0.006028s : 1: jit_opt_a 1.24% : 0.000207s : 1: jit_opt_after_cconv 0.42% : 0.000071s : 1: jit_opt_b 3.10% : 0.000519s : 1: loop_unroll 4.20% : 0.000703s : 1: mutable_eliminate 4.90% : 0.000820s : 26: opt.transform.jit_opt_a 0.49% : 0.000082s : 4: opt.transform.jit_opt_after_cconv 0.23% : 0.000039s : 4: opt.transform.jit_opt_b 0.10% : 0.000016s : 1: opt.transform.loop_unroll_optimizer 0.11% : 0.000018s : 1: opt.transform.mutable_eliminate 0.17% : 0.000029s : 1: opt.transform.opt_after_jit_grad 0.29% : 0.000048s : 4: opt.transform.symbol_engine_opt 3.04% : 0.000508s : 1: opt_after_jit_grad 0.05% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.08% : 0.000014s : 1: process_offload_annotation 0.19% : 0.000032s : 1: py_interpret_to_execute 0.10% : 0.000017s : 1: py_interpret_to_execute_after_opt_a 0.13% : 0.000021s : 1: remove_dup_value 3.43% : 0.000574s : 1: renormalize.infer 2.60% : 0.000434s : 1: renormalize.specialize 0.05% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.38% : 0.000063s : 1: rewriter_after_opt_a 0.36% : 0.000061s : 1: rewriter_before_opt_a 0.57% : 0.000096s : 1: symbol_engine_optimizer 33.42% : 0.005591s : 1: type_inference [WARNING] ME(169696:281473807314736,MainProcess):2026-01-29-17:39:39.951.346 [mindspore/graph/api.py:128] The function "tensor_to_6" at the file "/home/jenkins/mindspore/testcases/testcases/tests/st/tensor/test_to.py", line 120 has been compiled again. Try to reuse the function object decorated by @jit to reduce the compile time. For more details, get instructions about `jit` at https://www.mindspore.cn/search?inputValue=jit. TotalTime = 0.191281, [31] [bootstrap]: 0.0003189 [type_inference]: 0.0272056 [event_method]: 1.853e-05 [auto_monad]: 0.00016987 [graph_reusing]: 6.53e-06 [pre_auto_parallel]: 2.56998e-06 [py_interpret_to_execute]: 5.847e-05 [rewriter_before_opt_a]: 8.485e-05 [expand_dump_flag]: 3.96001e-06 [jit_opt_a]: 0.00739624, [2] [Cycle 1]: 0.00277921, [27] [switch_simplify]: 6.054e-05 [loop_unroll]: 2.65e-05 [a_1]: 0.00069876 [with_stream_mark]: 3.274e-05 [recompute_prepare]: 1.566e-05 [updatestate_depend_eliminate]: 4.878e-05 [updatestate_assign_eliminate]: 6.46e-06 [updatestate_loads_eliminate]: 5.87999e-06 [parameter_eliminate]: 2.56e-06 [specialize_transform]: 1.151e-05 [updatestate_useless_node_eliminater]: 1.476e-05 [accelerated_algorithm]: 9.79999e-06 [meta_shard_fg_expand]: 2.61e-06 [get_grad_eliminate_]: 8.89998e-06 [merge_forward]: 6.99001e-06 [cell_reuse_recompute_pass]: 1.67001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.218e-05 [j_node_and_user_rematch]: 1.627e-05 [meta_fg_expand]: 3.90998e-06 [replace_old_param]: 8.71002e-06 [inline_without_move]: 8.80001e-06 [renormalize]: 0.00140336 [add_forward_monad_depend]: 8.90001e-06 [auto_monad_grad]: 3.30003e-06 [auto_monad_eliminator]: 2.873e-05 [cse]: 8.579e-05 [replace_applicator]: 2.557e-05 [Cycle 2]: 0.00071916, [27] [switch_simplify]: 9.84001e-06 [loop_unroll]: 8.64e-06 [a_1]: 0.00019968 [with_stream_mark]: 1.832e-05 [recompute_prepare]: 8.85999e-06 [updatestate_depend_eliminate]: 6.92002e-06 [updatestate_assign_eliminate]: 5.89e-06 [updatestate_loads_eliminate]: 6.06998e-06 [parameter_eliminate]: 1.76e-06 [specialize_transform]: 8.92e-06 [updatestate_useless_node_eliminater]: 1.306e-05 [accelerated_algorithm]: 9.72999e-06 [meta_shard_fg_expand]: 2.55002e-06 [get_grad_eliminate_]: 8.33001e-06 [merge_forward]: 6.06e-06 [cell_reuse_recompute_pass]: 2.43e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.204e-05 [j_node_and_user_rematch]: 1.537e-05 [meta_fg_expand]: 0.00016086 [replace_old_param]: 1.034e-05 [inline_without_move]: 8.74e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 2.00002e-06 [auto_monad_grad]: 1.40999e-06 [auto_monad_eliminator]: 1.632e-05 [cse]: 3.149e-05 [replace_applicator]: 1.036e-05 [py_interpret_to_execute_after_opt_a]: 1.902e-05 [rewriter_after_opt_a]: 6.883e-05 [convert_after_rewriter]: 9.92001e-06 [order_py_execute_after_rewriter]: 7.75e-06 [mutable_eliminate]: 0.00075193 [jit_opt_b]: 7.652e-05, [1] [Cycle 1]: 6.84e-05, [2] [frontend_op_eliminate]: 2.705e-05 [inline_after_opt_a]: 2.905e-05 [cconv]: 3.692e-05 [loop_unroll]: 0.00045502 [jit_opt_after_cconv]: 0.00024802, [1] [Cycle 1]: 0.00024093, [11] [c_1]: 5.932e-05 [parameter_eliminate]: 5.72999e-06 [updatestate_depend_eliminate]: 1.429e-05 [updatestate_assign_eliminate]: 5.92001e-06 [updatestate_loads_eliminate]: 5.61e-06 [cse]: 4.911e-05 [call_graph_tuple_transform]: 2.633e-05 [tuple_list_get_item_eliminator]: 9.14998e-06 [none_parameter_eliminate]: 1.53002e-06 [renormalize]: 1.10001e-06 [switch_simplify]: 9.67001e-06 [remove_dup_value]: 2.583e-05 [partial_unused_args_eliminate]: 2.26e-06 [environ_conv]: 8.54e-06 [add_recomputation]: 8.868e-05 [cse_after_recomputation]: 3.942e-05, [1] [Cycle 1]: 3.295e-05, [1] [cse]: 2.671e-05 [auto_monad_reorder]: 3.155e-05 [get_jit_bprop_graph]: 1.96e-06 [rewriter_after_jit_bprop_graph]: 8e-06 [opt_after_jit_grad]: 0.153597 [symbol_engine_optimizer]: 0.00012979, [1] [Cycle 1]: 0.000118, [6] [build]: 1.154e-05 [elim_shapecalc]: 1.525e-05 [elim_not_effective]: 3.024e-05 [opt_reshape]: 1.052e-05 [fold_const_symbol]: 1.693e-05 [renormalize]: 6.79982e-07 [process_offload_annotation]: 1.761e-05 [validate]: 9.225e-05 Sums bootstrap : 0.000319s : 0.17% type_inference : 0.027206s : 14.58% event_method : 0.000019s : 0.01% auto_monad : 0.000170s : 0.09% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000058s : 0.03% rewriter_before_opt_a : 0.000085s : 0.05% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000070s : 0.04% jit_opt_a.loop_unroll : 0.000035s : 0.02% jit_opt_a.a_1 : 0.000898s : 0.48% jit_opt_a.with_stream_mark : 0.000051s : 0.03% jit_opt_a.recompute_prepare : 0.000025s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000056s : 0.03% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000012s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000020s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.01% jit_opt_a.accelerated_algorithm : 0.000020s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000044s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000032s : 0.02% jit_opt_a.meta_fg_expand : 0.000165s : 0.09% jit_opt_a.replace_old_param : 0.000019s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.001403s : 0.75% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000045s : 0.02% jit_opt_a.cse : 0.000117s : 0.06% jit_opt_a.replace_applicator : 0.000036s : 0.02% py_interpret_to_execute_after_opt_a : 0.000019s : 0.01% rewriter_after_opt_a : 0.000069s : 0.04% convert_after_rewriter : 0.000010s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000752s : 0.40% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.01% jit_opt_b.inline_after_opt_a : 0.000029s : 0.02% cconv : 0.000037s : 0.02% loop_unroll : 0.000455s : 0.24% jit_opt_after_cconv.c_1 : 0.000059s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000049s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000026s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000089s : 0.05% cse_after_recomputation.cse : 0.000027s : 0.01% auto_monad_reorder : 0.000032s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.00% opt_after_jit_grad : 0.153597s : 82.31% symbol_engine_optimizer.build : 0.000012s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000015s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000030s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000018s : 0.01% validate : 0.000092s : 0.05% Time group info: ------[substitution.] 0.000253 72 6.07% : 0.000015s : 5: substitution.depend_value_elim 1.58% : 0.000004s : 6: substitution.elim_not_effective 1.17% : 0.000003s : 6: substitution.fold_const_symbol 3.08% : 0.000008s : 6: substitution.graph_param_transform 68.18% : 0.000172s : 3: substitution.inline 2.57% : 0.000006s : 12: substitution.j_node_and_user_rematch 3.82% : 0.000010s : 12: substitution.remove_not_recompute_node 6.46% : 0.000016s : 9: substitution.updatestate_pure_node_eliminater 7.07% : 0.000018s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.027146 2 96.29% : 0.026140s : 1: type_inference.infer 3.71% : 0.001006s : 1: type_inference.specialize ------[replace.] 0.000043 3 100.00% : 0.000043s : 3: replace.inline ------[match.] 0.000170 3 100.00% : 0.000170s : 3: match.inline ------[predicate.] 0.000215 1236 1.35% : 0.000003s : 20: predicate.accumulaten_eliminater 3.29% : 0.000007s : 6: predicate.ad_related_special_op_eliminate 1.24% : 0.000003s : 20: predicate.addn_check_dump 1.41% : 0.000003s : 20: predicate.addn_zero_filter 1.74% : 0.000004s : 20: predicate.arithmetic_simplify 1.37% : 0.000003s : 20: predicate.cast_eliminate 0.51% : 0.000001s : 6: predicate.check_bprop_eliminate 1.28% : 0.000003s : 20: predicate.compare_switch_simplify 1.54% : 0.000003s : 20: predicate.depend_value_elim 1.28% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.43% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.35% : 0.000003s : 20: predicate.dict_set_item_eliminator 2.04% : 0.000004s : 6: predicate.dumpgradient_eliminate 0.53% : 0.000001s : 6: predicate.elim_not_effective 0.70% : 0.000002s : 6: predicate.elim_shapecalc_of_broadcastargs 1.28% : 0.000003s : 20: predicate.environ_add_const_eliminate 1.23% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.48% : 0.000003s : 20: predicate.environ_get_depend_swap 1.36% : 0.000003s : 20: predicate.environ_get_eliminate 1.26% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.24% : 0.000001s : 6: predicate.fold_const_symbol 1.01% : 0.000002s : 12: predicate.get_grad_eliminate 0.32% : 0.000001s : 6: predicate.graph_param_transform 4.73% : 0.000010s : 35: predicate.inline 1.04% : 0.000002s : 12: predicate.inline_without_move 0.36% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.28% : 0.000003s : 12: predicate.less_batch_normalization 1.38% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 2.03% : 0.000004s : 26: predicate.load_eliminater 1.48% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.11% : 0.000005s : 29: predicate.loop_unroll_before_grad 2.04% : 0.000004s : 26: predicate.make_slice_get_slice_eliminator 1.30% : 0.000003s : 20: predicate.merge_addn 1.27% : 0.000003s : 20: predicate.minmaximum_grad 1.30% : 0.000003s : 6: predicate.mutable_eliminate 0.54% : 0.000001s : 6: predicate.opt_reshape 2.38% : 0.000005s : 26: predicate.partial_eliminate 1.30% : 0.000003s : 20: predicate.print_const_string_wrapper 1.64% : 0.000004s : 20: predicate.reduce_eliminate 1.44% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.68% : 0.000001s : 12: predicate.remove_not_recompute_node 1.59% : 0.000003s : 32: predicate.replace_applicator 0.71% : 0.000002s : 12: predicate.replace_old_param 0.38% : 0.000001s : 6: predicate.reset_defer_inline 1.39% : 0.000003s : 20: predicate.reshape_eliminate 1.43% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.79% : 0.000002s : 6: predicate.row_tensor_eliminate 1.51% : 0.000003s : 20: predicate.same_eliminate 0.62% : 0.000001s : 16: predicate.set_cell_output_no_recompute 1.12% : 0.000002s : 12: predicate.special_op_eliminate 1.04% : 0.000002s : 12: predicate.specialize_transform 1.51% : 0.000003s : 20: predicate.split_environ_get_set_with_tuple_value 1.41% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.56% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.63% : 0.000004s : 23: predicate.switch_defer_inline 1.82% : 0.000004s : 23: predicate.switch_layer_defer_inline 5.02% : 0.000011s : 58: predicate.switch_simplify 1.33% : 0.000003s : 20: predicate.tile_eliminate 1.37% : 0.000003s : 20: predicate.transpose_eliminate 1.61% : 0.000003s : 20: predicate.tuple_list_convert_item_index_to_positive 1.37% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.34% : 0.000007s : 32: predicate.tuple_list_get_item_eliminator 1.54% : 0.000003s : 20: predicate.tuple_list_set_item_eliminator 1.35% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.82% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.26% : 0.000007s : 38: predicate.updatestate_useless_node_eliminater 1.76% : 0.000004s : 20: predicate.value_based_eliminate 0.48% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.67% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000622 9 43.92% : 0.000273s : 4: func_graph_cloner_run.FuncGraphClonerGraph 56.08% : 0.000349s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.194015 73 0.05% : 0.000092s : 1: add_recomputation 0.09% : 0.000175s : 1: auto_monad 0.02% : 0.000034s : 1: auto_monad_reorder 0.18% : 0.000341s : 1: bootstrap 0.02% : 0.000040s : 1: cconv 0.01% : 0.000012s : 1: convert_after_rewriter 0.02% : 0.000042s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.01% : 0.000023s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 3.81% : 0.007400s : 1: jit_opt_a 0.13% : 0.000251s : 1: jit_opt_after_cconv 0.04% : 0.000080s : 1: jit_opt_b 0.24% : 0.000464s : 1: loop_unroll 0.39% : 0.000763s : 1: mutable_eliminate 0.63% : 0.001227s : 26: opt.transform.jit_opt_a 0.05% : 0.000100s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000049s : 4: opt.transform.jit_opt_b 0.01% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000023s : 1: opt.transform.mutable_eliminate 0.04% : 0.000074s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000069s : 4: opt.transform.symbol_engine_opt 79.18% : 0.153625s : 1: opt_after_jit_grad 0.01% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.01% : 0.000021s : 1: process_offload_annotation 0.03% : 0.000062s : 1: py_interpret_to_execute 0.01% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000028s : 1: remove_dup_value 0.43% : 0.000828s : 1: renormalize.infer 0.29% : 0.000564s : 1: renormalize.specialize 0.01% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.04% : 0.000072s : 1: rewriter_after_opt_a 0.05% : 0.000089s : 1: rewriter_before_opt_a 0.07% : 0.000134s : 1: symbol_engine_optimizer 14.04% : 0.027231s : 1: type_inference TotalTime = 0.130418, [31] [bootstrap]: 0.00031114 [type_inference]: 0.0146853 [event_method]: 1.636e-05 [auto_monad]: 0.00018365 [graph_reusing]: 5.90002e-06 [pre_auto_parallel]: 2.58e-06 [py_interpret_to_execute]: 5.586e-05 [rewriter_before_opt_a]: 8.167e-05 [expand_dump_flag]: 3.04999e-06 [jit_opt_a]: 0.112034, [2] [Cycle 1]: 0.107637, [27] [switch_simplify]: 6.372e-05 [loop_unroll]: 2.865e-05 [a_1]: 0.00071473 [with_stream_mark]: 3.55e-05 [recompute_prepare]: 1.555e-05 [updatestate_depend_eliminate]: 5.029e-05 [updatestate_assign_eliminate]: 6.76e-06 [updatestate_loads_eliminate]: 5.90002e-06 [parameter_eliminate]: 1.92001e-06 [specialize_transform]: 1.123e-05 [updatestate_useless_node_eliminater]: 1.42e-05 [accelerated_algorithm]: 9.36e-06 [meta_shard_fg_expand]: 2.78998e-06 [get_grad_eliminate_]: 8.90001e-06 [merge_forward]: 6.24001e-06 [cell_reuse_recompute_pass]: 1.12e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.252e-05 [j_node_and_user_rematch]: 1.76e-05 [meta_fg_expand]: 3.8e-06 [replace_old_param]: 9.07001e-06 [inline_without_move]: 9.59e-06 [renormalize]: 0.106157 [add_forward_monad_depend]: 1.419e-05 [auto_monad_grad]: 2.95002e-06 [auto_monad_eliminator]: 3.553e-05 [cse]: 0.00010001 [replace_applicator]: 3.445e-05 [Cycle 2]: 0.00060835, [27] [switch_simplify]: 1.132e-05 [loop_unroll]: 9.15001e-06 [a_1]: 0.00022697 [with_stream_mark]: 2.424e-05 [recompute_prepare]: 9.57001e-06 [updatestate_depend_eliminate]: 7.52998e-06 [updatestate_assign_eliminate]: 6.56e-06 [updatestate_loads_eliminate]: 6.02001e-06 [parameter_eliminate]: 2.01998e-06 [specialize_transform]: 9.83998e-06 [updatestate_useless_node_eliminater]: 1.436e-05 [accelerated_algorithm]: 9.20001e-06 [meta_shard_fg_expand]: 2.85998e-06 [get_grad_eliminate_]: 8.10999e-06 [merge_forward]: 7.23e-06 [cell_reuse_recompute_pass]: 3.3e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.352e-05 [j_node_and_user_rematch]: 1.553e-05 [meta_fg_expand]: 3.81001e-06 [replace_old_param]: 8.80001e-06 [inline_without_move]: 9.86998e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 2.14e-06 [auto_monad_grad]: 1.45999e-06 [auto_monad_eliminator]: 1.378e-05 [cse]: 3.258e-05 [replace_applicator]: 1.048e-05 [py_interpret_to_execute_after_opt_a]: 2.257e-05 [rewriter_after_opt_a]: 7.553e-05 [convert_after_rewriter]: 1.064e-05 [order_py_execute_after_rewriter]: 7.23e-06 [mutable_eliminate]: 0.00076244 [jit_opt_b]: 7.622e-05, [1] [Cycle 1]: 6.625e-05, [2] [frontend_op_eliminate]: 2.744e-05 [inline_after_opt_a]: 2.738e-05 [cconv]: 3.789e-05 [loop_unroll]: 0.00051838 [jit_opt_after_cconv]: 0.00025303, [1] [Cycle 1]: 0.00024527, [11] [c_1]: 5.885e-05 [parameter_eliminate]: 5.91e-06 [updatestate_depend_eliminate]: 1.482e-05 [updatestate_assign_eliminate]: 5.66e-06 [updatestate_loads_eliminate]: 5.46002e-06 [cse]: 5.479e-05 [call_graph_tuple_transform]: 2.7e-05 [tuple_list_get_item_eliminator]: 8.74e-06 [none_parameter_eliminate]: 2.01e-06 [renormalize]: 7.09988e-07 [switch_simplify]: 9.02999e-06 [remove_dup_value]: 5.922e-05 [partial_unused_args_eliminate]: 2.56e-06 [environ_conv]: 8.68001e-06 [add_recomputation]: 9.021e-05 [cse_after_recomputation]: 4.285e-05, [1] [Cycle 1]: 3.601e-05, [1] [cse]: 2.851e-05 [auto_monad_reorder]: 3.08e-05 [get_jit_bprop_graph]: 2.26e-06 [rewriter_after_jit_bprop_graph]: 7.86001e-06 [opt_after_jit_grad]: 0.00057292 [symbol_engine_optimizer]: 0.00010831, [1] [Cycle 1]: 0.00010049, [6] [build]: 7.85998e-06 [elim_shapecalc]: 1.285e-05 [elim_not_effective]: 2.476e-05 [opt_reshape]: 9.46998e-06 [fold_const_symbol]: 1.546e-05 [renormalize]: 4.90021e-07 [process_offload_annotation]: 1.627e-05 [validate]: 6.047e-05 Sums bootstrap : 0.000311s : 0.25% type_inference : 0.014685s : 11.67% event_method : 0.000016s : 0.01% auto_monad : 0.000184s : 0.15% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000056s : 0.04% rewriter_before_opt_a : 0.000082s : 0.06% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000075s : 0.06% jit_opt_a.loop_unroll : 0.000038s : 0.03% jit_opt_a.a_1 : 0.000942s : 0.75% jit_opt_a.with_stream_mark : 0.000060s : 0.05% jit_opt_a.recompute_prepare : 0.000025s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000058s : 0.05% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000012s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000021s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000029s : 0.02% jit_opt_a.accelerated_algorithm : 0.000019s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000046s : 0.04% jit_opt_a.j_node_and_user_rematch : 0.000033s : 0.03% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000018s : 0.01% jit_opt_a.inline_without_move : 0.000019s : 0.02% jit_opt_a.renormalize : 0.106158s : 84.36% jit_opt_a.add_forward_monad_depend : 0.000016s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000049s : 0.04% jit_opt_a.cse : 0.000133s : 0.11% jit_opt_a.replace_applicator : 0.000045s : 0.04% py_interpret_to_execute_after_opt_a : 0.000023s : 0.02% rewriter_after_opt_a : 0.000076s : 0.06% convert_after_rewriter : 0.000011s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.01% mutable_eliminate : 0.000762s : 0.61% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.02% jit_opt_b.inline_after_opt_a : 0.000027s : 0.02% cconv : 0.000038s : 0.03% loop_unroll : 0.000518s : 0.41% jit_opt_after_cconv.c_1 : 0.000059s : 0.05% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000015s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000055s : 0.04% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.01% remove_dup_value : 0.000059s : 0.05% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000090s : 0.07% cse_after_recomputation.cse : 0.000029s : 0.02% auto_monad_reorder : 0.000031s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.01% opt_after_jit_grad : 0.000573s : 0.46% symbol_engine_optimizer.build : 0.000008s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000025s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000016s : 0.01% validate : 0.000060s : 0.05% Time group info: ------[substitution.] 0.000256 72 6.26% : 0.000016s : 5: substitution.depend_value_elim 1.51% : 0.000004s : 6: substitution.elim_not_effective 0.96% : 0.000002s : 6: substitution.fold_const_symbol 3.06% : 0.000008s : 6: substitution.graph_param_transform 67.65% : 0.000173s : 3: substitution.inline 2.97% : 0.000008s : 12: substitution.j_node_and_user_rematch 3.99% : 0.000010s : 12: substitution.remove_not_recompute_node 6.53% : 0.000017s : 9: substitution.updatestate_pure_node_eliminater 7.07% : 0.000018s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.014626 2 93.10% : 0.013617s : 1: type_inference.infer 6.90% : 0.001010s : 1: type_inference.specialize ------[replace.] 0.000043 3 100.00% : 0.000043s : 3: replace.inline ------[match.] 0.000171 3 100.00% : 0.000171s : 3: match.inline ------[predicate.] 0.000223 1236 1.67% : 0.000004s : 20: predicate.accumulaten_eliminater 0.94% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.36% : 0.000003s : 20: predicate.addn_check_dump 1.47% : 0.000003s : 20: predicate.addn_zero_filter 2.06% : 0.000005s : 20: predicate.arithmetic_simplify 1.45% : 0.000003s : 20: predicate.cast_eliminate 0.53% : 0.000001s : 6: predicate.check_bprop_eliminate 1.26% : 0.000003s : 20: predicate.compare_switch_simplify 1.67% : 0.000004s : 20: predicate.depend_value_elim 1.32% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.61% : 0.000004s : 20: predicate.dict_get_item_eliminator 1.28% : 0.000003s : 20: predicate.dict_set_item_eliminator 0.79% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.33% : 0.000001s : 6: predicate.elim_not_effective 0.60% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.78% : 0.000004s : 20: predicate.environ_add_const_eliminate 1.28% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.29% : 0.000003s : 20: predicate.environ_get_depend_swap 1.40% : 0.000003s : 20: predicate.environ_get_eliminate 1.27% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.19% : 0.000000s : 6: predicate.fold_const_symbol 0.98% : 0.000002s : 12: predicate.get_grad_eliminate 0.30% : 0.000001s : 6: predicate.graph_param_transform 4.91% : 0.000011s : 35: predicate.inline 1.27% : 0.000003s : 12: predicate.inline_without_move 0.37% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.20% : 0.000003s : 12: predicate.less_batch_normalization 1.56% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.83% : 0.000004s : 26: predicate.load_eliminater 1.18% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.33% : 0.000005s : 29: predicate.loop_unroll_before_grad 2.02% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.20% : 0.000003s : 20: predicate.merge_addn 1.41% : 0.000003s : 20: predicate.minmaximum_grad 1.80% : 0.000004s : 6: predicate.mutable_eliminate 0.56% : 0.000001s : 6: predicate.opt_reshape 2.19% : 0.000005s : 26: predicate.partial_eliminate 1.50% : 0.000003s : 20: predicate.print_const_string_wrapper 1.82% : 0.000004s : 20: predicate.reduce_eliminate 1.43% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.67% : 0.000001s : 12: predicate.remove_not_recompute_node 1.68% : 0.000004s : 32: predicate.replace_applicator 0.68% : 0.000002s : 12: predicate.replace_old_param 0.42% : 0.000001s : 6: predicate.reset_defer_inline 1.71% : 0.000004s : 20: predicate.reshape_eliminate 1.64% : 0.000004s : 20: predicate.row_tensor_add_zeros_like 0.92% : 0.000002s : 6: predicate.row_tensor_eliminate 1.49% : 0.000003s : 20: predicate.same_eliminate 0.60% : 0.000001s : 16: predicate.set_cell_output_no_recompute 0.96% : 0.000002s : 12: predicate.special_op_eliminate 1.15% : 0.000003s : 12: predicate.specialize_transform 1.65% : 0.000004s : 20: predicate.split_environ_get_set_with_tuple_value 1.38% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.54% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.75% : 0.000004s : 23: predicate.switch_defer_inline 1.62% : 0.000004s : 23: predicate.switch_layer_defer_inline 5.05% : 0.000011s : 58: predicate.switch_simplify 1.40% : 0.000003s : 20: predicate.tile_eliminate 1.39% : 0.000003s : 20: predicate.transpose_eliminate 1.62% : 0.000004s : 20: predicate.tuple_list_convert_item_index_to_positive 1.36% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.36% : 0.000007s : 32: predicate.tuple_list_get_item_eliminator 1.68% : 0.000004s : 20: predicate.tuple_list_set_item_eliminator 1.48% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.88% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.63% : 0.000008s : 38: predicate.updatestate_useless_node_eliminater 1.83% : 0.000004s : 20: predicate.value_based_eliminate 0.42% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.61% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000760 9 39.08% : 0.000297s : 4: func_graph_cloner_run.FuncGraphClonerGraph 60.92% : 0.000463s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.237962 73 0.04% : 0.000094s : 1: add_recomputation 0.08% : 0.000190s : 1: auto_monad 0.01% : 0.000034s : 1: auto_monad_reorder 0.14% : 0.000334s : 1: bootstrap 0.02% : 0.000041s : 1: cconv 0.01% : 0.000013s : 1: convert_after_rewriter 0.02% : 0.000045s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 0.01% : 0.000022s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 47.08% : 0.112040s : 1: jit_opt_a 0.11% : 0.000256s : 1: jit_opt_after_cconv 0.03% : 0.000079s : 1: jit_opt_b 0.22% : 0.000528s : 1: loop_unroll 0.33% : 0.000775s : 1: mutable_eliminate 0.54% : 0.001290s : 26: opt.transform.jit_opt_a 0.04% : 0.000100s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000048s : 4: opt.transform.jit_opt_b 0.01% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000027s : 1: opt.transform.mutable_eliminate 0.02% : 0.000038s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000059s : 4: opt.transform.symbol_engine_opt 0.25% : 0.000586s : 1: opt_after_jit_grad 0.00% : 0.000009s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000020s : 1: process_offload_annotation 0.02% : 0.000059s : 1: py_interpret_to_execute 0.01% : 0.000025s : 1: py_interpret_to_execute_after_opt_a 0.03% : 0.000063s : 1: remove_dup_value 44.29% : 0.105389s : 1: renormalize.infer 0.32% : 0.000750s : 1: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000079s : 1: rewriter_after_opt_a 0.04% : 0.000086s : 1: rewriter_before_opt_a 0.05% : 0.000111s : 1: symbol_engine_optimizer 6.18% : 0.014704s : 1: type_inference TotalTime = 0.14389, [31] [bootstrap]: 0.00027619 [type_inference]: 0.0146169 [event_method]: 1.744e-05 [auto_monad]: 0.00016244 [graph_reusing]: 6.28e-06 [pre_auto_parallel]: 2.29001e-06 [py_interpret_to_execute]: 5.587e-05 [rewriter_before_opt_a]: 8.254e-05 [expand_dump_flag]: 3.58999e-06 [jit_opt_a]: 0.125585, [2] [Cycle 1]: 0.121373, [27] [switch_simplify]: 6.098e-05 [loop_unroll]: 0.00011064 [a_1]: 0.00078155 [with_stream_mark]: 3.792e-05 [recompute_prepare]: 3.562e-05 [updatestate_depend_eliminate]: 5.679e-05 [updatestate_assign_eliminate]: 7.26999e-06 [updatestate_loads_eliminate]: 6.14999e-06 [parameter_eliminate]: 2.78e-06 [specialize_transform]: 1.296e-05 [updatestate_useless_node_eliminater]: 1.823e-05 [accelerated_algorithm]: 1.054e-05 [meta_shard_fg_expand]: 3.23e-06 [get_grad_eliminate_]: 1.037e-05 [merge_forward]: 7.12002e-06 [cell_reuse_recompute_pass]: 1.57999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.473e-05 [j_node_and_user_rematch]: 1.724e-05 [meta_fg_expand]: 4.34002e-06 [replace_old_param]: 8.77e-06 [inline_without_move]: 9.87001e-06 [renormalize]: 0.00139545 [add_forward_monad_depend]: 1.025e-05 [auto_monad_grad]: 3.08e-06 [auto_monad_eliminator]: 2.857e-05 [cse]: 9.109e-05 [replace_applicator]: 2.679e-05 [Cycle 2]: 0.00056586, [27] [switch_simplify]: 9.99999e-06 [loop_unroll]: 9.02e-06 [a_1]: 0.00020964 [with_stream_mark]: 1.886e-05 [recompute_prepare]: 9.47999e-06 [updatestate_depend_eliminate]: 7.41001e-06 [updatestate_assign_eliminate]: 6.54001e-06 [updatestate_loads_eliminate]: 5.77999e-06 [parameter_eliminate]: 1.99e-06 [specialize_transform]: 9.10001e-06 [updatestate_useless_node_eliminater]: 1.283e-05 [accelerated_algorithm]: 8.88002e-06 [meta_shard_fg_expand]: 2.25002e-06 [get_grad_eliminate_]: 8.23999e-06 [merge_forward]: 6.10002e-06 [cell_reuse_recompute_pass]: 2.90002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.207e-05 [j_node_and_user_rematch]: 1.537e-05 [meta_fg_expand]: 4.26001e-06 [replace_old_param]: 8.62e-06 [inline_without_move]: 8.2e-06 [renormalize]: 8.9989e-08 [add_forward_monad_depend]: 1.47001e-06 [auto_monad_grad]: 1.19003e-06 [auto_monad_eliminator]: 1.401e-05 [cse]: 3.253e-05 [replace_applicator]: 9.66e-06 [py_interpret_to_execute_after_opt_a]: 1.764e-05 [rewriter_after_opt_a]: 7.173e-05 [convert_after_rewriter]: 1.073e-05 [order_py_execute_after_rewriter]: 7.54002e-06 [mutable_eliminate]: 0.00076195 [jit_opt_b]: 7.869e-05, [1] [Cycle 1]: 6.964e-05, [2] [frontend_op_eliminate]: 2.801e-05 [inline_after_opt_a]: 2.806e-05 [cconv]: 3.9e-05 [loop_unroll]: 0.00047884 [jit_opt_after_cconv]: 0.00026928, [1] [Cycle 1]: 0.00026164, [11] [c_1]: 6.317e-05 [parameter_eliminate]: 5.34e-06 [updatestate_depend_eliminate]: 1.437e-05 [updatestate_assign_eliminate]: 6.09999e-06 [updatestate_loads_eliminate]: 6.75002e-06 [cse]: 6.041e-05 [call_graph_tuple_transform]: 2.76e-05 [tuple_list_get_item_eliminator]: 9.96998e-06 [none_parameter_eliminate]: 1.66e-06 [renormalize]: 9.20001e-07 [switch_simplify]: 1.037e-05 [remove_dup_value]: 5.477e-05 [partial_unused_args_eliminate]: 3.10002e-06 [environ_conv]: 8.79e-06 [add_recomputation]: 0.00010884 [cse_after_recomputation]: 4.623e-05, [1] [Cycle 1]: 3.834e-05, [1] [cse]: 2.919e-05 [auto_monad_reorder]: 3.043e-05 [get_jit_bprop_graph]: 2.09e-06 [rewriter_after_jit_bprop_graph]: 8.10999e-06 [opt_after_jit_grad]: 0.00062808 [symbol_engine_optimizer]: 0.00010705, [1] [Cycle 1]: 9.928e-05, [6] [build]: 5.33002e-06 [elim_shapecalc]: 1.33e-05 [elim_not_effective]: 2.383e-05 [opt_reshape]: 9.73998e-06 [fold_const_symbol]: 1.6e-05 [renormalize]: 9.10019e-07 [process_offload_annotation]: 1.691e-05 [validate]: 6.376e-05 Sums bootstrap : 0.000276s : 1.31% type_inference : 0.014617s : 69.18% event_method : 0.000017s : 0.08% auto_monad : 0.000162s : 0.77% graph_reusing : 0.000006s : 0.03% pre_auto_parallel : 0.000002s : 0.01% py_interpret_to_execute : 0.000056s : 0.26% rewriter_before_opt_a : 0.000083s : 0.39% expand_dump_flag : 0.000004s : 0.02% jit_opt_a.switch_simplify : 0.000071s : 0.34% jit_opt_a.loop_unroll : 0.000120s : 0.57% jit_opt_a.a_1 : 0.000991s : 4.69% jit_opt_a.with_stream_mark : 0.000057s : 0.27% jit_opt_a.recompute_prepare : 0.000045s : 0.21% jit_opt_a.updatestate_depend_eliminate : 0.000064s : 0.30% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000012s : 0.06% jit_opt_a.parameter_eliminate : 0.000005s : 0.02% jit_opt_a.specialize_transform : 0.000022s : 0.10% jit_opt_a.updatestate_useless_node_eliminater : 0.000031s : 0.15% jit_opt_a.accelerated_algorithm : 0.000019s : 0.09% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.03% jit_opt_a.get_grad_eliminate_ : 0.000019s : 0.09% jit_opt_a.merge_forward : 0.000013s : 0.06% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.02% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000047s : 0.22% jit_opt_a.j_node_and_user_rematch : 0.000033s : 0.15% jit_opt_a.meta_fg_expand : 0.000009s : 0.04% jit_opt_a.replace_old_param : 0.000017s : 0.08% jit_opt_a.inline_without_move : 0.000018s : 0.09% jit_opt_a.renormalize : 0.001396s : 6.61% jit_opt_a.add_forward_monad_depend : 0.000012s : 0.06% jit_opt_a.auto_monad_grad : 0.000004s : 0.02% jit_opt_a.auto_monad_eliminator : 0.000043s : 0.20% jit_opt_a.cse : 0.000124s : 0.59% jit_opt_a.replace_applicator : 0.000036s : 0.17% py_interpret_to_execute_after_opt_a : 0.000018s : 0.08% rewriter_after_opt_a : 0.000072s : 0.34% convert_after_rewriter : 0.000011s : 0.05% order_py_execute_after_rewriter : 0.000008s : 0.04% mutable_eliminate : 0.000762s : 3.61% jit_opt_b.frontend_op_eliminate : 0.000028s : 0.13% jit_opt_b.inline_after_opt_a : 0.000028s : 0.13% cconv : 0.000039s : 0.18% loop_unroll : 0.000479s : 2.27% jit_opt_after_cconv.c_1 : 0.000063s : 0.30% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.03% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.07% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.03% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.03% jit_opt_after_cconv.cse : 0.000060s : 0.29% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 0.13% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.05% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.01% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.05% remove_dup_value : 0.000055s : 0.26% partial_unused_args_eliminate : 0.000003s : 0.01% environ_conv : 0.000009s : 0.04% add_recomputation : 0.000109s : 0.52% cse_after_recomputation.cse : 0.000029s : 0.14% auto_monad_reorder : 0.000030s : 0.14% get_jit_bprop_graph : 0.000002s : 0.01% rewriter_after_jit_bprop_graph : 0.000008s : 0.04% opt_after_jit_grad : 0.000628s : 2.97% symbol_engine_optimizer.build : 0.000005s : 0.03% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.06% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.11% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.05% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.08% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000017s : 0.08% validate : 0.000064s : 0.30% Time group info: ------[substitution.] 0.000299 72 5.70% : 0.000017s : 5: substitution.depend_value_elim 1.11% : 0.000003s : 6: substitution.elim_not_effective 0.89% : 0.000003s : 6: substitution.fold_const_symbol 2.64% : 0.000008s : 6: substitution.graph_param_transform 70.28% : 0.000210s : 3: substitution.inline 2.32% : 0.000007s : 12: substitution.j_node_and_user_rematch 3.41% : 0.000010s : 12: substitution.remove_not_recompute_node 6.50% : 0.000019s : 9: substitution.updatestate_pure_node_eliminater 7.14% : 0.000021s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.014559 2 92.88% : 0.013523s : 1: type_inference.infer 7.12% : 0.001036s : 1: type_inference.specialize ------[replace.] 0.000047 3 100.00% : 0.000047s : 3: replace.inline ------[match.] 0.000208 3 100.00% : 0.000208s : 3: match.inline ------[predicate.] 0.000234 1236 1.32% : 0.000003s : 20: predicate.accumulaten_eliminater 1.38% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.16% : 0.000003s : 20: predicate.addn_check_dump 1.47% : 0.000003s : 20: predicate.addn_zero_filter 1.76% : 0.000004s : 20: predicate.arithmetic_simplify 1.40% : 0.000003s : 20: predicate.cast_eliminate 0.40% : 0.000001s : 6: predicate.check_bprop_eliminate 1.32% : 0.000003s : 20: predicate.compare_switch_simplify 1.55% : 0.000004s : 20: predicate.depend_value_elim 1.51% : 0.000004s : 20: predicate.dict_get_item_const_eliminator 1.39% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.41% : 0.000003s : 20: predicate.dict_set_item_eliminator 0.90% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.33% : 0.000001s : 6: predicate.elim_not_effective 0.55% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.58% : 0.000004s : 20: predicate.environ_add_const_eliminate 1.19% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.31% : 0.000003s : 20: predicate.environ_get_depend_swap 1.33% : 0.000003s : 20: predicate.environ_get_eliminate 1.18% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.20% : 0.000000s : 6: predicate.fold_const_symbol 1.19% : 0.000003s : 12: predicate.get_grad_eliminate 0.29% : 0.000001s : 6: predicate.graph_param_transform 4.68% : 0.000011s : 35: predicate.inline 1.06% : 0.000002s : 12: predicate.inline_without_move 0.35% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.18% : 0.000003s : 12: predicate.less_batch_normalization 1.46% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.83% : 0.000004s : 26: predicate.load_eliminater 0.92% : 0.000002s : 6: predicate.loop_unroll_after_grad 7.56% : 0.000018s : 29: predicate.loop_unroll_before_grad 1.95% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.18% : 0.000003s : 20: predicate.merge_addn 1.45% : 0.000003s : 20: predicate.minmaximum_grad 1.13% : 0.000003s : 6: predicate.mutable_eliminate 0.49% : 0.000001s : 6: predicate.opt_reshape 2.06% : 0.000005s : 26: predicate.partial_eliminate 1.21% : 0.000003s : 20: predicate.print_const_string_wrapper 1.90% : 0.000004s : 20: predicate.reduce_eliminate 1.40% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.72% : 0.000002s : 12: predicate.remove_not_recompute_node 1.61% : 0.000004s : 32: predicate.replace_applicator 0.53% : 0.000001s : 12: predicate.replace_old_param 0.29% : 0.000001s : 6: predicate.reset_defer_inline 1.34% : 0.000003s : 20: predicate.reshape_eliminate 1.45% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.68% : 0.000002s : 6: predicate.row_tensor_eliminate 1.24% : 0.000003s : 20: predicate.same_eliminate 0.60% : 0.000001s : 16: predicate.set_cell_output_no_recompute 0.96% : 0.000002s : 12: predicate.special_op_eliminate 1.07% : 0.000002s : 12: predicate.specialize_transform 1.39% : 0.000003s : 20: predicate.split_environ_get_set_with_tuple_value 1.27% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.43% : 0.000001s : 6: predicate.switch_call_monad_eliminater 2.28% : 0.000005s : 23: predicate.switch_defer_inline 1.56% : 0.000004s : 23: predicate.switch_layer_defer_inline 4.83% : 0.000011s : 58: predicate.switch_simplify 1.25% : 0.000003s : 20: predicate.tile_eliminate 1.30% : 0.000003s : 20: predicate.transpose_eliminate 1.62% : 0.000004s : 20: predicate.tuple_list_convert_item_index_to_positive 1.32% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.38% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.54% : 0.000004s : 20: predicate.tuple_list_set_item_eliminator 1.45% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.73% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.21% : 0.000008s : 38: predicate.updatestate_useless_node_eliminater 1.95% : 0.000005s : 20: predicate.value_based_eliminate 0.49% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.56% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000675 9 48.70% : 0.000329s : 4: func_graph_cloner_run.FuncGraphClonerGraph 51.30% : 0.000346s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.146822 73 0.08% : 0.000115s : 1: add_recomputation 0.11% : 0.000168s : 1: auto_monad 0.02% : 0.000034s : 1: auto_monad_reorder 0.20% : 0.000292s : 1: bootstrap 0.03% : 0.000042s : 1: cconv 0.01% : 0.000013s : 1: convert_after_rewriter 0.03% : 0.000049s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.01% : 0.000022s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.01% : 0.000009s : 1: graph_reusing 85.54% : 0.125590s : 1: jit_opt_a 0.19% : 0.000273s : 1: jit_opt_after_cconv 0.06% : 0.000082s : 1: jit_opt_b 0.33% : 0.000490s : 1: loop_unroll 0.53% : 0.000779s : 1: mutable_eliminate 0.97% : 0.001418s : 26: opt.transform.jit_opt_a 0.07% : 0.000106s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000048s : 4: opt.transform.jit_opt_b 0.01% : 0.000019s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000027s : 1: opt.transform.mutable_eliminate 0.03% : 0.000043s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000059s : 4: opt.transform.symbol_engine_opt 0.44% : 0.000641s : 1: opt_after_jit_grad 0.01% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.01% : 0.000020s : 1: process_offload_annotation 0.04% : 0.000059s : 1: py_interpret_to_execute 0.01% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.04% : 0.000058s : 1: remove_dup_value 0.55% : 0.000802s : 1: renormalize.infer 0.40% : 0.000581s : 1: renormalize.specialize 0.01% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.05% : 0.000076s : 1: rewriter_after_opt_a 0.06% : 0.000086s : 1: rewriter_before_opt_a 0.08% : 0.000110s : 1: symbol_engine_optimizer 9.97% : 0.014638s : 1: type_inference TotalTime = 0.123405, [31] [bootstrap]: 0.00033171 [type_inference]: 0.112816 [event_method]: 1.754e-05 [auto_monad]: 0.00016427 [graph_reusing]: 6.28e-06 [pre_auto_parallel]: 2.84999e-06 [py_interpret_to_execute]: 5.796e-05 [rewriter_before_opt_a]: 8.27e-05 [expand_dump_flag]: 2.86e-06 [jit_opt_a]: 0.00701703, [2] [Cycle 1]: 0.00282966, [27] [switch_simplify]: 5.739e-05 [loop_unroll]: 2.565e-05 [a_1]: 0.00076534 [with_stream_mark]: 3.165e-05 [recompute_prepare]: 1.545e-05 [updatestate_depend_eliminate]: 8.832e-05 [updatestate_assign_eliminate]: 8.01001e-06 [updatestate_loads_eliminate]: 6.04001e-06 [parameter_eliminate]: 2.46e-06 [specialize_transform]: 1.295e-05 [updatestate_useless_node_eliminater]: 1.546e-05 [accelerated_algorithm]: 1.007e-05 [meta_shard_fg_expand]: 3.03998e-06 [get_grad_eliminate_]: 8.89e-06 [merge_forward]: 6.44999e-06 [cell_reuse_recompute_pass]: 1.07e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.259e-05 [j_node_and_user_rematch]: 1.598e-05 [meta_fg_expand]: 4.37e-06 [replace_old_param]: 8.84e-06 [inline_without_move]: 9.26002e-06 [renormalize]: 0.00135062 [add_forward_monad_depend]: 7.78001e-06 [auto_monad_grad]: 2.43e-06 [auto_monad_eliminator]: 2.551e-05 [cse]: 8.715e-05 [replace_applicator]: 2.575e-05 [Cycle 2]: 0.00054259, [27] [switch_simplify]: 9.51e-06 [loop_unroll]: 8.33001e-06 [a_1]: 0.00019945 [with_stream_mark]: 1.818e-05 [recompute_prepare]: 9.17999e-06 [updatestate_depend_eliminate]: 6.70998e-06 [updatestate_assign_eliminate]: 5.57999e-06 [updatestate_loads_eliminate]: 5.50001e-06 [parameter_eliminate]: 1.12999e-06 [specialize_transform]: 8.55001e-06 [updatestate_useless_node_eliminater]: 1.291e-05 [accelerated_algorithm]: 9.14e-06 [meta_shard_fg_expand]: 2.54001e-06 [get_grad_eliminate_]: 8.33001e-06 [merge_forward]: 6.09001e-06 [cell_reuse_recompute_pass]: 2.81e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.127e-05 [j_node_and_user_rematch]: 1.508e-05 [meta_fg_expand]: 3.49001e-06 [replace_old_param]: 7.64002e-06 [inline_without_move]: 8.45001e-06 [renormalize]: 5.9983e-08 [add_forward_monad_depend]: 2.37001e-06 [auto_monad_grad]: 1.41998e-06 [auto_monad_eliminator]: 1.268e-05 [cse]: 3.285e-05 [replace_applicator]: 9.62999e-06 [py_interpret_to_execute_after_opt_a]: 1.887e-05 [rewriter_after_opt_a]: 9.646e-05 [convert_after_rewriter]: 1.128e-05 [order_py_execute_after_rewriter]: 7.98999e-06 [mutable_eliminate]: 0.00071918 [jit_opt_b]: 7.412e-05, [1] [Cycle 1]: 6.482e-05, [2] [frontend_op_eliminate]: 2.621e-05 [inline_after_opt_a]: 2.695e-05 [cconv]: 3.38e-05 [loop_unroll]: 0.00051498 [jit_opt_after_cconv]: 0.00023169, [1] [Cycle 1]: 0.00022359, [11] [c_1]: 5.511e-05 [parameter_eliminate]: 3.84002e-06 [updatestate_depend_eliminate]: 1.087e-05 [updatestate_assign_eliminate]: 5.62999e-06 [updatestate_loads_eliminate]: 5.05999e-06 [cse]: 4.366e-05 [call_graph_tuple_transform]: 2.528e-05 [tuple_list_get_item_eliminator]: 9.34e-06 [none_parameter_eliminate]: 2.17001e-06 [renormalize]: 1.02e-06 [switch_simplify]: 9.55001e-06 [remove_dup_value]: 5.576e-05 [partial_unused_args_eliminate]: 1.42e-05 [environ_conv]: 8.70999e-06 [add_recomputation]: 8.407e-05 [cse_after_recomputation]: 3.685e-05, [1] [Cycle 1]: 3.061e-05, [1] [cse]: 2.365e-05 [auto_monad_reorder]: 2.902e-05 [get_jit_bprop_graph]: 2.32999e-06 [rewriter_after_jit_bprop_graph]: 6.78e-06 [opt_after_jit_grad]: 0.00052679 [symbol_engine_optimizer]: 0.00010039, [1] [Cycle 1]: 9.364e-05, [6] [build]: 5.72001e-06 [elim_shapecalc]: 1.241e-05 [elim_not_effective]: 2.162e-05 [opt_reshape]: 9.25001e-06 [fold_const_symbol]: 1.526e-05 [renormalize]: 6.89994e-07 [process_offload_annotation]: 1.362e-05 [validate]: 6.925e-05 Sums bootstrap : 0.000332s : 0.28% type_inference : 0.112816s : 94.76% event_method : 0.000018s : 0.01% auto_monad : 0.000164s : 0.14% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000058s : 0.05% rewriter_before_opt_a : 0.000083s : 0.07% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000067s : 0.06% jit_opt_a.loop_unroll : 0.000034s : 0.03% jit_opt_a.a_1 : 0.000965s : 0.81% jit_opt_a.with_stream_mark : 0.000050s : 0.04% jit_opt_a.recompute_prepare : 0.000025s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000095s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000012s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000022s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.02% jit_opt_a.accelerated_algorithm : 0.000019s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000044s : 0.04% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.03% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000016s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.001351s : 1.13% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000038s : 0.03% jit_opt_a.cse : 0.000120s : 0.10% jit_opt_a.replace_applicator : 0.000035s : 0.03% py_interpret_to_execute_after_opt_a : 0.000019s : 0.02% rewriter_after_opt_a : 0.000096s : 0.08% convert_after_rewriter : 0.000011s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000719s : 0.60% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.02% jit_opt_b.inline_after_opt_a : 0.000027s : 0.02% cconv : 0.000034s : 0.03% loop_unroll : 0.000515s : 0.43% jit_opt_after_cconv.c_1 : 0.000055s : 0.05% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000044s : 0.04% jit_opt_after_cconv.call_graph_tuple_transform : 0.000025s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000056s : 0.05% partial_unused_args_eliminate : 0.000014s : 0.01% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000084s : 0.07% cse_after_recomputation.cse : 0.000024s : 0.02% auto_monad_reorder : 0.000029s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.01% opt_after_jit_grad : 0.000527s : 0.44% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000014s : 0.01% validate : 0.000069s : 0.06% Time group info: ------[substitution.] 0.000269 72 5.27% : 0.000014s : 5: substitution.depend_value_elim 1.19% : 0.000003s : 6: substitution.elim_not_effective 0.92% : 0.000002s : 6: substitution.fold_const_symbol 2.83% : 0.000008s : 6: substitution.graph_param_transform 71.32% : 0.000192s : 3: substitution.inline 2.20% : 0.000006s : 12: substitution.j_node_and_user_rematch 3.77% : 0.000010s : 12: substitution.remove_not_recompute_node 5.96% : 0.000016s : 9: substitution.updatestate_pure_node_eliminater 6.54% : 0.000018s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.112732 2 99.15% : 0.111777s : 1: type_inference.infer 0.85% : 0.000955s : 1: type_inference.specialize ------[replace.] 0.000045 3 100.00% : 0.000045s : 3: replace.inline ------[match.] 0.000190 3 100.00% : 0.000190s : 3: match.inline ------[predicate.] 0.000203 1236 1.40% : 0.000003s : 20: predicate.accumulaten_eliminater 1.29% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.31% : 0.000003s : 20: predicate.addn_check_dump 1.36% : 0.000003s : 20: predicate.addn_zero_filter 1.92% : 0.000004s : 20: predicate.arithmetic_simplify 1.52% : 0.000003s : 20: predicate.cast_eliminate 0.57% : 0.000001s : 6: predicate.check_bprop_eliminate 1.30% : 0.000003s : 20: predicate.compare_switch_simplify 1.59% : 0.000003s : 20: predicate.depend_value_elim 1.40% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.46% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.58% : 0.000003s : 20: predicate.dict_set_item_eliminator 1.05% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.29% : 0.000001s : 6: predicate.elim_not_effective 0.54% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.40% : 0.000003s : 20: predicate.environ_add_const_eliminate 1.32% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.35% : 0.000003s : 20: predicate.environ_get_depend_swap 1.53% : 0.000003s : 20: predicate.environ_get_eliminate 1.37% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.23% : 0.000000s : 6: predicate.fold_const_symbol 1.17% : 0.000002s : 12: predicate.get_grad_eliminate 0.27% : 0.000001s : 6: predicate.graph_param_transform 5.10% : 0.000010s : 35: predicate.inline 1.08% : 0.000002s : 12: predicate.inline_without_move 0.39% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.16% : 0.000002s : 12: predicate.less_batch_normalization 1.49% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.91% : 0.000004s : 26: predicate.load_eliminater 1.40% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.19% : 0.000004s : 29: predicate.loop_unroll_before_grad 2.21% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.30% : 0.000003s : 20: predicate.merge_addn 1.32% : 0.000003s : 20: predicate.minmaximum_grad 1.19% : 0.000002s : 6: predicate.mutable_eliminate 0.49% : 0.000001s : 6: predicate.opt_reshape 2.25% : 0.000005s : 26: predicate.partial_eliminate 1.43% : 0.000003s : 20: predicate.print_const_string_wrapper 1.82% : 0.000004s : 20: predicate.reduce_eliminate 1.45% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.74% : 0.000001s : 12: predicate.remove_not_recompute_node 1.57% : 0.000003s : 32: predicate.replace_applicator 0.62% : 0.000001s : 12: predicate.replace_old_param 0.45% : 0.000001s : 6: predicate.reset_defer_inline 1.48% : 0.000003s : 20: predicate.reshape_eliminate 1.45% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.88% : 0.000002s : 6: predicate.row_tensor_eliminate 1.41% : 0.000003s : 20: predicate.same_eliminate 0.67% : 0.000001s : 16: predicate.set_cell_output_no_recompute 1.01% : 0.000002s : 12: predicate.special_op_eliminate 1.29% : 0.000003s : 12: predicate.specialize_transform 1.46% : 0.000003s : 20: predicate.split_environ_get_set_with_tuple_value 1.41% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.50% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.68% : 0.000003s : 23: predicate.switch_defer_inline 1.64% : 0.000003s : 23: predicate.switch_layer_defer_inline 4.91% : 0.000010s : 58: predicate.switch_simplify 1.46% : 0.000003s : 20: predicate.tile_eliminate 1.45% : 0.000003s : 20: predicate.transpose_eliminate 1.59% : 0.000003s : 20: predicate.tuple_list_convert_item_index_to_positive 1.58% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.76% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.91% : 0.000004s : 20: predicate.tuple_list_set_item_eliminator 1.35% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.97% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.40% : 0.000007s : 38: predicate.updatestate_useless_node_eliminater 1.80% : 0.000004s : 20: predicate.value_based_eliminate 0.49% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.68% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000654 9 46.20% : 0.000302s : 4: func_graph_cloner_run.FuncGraphClonerGraph 53.80% : 0.000352s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.126135 73 0.07% : 0.000087s : 1: add_recomputation 0.13% : 0.000169s : 1: auto_monad 0.03% : 0.000032s : 1: auto_monad_reorder 0.29% : 0.000361s : 1: bootstrap 0.03% : 0.000037s : 1: cconv 0.01% : 0.000014s : 1: convert_after_rewriter 0.03% : 0.000039s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.02% : 0.000023s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000009s : 1: graph_reusing 5.57% : 0.007021s : 1: jit_opt_a 0.19% : 0.000235s : 1: jit_opt_after_cconv 0.06% : 0.000077s : 1: jit_opt_b 0.42% : 0.000525s : 1: loop_unroll 0.58% : 0.000729s : 1: mutable_eliminate 1.02% : 0.001288s : 26: opt.transform.jit_opt_a 0.08% : 0.000095s : 4: opt.transform.jit_opt_after_cconv 0.04% : 0.000046s : 4: opt.transform.jit_opt_b 0.01% : 0.000019s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000021s : 1: opt.transform.mutable_eliminate 0.03% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000055s : 4: opt.transform.symbol_engine_opt 0.42% : 0.000536s : 1: opt_after_jit_grad 0.01% : 0.000010s : 1: order_py_execute_after_rewriter 0.01% : 0.000018s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000017s : 1: process_offload_annotation 0.05% : 0.000061s : 1: py_interpret_to_execute 0.02% : 0.000022s : 1: py_interpret_to_execute_after_opt_a 0.05% : 0.000059s : 1: remove_dup_value 0.59% : 0.000749s : 1: renormalize.infer 0.47% : 0.000591s : 1: renormalize.specialize 0.01% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.08% : 0.000101s : 1: rewriter_after_opt_a 0.07% : 0.000086s : 1: rewriter_before_opt_a 0.08% : 0.000103s : 1: symbol_engine_optimizer 89.45% : 0.112834s : 1: type_inference [WARNING] ME(169696:281473807314736,MainProcess):2026-01-29-17:39:43.224.679 [mindspore/graph/api.py:128] The function "tensor_to_2" at the file "/home/jenkins/mindspore/testcases/testcases/tests/st/tensor/test_to.py", line 104 has been compiled again. Try to reuse the function object decorated by @jit to reduce the compile time. For more details, get instructions about `jit` at https://www.mindspore.cn/search?inputValue=jit. TotalTime = 0.013412, [31] [bootstrap]: 0.00035385 [type_inference]: 0.0039213 [event_method]: 1.355e-05 [auto_monad]: 6.68e-05 [graph_reusing]: 5.96e-06 [pre_auto_parallel]: 2.34001e-06 [py_interpret_to_execute]: 1.747e-05 [rewriter_before_opt_a]: 4.484e-05 [expand_dump_flag]: 2.72001e-06 [jit_opt_a]: 0.00608617, [2] [Cycle 1]: 0.00182161, [27] [switch_simplify]: 4.873e-05 [loop_unroll]: 1.487e-05 [a_1]: 0.00041549 [with_stream_mark]: 3.274e-05 [recompute_prepare]: 8.20999e-06 [updatestate_depend_eliminate]: 4.49998e-06 [updatestate_assign_eliminate]: 3.04999e-06 [updatestate_loads_eliminate]: 2.93003e-06 [parameter_eliminate]: 1.67999e-06 [specialize_transform]: 7.12002e-06 [updatestate_useless_node_eliminater]: 2.451e-05 [accelerated_algorithm]: 7.71999e-06 [meta_shard_fg_expand]: 1.99999e-06 [get_grad_eliminate_]: 6.31e-06 [merge_forward]: 5.29998e-06 [cell_reuse_recompute_pass]: 1.27e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.709e-05 [j_node_and_user_rematch]: 9.85002e-06 [meta_fg_expand]: 2.21e-06 [replace_old_param]: 1.016e-05 [inline_without_move]: 5.63002e-06 [renormalize]: 0.00087335 [add_forward_monad_depend]: 7.38e-06 [auto_monad_grad]: 2.39001e-06 [auto_monad_eliminator]: 2.201e-05 [cse]: 3.365e-05 [replace_applicator]: 2.103e-05 [Cycle 2]: 0.00036639, [27] [switch_simplify]: 6.41e-06 [loop_unroll]: 5.24e-06 [a_1]: 0.00011005 [with_stream_mark]: 1.558e-05 [recompute_prepare]: 5.81e-06 [updatestate_depend_eliminate]: 3.78001e-06 [updatestate_assign_eliminate]: 3.13e-06 [updatestate_loads_eliminate]: 2.53003e-06 [parameter_eliminate]: 1.41998e-06 [specialize_transform]: 5.44998e-06 [updatestate_useless_node_eliminater]: 4.94003e-06 [accelerated_algorithm]: 5.02e-06 [meta_shard_fg_expand]: 1.68002e-06 [get_grad_eliminate_]: 4.70001e-06 [merge_forward]: 3.41001e-06 [cell_reuse_recompute_pass]: 2.17001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.42e-05 [j_node_and_user_rematch]: 8.72e-06 [meta_fg_expand]: 2.27999e-06 [replace_old_param]: 8.42998e-06 [inline_without_move]: 4.60001e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.89999e-06 [auto_monad_grad]: 1.35999e-06 [auto_monad_eliminator]: 8.03999e-06 [cse]: 1.448e-05 [replace_applicator]: 5.69e-06 [py_interpret_to_execute_after_opt_a]: 1.331e-05 [rewriter_after_opt_a]: 4.358e-05 [convert_after_rewriter]: 7.40998e-06 [order_py_execute_after_rewriter]: 5.54e-06 [mutable_eliminate]: 0.00081217 [jit_opt_b]: 6.09e-05, [1] [Cycle 1]: 5e-05, [2] [frontend_op_eliminate]: 1.735e-05 [inline_after_opt_a]: 1.952e-05 [cconv]: 4.018e-05 [loop_unroll]: 0.00051208 [jit_opt_after_cconv]: 0.00027556, [1] [Cycle 1]: 0.00021614, [11] [c_1]: 2.488e-05 [parameter_eliminate]: 7.03e-06 [updatestate_depend_eliminate]: 1.293e-05 [updatestate_assign_eliminate]: 4.95001e-06 [updatestate_loads_eliminate]: 2.92002e-06 [cse]: 4.051e-05 [call_graph_tuple_transform]: 2.871e-05 [tuple_list_get_item_eliminator]: 6.79001e-06 [none_parameter_eliminate]: 1.69998e-06 [renormalize]: 1.04e-06 [switch_simplify]: 6.22001e-06 [remove_dup_value]: 1.864e-05 [partial_unused_args_eliminate]: 3.01001e-06 [environ_conv]: 8.10999e-06 [add_recomputation]: 6.063e-05 [cse_after_recomputation]: 2.565e-05, [1] [Cycle 1]: 1.859e-05, [1] [cse]: 1.256e-05 [auto_monad_reorder]: 1.632e-05 [get_jit_bprop_graph]: 2.94999e-06 [rewriter_after_jit_bprop_graph]: 8.46002e-06 [opt_after_jit_grad]: 0.00057153 [symbol_engine_optimizer]: 8.644e-05, [1] [Cycle 1]: 7.841e-05, [6] [build]: 5.37999e-06 [elim_shapecalc]: 9.05999e-06 [elim_not_effective]: 1.717e-05 [opt_reshape]: 6.84999e-06 [fold_const_symbol]: 9.82999e-06 [renormalize]: 9.80013e-07 [process_offload_annotation]: 1.302e-05 [validate]: 8.341e-05 Sums bootstrap : 0.000354s : 4.05% type_inference : 0.003921s : 44.93% event_method : 0.000014s : 0.16% auto_monad : 0.000067s : 0.77% graph_reusing : 0.000006s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000017s : 0.20% rewriter_before_opt_a : 0.000045s : 0.51% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000055s : 0.63% jit_opt_a.loop_unroll : 0.000020s : 0.23% jit_opt_a.a_1 : 0.000526s : 6.02% jit_opt_a.with_stream_mark : 0.000048s : 0.55% jit_opt_a.recompute_prepare : 0.000014s : 0.16% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.09% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.06% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000013s : 0.14% jit_opt_a.updatestate_useless_node_eliminater : 0.000029s : 0.34% jit_opt_a.accelerated_algorithm : 0.000013s : 0.15% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.13% jit_opt_a.merge_forward : 0.000009s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000031s : 0.36% jit_opt_a.j_node_and_user_rematch : 0.000019s : 0.21% jit_opt_a.meta_fg_expand : 0.000004s : 0.05% jit_opt_a.replace_old_param : 0.000019s : 0.21% jit_opt_a.inline_without_move : 0.000010s : 0.12% jit_opt_a.renormalize : 0.000873s : 10.01% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.11% jit_opt_a.auto_monad_grad : 0.000004s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000030s : 0.34% jit_opt_a.cse : 0.000048s : 0.55% jit_opt_a.replace_applicator : 0.000027s : 0.31% py_interpret_to_execute_after_opt_a : 0.000013s : 0.15% rewriter_after_opt_a : 0.000044s : 0.50% convert_after_rewriter : 0.000007s : 0.08% order_py_execute_after_rewriter : 0.000006s : 0.06% mutable_eliminate : 0.000812s : 9.31% jit_opt_b.frontend_op_eliminate : 0.000017s : 0.20% jit_opt_b.inline_after_opt_a : 0.000020s : 0.22% cconv : 0.000040s : 0.46% loop_unroll : 0.000512s : 5.87% jit_opt_after_cconv.c_1 : 0.000025s : 0.29% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.08% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000013s : 0.15% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.06% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.cse : 0.000041s : 0.46% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.33% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000007s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.07% remove_dup_value : 0.000019s : 0.21% partial_unused_args_eliminate : 0.000003s : 0.03% environ_conv : 0.000008s : 0.09% add_recomputation : 0.000061s : 0.69% cse_after_recomputation.cse : 0.000013s : 0.14% auto_monad_reorder : 0.000016s : 0.19% get_jit_bprop_graph : 0.000003s : 0.03% rewriter_after_jit_bprop_graph : 0.000008s : 0.10% opt_after_jit_grad : 0.000572s : 6.55% symbol_engine_optimizer.build : 0.000005s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.10% symbol_engine_optimizer.elim_not_effective : 0.000017s : 0.20% symbol_engine_optimizer.opt_reshape : 0.000007s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.11% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000013s : 0.15% validate : 0.000083s : 0.96% Time group info: ------[substitution.] 0.000181 21 14.38% : 0.000026s : 2: substitution.cast_eliminate 1.46% : 0.000003s : 2: substitution.elim_not_effective 0.84% : 0.000002s : 2: substitution.fold_const_symbol 3.71% : 0.000007s : 3: substitution.graph_param_transform 71.29% : 0.000129s : 2: substitution.inline 2.69% : 0.000005s : 4: substitution.j_node_and_user_rematch 2.74% : 0.000005s : 4: substitution.remove_not_recompute_node 2.90% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003859 2 86.58% : 0.003341s : 1: type_inference.infer 13.42% : 0.000518s : 1: type_inference.specialize ------[replace.] 0.000071 2 100.00% : 0.000071s : 2: replace.inline ------[match.] 0.000127 2 100.00% : 0.000127s : 2: match.inline ------[predicate.] 0.000111 485 0.88% : 0.000001s : 7: predicate.accumulaten_eliminater 1.23% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.77% : 0.000001s : 7: predicate.addn_check_dump 0.94% : 0.000001s : 7: predicate.addn_zero_filter 1.35% : 0.000001s : 7: predicate.arithmetic_simplify 1.22% : 0.000001s : 7: predicate.cast_eliminate 0.67% : 0.000001s : 3: predicate.check_bprop_eliminate 0.73% : 0.000001s : 7: predicate.compare_switch_simplify 0.84% : 0.000001s : 7: predicate.depend_value_elim 0.92% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.34% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.81% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.22% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.40% : 0.000000s : 3: predicate.elim_not_effective 0.76% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.80% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.74% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.84% : 0.000001s : 7: predicate.environ_get_depend_swap 1.13% : 0.000001s : 7: predicate.environ_get_eliminate 0.79% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.26% : 0.000000s : 3: predicate.fold_const_symbol 1.07% : 0.000001s : 6: predicate.get_grad_eliminate 0.43% : 0.000000s : 3: predicate.graph_param_transform 6.05% : 0.000007s : 15: predicate.inline 1.02% : 0.000001s : 6: predicate.inline_without_move 0.42% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.34% : 0.000001s : 6: predicate.less_batch_normalization 0.90% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.17% : 0.000001s : 10: predicate.load_eliminater 2.64% : 0.000003s : 3: predicate.loop_unroll_after_grad 2.17% : 0.000002s : 14: predicate.loop_unroll_before_grad 1.82% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.73% : 0.000001s : 7: predicate.merge_addn 0.77% : 0.000001s : 7: predicate.minmaximum_grad 2.89% : 0.000003s : 3: predicate.mutable_eliminate 0.96% : 0.000001s : 3: predicate.opt_reshape 1.83% : 0.000002s : 10: predicate.partial_eliminate 1.13% : 0.000001s : 7: predicate.print_const_string_wrapper 1.34% : 0.000001s : 7: predicate.reduce_eliminate 0.97% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.78% : 0.000001s : 6: predicate.remove_not_recompute_node 1.34% : 0.000001s : 13: predicate.replace_applicator 0.98% : 0.000001s : 6: predicate.replace_old_param 0.91% : 0.000001s : 3: predicate.reset_defer_inline 0.95% : 0.000001s : 7: predicate.reshape_eliminate 1.13% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.95% : 0.000001s : 3: predicate.row_tensor_eliminate 0.91% : 0.000001s : 7: predicate.same_eliminate 0.51% : 0.000001s : 6: predicate.set_cell_output_no_recompute 0.97% : 0.000001s : 6: predicate.special_op_eliminate 1.33% : 0.000001s : 6: predicate.specialize_transform 0.96% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 0.86% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.70% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.38% : 0.000002s : 9: predicate.switch_defer_inline 1.18% : 0.000001s : 9: predicate.switch_layer_defer_inline 5.89% : 0.000007s : 26: predicate.switch_simplify 0.94% : 0.000001s : 7: predicate.tile_eliminate 0.90% : 0.000001s : 7: predicate.transpose_eliminate 1.23% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 0.85% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.77% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.21% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 0.91% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.09% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 16.64% : 0.000018s : 16: predicate.updatestate_useless_node_eliminater 1.10% : 0.000001s : 7: predicate.value_based_eliminate 0.55% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 0.78% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000318 6 34.13% : 0.000109s : 2: func_graph_cloner_run.FuncGraphClonerGraph 65.87% : 0.000210s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.015075 73 0.42% : 0.000064s : 1: add_recomputation 0.47% : 0.000070s : 1: auto_monad 0.13% : 0.000019s : 1: auto_monad_reorder 2.55% : 0.000384s : 1: bootstrap 0.29% : 0.000043s : 1: cconv 0.07% : 0.000010s : 1: convert_after_rewriter 0.19% : 0.000028s : 1: cse_after_recomputation 0.07% : 0.000010s : 1: environ_conv 0.12% : 0.000019s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.06% : 0.000009s : 1: graph_reusing 40.42% : 0.006093s : 1: jit_opt_a 1.85% : 0.000279s : 1: jit_opt_after_cconv 0.43% : 0.000065s : 1: jit_opt_b 3.46% : 0.000522s : 1: loop_unroll 5.50% : 0.000828s : 1: mutable_eliminate 4.99% : 0.000752s : 26: opt.transform.jit_opt_a 0.41% : 0.000062s : 4: opt.transform.jit_opt_after_cconv 0.20% : 0.000030s : 4: opt.transform.jit_opt_b 0.12% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.16% : 0.000024s : 1: opt.transform.mutable_eliminate 0.18% : 0.000027s : 1: opt.transform.opt_after_jit_grad 0.26% : 0.000039s : 4: opt.transform.symbol_engine_opt 3.86% : 0.000582s : 1: opt_after_jit_grad 0.05% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.10% : 0.000015s : 1: process_offload_annotation 0.13% : 0.000020s : 1: py_interpret_to_execute 0.10% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000021s : 1: remove_dup_value 3.57% : 0.000538s : 1: renormalize.infer 2.15% : 0.000324s : 1: renormalize.specialize 0.07% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.31% : 0.000047s : 1: rewriter_after_opt_a 0.32% : 0.000048s : 1: rewriter_before_opt_a 0.59% : 0.000089s : 1: symbol_engine_optimizer 26.14% : 0.003941s : 1: type_inference TotalTime = 0.0124806, [31] [bootstrap]: 0.00031214 [type_inference]: 0.00378796 [event_method]: 4.543e-05 [auto_monad]: 6.267e-05 [graph_reusing]: 5.27999e-06 [pre_auto_parallel]: 2.41e-06 [py_interpret_to_execute]: 1.852e-05 [rewriter_before_opt_a]: 4.633e-05 [expand_dump_flag]: 2.76e-06 [jit_opt_a]: 0.00575543, [2] [Cycle 1]: 0.00158977, [27] [switch_simplify]: 4.595e-05 [loop_unroll]: 1.487e-05 [a_1]: 0.00036442 [with_stream_mark]: 3.238e-05 [recompute_prepare]: 6.10002e-06 [updatestate_depend_eliminate]: 3.80998e-06 [updatestate_assign_eliminate]: 2.36e-06 [updatestate_loads_eliminate]: 2.41e-06 [parameter_eliminate]: 1.62999e-06 [specialize_transform]: 5.72999e-06 [updatestate_useless_node_eliminater]: 4.43001e-06 [accelerated_algorithm]: 4.77e-06 [meta_shard_fg_expand]: 1.85001e-06 [get_grad_eliminate_]: 5.20999e-06 [merge_forward]: 4.3e-06 [cell_reuse_recompute_pass]: 1.24e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.46e-05 [j_node_and_user_rematch]: 7.25e-06 [meta_fg_expand]: 1.84e-06 [replace_old_param]: 9.94999e-06 [inline_without_move]: 4.55999e-06 [renormalize]: 0.00071215 [add_forward_monad_depend]: 6.64999e-06 [auto_monad_grad]: 2.41e-06 [auto_monad_eliminator]: 1.335e-05 [cse]: 0.00010622 [replace_applicator]: 1.709e-05 [Cycle 2]: 0.00032107, [27] [switch_simplify]: 4.58999e-06 [loop_unroll]: 4.08999e-06 [a_1]: 6.086e-05 [with_stream_mark]: 1.393e-05 [recompute_prepare]: 5.30001e-06 [updatestate_depend_eliminate]: 2.70002e-06 [updatestate_assign_eliminate]: 1.81998e-06 [updatestate_loads_eliminate]: 2.46e-06 [parameter_eliminate]: 8.70001e-07 [specialize_transform]: 4.63999e-06 [updatestate_useless_node_eliminater]: 3.93999e-06 [accelerated_algorithm]: 3.91001e-06 [meta_shard_fg_expand]: 1.67001e-06 [get_grad_eliminate_]: 3.70998e-06 [merge_forward]: 3.38999e-06 [cell_reuse_recompute_pass]: 1.84e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.37e-05 [j_node_and_user_rematch]: 9.84999e-06 [meta_fg_expand]: 1.98997e-06 [replace_old_param]: 7.98999e-06 [inline_without_move]: 3.92002e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.50999e-06 [auto_monad_grad]: 1.52001e-06 [auto_monad_eliminator]: 6.16e-06 [cse]: 1.117e-05 [replace_applicator]: 4.79e-06 [py_interpret_to_execute_after_opt_a]: 1.344e-05 [rewriter_after_opt_a]: 3.335e-05 [convert_after_rewriter]: 6.34999e-06 [order_py_execute_after_rewriter]: 5.41998e-06 [mutable_eliminate]: 0.00067219 [jit_opt_b]: 7.504e-05, [1] [Cycle 1]: 3.818e-05, [2] [frontend_op_eliminate]: 1.308e-05 [inline_after_opt_a]: 1.301e-05 [cconv]: 3.077e-05 [loop_unroll]: 0.00051268 [jit_opt_after_cconv]: 0.00014886, [1] [Cycle 1]: 0.0001418, [11] [c_1]: 1.652e-05 [parameter_eliminate]: 5.12e-06 [updatestate_depend_eliminate]: 8.27e-06 [updatestate_assign_eliminate]: 2.11003e-06 [updatestate_loads_eliminate]: 2.06998e-06 [cse]: 2.414e-05 [call_graph_tuple_transform]: 2.172e-05 [tuple_list_get_item_eliminator]: 4.15e-06 [none_parameter_eliminate]: 1.54e-06 [renormalize]: 8.2e-07 [switch_simplify]: 4.22e-06 [remove_dup_value]: 1.456e-05 [partial_unused_args_eliminate]: 2.99001e-06 [environ_conv]: 6.37001e-06 [add_recomputation]: 4.44e-05 [cse_after_recomputation]: 1.941e-05, [1] [Cycle 1]: 1.343e-05, [1] [cse]: 7.5e-06 [auto_monad_reorder]: 1.483e-05 [get_jit_bprop_graph]: 2.74999e-06 [rewriter_after_jit_bprop_graph]: 6.51e-06 [opt_after_jit_grad]: 0.00049802 [symbol_engine_optimizer]: 7.124e-05, [1] [Cycle 1]: 6.429e-05, [6] [build]: 4.55001e-06 [elim_shapecalc]: 6.68998e-06 [elim_not_effective]: 1.281e-05 [opt_reshape]: 4.67e-06 [fold_const_symbol]: 6.55002e-06 [renormalize]: 4.69998e-07 [process_offload_annotation]: 9.76998e-06 [validate]: 3.858e-05 Sums bootstrap : 0.000312s : 3.93% type_inference : 0.003788s : 47.73% event_method : 0.000045s : 0.57% auto_monad : 0.000063s : 0.79% graph_reusing : 0.000005s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000019s : 0.23% rewriter_before_opt_a : 0.000046s : 0.58% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000051s : 0.64% jit_opt_a.loop_unroll : 0.000019s : 0.24% jit_opt_a.a_1 : 0.000425s : 5.36% jit_opt_a.with_stream_mark : 0.000046s : 0.58% jit_opt_a.recompute_prepare : 0.000011s : 0.14% jit_opt_a.updatestate_depend_eliminate : 0.000007s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000004s : 0.05% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.06% jit_opt_a.parameter_eliminate : 0.000002s : 0.03% jit_opt_a.specialize_transform : 0.000010s : 0.13% jit_opt_a.updatestate_useless_node_eliminater : 0.000008s : 0.11% jit_opt_a.accelerated_algorithm : 0.000009s : 0.11% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000009s : 0.11% jit_opt_a.merge_forward : 0.000008s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000028s : 0.36% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.22% jit_opt_a.meta_fg_expand : 0.000004s : 0.05% jit_opt_a.replace_old_param : 0.000018s : 0.23% jit_opt_a.inline_without_move : 0.000008s : 0.11% jit_opt_a.renormalize : 0.000712s : 8.97% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.10% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000020s : 0.25% jit_opt_a.cse : 0.000117s : 1.48% jit_opt_a.replace_applicator : 0.000022s : 0.28% py_interpret_to_execute_after_opt_a : 0.000013s : 0.17% rewriter_after_opt_a : 0.000033s : 0.42% convert_after_rewriter : 0.000006s : 0.08% order_py_execute_after_rewriter : 0.000005s : 0.07% mutable_eliminate : 0.000672s : 8.47% jit_opt_b.frontend_op_eliminate : 0.000013s : 0.16% jit_opt_b.inline_after_opt_a : 0.000013s : 0.16% cconv : 0.000031s : 0.39% loop_unroll : 0.000513s : 6.46% jit_opt_after_cconv.c_1 : 0.000017s : 0.21% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.06% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000024s : 0.30% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.27% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000004s : 0.05% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000004s : 0.05% remove_dup_value : 0.000015s : 0.18% partial_unused_args_eliminate : 0.000003s : 0.04% environ_conv : 0.000006s : 0.08% add_recomputation : 0.000044s : 0.56% cse_after_recomputation.cse : 0.000007s : 0.09% auto_monad_reorder : 0.000015s : 0.19% get_jit_bprop_graph : 0.000003s : 0.03% rewriter_after_jit_bprop_graph : 0.000007s : 0.08% opt_after_jit_grad : 0.000498s : 6.28% symbol_engine_optimizer.build : 0.000005s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000007s : 0.08% symbol_engine_optimizer.elim_not_effective : 0.000013s : 0.16% symbol_engine_optimizer.opt_reshape : 0.000005s : 0.06% symbol_engine_optimizer.fold_const_symbol : 0.000007s : 0.08% symbol_engine_optimizer.renormalize : 0.000000s : 0.01% process_offload_annotation : 0.000010s : 0.12% validate : 0.000039s : 0.49% Time group info: ------[substitution.] 0.000156 13 9.22% : 0.000014s : 1: substitution.cast_eliminate 1.08% : 0.000002s : 1: substitution.elim_not_effective 0.58% : 0.000001s : 1: substitution.fold_const_symbol 4.00% : 0.000006s : 2: substitution.graph_param_transform 77.63% : 0.000121s : 2: substitution.inline 1.82% : 0.000003s : 2: substitution.j_node_and_user_rematch 2.03% : 0.000003s : 2: substitution.remove_not_recompute_node 3.62% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.003722 2 85.99% : 0.003201s : 1: type_inference.infer 14.01% : 0.000522s : 1: type_inference.specialize ------[replace.] 0.000034 3 16.06% : 0.000005s : 1: replace.cast_eliminate 83.94% : 0.000029s : 2: replace.inline ------[match.] 0.000133 3 10.33% : 0.000014s : 1: match.cast_eliminate 89.67% : 0.000119s : 2: match.inline ------[predicate.] 0.000082 418 1.13% : 0.000001s : 6: predicate.accumulaten_eliminater 1.23% : 0.000001s : 2: predicate.ad_related_special_op_eliminate 0.85% : 0.000001s : 6: predicate.addn_check_dump 1.28% : 0.000001s : 6: predicate.addn_zero_filter 1.76% : 0.000001s : 6: predicate.arithmetic_simplify 1.30% : 0.000001s : 7: predicate.cast_eliminate 0.51% : 0.000000s : 2: predicate.check_bprop_eliminate 0.91% : 0.000001s : 6: predicate.compare_switch_simplify 1.24% : 0.000001s : 6: predicate.depend_value_elim 1.10% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.29% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.40% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.61% : 0.000001s : 2: predicate.dumpgradient_eliminate 0.59% : 0.000000s : 2: predicate.elim_not_effective 0.52% : 0.000000s : 2: predicate.elim_shapecalc_of_broadcastargs 1.22% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.06% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.15% : 0.000001s : 7: predicate.environ_get_depend_swap 1.27% : 0.000001s : 7: predicate.environ_get_eliminate 1.24% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.22% : 0.000000s : 2: predicate.fold_const_symbol 1.06% : 0.000001s : 4: predicate.get_grad_eliminate 0.27% : 0.000000s : 2: predicate.graph_param_transform 6.35% : 0.000005s : 13: predicate.inline 1.00% : 0.000001s : 4: predicate.inline_without_move 0.45% : 0.000000s : 4: predicate.j_node_and_user_rematch 1.72% : 0.000001s : 4: predicate.less_batch_normalization 1.16% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.39% : 0.000001s : 9: predicate.load_eliminater 2.86% : 0.000002s : 2: predicate.loop_unroll_after_grad 3.10% : 0.000003s : 13: predicate.loop_unroll_before_grad 2.36% : 0.000002s : 9: predicate.make_slice_get_slice_eliminator 0.82% : 0.000001s : 6: predicate.merge_addn 0.87% : 0.000001s : 6: predicate.minmaximum_grad 3.21% : 0.000003s : 2: predicate.mutable_eliminate 0.45% : 0.000000s : 2: predicate.opt_reshape 2.34% : 0.000002s : 9: predicate.partial_eliminate 1.06% : 0.000001s : 6: predicate.print_const_string_wrapper 1.47% : 0.000001s : 6: predicate.reduce_eliminate 1.18% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 1.06% : 0.000001s : 4: predicate.remove_not_recompute_node 1.94% : 0.000002s : 11: predicate.replace_applicator 0.94% : 0.000001s : 4: predicate.replace_old_param 0.39% : 0.000000s : 2: predicate.reset_defer_inline 1.06% : 0.000001s : 6: predicate.reshape_eliminate 0.95% : 0.000001s : 6: predicate.row_tensor_add_zeros_like 1.06% : 0.000001s : 2: predicate.row_tensor_eliminate 0.89% : 0.000001s : 6: predicate.same_eliminate 0.57% : 0.000000s : 4: predicate.set_cell_output_no_recompute 0.98% : 0.000001s : 4: predicate.special_op_eliminate 1.06% : 0.000001s : 4: predicate.specialize_transform 1.07% : 0.000001s : 6: predicate.split_environ_get_set_with_tuple_value 1.16% : 0.000001s : 6: predicate.stack_unstack_eliminate 0.48% : 0.000000s : 2: predicate.switch_call_monad_eliminater 1.97% : 0.000002s : 9: predicate.switch_defer_inline 1.57% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.68% : 0.000005s : 24: predicate.switch_simplify 1.10% : 0.000001s : 6: predicate.tile_eliminate 1.08% : 0.000001s : 6: predicate.transpose_eliminate 1.34% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.18% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.28% : 0.000004s : 11: predicate.tuple_list_get_item_eliminator 1.61% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.40% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.89% : 0.000002s : 9: predicate.updatestate_pure_node_eliminater 3.06% : 0.000003s : 13: predicate.updatestate_useless_node_eliminater 1.90% : 0.000002s : 6: predicate.value_based_eliminate 0.45% : 0.000000s : 2: predicate.virtual_view_grad_eliminate 0.88% : 0.000001s : 2: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000313 6 33.30% : 0.000104s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.70% : 0.000209s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013829 73 0.34% : 0.000047s : 1: add_recomputation 0.48% : 0.000066s : 1: auto_monad 0.13% : 0.000018s : 1: auto_monad_reorder 2.47% : 0.000341s : 1: bootstrap 0.24% : 0.000033s : 1: cconv 0.06% : 0.000009s : 1: convert_after_rewriter 0.16% : 0.000022s : 1: cse_after_recomputation 0.06% : 0.000008s : 1: environ_conv 0.39% : 0.000053s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.04% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000007s : 1: graph_reusing 41.65% : 0.005759s : 1: jit_opt_a 1.10% : 0.000152s : 1: jit_opt_after_cconv 0.57% : 0.000078s : 1: jit_opt_b 3.78% : 0.000523s : 1: loop_unroll 4.97% : 0.000687s : 1: mutable_eliminate 4.36% : 0.000603s : 26: opt.transform.jit_opt_a 0.31% : 0.000043s : 4: opt.transform.jit_opt_after_cconv 0.14% : 0.000019s : 4: opt.transform.jit_opt_b 0.10% : 0.000013s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000017s : 1: opt.transform.mutable_eliminate 0.14% : 0.000019s : 1: opt.transform.opt_after_jit_grad 0.20% : 0.000027s : 4: opt.transform.symbol_engine_opt 3.68% : 0.000509s : 1: opt_after_jit_grad 0.05% : 0.000008s : 1: order_py_execute_after_rewriter 0.04% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.09% : 0.000012s : 1: process_offload_annotation 0.15% : 0.000021s : 1: py_interpret_to_execute 0.11% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.12% : 0.000017s : 1: remove_dup_value 2.97% : 0.000411s : 1: renormalize.infer 2.11% : 0.000292s : 1: renormalize.specialize 0.06% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.27% : 0.000037s : 1: rewriter_after_opt_a 0.36% : 0.000049s : 1: rewriter_before_opt_a 0.53% : 0.000074s : 1: symbol_engine_optimizer 27.55% : 0.003810s : 1: type_inference TotalTime = 0.0119826, [31] [bootstrap]: 0.00033785 [type_inference]: 0.00355196 [event_method]: 1.36e-05 [auto_monad]: 5.831e-05 [graph_reusing]: 5.00999e-06 [pre_auto_parallel]: 2.49001e-06 [py_interpret_to_execute]: 1.583e-05 [rewriter_before_opt_a]: 4.216e-05 [expand_dump_flag]: 3.14999e-06 [jit_opt_a]: 0.00545759, [2] [Cycle 1]: 0.00160366, [27] [switch_simplify]: 4.317e-05 [loop_unroll]: 1.604e-05 [a_1]: 0.00032129 [with_stream_mark]: 3.149e-05 [recompute_prepare]: 7.7e-06 [updatestate_depend_eliminate]: 4.50001e-06 [updatestate_assign_eliminate]: 3.3e-06 [updatestate_loads_eliminate]: 3.11001e-06 [parameter_eliminate]: 1.82001e-06 [specialize_transform]: 6.44001e-06 [updatestate_useless_node_eliminater]: 5.34e-06 [accelerated_algorithm]: 6.02999e-06 [meta_shard_fg_expand]: 3.09999e-06 [get_grad_eliminate_]: 5.54e-06 [merge_forward]: 4.28001e-06 [cell_reuse_recompute_pass]: 1.22999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.573e-05 [j_node_and_user_rematch]: 9.59999e-06 [meta_fg_expand]: 2.17001e-06 [replace_old_param]: 1.088e-05 [inline_without_move]: 5.12999e-06 [renormalize]: 0.00081592 [add_forward_monad_depend]: 6.59001e-06 [auto_monad_grad]: 2.75997e-06 [auto_monad_eliminator]: 1.753e-05 [cse]: 3.212e-05 [replace_applicator]: 1.409e-05 [Cycle 2]: 0.00034307, [27] [switch_simplify]: 6.56999e-06 [loop_unroll]: 5.14998e-06 [a_1]: 0.00010126 [with_stream_mark]: 1.261e-05 [recompute_prepare]: 5.35999e-06 [updatestate_depend_eliminate]: 3.06001e-06 [updatestate_assign_eliminate]: 2.81999e-06 [updatestate_loads_eliminate]: 2.28002e-06 [parameter_eliminate]: 1.14e-06 [specialize_transform]: 5.22999e-06 [updatestate_useless_node_eliminater]: 5.49e-06 [accelerated_algorithm]: 4.95001e-06 [meta_shard_fg_expand]: 1.20999e-06 [get_grad_eliminate_]: 4.87e-06 [merge_forward]: 3.36001e-06 [cell_reuse_recompute_pass]: 2.37001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.236e-05 [j_node_and_user_rematch]: 7.75998e-06 [meta_fg_expand]: 1.77001e-06 [replace_old_param]: 7.44002e-06 [inline_without_move]: 4.55999e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.22e-06 [auto_monad_grad]: 1.26002e-06 [auto_monad_eliminator]: 6.67002e-06 [cse]: 1.227e-05 [replace_applicator]: 5.05001e-06 [py_interpret_to_execute_after_opt_a]: 1.22e-05 [rewriter_after_opt_a]: 4.074e-05 [convert_after_rewriter]: 7.38e-06 [order_py_execute_after_rewriter]: 5.73002e-06 [mutable_eliminate]: 0.0006949 [jit_opt_b]: 5.541e-05, [1] [Cycle 1]: 4.743e-05, [2] [frontend_op_eliminate]: 1.805e-05 [inline_after_opt_a]: 1.745e-05 [cconv]: 2.994e-05 [loop_unroll]: 0.00047642 [jit_opt_after_cconv]: 0.00015564, [1] [Cycle 1]: 0.00014868, [11] [c_1]: 2.229e-05 [parameter_eliminate]: 3.31999e-06 [updatestate_depend_eliminate]: 8.02e-06 [updatestate_assign_eliminate]: 2.56998e-06 [updatestate_loads_eliminate]: 2.26e-06 [cse]: 2.733e-05 [call_graph_tuple_transform]: 1.982e-05 [tuple_list_get_item_eliminator]: 5.57001e-06 [none_parameter_eliminate]: 1.69e-06 [renormalize]: 5.69999e-07 [switch_simplify]: 5.24e-06 [remove_dup_value]: 1.602e-05 [partial_unused_args_eliminate]: 2.12999e-06 [environ_conv]: 5.77001e-06 [add_recomputation]: 9.937e-05 [cse_after_recomputation]: 2.545e-05, [1] [Cycle 1]: 1.956e-05, [1] [cse]: 1.303e-05 [auto_monad_reorder]: 1.612e-05 [get_jit_bprop_graph]: 2.56998e-06 [rewriter_after_jit_bprop_graph]: 5.74e-06 [opt_after_jit_grad]: 0.00049488 [symbol_engine_optimizer]: 7.891e-05, [1] [Cycle 1]: 7.208e-05, [6] [build]: 4.28001e-06 [elim_shapecalc]: 8.72e-06 [elim_not_effective]: 1.285e-05 [opt_reshape]: 6.46e-06 [fold_const_symbol]: 1.031e-05 [renormalize]: 5.3001e-07 [process_offload_annotation]: 3.247e-05 [validate]: 4.492e-05 Sums bootstrap : 0.000338s : 4.31% type_inference : 0.003552s : 45.35% event_method : 0.000014s : 0.17% auto_monad : 0.000058s : 0.74% graph_reusing : 0.000005s : 0.06% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000016s : 0.20% rewriter_before_opt_a : 0.000042s : 0.54% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000050s : 0.63% jit_opt_a.loop_unroll : 0.000021s : 0.27% jit_opt_a.a_1 : 0.000423s : 5.39% jit_opt_a.with_stream_mark : 0.000044s : 0.56% jit_opt_a.recompute_prepare : 0.000013s : 0.17% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.08% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.07% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000012s : 0.15% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.14% jit_opt_a.accelerated_algorithm : 0.000011s : 0.14% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.06% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.13% jit_opt_a.merge_forward : 0.000008s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.05% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000028s : 0.36% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.22% jit_opt_a.meta_fg_expand : 0.000004s : 0.05% jit_opt_a.replace_old_param : 0.000018s : 0.23% jit_opt_a.inline_without_move : 0.000010s : 0.12% jit_opt_a.renormalize : 0.000816s : 10.42% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.10% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000024s : 0.31% jit_opt_a.cse : 0.000044s : 0.57% jit_opt_a.replace_applicator : 0.000019s : 0.24% py_interpret_to_execute_after_opt_a : 0.000012s : 0.16% rewriter_after_opt_a : 0.000041s : 0.52% convert_after_rewriter : 0.000007s : 0.09% order_py_execute_after_rewriter : 0.000006s : 0.07% mutable_eliminate : 0.000695s : 8.87% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.23% jit_opt_b.inline_after_opt_a : 0.000017s : 0.22% cconv : 0.000030s : 0.38% loop_unroll : 0.000476s : 6.08% jit_opt_after_cconv.c_1 : 0.000022s : 0.28% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000027s : 0.35% jit_opt_after_cconv.call_graph_tuple_transform : 0.000020s : 0.25% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000005s : 0.07% remove_dup_value : 0.000016s : 0.20% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000006s : 0.07% add_recomputation : 0.000099s : 1.27% cse_after_recomputation.cse : 0.000013s : 0.17% auto_monad_reorder : 0.000016s : 0.21% get_jit_bprop_graph : 0.000003s : 0.03% rewriter_after_jit_bprop_graph : 0.000006s : 0.07% opt_after_jit_grad : 0.000495s : 6.32% symbol_engine_optimizer.build : 0.000004s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000013s : 0.16% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.13% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000032s : 0.41% validate : 0.000045s : 0.57% Time group info: ------[substitution.] 0.000153 21 14.79% : 0.000023s : 2: substitution.cast_eliminate 1.29% : 0.000002s : 2: substitution.elim_not_effective 1.00% : 0.000002s : 2: substitution.fold_const_symbol 3.58% : 0.000005s : 3: substitution.graph_param_transform 70.91% : 0.000108s : 2: substitution.inline 2.09% : 0.000003s : 4: substitution.j_node_and_user_rematch 2.77% : 0.000004s : 4: substitution.remove_not_recompute_node 3.58% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003494 2 86.56% : 0.003025s : 1: type_inference.infer 13.44% : 0.000470s : 1: type_inference.specialize ------[replace.] 0.000026 2 100.00% : 0.000026s : 2: replace.inline ------[match.] 0.000107 2 100.00% : 0.000107s : 2: match.inline ------[predicate.] 0.000092 485 1.04% : 0.000001s : 7: predicate.accumulaten_eliminater 1.43% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.90% : 0.000001s : 7: predicate.addn_check_dump 1.44% : 0.000001s : 7: predicate.addn_zero_filter 2.07% : 0.000002s : 7: predicate.arithmetic_simplify 1.62% : 0.000001s : 7: predicate.cast_eliminate 0.74% : 0.000001s : 3: predicate.check_bprop_eliminate 0.95% : 0.000001s : 7: predicate.compare_switch_simplify 1.08% : 0.000001s : 7: predicate.depend_value_elim 1.01% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.23% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.11% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.21% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.68% : 0.000001s : 3: predicate.elim_not_effective 0.90% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.07% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.95% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.03% : 0.000001s : 7: predicate.environ_get_depend_swap 1.27% : 0.000001s : 7: predicate.environ_get_eliminate 0.94% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.50% : 0.000000s : 3: predicate.fold_const_symbol 1.30% : 0.000001s : 6: predicate.get_grad_eliminate 0.53% : 0.000000s : 3: predicate.graph_param_transform 6.19% : 0.000006s : 15: predicate.inline 1.17% : 0.000001s : 6: predicate.inline_without_move 0.59% : 0.000001s : 6: predicate.j_node_and_user_rematch 1.61% : 0.000001s : 6: predicate.less_batch_normalization 1.50% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.63% : 0.000001s : 10: predicate.load_eliminater 1.82% : 0.000002s : 3: predicate.loop_unroll_after_grad 3.08% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.90% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.90% : 0.000001s : 7: predicate.merge_addn 0.92% : 0.000001s : 7: predicate.minmaximum_grad 2.28% : 0.000002s : 3: predicate.mutable_eliminate 0.65% : 0.000001s : 3: predicate.opt_reshape 2.08% : 0.000002s : 10: predicate.partial_eliminate 1.03% : 0.000001s : 7: predicate.print_const_string_wrapper 2.25% : 0.000002s : 7: predicate.reduce_eliminate 1.41% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.64% : 0.000001s : 6: predicate.remove_not_recompute_node 1.76% : 0.000002s : 13: predicate.replace_applicator 1.11% : 0.000001s : 6: predicate.replace_old_param 0.39% : 0.000000s : 3: predicate.reset_defer_inline 1.13% : 0.000001s : 7: predicate.reshape_eliminate 1.07% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.16% : 0.000001s : 3: predicate.row_tensor_eliminate 1.06% : 0.000001s : 7: predicate.same_eliminate 0.65% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.46% : 0.000001s : 6: predicate.special_op_eliminate 1.38% : 0.000001s : 6: predicate.specialize_transform 1.32% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.06% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.64% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.81% : 0.000002s : 9: predicate.switch_defer_inline 1.95% : 0.000002s : 9: predicate.switch_layer_defer_inline 6.38% : 0.000006s : 26: predicate.switch_simplify 1.27% : 0.000001s : 7: predicate.tile_eliminate 1.16% : 0.000001s : 7: predicate.transpose_eliminate 1.13% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.13% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.41% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.37% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.23% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.54% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 2.97% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.27% : 0.000001s : 7: predicate.value_based_eliminate 0.52% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 1.01% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000299 6 33.06% : 0.000099s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.94% : 0.000200s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013466 73 0.76% : 0.000103s : 1: add_recomputation 0.46% : 0.000061s : 1: auto_monad 0.14% : 0.000019s : 1: auto_monad_reorder 2.67% : 0.000360s : 1: bootstrap 0.24% : 0.000033s : 1: cconv 0.07% : 0.000010s : 1: convert_after_rewriter 0.20% : 0.000027s : 1: cse_after_recomputation 0.06% : 0.000008s : 1: environ_conv 0.13% : 0.000018s : 1: event_method 0.04% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000007s : 1: graph_reusing 40.56% : 0.005462s : 1: jit_opt_a 1.18% : 0.000159s : 1: jit_opt_after_cconv 0.43% : 0.000058s : 1: jit_opt_b 3.61% : 0.000486s : 1: loop_unroll 5.25% : 0.000707s : 1: mutable_eliminate 4.54% : 0.000611s : 26: opt.transform.jit_opt_a 0.37% : 0.000049s : 4: opt.transform.jit_opt_after_cconv 0.21% : 0.000028s : 4: opt.transform.jit_opt_b 0.10% : 0.000014s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000016s : 1: opt.transform.mutable_eliminate 0.17% : 0.000023s : 1: opt.transform.opt_after_jit_grad 0.26% : 0.000035s : 4: opt.transform.symbol_engine_opt 3.74% : 0.000504s : 1: opt_after_jit_grad 0.06% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.27% : 0.000036s : 1: process_offload_annotation 0.14% : 0.000019s : 1: py_interpret_to_execute 0.11% : 0.000014s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000018s : 1: remove_dup_value 3.67% : 0.000495s : 1: renormalize.infer 2.33% : 0.000313s : 1: renormalize.specialize 0.06% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.33% : 0.000044s : 1: rewriter_after_opt_a 0.33% : 0.000045s : 1: rewriter_before_opt_a 0.61% : 0.000082s : 1: symbol_engine_optimizer 26.49% : 0.003567s : 1: type_inference TotalTime = 0.0122358, [31] [bootstrap]: 0.00030986 [type_inference]: 0.0036638 [event_method]: 1.412e-05 [auto_monad]: 6.029e-05 [graph_reusing]: 6.12001e-06 [pre_auto_parallel]: 2.61e-06 [py_interpret_to_execute]: 1.756e-05 [rewriter_before_opt_a]: 4.442e-05 [expand_dump_flag]: 3.35e-06 [jit_opt_a]: 0.00571909, [2] [Cycle 1]: 0.00174097, [27] [switch_simplify]: 4.313e-05 [loop_unroll]: 1.473e-05 [a_1]: 0.00031509 [with_stream_mark]: 3.083e-05 [recompute_prepare]: 7.3e-06 [updatestate_depend_eliminate]: 4.70999e-06 [updatestate_assign_eliminate]: 4.12e-06 [updatestate_loads_eliminate]: 3.88999e-06 [parameter_eliminate]: 1.73002e-06 [specialize_transform]: 6.61e-06 [updatestate_useless_node_eliminater]: 5.19998e-06 [accelerated_algorithm]: 5.38002e-06 [meta_shard_fg_expand]: 1.86e-06 [get_grad_eliminate_]: 5.19e-06 [merge_forward]: 4.41002e-06 [cell_reuse_recompute_pass]: 1.06002e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.895e-05 [j_node_and_user_rematch]: 9.96e-06 [meta_fg_expand]: 2.26998e-06 [replace_old_param]: 1.014e-05 [inline_without_move]: 5.59998e-06 [renormalize]: 0.00088557 [add_forward_monad_depend]: 6.61999e-06 [auto_monad_grad]: 2.68998e-06 [auto_monad_eliminator]: 1.646e-05 [cse]: 3.282e-05 [replace_applicator]: 1.724e-05 [Cycle 2]: 0.00034755, [27] [switch_simplify]: 5.84e-06 [loop_unroll]: 5.20999e-06 [a_1]: 0.00010479 [with_stream_mark]: 1.31e-05 [recompute_prepare]: 5.47999e-06 [updatestate_depend_eliminate]: 3.35e-06 [updatestate_assign_eliminate]: 2.59999e-06 [updatestate_loads_eliminate]: 2.41e-06 [parameter_eliminate]: 1.09e-06 [specialize_transform]: 5.05001e-06 [updatestate_useless_node_eliminater]: 4.90001e-06 [accelerated_algorithm]: 4.85999e-06 [meta_shard_fg_expand]: 1.63002e-06 [get_grad_eliminate_]: 4.54998e-06 [merge_forward]: 3.36001e-06 [cell_reuse_recompute_pass]: 1.65001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.244e-05 [j_node_and_user_rematch]: 8.15e-06 [meta_fg_expand]: 1.86003e-06 [replace_old_param]: 8.69e-06 [inline_without_move]: 4.77998e-06 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 1.55999e-06 [auto_monad_grad]: 9.70002e-07 [auto_monad_eliminator]: 7.21001e-06 [cse]: 1.318e-05 [replace_applicator]: 5.62999e-06 [py_interpret_to_execute_after_opt_a]: 1.332e-05 [rewriter_after_opt_a]: 4.06e-05 [convert_after_rewriter]: 6.61e-06 [order_py_execute_after_rewriter]: 5.04998e-06 [mutable_eliminate]: 0.00065474 [jit_opt_b]: 5.371e-05, [1] [Cycle 1]: 4.539e-05, [2] [frontend_op_eliminate]: 1.645e-05 [inline_after_opt_a]: 1.704e-05 [cconv]: 3.311e-05 [loop_unroll]: 0.00047396 [jit_opt_after_cconv]: 0.00016356, [1] [Cycle 1]: 0.00015541, [11] [c_1]: 2.204e-05 [parameter_eliminate]: 3.81999e-06 [updatestate_depend_eliminate]: 8.17e-06 [updatestate_assign_eliminate]: 3.35e-06 [updatestate_loads_eliminate]: 3.01999e-06 [cse]: 2.859e-05 [call_graph_tuple_transform]: 2.195e-05 [tuple_list_get_item_eliminator]: 5.99e-06 [none_parameter_eliminate]: 1.54e-06 [renormalize]: 6.00005e-07 [switch_simplify]: 5.84e-06 [remove_dup_value]: 1.654e-05 [partial_unused_args_eliminate]: 2.61e-06 [environ_conv]: 6.33998e-06 [add_recomputation]: 5.783e-05 [cse_after_recomputation]: 2.304e-05, [1] [Cycle 1]: 1.708e-05, [1] [cse]: 1.109e-05 [auto_monad_reorder]: 1.621e-05 [get_jit_bprop_graph]: 2.38998e-06 [rewriter_after_jit_bprop_graph]: 6.34999e-06 [opt_after_jit_grad]: 0.00047496 [symbol_engine_optimizer]: 7.841e-05, [1] [Cycle 1]: 7.156e-05, [6] [build]: 4.16001e-06 [elim_shapecalc]: 9.57001e-06 [elim_not_effective]: 1.475e-05 [opt_reshape]: 5.85002e-06 [fold_const_symbol]: 8.89e-06 [renormalize]: 3.89991e-07 [process_offload_annotation]: 1.235e-05 [validate]: 4.51e-05 Sums bootstrap : 0.000310s : 3.92% type_inference : 0.003664s : 46.37% event_method : 0.000014s : 0.18% auto_monad : 0.000060s : 0.76% graph_reusing : 0.000006s : 0.08% pre_auto_parallel : 0.000003s : 0.03% py_interpret_to_execute : 0.000018s : 0.22% rewriter_before_opt_a : 0.000044s : 0.56% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000049s : 0.62% jit_opt_a.loop_unroll : 0.000020s : 0.25% jit_opt_a.a_1 : 0.000420s : 5.31% jit_opt_a.with_stream_mark : 0.000044s : 0.56% jit_opt_a.recompute_prepare : 0.000013s : 0.16% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.09% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.08% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000012s : 0.15% jit_opt_a.updatestate_useless_node_eliminater : 0.000010s : 0.13% jit_opt_a.accelerated_algorithm : 0.000010s : 0.13% jit_opt_a.meta_shard_fg_expand : 0.000003s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.12% jit_opt_a.merge_forward : 0.000008s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000051s : 0.65% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.23% jit_opt_a.meta_fg_expand : 0.000004s : 0.05% jit_opt_a.replace_old_param : 0.000019s : 0.24% jit_opt_a.inline_without_move : 0.000010s : 0.13% jit_opt_a.renormalize : 0.000886s : 11.21% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.10% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000024s : 0.30% jit_opt_a.cse : 0.000046s : 0.58% jit_opt_a.replace_applicator : 0.000023s : 0.29% py_interpret_to_execute_after_opt_a : 0.000013s : 0.17% rewriter_after_opt_a : 0.000041s : 0.51% convert_after_rewriter : 0.000007s : 0.08% order_py_execute_after_rewriter : 0.000005s : 0.06% mutable_eliminate : 0.000655s : 8.29% jit_opt_b.frontend_op_eliminate : 0.000016s : 0.21% jit_opt_b.inline_after_opt_a : 0.000017s : 0.22% cconv : 0.000033s : 0.42% loop_unroll : 0.000474s : 6.00% jit_opt_after_cconv.c_1 : 0.000022s : 0.28% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.05% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.cse : 0.000029s : 0.36% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.28% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.07% remove_dup_value : 0.000017s : 0.21% partial_unused_args_eliminate : 0.000003s : 0.03% environ_conv : 0.000006s : 0.08% add_recomputation : 0.000058s : 0.73% cse_after_recomputation.cse : 0.000011s : 0.14% auto_monad_reorder : 0.000016s : 0.21% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000006s : 0.08% opt_after_jit_grad : 0.000475s : 6.01% symbol_engine_optimizer.build : 0.000004s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000010s : 0.12% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.19% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.11% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000012s : 0.16% validate : 0.000045s : 0.57% Time group info: ------[substitution.] 0.000157 21 15.40% : 0.000024s : 2: substitution.cast_eliminate 1.32% : 0.000002s : 2: substitution.elim_not_effective 0.81% : 0.000001s : 2: substitution.fold_const_symbol 3.40% : 0.000005s : 3: substitution.graph_param_transform 70.05% : 0.000110s : 2: substitution.inline 2.34% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.95% : 0.000005s : 4: substitution.remove_not_recompute_node 3.74% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.003605 2 86.38% : 0.003114s : 1: type_inference.infer 13.62% : 0.000491s : 1: type_inference.specialize ------[replace.] 0.000027 2 100.00% : 0.000027s : 2: replace.inline ------[match.] 0.000108 2 100.00% : 0.000108s : 2: match.inline ------[predicate.] 0.000089 485 1.07% : 0.000001s : 7: predicate.accumulaten_eliminater 2.12% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.93% : 0.000001s : 7: predicate.addn_check_dump 1.10% : 0.000001s : 7: predicate.addn_zero_filter 1.75% : 0.000002s : 7: predicate.arithmetic_simplify 1.53% : 0.000001s : 7: predicate.cast_eliminate 0.64% : 0.000001s : 3: predicate.check_bprop_eliminate 0.91% : 0.000001s : 7: predicate.compare_switch_simplify 1.28% : 0.000001s : 7: predicate.depend_value_elim 0.90% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.19% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.19% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.39% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.58% : 0.000001s : 3: predicate.elim_not_effective 1.39% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.27% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.91% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.93% : 0.000001s : 7: predicate.environ_get_depend_swap 1.01% : 0.000001s : 7: predicate.environ_get_eliminate 0.96% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.34% : 0.000000s : 3: predicate.fold_const_symbol 1.12% : 0.000001s : 6: predicate.get_grad_eliminate 0.39% : 0.000000s : 3: predicate.graph_param_transform 6.82% : 0.000006s : 15: predicate.inline 1.20% : 0.000001s : 6: predicate.inline_without_move 0.50% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.49% : 0.000001s : 6: predicate.less_batch_normalization 1.38% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.47% : 0.000001s : 10: predicate.load_eliminater 2.09% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.58% : 0.000002s : 14: predicate.loop_unroll_before_grad 1.99% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.91% : 0.000001s : 7: predicate.merge_addn 1.05% : 0.000001s : 7: predicate.minmaximum_grad 3.06% : 0.000003s : 3: predicate.mutable_eliminate 0.60% : 0.000001s : 3: predicate.opt_reshape 2.30% : 0.000002s : 10: predicate.partial_eliminate 1.22% : 0.000001s : 7: predicate.print_const_string_wrapper 1.46% : 0.000001s : 7: predicate.reduce_eliminate 1.10% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.81% : 0.000001s : 6: predicate.remove_not_recompute_node 1.69% : 0.000002s : 13: predicate.replace_applicator 1.00% : 0.000001s : 6: predicate.replace_old_param 0.59% : 0.000001s : 3: predicate.reset_defer_inline 1.12% : 0.000001s : 7: predicate.reshape_eliminate 1.07% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.28% : 0.000001s : 3: predicate.row_tensor_eliminate 1.23% : 0.000001s : 7: predicate.same_eliminate 0.69% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.79% : 0.000002s : 6: predicate.special_op_eliminate 1.35% : 0.000001s : 6: predicate.specialize_transform 1.34% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.04% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.60% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.59% : 0.000001s : 9: predicate.switch_defer_inline 1.52% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.19% : 0.000006s : 26: predicate.switch_simplify 1.19% : 0.000001s : 7: predicate.tile_eliminate 1.09% : 0.000001s : 7: predicate.transpose_eliminate 1.18% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.22% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.91% : 0.000003s : 13: predicate.tuple_list_get_item_eliminator 1.70% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.04% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.39% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.18% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.76% : 0.000002s : 7: predicate.value_based_eliminate 0.58% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 0.77% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000307 6 33.98% : 0.000104s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.02% : 0.000203s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013812 73 0.44% : 0.000061s : 1: add_recomputation 0.46% : 0.000064s : 1: auto_monad 0.14% : 0.000019s : 1: auto_monad_reorder 2.46% : 0.000339s : 1: bootstrap 0.26% : 0.000036s : 1: cconv 0.06% : 0.000009s : 1: convert_after_rewriter 0.18% : 0.000025s : 1: cse_after_recomputation 0.06% : 0.000008s : 1: environ_conv 0.14% : 0.000019s : 1: event_method 0.04% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.06% : 0.000009s : 1: graph_reusing 41.44% : 0.005723s : 1: jit_opt_a 1.21% : 0.000167s : 1: jit_opt_after_cconv 0.41% : 0.000057s : 1: jit_opt_b 3.51% : 0.000484s : 1: loop_unroll 4.82% : 0.000666s : 1: mutable_eliminate 4.59% : 0.000635s : 26: opt.transform.jit_opt_a 0.38% : 0.000053s : 4: opt.transform.jit_opt_after_cconv 0.19% : 0.000027s : 4: opt.transform.jit_opt_b 0.10% : 0.000014s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000017s : 1: opt.transform.mutable_eliminate 0.17% : 0.000023s : 1: opt.transform.opt_after_jit_grad 0.26% : 0.000035s : 4: opt.transform.symbol_engine_opt 3.52% : 0.000486s : 1: opt_after_jit_grad 0.05% : 0.000007s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.10% : 0.000014s : 1: process_offload_annotation 0.15% : 0.000020s : 1: py_interpret_to_execute 0.12% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000019s : 1: remove_dup_value 4.09% : 0.000565s : 1: renormalize.infer 2.25% : 0.000310s : 1: renormalize.specialize 0.06% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.32% : 0.000044s : 1: rewriter_after_opt_a 0.34% : 0.000047s : 1: rewriter_before_opt_a 0.59% : 0.000081s : 1: symbol_engine_optimizer 26.67% : 0.003684s : 1: type_inference TotalTime = 0.0133199, [31] [bootstrap]: 0.00031083 [type_inference]: 0.00414716 [event_method]: 1.255e-05 [auto_monad]: 5.835e-05 [graph_reusing]: 6.09999e-06 [pre_auto_parallel]: 2.17999e-06 [py_interpret_to_execute]: 1.546e-05 [rewriter_before_opt_a]: 4.44e-05 [expand_dump_flag]: 3.08998e-06 [jit_opt_a]: 0.00611014, [2] [Cycle 1]: 0.00171928, [27] [switch_simplify]: 4.668e-05 [loop_unroll]: 1.41e-05 [a_1]: 0.00033038 [with_stream_mark]: 3.269e-05 [recompute_prepare]: 7.84997e-06 [updatestate_depend_eliminate]: 4.50001e-06 [updatestate_assign_eliminate]: 3.13998e-06 [updatestate_loads_eliminate]: 3.9e-06 [parameter_eliminate]: 1.82001e-06 [specialize_transform]: 5.97001e-06 [updatestate_useless_node_eliminater]: 5.20999e-06 [accelerated_algorithm]: 6.33e-06 [meta_shard_fg_expand]: 2.16e-06 [get_grad_eliminate_]: 5.49e-06 [merge_forward]: 4.25999e-06 [cell_reuse_recompute_pass]: 1.19e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.74e-05 [j_node_and_user_rematch]: 9.57999e-06 [meta_fg_expand]: 2.22001e-06 [replace_old_param]: 9.71998e-06 [inline_without_move]: 5.73997e-06 [renormalize]: 0.00092788 [add_forward_monad_depend]: 8.28999e-06 [auto_monad_grad]: 2.84001e-06 [auto_monad_eliminator]: 1.805e-05 [cse]: 3.364e-05 [replace_applicator]: 1.574e-05 [Cycle 2]: 0.00041948, [27] [switch_simplify]: 6.12999e-06 [loop_unroll]: 5.46e-06 [a_1]: 0.00010958 [with_stream_mark]: 1.577e-05 [recompute_prepare]: 6.38003e-06 [updatestate_depend_eliminate]: 4.09002e-06 [updatestate_assign_eliminate]: 2.99001e-06 [updatestate_loads_eliminate]: 2.41e-06 [parameter_eliminate]: 1.11002e-06 [specialize_transform]: 5.10001e-06 [updatestate_useless_node_eliminater]: 5.45001e-06 [accelerated_algorithm]: 5.39e-06 [meta_shard_fg_expand]: 1.55999e-06 [get_grad_eliminate_]: 4.75001e-06 [merge_forward]: 3.16999e-06 [cell_reuse_recompute_pass]: 3.03e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.463e-05 [j_node_and_user_rematch]: 9.19998e-06 [meta_fg_expand]: 2.79001e-06 [replace_old_param]: 3.779e-05 [inline_without_move]: 8.45999e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 2.47001e-06 [auto_monad_grad]: 1.41998e-06 [auto_monad_eliminator]: 9.37999e-06 [cse]: 1.807e-05 [replace_applicator]: 5.96e-06 [py_interpret_to_execute_after_opt_a]: 1.519e-05 [rewriter_after_opt_a]: 4.437e-05 [convert_after_rewriter]: 6.80002e-06 [order_py_execute_after_rewriter]: 4.92999e-06 [mutable_eliminate]: 0.00075325 [jit_opt_b]: 5.528e-05, [1] [Cycle 1]: 4.655e-05, [2] [frontend_op_eliminate]: 1.691e-05 [inline_after_opt_a]: 1.882e-05 [cconv]: 6e-05 [loop_unroll]: 0.00048166 [jit_opt_after_cconv]: 0.00017265, [1] [Cycle 1]: 0.00016474, [11] [c_1]: 2.178e-05 [parameter_eliminate]: 5.05001e-06 [updatestate_depend_eliminate]: 1.053e-05 [updatestate_assign_eliminate]: 3.46001e-06 [updatestate_loads_eliminate]: 2.47001e-06 [cse]: 3.162e-05 [call_graph_tuple_transform]: 2.46e-05 [tuple_list_get_item_eliminator]: 6.33e-06 [none_parameter_eliminate]: 1.78002e-06 [renormalize]: 2.00002e-07 [switch_simplify]: 6.39001e-06 [remove_dup_value]: 1.64e-05 [partial_unused_args_eliminate]: 2.09e-06 [environ_conv]: 7.02002e-06 [add_recomputation]: 5.724e-05 [cse_after_recomputation]: 2.381e-05, [1] [Cycle 1]: 1.683e-05, [1] [cse]: 1.124e-05 [auto_monad_reorder]: 1.522e-05 [get_jit_bprop_graph]: 2.32999e-06 [rewriter_after_jit_bprop_graph]: 8.04002e-06 [opt_after_jit_grad]: 0.00053692 [symbol_engine_optimizer]: 8.074e-05, [1] [Cycle 1]: 7.273e-05, [6] [build]: 5.29998e-06 [elim_shapecalc]: 8.74003e-06 [elim_not_effective]: 1.453e-05 [opt_reshape]: 6.26998e-06 [fold_const_symbol]: 8.84e-06 [renormalize]: 3.80009e-07 [process_offload_annotation]: 1.097e-05 [validate]: 4.752e-05 Sums bootstrap : 0.000311s : 3.57% type_inference : 0.004147s : 47.70% event_method : 0.000013s : 0.14% auto_monad : 0.000058s : 0.67% graph_reusing : 0.000006s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000015s : 0.18% rewriter_before_opt_a : 0.000044s : 0.51% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000053s : 0.61% jit_opt_a.loop_unroll : 0.000020s : 0.22% jit_opt_a.a_1 : 0.000440s : 5.06% jit_opt_a.with_stream_mark : 0.000048s : 0.56% jit_opt_a.recompute_prepare : 0.000014s : 0.16% jit_opt_a.updatestate_depend_eliminate : 0.000009s : 0.10% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.07% jit_opt_a.parameter_eliminate : 0.000003s : 0.03% jit_opt_a.specialize_transform : 0.000011s : 0.13% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.12% jit_opt_a.accelerated_algorithm : 0.000012s : 0.13% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.12% jit_opt_a.merge_forward : 0.000007s : 0.09% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.05% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000032s : 0.37% jit_opt_a.j_node_and_user_rematch : 0.000019s : 0.22% jit_opt_a.meta_fg_expand : 0.000005s : 0.06% jit_opt_a.replace_old_param : 0.000048s : 0.55% jit_opt_a.inline_without_move : 0.000014s : 0.16% jit_opt_a.renormalize : 0.000928s : 10.67% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.12% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000027s : 0.32% jit_opt_a.cse : 0.000052s : 0.59% jit_opt_a.replace_applicator : 0.000022s : 0.25% py_interpret_to_execute_after_opt_a : 0.000015s : 0.17% rewriter_after_opt_a : 0.000044s : 0.51% convert_after_rewriter : 0.000007s : 0.08% order_py_execute_after_rewriter : 0.000005s : 0.06% mutable_eliminate : 0.000753s : 8.66% jit_opt_b.frontend_op_eliminate : 0.000017s : 0.19% jit_opt_b.inline_after_opt_a : 0.000019s : 0.22% cconv : 0.000060s : 0.69% loop_unroll : 0.000482s : 5.54% jit_opt_after_cconv.c_1 : 0.000022s : 0.25% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.06% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000032s : 0.36% jit_opt_after_cconv.call_graph_tuple_transform : 0.000025s : 0.28% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000000s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.07% remove_dup_value : 0.000016s : 0.19% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000007s : 0.08% add_recomputation : 0.000057s : 0.66% cse_after_recomputation.cse : 0.000011s : 0.13% auto_monad_reorder : 0.000015s : 0.18% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000008s : 0.09% opt_after_jit_grad : 0.000537s : 6.18% symbol_engine_optimizer.build : 0.000005s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.10% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.17% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.10% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000011s : 0.13% validate : 0.000048s : 0.55% Time group info: ------[substitution.] 0.000170 21 15.59% : 0.000027s : 2: substitution.cast_eliminate 1.21% : 0.000002s : 2: substitution.elim_not_effective 0.83% : 0.000001s : 2: substitution.fold_const_symbol 3.49% : 0.000006s : 3: substitution.graph_param_transform 68.76% : 0.000117s : 2: substitution.inline 2.91% : 0.000005s : 4: substitution.j_node_and_user_rematch 3.09% : 0.000005s : 4: substitution.remove_not_recompute_node 4.13% : 0.000007s : 2: substitution.replace_old_param ------[type_inference.] 0.004089 2 87.44% : 0.003575s : 1: type_inference.infer 12.56% : 0.000513s : 1: type_inference.specialize ------[replace.] 0.000027 2 100.00% : 0.000027s : 2: replace.inline ------[match.] 0.000115 2 100.00% : 0.000115s : 2: match.inline ------[predicate.] 0.000098 485 1.13% : 0.000001s : 7: predicate.accumulaten_eliminater 1.31% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.82% : 0.000001s : 7: predicate.addn_check_dump 1.20% : 0.000001s : 7: predicate.addn_zero_filter 1.83% : 0.000002s : 7: predicate.arithmetic_simplify 1.37% : 0.000001s : 7: predicate.cast_eliminate 0.55% : 0.000001s : 3: predicate.check_bprop_eliminate 1.09% : 0.000001s : 7: predicate.compare_switch_simplify 0.98% : 0.000001s : 7: predicate.depend_value_elim 1.09% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.22% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.95% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.36% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.38% : 0.000000s : 3: predicate.elim_not_effective 0.97% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.28% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.88% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.05% : 0.000001s : 7: predicate.environ_get_depend_swap 1.11% : 0.000001s : 7: predicate.environ_get_eliminate 0.89% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.28% : 0.000000s : 3: predicate.fold_const_symbol 1.06% : 0.000001s : 6: predicate.get_grad_eliminate 0.77% : 0.000001s : 3: predicate.graph_param_transform 6.21% : 0.000006s : 15: predicate.inline 2.01% : 0.000002s : 6: predicate.inline_without_move 0.43% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.65% : 0.000002s : 6: predicate.less_batch_normalization 1.61% : 0.000002s : 7: predicate.list_to_tuple_eliminator_ 1.35% : 0.000001s : 10: predicate.load_eliminater 2.29% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.58% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.78% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.99% : 0.000001s : 7: predicate.merge_addn 1.03% : 0.000001s : 7: predicate.minmaximum_grad 2.89% : 0.000003s : 3: predicate.mutable_eliminate 0.90% : 0.000001s : 3: predicate.opt_reshape 2.11% : 0.000002s : 10: predicate.partial_eliminate 1.11% : 0.000001s : 7: predicate.print_const_string_wrapper 1.76% : 0.000002s : 7: predicate.reduce_eliminate 1.35% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.68% : 0.000001s : 6: predicate.remove_not_recompute_node 1.85% : 0.000002s : 13: predicate.replace_applicator 1.14% : 0.000001s : 6: predicate.replace_old_param 0.81% : 0.000001s : 3: predicate.reset_defer_inline 1.18% : 0.000001s : 7: predicate.reshape_eliminate 1.33% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.38% : 0.000001s : 3: predicate.row_tensor_eliminate 1.22% : 0.000001s : 7: predicate.same_eliminate 1.06% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.33% : 0.000001s : 6: predicate.special_op_eliminate 1.17% : 0.000001s : 6: predicate.specialize_transform 1.32% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.32% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.67% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.53% : 0.000002s : 9: predicate.switch_defer_inline 1.84% : 0.000002s : 9: predicate.switch_layer_defer_inline 6.53% : 0.000006s : 26: predicate.switch_simplify 0.97% : 0.000001s : 7: predicate.tile_eliminate 1.04% : 0.000001s : 7: predicate.transpose_eliminate 1.07% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.13% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.43% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.58% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.23% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.28% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 2.78% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.33% : 0.000001s : 7: predicate.value_based_eliminate 0.50% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.67% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000353 6 36.78% : 0.000130s : 2: func_graph_cloner_run.FuncGraphClonerGraph 63.22% : 0.000223s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.014969 73 0.40% : 0.000060s : 1: add_recomputation 0.41% : 0.000062s : 1: auto_monad 0.12% : 0.000018s : 1: auto_monad_reorder 2.22% : 0.000332s : 1: bootstrap 0.43% : 0.000065s : 1: cconv 0.06% : 0.000009s : 1: convert_after_rewriter 0.17% : 0.000026s : 1: cse_after_recomputation 0.06% : 0.000009s : 1: environ_conv 0.12% : 0.000018s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 40.84% : 0.006114s : 1: jit_opt_a 1.17% : 0.000176s : 1: jit_opt_after_cconv 0.39% : 0.000059s : 1: jit_opt_b 3.28% : 0.000491s : 1: loop_unroll 5.12% : 0.000766s : 1: mutable_eliminate 4.47% : 0.000669s : 26: opt.transform.jit_opt_a 0.37% : 0.000055s : 4: opt.transform.jit_opt_after_cconv 0.19% : 0.000028s : 4: opt.transform.jit_opt_b 0.10% : 0.000015s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000018s : 1: opt.transform.mutable_eliminate 0.16% : 0.000024s : 1: opt.transform.opt_after_jit_grad 0.23% : 0.000035s : 4: opt.transform.symbol_engine_opt 3.67% : 0.000549s : 1: opt_after_jit_grad 0.05% : 0.000007s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.09% : 0.000013s : 1: process_offload_annotation 0.12% : 0.000018s : 1: py_interpret_to_execute 0.12% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.13% : 0.000019s : 1: remove_dup_value 3.90% : 0.000583s : 1: renormalize.infer 2.23% : 0.000334s : 1: renormalize.specialize 0.07% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.32% : 0.000048s : 1: rewriter_after_opt_a 0.31% : 0.000047s : 1: rewriter_before_opt_a 0.56% : 0.000083s : 1: symbol_engine_optimizer 27.84% : 0.004167s : 1: type_inference [WARNING] ME(169696:281473807314736,MainProcess):2026-01-29-17:39:45.922.963 [mindspore/graph/api.py:128] The function "tensor_to_3" at the file "/home/jenkins/mindspore/testcases/testcases/tests/st/tensor/test_to.py", line 108 has been compiled again. Try to reuse the function object decorated by @jit to reduce the compile time. For more details, get instructions about `jit` at https://www.mindspore.cn/search?inputValue=jit. TotalTime = 0.18341, [31] [bootstrap]: 0.00032276 [type_inference]: 0.0088636 [event_method]: 1.622e-05 [auto_monad]: 0.0001882 [graph_reusing]: 6.58e-06 [pre_auto_parallel]: 3.19001e-06 [py_interpret_to_execute]: 3.323e-05 [rewriter_before_opt_a]: 0.00010221 [expand_dump_flag]: 3.85e-06 [jit_opt_a]: 0.171174, [2] [Cycle 1]: 0.166568, [27] [switch_simplify]: 5.92e-05 [loop_unroll]: 2.097e-05 [a_1]: 0.00052482 [with_stream_mark]: 3.564e-05 [recompute_prepare]: 1.277e-05 [updatestate_depend_eliminate]: 7.4e-06 [updatestate_assign_eliminate]: 6.16e-06 [updatestate_loads_eliminate]: 5.44998e-06 [parameter_eliminate]: 1.94999e-06 [specialize_transform]: 9.79e-06 [updatestate_useless_node_eliminater]: 1.315e-05 [accelerated_algorithm]: 8.84e-06 [meta_shard_fg_expand]: 2.77002e-06 [get_grad_eliminate_]: 9.00999e-06 [merge_forward]: 6.36998e-06 [cell_reuse_recompute_pass]: 1.83002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.188e-05 [j_node_and_user_rematch]: 1.599e-05 [meta_fg_expand]: 3.93001e-06 [replace_old_param]: 1.275e-05 [inline_without_move]: 8.85999e-06 [renormalize]: 0.165424 [add_forward_monad_depend]: 1.132e-05 [auto_monad_grad]: 2.68e-06 [auto_monad_eliminator]: 2.942e-05 [cse]: 6.065e-05 [replace_applicator]: 2.721e-05 [Cycle 2]: 0.0005893, [27] [switch_simplify]: 2.004e-05 [loop_unroll]: 9.16002e-06 [a_1]: 0.00022925 [with_stream_mark]: 1.864e-05 [recompute_prepare]: 9.46e-06 [updatestate_depend_eliminate]: 6.70998e-06 [updatestate_assign_eliminate]: 6.93e-06 [updatestate_loads_eliminate]: 5.10001e-06 [parameter_eliminate]: 1.76e-06 [specialize_transform]: 9.21002e-06 [updatestate_useless_node_eliminater]: 1.251e-05 [accelerated_algorithm]: 9.72999e-06 [meta_shard_fg_expand]: 2.63e-06 [get_grad_eliminate_]: 8.44998e-06 [merge_forward]: 6.47001e-06 [cell_reuse_recompute_pass]: 3.14001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.109e-05 [j_node_and_user_rematch]: 1.411e-05 [meta_fg_expand]: 3.93999e-06 [replace_old_param]: 1.227e-05 [inline_without_move]: 8.84e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.55999e-06 [auto_monad_grad]: 9.39996e-07 [auto_monad_eliminator]: 1.353e-05 [cse]: 2.335e-05 [replace_applicator]: 9.79e-06 [py_interpret_to_execute_after_opt_a]: 1.765e-05 [rewriter_after_opt_a]: 0.00015142 [convert_after_rewriter]: 1.114e-05 [order_py_execute_after_rewriter]: 7.98999e-06 [mutable_eliminate]: 0.00071124 [jit_opt_b]: 7.251e-05, [1] [Cycle 1]: 6.483e-05, [2] [frontend_op_eliminate]: 2.623e-05 [inline_after_opt_a]: 2.607e-05 [cconv]: 3.169e-05 [loop_unroll]: 0.00043929 [jit_opt_after_cconv]: 0.00021428, [1] [Cycle 1]: 0.00020685, [11] [c_1]: 5.2e-05 [parameter_eliminate]: 4.62e-06 [updatestate_depend_eliminate]: 1.033e-05 [updatestate_assign_eliminate]: 4.87e-06 [updatestate_loads_eliminate]: 4.37e-06 [cse]: 3.439e-05 [call_graph_tuple_transform]: 2.362e-05 [tuple_list_get_item_eliminator]: 8.80999e-06 [none_parameter_eliminate]: 1.54e-06 [renormalize]: 6.69999e-07 [switch_simplify]: 8.65999e-06 [remove_dup_value]: 2.269e-05 [partial_unused_args_eliminate]: 2.20002e-06 [environ_conv]: 7.04001e-06 [add_recomputation]: 7.702e-05 [cse_after_recomputation]: 3.337e-05, [1] [Cycle 1]: 2.73e-05, [1] [cse]: 2.117e-05 [auto_monad_reorder]: 2.741e-05 [get_jit_bprop_graph]: 2.17999e-06 [rewriter_after_jit_bprop_graph]: 5.61998e-06 [opt_after_jit_grad]: 0.00047358 [symbol_engine_optimizer]: 9.555e-05, [1] [Cycle 1]: 8.872e-05, [6] [build]: 5.99999e-06 [elim_shapecalc]: 1.162e-05 [elim_not_effective]: 1.918e-05 [opt_reshape]: 9.31002e-06 [fold_const_symbol]: 1.43e-05 [renormalize]: 4.69998e-07 [process_offload_annotation]: 1.304e-05 [validate]: 5.538e-05 Sums bootstrap : 0.000323s : 0.18% type_inference : 0.008864s : 4.96% event_method : 0.000016s : 0.01% auto_monad : 0.000188s : 0.11% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000033s : 0.02% rewriter_before_opt_a : 0.000102s : 0.06% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000079s : 0.04% jit_opt_a.loop_unroll : 0.000030s : 0.02% jit_opt_a.a_1 : 0.000754s : 0.42% jit_opt_a.with_stream_mark : 0.000054s : 0.03% jit_opt_a.recompute_prepare : 0.000022s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000019s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000026s : 0.01% jit_opt_a.accelerated_algorithm : 0.000019s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000043s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.02% jit_opt_a.meta_fg_expand : 0.000008s : 0.00% jit_opt_a.replace_old_param : 0.000025s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.165424s : 92.57% jit_opt_a.add_forward_monad_depend : 0.000013s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000043s : 0.02% jit_opt_a.cse : 0.000084s : 0.05% jit_opt_a.replace_applicator : 0.000037s : 0.02% py_interpret_to_execute_after_opt_a : 0.000018s : 0.01% rewriter_after_opt_a : 0.000151s : 0.08% convert_after_rewriter : 0.000011s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000711s : 0.40% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.01% jit_opt_b.inline_after_opt_a : 0.000026s : 0.01% cconv : 0.000032s : 0.02% loop_unroll : 0.000439s : 0.25% jit_opt_after_cconv.c_1 : 0.000052s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.cse : 0.000034s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000023s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000007s : 0.00% add_recomputation : 0.000077s : 0.04% cse_after_recomputation.cse : 0.000021s : 0.01% auto_monad_reorder : 0.000027s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000006s : 0.00% opt_after_jit_grad : 0.000474s : 0.27% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000019s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000013s : 0.01% validate : 0.000055s : 0.03% Time group info: ------[substitution.] 0.000278 52 9.83% : 0.000027s : 2: substitution.cast_eliminate 4.10% : 0.000011s : 2: substitution.depend_value_elim 1.01% : 0.000003s : 5: substitution.elim_not_effective 0.82% : 0.000002s : 5: substitution.fold_const_symbol 2.47% : 0.000007s : 6: substitution.graph_param_transform 66.21% : 0.000184s : 2: substitution.inline 2.14% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.05% : 0.000008s : 10: substitution.remove_not_recompute_node 2.16% : 0.000006s : 2: substitution.replace_old_param 3.83% : 0.000011s : 3: substitution.updatestate_pure_node_eliminater 4.38% : 0.000012s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.008793 2 92.95% : 0.008173s : 1: type_inference.infer 7.05% : 0.000620s : 1: type_inference.specialize ------[replace.] 0.000034 2 100.00% : 0.000034s : 2: replace.inline ------[match.] 0.000182 2 100.00% : 0.000182s : 2: match.inline ------[predicate.] 0.000158 906 1.18% : 0.000002s : 13: predicate.accumulaten_eliminater 1.24% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.11% : 0.000002s : 13: predicate.addn_check_dump 1.24% : 0.000002s : 13: predicate.addn_zero_filter 2.07% : 0.000003s : 13: predicate.arithmetic_simplify 1.41% : 0.000002s : 13: predicate.cast_eliminate 0.59% : 0.000001s : 6: predicate.check_bprop_eliminate 1.09% : 0.000002s : 13: predicate.compare_switch_simplify 1.46% : 0.000002s : 13: predicate.depend_value_elim 1.16% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.43% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.19% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.02% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.40% : 0.000001s : 6: predicate.elim_not_effective 0.83% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.19% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.07% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.05% : 0.000002s : 13: predicate.environ_get_depend_swap 1.37% : 0.000002s : 13: predicate.environ_get_eliminate 1.15% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.29% : 0.000000s : 6: predicate.fold_const_symbol 1.57% : 0.000002s : 12: predicate.get_grad_eliminate 0.48% : 0.000001s : 6: predicate.graph_param_transform 5.31% : 0.000008s : 27: predicate.inline 1.48% : 0.000002s : 12: predicate.inline_without_move 0.52% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.53% : 0.000002s : 12: predicate.less_batch_normalization 1.74% : 0.000003s : 13: predicate.list_to_tuple_eliminator_ 1.86% : 0.000003s : 19: predicate.load_eliminater 1.53% : 0.000002s : 6: predicate.loop_unroll_after_grad 2.65% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.29% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 1.15% : 0.000002s : 13: predicate.merge_addn 1.14% : 0.000002s : 13: predicate.minmaximum_grad 1.79% : 0.000003s : 6: predicate.mutable_eliminate 0.69% : 0.000001s : 6: predicate.opt_reshape 2.31% : 0.000004s : 19: predicate.partial_eliminate 1.28% : 0.000002s : 13: predicate.print_const_string_wrapper 1.67% : 0.000003s : 13: predicate.reduce_eliminate 1.21% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.63% : 0.000001s : 12: predicate.remove_not_recompute_node 1.81% : 0.000003s : 25: predicate.replace_applicator 0.90% : 0.000001s : 12: predicate.replace_old_param 0.54% : 0.000001s : 6: predicate.reset_defer_inline 1.33% : 0.000002s : 13: predicate.reshape_eliminate 1.32% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 0.81% : 0.000001s : 6: predicate.row_tensor_eliminate 1.21% : 0.000002s : 13: predicate.same_eliminate 0.88% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.36% : 0.000002s : 12: predicate.special_op_eliminate 1.41% : 0.000002s : 12: predicate.specialize_transform 1.31% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.24% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.74% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.67% : 0.000003s : 15: predicate.switch_defer_inline 1.50% : 0.000002s : 15: predicate.switch_layer_defer_inline 5.84% : 0.000009s : 43: predicate.switch_simplify 1.21% : 0.000002s : 13: predicate.tile_eliminate 1.26% : 0.000002s : 13: predicate.transpose_eliminate 1.34% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.26% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.61% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.46% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.25% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.67% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 3.70% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 1.52% : 0.000002s : 13: predicate.value_based_eliminate 0.68% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.79% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000397 6 28.80% : 0.000114s : 2: func_graph_cloner_run.FuncGraphClonerGraph 71.20% : 0.000283s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.350028 73 0.02% : 0.000080s : 1: add_recomputation 0.06% : 0.000195s : 1: auto_monad 0.01% : 0.000030s : 1: auto_monad_reorder 0.10% : 0.000344s : 1: bootstrap 0.01% : 0.000034s : 1: cconv 0.00% : 0.000014s : 1: convert_after_rewriter 0.01% : 0.000035s : 1: cse_after_recomputation 0.00% : 0.000009s : 1: environ_conv 0.01% : 0.000022s : 1: event_method 0.00% : 0.000008s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000010s : 1: graph_reusing 48.90% : 0.171178s : 1: jit_opt_a 0.06% : 0.000217s : 1: jit_opt_after_cconv 0.02% : 0.000076s : 1: jit_opt_b 0.13% : 0.000448s : 1: loop_unroll 0.21% : 0.000722s : 1: mutable_eliminate 0.31% : 0.001078s : 26: opt.transform.jit_opt_a 0.03% : 0.000090s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000045s : 4: opt.transform.jit_opt_b 0.00% : 0.000016s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000019s : 1: opt.transform.mutable_eliminate 0.01% : 0.000032s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000051s : 4: opt.transform.symbol_engine_opt 0.14% : 0.000483s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.00% : 0.000015s : 1: process_offload_annotation 0.01% : 0.000036s : 1: py_interpret_to_execute 0.01% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000026s : 1: remove_dup_value 47.12% : 0.164947s : 1: renormalize.infer 0.13% : 0.000463s : 1: renormalize.specialize 0.00% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.04% : 0.000156s : 1: rewriter_after_opt_a 0.03% : 0.000109s : 1: rewriter_before_opt_a 0.03% : 0.000098s : 1: symbol_engine_optimizer 2.54% : 0.008887s : 1: type_inference TotalTime = 0.198295, [31] [bootstrap]: 0.00043646 [type_inference]: 0.00490646 [event_method]: 1.315e-05 [auto_monad]: 0.00012532 [graph_reusing]: 6.41998e-06 [pre_auto_parallel]: 2.41e-06 [py_interpret_to_execute]: 3.119e-05 [rewriter_before_opt_a]: 6.041e-05 [expand_dump_flag]: 2.94999e-06 [jit_opt_a]: 0.189878, [2] [Cycle 1]: 0.185645, [27] [switch_simplify]: 4.517e-05 [loop_unroll]: 1.78e-05 [a_1]: 0.184229 [with_stream_mark]: 3.506e-05 [recompute_prepare]: 1.49e-05 [updatestate_depend_eliminate]: 6.51999e-06 [updatestate_assign_eliminate]: 5.57001e-06 [updatestate_loads_eliminate]: 4.79002e-06 [parameter_eliminate]: 3.03e-06 [specialize_transform]: 8.82e-06 [updatestate_useless_node_eliminater]: 1.097e-05 [accelerated_algorithm]: 8.99e-06 [meta_shard_fg_expand]: 3.68e-06 [get_grad_eliminate_]: 7.41999e-06 [merge_forward]: 5.27001e-06 [cell_reuse_recompute_pass]: 1.40001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.007e-05 [j_node_and_user_rematch]: 1.443e-05 [meta_fg_expand]: 3.45e-06 [replace_old_param]: 1.235e-05 [inline_without_move]: 7.7e-06 [renormalize]: 0.00084712 [add_forward_monad_depend]: 7.15e-06 [auto_monad_grad]: 2.77002e-06 [auto_monad_eliminator]: 2.371e-05 [cse]: 4.343e-05 [replace_applicator]: 1.904e-05 [Cycle 2]: 0.00048078, [27] [switch_simplify]: 9.49999e-06 [loop_unroll]: 7.55e-06 [a_1]: 0.00016549 [with_stream_mark]: 1.427e-05 [recompute_prepare]: 8.33999e-06 [updatestate_depend_eliminate]: 4.95999e-06 [updatestate_assign_eliminate]: 4.75999e-06 [updatestate_loads_eliminate]: 4.03999e-06 [parameter_eliminate]: 1.41998e-06 [specialize_transform]: 8.13999e-06 [updatestate_useless_node_eliminater]: 9.92001e-06 [accelerated_algorithm]: 8.17998e-06 [meta_shard_fg_expand]: 1.97999e-06 [get_grad_eliminate_]: 6.61999e-06 [merge_forward]: 4.97e-06 [cell_reuse_recompute_pass]: 2.26998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.746e-05 [j_node_and_user_rematch]: 1.34e-05 [meta_fg_expand]: 3.01001e-06 [replace_old_param]: 1.065e-05 [inline_without_move]: 7.51001e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.66e-06 [auto_monad_grad]: 1.25999e-06 [auto_monad_eliminator]: 1.113e-05 [cse]: 2.043e-05 [replace_applicator]: 8.28999e-06 [py_interpret_to_execute_after_opt_a]: 1.703e-05 [rewriter_after_opt_a]: 0.00017564 [convert_after_rewriter]: 1.082e-05 [order_py_execute_after_rewriter]: 6.69001e-06 [mutable_eliminate]: 0.00076122 [jit_opt_b]: 7.006e-05, [1] [Cycle 1]: 6.051e-05, [2] [frontend_op_eliminate]: 2.282e-05 [inline_after_opt_a]: 2.502e-05 [cconv]: 3.842e-05 [loop_unroll]: 0.00044926 [jit_opt_after_cconv]: 0.00023892, [1] [Cycle 1]: 0.00023106, [11] [c_1]: 6.63e-05 [parameter_eliminate]: 4.67998e-06 [updatestate_depend_eliminate]: 1.391e-05 [updatestate_assign_eliminate]: 5.00999e-06 [updatestate_loads_eliminate]: 4.67e-06 [cse]: 3.972e-05 [call_graph_tuple_transform]: 2.241e-05 [tuple_list_get_item_eliminator]: 8.08001e-06 [none_parameter_eliminate]: 1.86003e-06 [renormalize]: 6.10016e-07 [switch_simplify]: 7.66999e-06 [remove_dup_value]: 1.687e-05 [partial_unused_args_eliminate]: 2.09e-06 [environ_conv]: 7.70998e-06 [add_recomputation]: 7.763e-05 [cse_after_recomputation]: 2.929e-05, [1] [Cycle 1]: 2.306e-05, [1] [cse]: 1.678e-05 [auto_monad_reorder]: 2.573e-05 [get_jit_bprop_graph]: 2.12999e-06 [rewriter_after_jit_bprop_graph]: 9.14003e-06 [opt_after_jit_grad]: 0.00051901 [symbol_engine_optimizer]: 9.446e-05, [1] [Cycle 1]: 8.77e-05, [6] [build]: 6.63998e-06 [elim_shapecalc]: 1.161e-05 [elim_not_effective]: 1.982e-05 [opt_reshape]: 7.90998e-06 [fold_const_symbol]: 1.298e-05 [renormalize]: 4.30009e-07 [process_offload_annotation]: 1.436e-05 [validate]: 5.685e-05 Sums bootstrap : 0.000436s : 0.23% type_inference : 0.004906s : 2.53% event_method : 0.000013s : 0.01% auto_monad : 0.000125s : 0.06% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000031s : 0.02% rewriter_before_opt_a : 0.000060s : 0.03% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000055s : 0.03% jit_opt_a.loop_unroll : 0.000025s : 0.01% jit_opt_a.a_1 : 0.184395s : 95.13% jit_opt_a.with_stream_mark : 0.000049s : 0.03% jit_opt_a.recompute_prepare : 0.000023s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000011s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000010s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000017s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000021s : 0.01% jit_opt_a.accelerated_algorithm : 0.000017s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000014s : 0.01% jit_opt_a.merge_forward : 0.000010s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000038s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000028s : 0.01% jit_opt_a.meta_fg_expand : 0.000006s : 0.00% jit_opt_a.replace_old_param : 0.000023s : 0.01% jit_opt_a.inline_without_move : 0.000015s : 0.01% jit_opt_a.renormalize : 0.000847s : 0.44% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000035s : 0.02% jit_opt_a.cse : 0.000064s : 0.03% jit_opt_a.replace_applicator : 0.000027s : 0.01% py_interpret_to_execute_after_opt_a : 0.000017s : 0.01% rewriter_after_opt_a : 0.000176s : 0.09% convert_after_rewriter : 0.000011s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000761s : 0.39% jit_opt_b.frontend_op_eliminate : 0.000023s : 0.01% jit_opt_b.inline_after_opt_a : 0.000025s : 0.01% cconv : 0.000038s : 0.02% loop_unroll : 0.000449s : 0.23% jit_opt_after_cconv.c_1 : 0.000066s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000040s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000008s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000008s : 0.00% remove_dup_value : 0.000017s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000008s : 0.00% add_recomputation : 0.000078s : 0.04% cse_after_recomputation.cse : 0.000017s : 0.01% auto_monad_reorder : 0.000026s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.00% opt_after_jit_grad : 0.000519s : 0.27% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000008s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000014s : 0.01% validate : 0.000057s : 0.03% Time group info: ------[substitution.] 0.000236 43 4.44% : 0.000010s : 2: substitution.depend_value_elim 1.29% : 0.000003s : 4: substitution.elim_not_effective 0.86% : 0.000002s : 4: substitution.fold_const_symbol 2.88% : 0.000007s : 5: substitution.graph_param_transform 72.65% : 0.000171s : 2: substitution.inline 2.08% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.01% : 0.000007s : 8: substitution.remove_not_recompute_node 2.87% : 0.000007s : 2: substitution.replace_old_param 5.15% : 0.000012s : 3: substitution.updatestate_pure_node_eliminater 4.77% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004846 2 88.24% : 0.004276s : 1: type_inference.infer 11.76% : 0.000570s : 1: type_inference.specialize ------[replace.] 0.000038 2 100.00% : 0.000038s : 2: replace.inline ------[match.] 0.000169 2 100.00% : 0.000169s : 2: match.inline ------[predicate.] 0.183871 767 0.00% : 0.000002s : 11: predicate.accumulaten_eliminater 0.00% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 0.00% : 0.000002s : 11: predicate.addn_check_dump 0.00% : 0.000002s : 11: predicate.addn_zero_filter 0.00% : 0.000003s : 11: predicate.arithmetic_simplify 0.00% : 0.000002s : 11: predicate.cast_eliminate 0.00% : 0.000001s : 5: predicate.check_bprop_eliminate 0.00% : 0.000001s : 11: predicate.compare_switch_simplify 0.00% : 0.000003s : 11: predicate.depend_value_elim 0.00% : 0.000001s : 11: predicate.dict_get_item_const_eliminator 0.00% : 0.000002s : 11: predicate.dict_get_item_eliminator 0.00% : 0.000002s : 11: predicate.dict_set_item_eliminator 0.00% : 0.000003s : 5: predicate.dumpgradient_eliminate 0.00% : 0.000001s : 5: predicate.elim_not_effective 0.00% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 0.00% : 0.000002s : 11: predicate.environ_add_const_eliminate 0.00% : 0.000002s : 11: predicate.environ_get_add_eliminate 0.00% : 0.000001s : 11: predicate.environ_get_depend_swap 0.00% : 0.000002s : 11: predicate.environ_get_eliminate 0.00% : 0.000002s : 11: predicate.environ_get_set_eliminate 0.00% : 0.000000s : 5: predicate.fold_const_symbol 0.00% : 0.000002s : 10: predicate.get_grad_eliminate 0.00% : 0.000001s : 5: predicate.graph_param_transform 0.01% : 0.000011s : 23: predicate.inline 0.00% : 0.000002s : 10: predicate.inline_without_move 0.00% : 0.000001s : 10: predicate.j_node_and_user_rematch 0.00% : 0.000002s : 10: predicate.less_batch_normalization 0.00% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 0.00% : 0.000003s : 16: predicate.load_eliminater 0.00% : 0.000002s : 5: predicate.loop_unroll_after_grad 0.00% : 0.000003s : 20: predicate.loop_unroll_before_grad 0.00% : 0.000003s : 16: predicate.make_slice_get_slice_eliminator 0.00% : 0.000002s : 11: predicate.merge_addn 0.00% : 0.000001s : 11: predicate.minmaximum_grad 0.00% : 0.000002s : 5: predicate.mutable_eliminate 0.00% : 0.000001s : 5: predicate.opt_reshape 0.00% : 0.000003s : 16: predicate.partial_eliminate 99.92% : 0.183720s : 11: predicate.print_const_string_wrapper 0.00% : 0.000002s : 11: predicate.reduce_eliminate 0.00% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 0.00% : 0.000002s : 10: predicate.remove_not_recompute_node 0.00% : 0.000002s : 21: predicate.replace_applicator 0.00% : 0.000001s : 10: predicate.replace_old_param 0.00% : 0.000001s : 5: predicate.reset_defer_inline 0.00% : 0.000002s : 11: predicate.reshape_eliminate 0.00% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 0.00% : 0.000002s : 5: predicate.row_tensor_eliminate 0.00% : 0.000002s : 11: predicate.same_eliminate 0.00% : 0.000001s : 10: predicate.set_cell_output_no_recompute 0.00% : 0.000002s : 10: predicate.special_op_eliminate 0.00% : 0.000002s : 10: predicate.specialize_transform 0.00% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 0.00% : 0.000003s : 11: predicate.stack_unstack_eliminate 0.00% : 0.000001s : 5: predicate.switch_call_monad_eliminater 0.00% : 0.000004s : 13: predicate.switch_defer_inline 0.00% : 0.000003s : 13: predicate.switch_layer_defer_inline 0.00% : 0.000008s : 38: predicate.switch_simplify 0.00% : 0.000002s : 11: predicate.tile_eliminate 0.00% : 0.000002s : 11: predicate.transpose_eliminate 0.00% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 0.00% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 0.00% : 0.000006s : 21: predicate.tuple_list_get_item_eliminator 0.00% : 0.000002s : 11: predicate.tuple_list_set_item_eliminator 0.00% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 0.00% : 0.000002s : 16: predicate.updatestate_pure_node_eliminater 0.00% : 0.000005s : 26: predicate.updatestate_useless_node_eliminater 0.00% : 0.000003s : 11: predicate.value_based_eliminate 0.00% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.00% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000326 6 33.01% : 0.000108s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.99% : 0.000219s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.383926 73 0.02% : 0.000081s : 1: add_recomputation 0.03% : 0.000129s : 1: auto_monad 0.01% : 0.000028s : 1: auto_monad_reorder 0.12% : 0.000459s : 1: bootstrap 0.01% : 0.000041s : 1: cconv 0.00% : 0.000014s : 1: convert_after_rewriter 0.01% : 0.000031s : 1: cse_after_recomputation 0.00% : 0.000010s : 1: environ_conv 0.00% : 0.000018s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 49.46% : 0.189882s : 1: jit_opt_a 0.06% : 0.000242s : 1: jit_opt_after_cconv 0.02% : 0.000073s : 1: jit_opt_b 0.12% : 0.000459s : 1: loop_unroll 0.20% : 0.000775s : 1: mutable_eliminate 48.10% : 0.184661s : 26: opt.transform.jit_opt_a 0.03% : 0.000101s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000041s : 4: opt.transform.jit_opt_b 0.00% : 0.000015s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000021s : 1: opt.transform.mutable_eliminate 0.01% : 0.000029s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000049s : 4: opt.transform.symbol_engine_opt 0.14% : 0.000529s : 1: opt_after_jit_grad 0.00% : 0.000009s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.00% : 0.000016s : 1: process_offload_annotation 0.01% : 0.000034s : 1: py_interpret_to_execute 0.01% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000020s : 1: remove_dup_value 0.12% : 0.000478s : 1: renormalize.infer 0.09% : 0.000360s : 1: renormalize.specialize 0.00% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.05% : 0.000181s : 1: rewriter_after_opt_a 0.02% : 0.000064s : 1: rewriter_before_opt_a 0.03% : 0.000097s : 1: symbol_engine_optimizer 1.28% : 0.004923s : 1: type_inference TotalTime = 0.15536, [31] [bootstrap]: 0.00032191 [type_inference]: 0.00413975 [event_method]: 1.544e-05 [auto_monad]: 0.0001303 [graph_reusing]: 6.57002e-06 [pre_auto_parallel]: 2.31998e-06 [py_interpret_to_execute]: 2.578e-05 [rewriter_before_opt_a]: 6.063e-05 [expand_dump_flag]: 2.78e-06 [jit_opt_a]: 0.147384, [2] [Cycle 1]: 0.143132, [27] [switch_simplify]: 5.189e-05 [loop_unroll]: 1.963e-05 [a_1]: 0.00047987 [with_stream_mark]: 3.669e-05 [recompute_prepare]: 1.5e-05 [updatestate_depend_eliminate]: 6.85998e-06 [updatestate_assign_eliminate]: 6.12001e-06 [updatestate_loads_eliminate]: 5.61e-06 [parameter_eliminate]: 1.71e-06 [specialize_transform]: 1.136e-05 [updatestate_useless_node_eliminater]: 1.406e-05 [accelerated_algorithm]: 9.32001e-06 [meta_shard_fg_expand]: 2.84001e-06 [get_grad_eliminate_]: 8.80001e-06 [merge_forward]: 6.75998e-06 [cell_reuse_recompute_pass]: 1.02e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.38e-05 [j_node_and_user_rematch]: 1.572e-05 [meta_fg_expand]: 3.93999e-06 [replace_old_param]: 1.454e-05 [inline_without_move]: 8.83001e-06 [renormalize]: 0.142027 [add_forward_monad_depend]: 1.019e-05 [auto_monad_grad]: 2.49999e-06 [auto_monad_eliminator]: 2.785e-05 [cse]: 6.49e-05 [replace_applicator]: 2.841e-05 [Cycle 2]: 0.00060844, [27] [switch_simplify]: 1.081e-05 [loop_unroll]: 8.80001e-06 [a_1]: 0.00022402 [with_stream_mark]: 2.24e-05 [recompute_prepare]: 1.022e-05 [updatestate_depend_eliminate]: 6.91999e-06 [updatestate_assign_eliminate]: 5.74e-06 [updatestate_loads_eliminate]: 5.38002e-06 [parameter_eliminate]: 3.18998e-06 [specialize_transform]: 1.058e-05 [updatestate_useless_node_eliminater]: 1.432e-05 [accelerated_algorithm]: 9.03002e-06 [meta_shard_fg_expand]: 2.58998e-06 [get_grad_eliminate_]: 8.12e-06 [merge_forward]: 6.38e-06 [cell_reuse_recompute_pass]: 2.83e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.154e-05 [j_node_and_user_rematch]: 1.576e-05 [meta_fg_expand]: 3.69002e-06 [replace_old_param]: 1.299e-05 [inline_without_move]: 8.05999e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 3.31999e-06 [auto_monad_grad]: 1.79e-06 [auto_monad_eliminator]: 1.652e-05 [cse]: 3.045e-05 [replace_applicator]: 9.36002e-06 [py_interpret_to_execute_after_opt_a]: 1.869e-05 [rewriter_after_opt_a]: 0.00017233 [convert_after_rewriter]: 1.322e-05 [order_py_execute_after_rewriter]: 7.68001e-06 [mutable_eliminate]: 0.00080681 [jit_opt_b]: 8.448e-05, [1] [Cycle 1]: 7.316e-05, [2] [frontend_op_eliminate]: 2.916e-05 [inline_after_opt_a]: 3.08e-05 [cconv]: 4.345e-05 [loop_unroll]: 0.00060617 [jit_opt_after_cconv]: 0.00027865, [1] [Cycle 1]: 0.00026989, [11] [c_1]: 5.869e-05 [parameter_eliminate]: 5.77999e-06 [updatestate_depend_eliminate]: 1.526e-05 [updatestate_assign_eliminate]: 6.01e-06 [updatestate_loads_eliminate]: 5.31998e-06 [cse]: 7.204e-05 [call_graph_tuple_transform]: 2.708e-05 [tuple_list_get_item_eliminator]: 1.05e-05 [none_parameter_eliminate]: 2.43e-06 [renormalize]: 6.59988e-07 [switch_simplify]: 9.02e-06 [remove_dup_value]: 4.945e-05 [partial_unused_args_eliminate]: 2.99999e-06 [environ_conv]: 9.13002e-06 [add_recomputation]: 8.674e-05 [cse_after_recomputation]: 3.901e-05, [1] [Cycle 1]: 3.142e-05, [1] [cse]: 2.415e-05 [auto_monad_reorder]: 3.012e-05 [get_jit_bprop_graph]: 2.69001e-06 [rewriter_after_jit_bprop_graph]: 7.92998e-06 [opt_after_jit_grad]: 0.0005808 [symbol_engine_optimizer]: 0.000104, [1] [Cycle 1]: 9.59e-05, [6] [build]: 5.59998e-06 [elim_shapecalc]: 1.38e-05 [elim_not_effective]: 2.151e-05 [opt_reshape]: 1.033e-05 [fold_const_symbol]: 1.517e-05 [renormalize]: 5.89993e-07 [process_offload_annotation]: 1.579e-05 [validate]: 5.637e-05 Sums bootstrap : 0.000322s : 0.21% type_inference : 0.004140s : 2.74% event_method : 0.000015s : 0.01% auto_monad : 0.000130s : 0.09% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000026s : 0.02% rewriter_before_opt_a : 0.000061s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000063s : 0.04% jit_opt_a.loop_unroll : 0.000028s : 0.02% jit_opt_a.a_1 : 0.000704s : 0.47% jit_opt_a.with_stream_mark : 0.000059s : 0.04% jit_opt_a.recompute_prepare : 0.000025s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.01% jit_opt_a.parameter_eliminate : 0.000005s : 0.00% jit_opt_a.specialize_transform : 0.000022s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.02% jit_opt_a.accelerated_algorithm : 0.000018s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000045s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.02% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000028s : 0.02% jit_opt_a.inline_without_move : 0.000017s : 0.01% jit_opt_a.renormalize : 0.142027s : 94.08% jit_opt_a.add_forward_monad_depend : 0.000014s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000044s : 0.03% jit_opt_a.cse : 0.000095s : 0.06% jit_opt_a.replace_applicator : 0.000038s : 0.03% py_interpret_to_execute_after_opt_a : 0.000019s : 0.01% rewriter_after_opt_a : 0.000172s : 0.11% convert_after_rewriter : 0.000013s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.000807s : 0.53% jit_opt_b.frontend_op_eliminate : 0.000029s : 0.02% jit_opt_b.inline_after_opt_a : 0.000031s : 0.02% cconv : 0.000043s : 0.03% loop_unroll : 0.000606s : 0.40% jit_opt_after_cconv.c_1 : 0.000059s : 0.04% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000015s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000072s : 0.05% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.01% remove_dup_value : 0.000049s : 0.03% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000087s : 0.06% cse_after_recomputation.cse : 0.000024s : 0.02% auto_monad_reorder : 0.000030s : 0.02% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.01% opt_after_jit_grad : 0.000581s : 0.38% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000016s : 0.01% validate : 0.000056s : 0.04% Time group info: ------[substitution.] 0.000238 52 12.30% : 0.000029s : 2: substitution.cast_eliminate 4.79% : 0.000011s : 2: substitution.depend_value_elim 1.37% : 0.000003s : 5: substitution.elim_not_effective 1.05% : 0.000002s : 5: substitution.fold_const_symbol 3.20% : 0.000008s : 6: substitution.graph_param_transform 56.48% : 0.000134s : 2: substitution.inline 2.65% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.79% : 0.000009s : 10: substitution.remove_not_recompute_node 3.35% : 0.000008s : 2: substitution.replace_old_param 5.85% : 0.000014s : 3: substitution.updatestate_pure_node_eliminater 5.17% : 0.000012s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004079 2 85.70% : 0.003496s : 1: type_inference.infer 14.30% : 0.000583s : 1: type_inference.specialize ------[replace.] 0.000032 2 100.00% : 0.000032s : 2: replace.inline ------[match.] 0.000133 2 100.00% : 0.000133s : 2: match.inline ------[predicate.] 0.000167 906 1.09% : 0.000002s : 13: predicate.accumulaten_eliminater 1.53% : 0.000003s : 6: predicate.ad_related_special_op_eliminate 1.08% : 0.000002s : 13: predicate.addn_check_dump 1.54% : 0.000003s : 13: predicate.addn_zero_filter 1.72% : 0.000003s : 13: predicate.arithmetic_simplify 1.22% : 0.000002s : 13: predicate.cast_eliminate 0.49% : 0.000001s : 6: predicate.check_bprop_eliminate 1.15% : 0.000002s : 13: predicate.compare_switch_simplify 1.42% : 0.000002s : 13: predicate.depend_value_elim 1.13% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.28% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.07% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.43% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.38% : 0.000001s : 6: predicate.elim_not_effective 0.81% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.15% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.06% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.15% : 0.000002s : 13: predicate.environ_get_depend_swap 1.06% : 0.000002s : 13: predicate.environ_get_eliminate 1.15% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.30% : 0.000001s : 6: predicate.fold_const_symbol 1.24% : 0.000002s : 12: predicate.get_grad_eliminate 0.31% : 0.000001s : 6: predicate.graph_param_transform 5.14% : 0.000009s : 27: predicate.inline 1.27% : 0.000002s : 12: predicate.inline_without_move 0.49% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.89% : 0.000003s : 12: predicate.less_batch_normalization 1.15% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.86% : 0.000003s : 19: predicate.load_eliminater 2.23% : 0.000004s : 6: predicate.loop_unroll_after_grad 2.13% : 0.000004s : 22: predicate.loop_unroll_before_grad 2.07% : 0.000003s : 19: predicate.make_slice_get_slice_eliminator 1.23% : 0.000002s : 13: predicate.merge_addn 1.06% : 0.000002s : 13: predicate.minmaximum_grad 2.68% : 0.000004s : 6: predicate.mutable_eliminate 0.65% : 0.000001s : 6: predicate.opt_reshape 2.28% : 0.000004s : 19: predicate.partial_eliminate 1.09% : 0.000002s : 13: predicate.print_const_string_wrapper 1.96% : 0.000003s : 13: predicate.reduce_eliminate 1.25% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.68% : 0.000001s : 12: predicate.remove_not_recompute_node 1.63% : 0.000003s : 25: predicate.replace_applicator 0.94% : 0.000002s : 12: predicate.replace_old_param 0.52% : 0.000001s : 6: predicate.reset_defer_inline 1.20% : 0.000002s : 13: predicate.reshape_eliminate 1.25% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 1.04% : 0.000002s : 6: predicate.row_tensor_eliminate 1.23% : 0.000002s : 13: predicate.same_eliminate 0.83% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.61% : 0.000003s : 12: predicate.special_op_eliminate 2.04% : 0.000003s : 12: predicate.specialize_transform 1.33% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.32% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.71% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.42% : 0.000002s : 15: predicate.switch_defer_inline 1.42% : 0.000002s : 15: predicate.switch_layer_defer_inline 5.31% : 0.000009s : 43: predicate.switch_simplify 1.04% : 0.000002s : 13: predicate.tile_eliminate 1.09% : 0.000002s : 13: predicate.transpose_eliminate 1.31% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.23% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.65% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.58% : 0.000003s : 13: predicate.tuple_list_set_item_eliminator 1.14% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.89% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 4.13% : 0.000007s : 31: predicate.updatestate_useless_node_eliminater 1.53% : 0.000003s : 13: predicate.value_based_eliminate 0.55% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 1.19% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000381 6 33.37% : 0.000127s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.63% : 0.000254s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.157686 73 0.06% : 0.000090s : 1: add_recomputation 0.09% : 0.000136s : 1: auto_monad 0.02% : 0.000034s : 1: auto_monad_reorder 0.22% : 0.000349s : 1: bootstrap 0.03% : 0.000046s : 1: cconv 0.01% : 0.000017s : 1: convert_after_rewriter 0.04% : 0.000063s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.01% : 0.000020s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000009s : 1: graph_reusing 93.47% : 0.147388s : 1: jit_opt_a 0.18% : 0.000282s : 1: jit_opt_after_cconv 0.06% : 0.000089s : 1: jit_opt_b 0.39% : 0.000617s : 1: loop_unroll 0.52% : 0.000821s : 1: mutable_eliminate 0.65% : 0.001024s : 26: opt.transform.jit_opt_a 0.06% : 0.000101s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000051s : 4: opt.transform.jit_opt_b 0.01% : 0.000022s : 1: opt.transform.loop_unroll_optimizer 0.03% : 0.000042s : 1: opt.transform.mutable_eliminate 0.02% : 0.000038s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000057s : 4: opt.transform.symbol_engine_opt 0.37% : 0.000591s : 1: opt_after_jit_grad 0.01% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000006s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000018s : 1: process_offload_annotation 0.02% : 0.000028s : 1: py_interpret_to_execute 0.01% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.03% : 0.000054s : 1: remove_dup_value 0.43% : 0.000679s : 1: renormalize.infer 0.28% : 0.000438s : 1: renormalize.specialize 0.01% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.11% : 0.000178s : 1: rewriter_after_opt_a 0.04% : 0.000063s : 1: rewriter_before_opt_a 0.07% : 0.000107s : 1: symbol_engine_optimizer 2.64% : 0.004161s : 1: type_inference TotalTime = 0.0130898, [31] [bootstrap]: 0.000335 [type_inference]: 0.00412907 [event_method]: 1.385e-05 [auto_monad]: 0.00012229 [graph_reusing]: 5.59e-06 [pre_auto_parallel]: 2.46e-06 [py_interpret_to_execute]: 2.469e-05 [rewriter_before_opt_a]: 6.007e-05 [expand_dump_flag]: 3.09001e-06 [jit_opt_a]: 0.0056729, [2] [Cycle 1]: 0.00180538, [27] [switch_simplify]: 4.339e-05 [loop_unroll]: 1.829e-05 [a_1]: 0.00040265 [with_stream_mark]: 2.592e-05 [recompute_prepare]: 1.066e-05 [updatestate_depend_eliminate]: 6.12999e-06 [updatestate_assign_eliminate]: 5.63997e-06 [updatestate_loads_eliminate]: 5.21998e-06 [parameter_eliminate]: 2.37001e-06 [specialize_transform]: 9.29e-06 [updatestate_useless_node_eliminater]: 1.212e-05 [accelerated_algorithm]: 8.84e-06 [meta_shard_fg_expand]: 2.79001e-06 [get_grad_eliminate_]: 8.40999e-06 [merge_forward]: 5.51e-06 [cell_reuse_recompute_pass]: 1.10999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.152e-05 [j_node_and_user_rematch]: 1.592e-05 [meta_fg_expand]: 3.55998e-06 [replace_old_param]: 1.219e-05 [inline_without_move]: 8.63001e-06 [renormalize]: 0.00089853 [add_forward_monad_depend]: 6.21e-06 [auto_monad_grad]: 3.04999e-06 [auto_monad_eliminator]: 2.116e-05 [cse]: 5.455e-05 [replace_applicator]: 1.714e-05 [Cycle 2]: 0.00054737, [27] [switch_simplify]: 8.84e-06 [loop_unroll]: 8.06001e-06 [a_1]: 0.00023208 [with_stream_mark]: 1.371e-05 [recompute_prepare]: 8.57e-06 [updatestate_depend_eliminate]: 4.86002e-06 [updatestate_assign_eliminate]: 4.37e-06 [updatestate_loads_eliminate]: 4.28001e-06 [parameter_eliminate]: 1.45001e-06 [specialize_transform]: 8.97e-06 [updatestate_useless_node_eliminater]: 1.113e-05 [accelerated_algorithm]: 8.72e-06 [meta_shard_fg_expand]: 2.22001e-06 [get_grad_eliminate_]: 7.84002e-06 [merge_forward]: 4.18999e-06 [cell_reuse_recompute_pass]: 1.57999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.769e-05 [j_node_and_user_rematch]: 1.368e-05 [meta_fg_expand]: 2.98e-06 [replace_old_param]: 1.088e-05 [inline_without_move]: 7.77e-06 [renormalize]: 5.00004e-08 [add_forward_monad_depend]: 1.69998e-06 [auto_monad_grad]: 1.22999e-06 [auto_monad_eliminator]: 1.146e-05 [cse]: 2.392e-05 [replace_applicator]: 8.71002e-06 [py_interpret_to_execute_after_opt_a]: 1.524e-05 [rewriter_after_opt_a]: 0.00016237 [convert_after_rewriter]: 1.095e-05 [order_py_execute_after_rewriter]: 8.27998e-06 [mutable_eliminate]: 0.0006581 [jit_opt_b]: 7.413e-05, [1] [Cycle 1]: 6.555e-05, [2] [frontend_op_eliminate]: 2.824e-05 [inline_after_opt_a]: 2.483e-05 [cconv]: 3.015e-05 [loop_unroll]: 0.00043193 [jit_opt_after_cconv]: 0.00021615, [1] [Cycle 1]: 0.00020903, [11] [c_1]: 5.205e-05 [parameter_eliminate]: 3.25e-06 [updatestate_depend_eliminate]: 1.057e-05 [updatestate_assign_eliminate]: 4.73001e-06 [updatestate_loads_eliminate]: 4.73001e-06 [cse]: 3.609e-05 [call_graph_tuple_transform]: 2.531e-05 [tuple_list_get_item_eliminator]: 8.95999e-06 [none_parameter_eliminate]: 1.58002e-06 [renormalize]: 9.79984e-07 [switch_simplify]: 8.92e-06 [remove_dup_value]: 2.309e-05 [partial_unused_args_eliminate]: 2.12999e-06 [environ_conv]: 7.46999e-06 [add_recomputation]: 7.464e-05 [cse_after_recomputation]: 3.312e-05, [1] [Cycle 1]: 2.754e-05, [1] [cse]: 2.176e-05 [auto_monad_reorder]: 2.63e-05 [get_jit_bprop_graph]: 2.18998e-06 [rewriter_after_jit_bprop_graph]: 6.44999e-06 [opt_after_jit_grad]: 0.00052946 [symbol_engine_optimizer]: 0.00011398, [1] [Cycle 1]: 9.292e-05, [6] [build]: 5.44e-06 [elim_shapecalc]: 1.34e-05 [elim_not_effective]: 2.008e-05 [opt_reshape]: 9.96e-06 [fold_const_symbol]: 1.487e-05 [renormalize]: 4.59986e-07 [process_offload_annotation]: 1.506e-05 [validate]: 5.331e-05 Sums bootstrap : 0.000335s : 3.68% type_inference : 0.004129s : 45.32% event_method : 0.000014s : 0.15% auto_monad : 0.000122s : 1.34% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000025s : 0.27% rewriter_before_opt_a : 0.000060s : 0.66% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000052s : 0.57% jit_opt_a.loop_unroll : 0.000026s : 0.29% jit_opt_a.a_1 : 0.000635s : 6.97% jit_opt_a.with_stream_mark : 0.000040s : 0.43% jit_opt_a.recompute_prepare : 0.000019s : 0.21% jit_opt_a.updatestate_depend_eliminate : 0.000011s : 0.12% jit_opt_a.updatestate_assign_eliminate : 0.000010s : 0.11% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.10% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000018s : 0.20% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.26% jit_opt_a.accelerated_algorithm : 0.000018s : 0.19% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000016s : 0.18% jit_opt_a.merge_forward : 0.000010s : 0.11% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000039s : 0.43% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.32% jit_opt_a.meta_fg_expand : 0.000007s : 0.07% jit_opt_a.replace_old_param : 0.000023s : 0.25% jit_opt_a.inline_without_move : 0.000016s : 0.18% jit_opt_a.renormalize : 0.000899s : 9.86% jit_opt_a.add_forward_monad_depend : 0.000008s : 0.09% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000033s : 0.36% jit_opt_a.cse : 0.000078s : 0.86% jit_opt_a.replace_applicator : 0.000026s : 0.28% py_interpret_to_execute_after_opt_a : 0.000015s : 0.17% rewriter_after_opt_a : 0.000162s : 1.78% convert_after_rewriter : 0.000011s : 0.12% order_py_execute_after_rewriter : 0.000008s : 0.09% mutable_eliminate : 0.000658s : 7.22% jit_opt_b.frontend_op_eliminate : 0.000028s : 0.31% jit_opt_b.inline_after_opt_a : 0.000025s : 0.27% cconv : 0.000030s : 0.33% loop_unroll : 0.000432s : 4.74% jit_opt_after_cconv.c_1 : 0.000052s : 0.57% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.cse : 0.000036s : 0.40% jit_opt_after_cconv.call_graph_tuple_transform : 0.000025s : 0.28% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.10% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.10% remove_dup_value : 0.000023s : 0.25% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000007s : 0.08% add_recomputation : 0.000075s : 0.82% cse_after_recomputation.cse : 0.000022s : 0.24% auto_monad_reorder : 0.000026s : 0.29% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000006s : 0.07% opt_after_jit_grad : 0.000529s : 5.81% symbol_engine_optimizer.build : 0.000005s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.15% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.22% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.11% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.16% symbol_engine_optimizer.renormalize : 0.000000s : 0.01% process_offload_annotation : 0.000015s : 0.17% validate : 0.000053s : 0.59% Time group info: ------[substitution.] 0.000183 52 10.71% : 0.000020s : 2: substitution.cast_eliminate 4.73% : 0.000009s : 2: substitution.depend_value_elim 1.57% : 0.000003s : 5: substitution.elim_not_effective 1.28% : 0.000002s : 5: substitution.fold_const_symbol 4.30% : 0.000008s : 6: substitution.graph_param_transform 56.33% : 0.000103s : 2: substitution.inline 3.07% : 0.000006s : 10: substitution.j_node_and_user_rematch 4.33% : 0.000008s : 10: substitution.remove_not_recompute_node 2.63% : 0.000005s : 2: substitution.replace_old_param 5.56% : 0.000010s : 3: substitution.updatestate_pure_node_eliminater 5.48% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004073 2 86.95% : 0.003541s : 1: type_inference.infer 13.05% : 0.000532s : 1: type_inference.specialize ------[replace.] 0.000026 2 100.00% : 0.000026s : 2: replace.inline ------[match.] 0.000102 2 100.00% : 0.000102s : 2: match.inline ------[predicate.] 0.000172 906 1.03% : 0.000002s : 13: predicate.accumulaten_eliminater 1.21% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.14% : 0.000002s : 13: predicate.addn_check_dump 1.07% : 0.000002s : 13: predicate.addn_zero_filter 1.48% : 0.000003s : 13: predicate.arithmetic_simplify 1.07% : 0.000002s : 13: predicate.cast_eliminate 0.49% : 0.000001s : 6: predicate.check_bprop_eliminate 0.99% : 0.000002s : 13: predicate.compare_switch_simplify 1.24% : 0.000002s : 13: predicate.depend_value_elim 0.94% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.16% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.00% : 0.000002s : 13: predicate.dict_set_item_eliminator 0.99% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.49% : 0.000001s : 6: predicate.elim_not_effective 0.74% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.01% : 0.000002s : 13: predicate.environ_add_const_eliminate 0.95% : 0.000002s : 13: predicate.environ_get_add_eliminate 0.99% : 0.000002s : 13: predicate.environ_get_depend_swap 1.12% : 0.000002s : 13: predicate.environ_get_eliminate 0.95% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.28% : 0.000000s : 6: predicate.fold_const_symbol 1.21% : 0.000002s : 12: predicate.get_grad_eliminate 0.28% : 0.000000s : 6: predicate.graph_param_transform 4.33% : 0.000007s : 27: predicate.inline 1.29% : 0.000002s : 12: predicate.inline_without_move 0.48% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.29% : 0.000002s : 12: predicate.less_batch_normalization 1.02% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.67% : 0.000003s : 19: predicate.load_eliminater 1.41% : 0.000002s : 6: predicate.loop_unroll_after_grad 1.92% : 0.000003s : 22: predicate.loop_unroll_before_grad 1.89% : 0.000003s : 19: predicate.make_slice_get_slice_eliminator 1.04% : 0.000002s : 13: predicate.merge_addn 15.13% : 0.000026s : 13: predicate.minmaximum_grad 1.45% : 0.000002s : 6: predicate.mutable_eliminate 0.63% : 0.000001s : 6: predicate.opt_reshape 1.95% : 0.000003s : 19: predicate.partial_eliminate 1.01% : 0.000002s : 13: predicate.print_const_string_wrapper 1.49% : 0.000003s : 13: predicate.reduce_eliminate 1.14% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.60% : 0.000001s : 12: predicate.remove_not_recompute_node 1.55% : 0.000003s : 25: predicate.replace_applicator 0.80% : 0.000001s : 12: predicate.replace_old_param 0.44% : 0.000001s : 6: predicate.reset_defer_inline 1.05% : 0.000002s : 13: predicate.reshape_eliminate 1.06% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 0.87% : 0.000001s : 6: predicate.row_tensor_eliminate 1.29% : 0.000002s : 13: predicate.same_eliminate 0.62% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.17% : 0.000002s : 12: predicate.special_op_eliminate 1.32% : 0.000002s : 12: predicate.specialize_transform 1.40% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.08% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.66% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.43% : 0.000002s : 15: predicate.switch_defer_inline 1.29% : 0.000002s : 15: predicate.switch_layer_defer_inline 4.44% : 0.000008s : 43: predicate.switch_simplify 1.17% : 0.000002s : 13: predicate.tile_eliminate 1.12% : 0.000002s : 13: predicate.transpose_eliminate 1.20% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.07% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.58% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.45% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.07% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.58% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 3.29% : 0.000006s : 31: predicate.updatestate_useless_node_eliminater 1.23% : 0.000002s : 13: predicate.value_based_eliminate 0.52% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.70% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000322 6 31.37% : 0.000101s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.63% : 0.000221s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.015036 73 0.52% : 0.000078s : 1: add_recomputation 0.84% : 0.000127s : 1: auto_monad 0.19% : 0.000029s : 1: auto_monad_reorder 2.42% : 0.000364s : 1: bootstrap 0.22% : 0.000033s : 1: cconv 0.09% : 0.000014s : 1: convert_after_rewriter 0.23% : 0.000035s : 1: cse_after_recomputation 0.06% : 0.000010s : 1: environ_conv 0.12% : 0.000018s : 1: event_method 0.04% : 0.000006s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000008s : 1: graph_reusing 37.76% : 0.005677s : 1: jit_opt_a 1.46% : 0.000219s : 1: jit_opt_after_cconv 0.51% : 0.000077s : 1: jit_opt_b 2.93% : 0.000440s : 1: loop_unroll 4.44% : 0.000668s : 1: mutable_eliminate 6.07% : 0.000912s : 26: opt.transform.jit_opt_a 0.61% : 0.000092s : 4: opt.transform.jit_opt_after_cconv 0.31% : 0.000046s : 4: opt.transform.jit_opt_b 0.11% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000019s : 1: opt.transform.mutable_eliminate 0.21% : 0.000032s : 1: opt.transform.opt_after_jit_grad 0.36% : 0.000055s : 4: opt.transform.symbol_engine_opt 3.70% : 0.000556s : 1: opt_after_jit_grad 0.07% : 0.000011s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.12% : 0.000018s : 1: process_offload_annotation 0.18% : 0.000027s : 1: py_interpret_to_execute 0.12% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.17% : 0.000025s : 1: remove_dup_value 3.62% : 0.000544s : 1: renormalize.infer 2.30% : 0.000346s : 1: renormalize.specialize 0.06% : 0.000009s : 1: rewriter_after_jit_bprop_graph 1.11% : 0.000166s : 1: rewriter_after_opt_a 0.42% : 0.000063s : 1: rewriter_before_opt_a 0.78% : 0.000117s : 1: symbol_engine_optimizer 27.58% : 0.004147s : 1: type_inference TotalTime = 0.217063, [31] [bootstrap]: 0.0003895 [type_inference]: 0.0570726 [event_method]: 0.0124219 [auto_monad]: 0.00022034 [graph_reusing]: 7.41999e-06 [pre_auto_parallel]: 2.43e-06 [py_interpret_to_execute]: 5.244e-05 [rewriter_before_opt_a]: 7.304e-05 [expand_dump_flag]: 3.96001e-06 [jit_opt_a]: 0.0983951, [2] [Cycle 1]: 0.0311783, [27] [switch_simplify]: 6.065e-05 [loop_unroll]: 3.458e-05 [a_1]: 0.0102583 [with_stream_mark]: 3.381e-05 [recompute_prepare]: 1.778e-05 [updatestate_depend_eliminate]: 7.2e-06 [updatestate_assign_eliminate]: 5.96998e-06 [updatestate_loads_eliminate]: 5.40999e-06 [parameter_eliminate]: 2.39999e-06 [specialize_transform]: 1.064e-05 [updatestate_useless_node_eliminater]: 1.263e-05 [accelerated_algorithm]: 9.46e-06 [meta_shard_fg_expand]: 3.66999e-06 [get_grad_eliminate_]: 8.95001e-06 [merge_forward]: 5.79e-06 [cell_reuse_recompute_pass]: 1.47001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.2e-05 [j_node_and_user_rematch]: 1.543e-05 [meta_fg_expand]: 4.95001e-06 [replace_old_param]: 1.459e-05 [inline_without_move]: 9.67999e-06 [renormalize]: 0.0202237 [add_forward_monad_depend]: 1.292e-05 [auto_monad_grad]: 2.87002e-06 [auto_monad_eliminator]: 3.206e-05 [cse]: 6.733e-05 [replace_applicator]: 3.257e-05 [Cycle 2]: 0.012373, [27] [switch_simplify]: 1.006e-05 [loop_unroll]: 8.71002e-06 [a_1]: 0.00848656 [with_stream_mark]: 2.744e-05 [recompute_prepare]: 1.768e-05 [updatestate_depend_eliminate]: 2.307e-05 [updatestate_assign_eliminate]: 6.46e-06 [updatestate_loads_eliminate]: 5.17999e-06 [parameter_eliminate]: 5.12999e-06 [specialize_transform]: 3.14e-05 [updatestate_useless_node_eliminater]: 2.14e-05 [accelerated_algorithm]: 1.209e-05 [meta_shard_fg_expand]: 3.29001e-06 [get_grad_eliminate_]: 9.00999e-06 [merge_forward]: 7.05002e-06 [cell_reuse_recompute_pass]: 3.14001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.276e-05 [j_node_and_user_rematch]: 1.488e-05 [meta_fg_expand]: 4.08001e-06 [replace_old_param]: 1.302e-05 [inline_without_move]: 8.49998e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 4.79002e-06 [auto_monad_grad]: 2.92002e-06 [auto_monad_eliminator]: 2.743e-05 [cse]: 5.168e-05 [replace_applicator]: 9.31998e-06 [py_interpret_to_execute_after_opt_a]: 1.83e-05 [rewriter_after_opt_a]: 0.00014845 [convert_after_rewriter]: 9.79999e-06 [order_py_execute_after_rewriter]: 6.78e-06 [mutable_eliminate]: 0.016626 [jit_opt_b]: 9.475e-05, [1] [Cycle 1]: 8.186e-05, [2] [frontend_op_eliminate]: 3.437e-05 [inline_after_opt_a]: 3.257e-05 [cconv]: 4.674e-05 [loop_unroll]: 0.00956691 [jit_opt_after_cconv]: 0.00029183, [1] [Cycle 1]: 0.00027939, [11] [c_1]: 7.148e-05 [parameter_eliminate]: 7.7e-06 [updatestate_depend_eliminate]: 1.733e-05 [updatestate_assign_eliminate]: 6.05002e-06 [updatestate_loads_eliminate]: 5.69e-06 [cse]: 6.582e-05 [call_graph_tuple_transform]: 2.585e-05 [tuple_list_get_item_eliminator]: 1.023e-05 [none_parameter_eliminate]: 1.97001e-06 [renormalize]: 7.7e-07 [switch_simplify]: 9.92001e-06 [remove_dup_value]: 2.61e-05 [partial_unused_args_eliminate]: 2.60002e-06 [environ_conv]: 9.16002e-06 [add_recomputation]: 8.969e-05 [cse_after_recomputation]: 3.919e-05, [1] [Cycle 1]: 3.174e-05, [1] [cse]: 2.389e-05 [auto_monad_reorder]: 2.814e-05 [get_jit_bprop_graph]: 2.40002e-06 [rewriter_after_jit_bprop_graph]: 1.153e-05 [opt_after_jit_grad]: 0.0106588 [symbol_engine_optimizer]: 0.0102865, [1] [Cycle 1]: 0.0102715, [6] [build]: 9.22999e-06 [elim_shapecalc]: 1.358e-05 [elim_not_effective]: 2.676e-05 [opt_reshape]: 1.156e-05 [fold_const_symbol]: 0.0101293 [renormalize]: 2.09e-06 [process_offload_annotation]: 2.192e-05 [validate]: 9.454e-05 Sums bootstrap : 0.000389s : 0.25% type_inference : 0.057073s : 36.15% event_method : 0.012422s : 7.87% auto_monad : 0.000220s : 0.14% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000052s : 0.03% rewriter_before_opt_a : 0.000073s : 0.05% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000071s : 0.04% jit_opt_a.loop_unroll : 0.000043s : 0.03% jit_opt_a.a_1 : 0.018745s : 11.87% jit_opt_a.with_stream_mark : 0.000061s : 0.04% jit_opt_a.recompute_prepare : 0.000035s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000030s : 0.02% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.01% jit_opt_a.parameter_eliminate : 0.000008s : 0.00% jit_opt_a.specialize_transform : 0.000042s : 0.03% jit_opt_a.updatestate_useless_node_eliminater : 0.000034s : 0.02% jit_opt_a.accelerated_algorithm : 0.000022s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000007s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000045s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.02% jit_opt_a.meta_fg_expand : 0.000009s : 0.01% jit_opt_a.replace_old_param : 0.000028s : 0.02% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.020224s : 12.81% jit_opt_a.add_forward_monad_depend : 0.000018s : 0.01% jit_opt_a.auto_monad_grad : 0.000006s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000059s : 0.04% jit_opt_a.cse : 0.000119s : 0.08% jit_opt_a.replace_applicator : 0.000042s : 0.03% py_interpret_to_execute_after_opt_a : 0.000018s : 0.01% rewriter_after_opt_a : 0.000148s : 0.09% convert_after_rewriter : 0.000010s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.016626s : 10.53% jit_opt_b.frontend_op_eliminate : 0.000034s : 0.02% jit_opt_b.inline_after_opt_a : 0.000033s : 0.02% cconv : 0.000047s : 0.03% loop_unroll : 0.009567s : 6.06% jit_opt_after_cconv.c_1 : 0.000071s : 0.05% jit_opt_after_cconv.parameter_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000066s : 0.04% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000026s : 0.02% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000090s : 0.06% cse_after_recomputation.cse : 0.000024s : 0.02% auto_monad_reorder : 0.000028s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000012s : 0.01% opt_after_jit_grad : 0.010659s : 6.75% symbol_engine_optimizer.build : 0.000009s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000027s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000012s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.010129s : 6.42% symbol_engine_optimizer.renormalize : 0.000002s : 0.00% process_offload_annotation : 0.000022s : 0.01% validate : 0.000095s : 0.06% Time group info: ------[substitution.] 0.009992 52 0.33% : 0.000033s : 2: substitution.cast_eliminate 0.12% : 0.000012s : 2: substitution.depend_value_elim 0.04% : 0.000004s : 5: substitution.elim_not_effective 0.02% : 0.000002s : 5: substitution.fold_const_symbol 0.08% : 0.000008s : 6: substitution.graph_param_transform 98.77% : 0.009869s : 2: substitution.inline 0.07% : 0.000007s : 10: substitution.j_node_and_user_rematch 0.09% : 0.000009s : 10: substitution.remove_not_recompute_node 0.08% : 0.000008s : 2: substitution.replace_old_param 0.21% : 0.000021s : 3: substitution.updatestate_pure_node_eliminater 0.18% : 0.000018s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.057002 2 98.70% : 0.056262s : 1: type_inference.infer 1.30% : 0.000740s : 1: type_inference.specialize ------[replace.] 0.000041 2 100.00% : 0.000041s : 2: replace.inline ------[match.] 0.009863 2 100.00% : 0.009863s : 2: match.inline ------[predicate.] 0.008406 906 0.04% : 0.000003s : 13: predicate.accumulaten_eliminater 0.05% : 0.000004s : 6: predicate.ad_related_special_op_eliminate 0.03% : 0.000003s : 13: predicate.addn_check_dump 0.03% : 0.000003s : 13: predicate.addn_zero_filter 0.06% : 0.000005s : 13: predicate.arithmetic_simplify 0.03% : 0.000002s : 13: predicate.cast_eliminate 0.01% : 0.000001s : 6: predicate.check_bprop_eliminate 0.02% : 0.000002s : 13: predicate.compare_switch_simplify 0.04% : 0.000003s : 13: predicate.depend_value_elim 0.03% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 0.04% : 0.000004s : 13: predicate.dict_get_item_eliminator 0.03% : 0.000002s : 13: predicate.dict_set_item_eliminator 0.03% : 0.000003s : 6: predicate.dumpgradient_eliminate 0.01% : 0.000001s : 6: predicate.elim_not_effective 0.01% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 0.03% : 0.000003s : 13: predicate.environ_add_const_eliminate 0.02% : 0.000002s : 13: predicate.environ_get_add_eliminate 0.02% : 0.000002s : 13: predicate.environ_get_depend_swap 0.03% : 0.000002s : 13: predicate.environ_get_eliminate 0.02% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.01% : 0.000001s : 6: predicate.fold_const_symbol 0.03% : 0.000002s : 12: predicate.get_grad_eliminate 0.01% : 0.000000s : 6: predicate.graph_param_transform 0.17% : 0.000014s : 27: predicate.inline 0.03% : 0.000002s : 12: predicate.inline_without_move 0.01% : 0.000001s : 12: predicate.j_node_and_user_rematch 0.04% : 0.000003s : 12: predicate.less_batch_normalization 0.03% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 0.05% : 0.000004s : 19: predicate.load_eliminater 0.09% : 0.000008s : 6: predicate.loop_unroll_after_grad 0.05% : 0.000004s : 22: predicate.loop_unroll_before_grad 0.05% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 0.03% : 0.000002s : 13: predicate.merge_addn 0.02% : 0.000002s : 13: predicate.minmaximum_grad 0.10% : 0.000009s : 6: predicate.mutable_eliminate 0.01% : 0.000001s : 6: predicate.opt_reshape 0.05% : 0.000004s : 19: predicate.partial_eliminate 0.05% : 0.000004s : 13: predicate.print_const_string_wrapper 0.04% : 0.000004s : 13: predicate.reduce_eliminate 0.03% : 0.000003s : 13: predicate.redundant_stop_gradient_eliminater 0.02% : 0.000001s : 12: predicate.remove_not_recompute_node 0.04% : 0.000003s : 25: predicate.replace_applicator 0.02% : 0.000001s : 12: predicate.replace_old_param 0.02% : 0.000001s : 6: predicate.reset_defer_inline 0.03% : 0.000003s : 13: predicate.reshape_eliminate 97.39% : 0.008187s : 13: predicate.row_tensor_add_zeros_like 0.03% : 0.000002s : 6: predicate.row_tensor_eliminate 0.03% : 0.000002s : 13: predicate.same_eliminate 0.02% : 0.000001s : 12: predicate.set_cell_output_no_recompute 0.03% : 0.000002s : 12: predicate.special_op_eliminate 0.05% : 0.000004s : 12: predicate.specialize_transform 0.06% : 0.000005s : 13: predicate.split_environ_get_set_with_tuple_value 0.03% : 0.000003s : 13: predicate.stack_unstack_eliminate 0.02% : 0.000001s : 6: predicate.switch_call_monad_eliminater 0.06% : 0.000005s : 15: predicate.switch_defer_inline 0.04% : 0.000003s : 15: predicate.switch_layer_defer_inline 0.11% : 0.000009s : 43: predicate.switch_simplify 0.04% : 0.000003s : 13: predicate.tile_eliminate 0.03% : 0.000003s : 13: predicate.transpose_eliminate 0.03% : 0.000003s : 13: predicate.tuple_list_convert_item_index_to_positive 0.04% : 0.000003s : 13: predicate.tuple_list_get_item_depend_reorder 0.11% : 0.000009s : 25: predicate.tuple_list_get_item_eliminator 0.04% : 0.000003s : 13: predicate.tuple_list_set_item_eliminator 0.03% : 0.000003s : 13: predicate.tuple_to_list_eliminator_ 0.04% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 0.09% : 0.000008s : 31: predicate.updatestate_useless_node_eliminater 0.04% : 0.000003s : 13: predicate.value_based_eliminate 0.01% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.02% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000493 6 26.58% : 0.000131s : 2: func_graph_cloner_run.FuncGraphClonerGraph 73.42% : 0.000362s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.266695 73 0.03% : 0.000093s : 1: add_recomputation 0.09% : 0.000229s : 1: auto_monad 0.01% : 0.000031s : 1: auto_monad_reorder 0.16% : 0.000417s : 1: bootstrap 0.02% : 0.000050s : 1: cconv 0.00% : 0.000012s : 1: convert_after_rewriter 0.02% : 0.000041s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 4.67% : 0.012458s : 1: event_method 0.00% : 0.000009s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000010s : 1: graph_reusing 36.90% : 0.098400s : 1: jit_opt_a 0.11% : 0.000296s : 1: jit_opt_after_cconv 0.04% : 0.000099s : 1: jit_opt_b 3.60% : 0.009598s : 1: loop_unroll 6.24% : 0.016655s : 1: mutable_eliminate 7.17% : 0.019123s : 26: opt.transform.jit_opt_a 0.04% : 0.000114s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000058s : 4: opt.transform.jit_opt_b 0.02% : 0.000049s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000050s : 1: opt.transform.mutable_eliminate 0.02% : 0.000055s : 1: opt.transform.opt_after_jit_grad 3.81% : 0.010171s : 4: opt.transform.symbol_engine_opt 4.00% : 0.010677s : 1: opt_after_jit_grad 0.00% : 0.000009s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000026s : 1: process_offload_annotation 0.02% : 0.000055s : 1: py_interpret_to_execute 0.01% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000029s : 1: remove_dup_value 7.38% : 0.019670s : 1: renormalize.infer 0.20% : 0.000534s : 1: renormalize.specialize 0.01% : 0.000014s : 1: rewriter_after_jit_bprop_graph 0.06% : 0.000152s : 1: rewriter_after_opt_a 0.03% : 0.000076s : 1: rewriter_before_opt_a 3.86% : 0.010294s : 1: symbol_engine_optimizer 21.41% : 0.057094s : 1: type_inference TotalTime = 0.261695, [31] [bootstrap]: 0.00036865 [type_inference]: 0.0653741 [event_method]: 1.642e-05 [auto_monad]: 0.00012359 [graph_reusing]: 6.31e-06 [pre_auto_parallel]: 2.31e-06 [py_interpret_to_execute]: 0.0108114 [rewriter_before_opt_a]: 0.00012079 [expand_dump_flag]: 6.64999e-06 [jit_opt_a]: 0.110904, [2] [Cycle 1]: 0.0537807, [27] [switch_simplify]: 5.408e-05 [loop_unroll]: 1.965e-05 [a_1]: 0.0104158 [with_stream_mark]: 4.799e-05 [recompute_prepare]: 1.986e-05 [updatestate_depend_eliminate]: 8.31002e-06 [updatestate_assign_eliminate]: 5.94e-06 [updatestate_loads_eliminate]: 5.12999e-06 [parameter_eliminate]: 2.29999e-06 [specialize_transform]: 1.015e-05 [updatestate_useless_node_eliminater]: 1.604e-05 [accelerated_algorithm]: 9.47999e-06 [meta_shard_fg_expand]: 4.74998e-06 [get_grad_eliminate_]: 8.65999e-06 [merge_forward]: 6.34999e-06 [cell_reuse_recompute_pass]: 3.21001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.263e-05 [j_node_and_user_rematch]: 1.581e-05 [meta_fg_expand]: 4.89e-06 [replace_old_param]: 1.422e-05 [inline_without_move]: 8.94e-06 [renormalize]: 0.0426415 [add_forward_monad_depend]: 1.221e-05 [auto_monad_grad]: 2.86e-06 [auto_monad_eliminator]: 3.315e-05 [cse]: 6.661e-05 [replace_applicator]: 3.139e-05 [Cycle 2]: 0.0118171, [27] [switch_simplify]: 9.62001e-06 [loop_unroll]: 8.71997e-06 [a_1]: 0.0112887 [with_stream_mark]: 5.597e-05 [recompute_prepare]: 2.383e-05 [updatestate_depend_eliminate]: 8.40001e-06 [updatestate_assign_eliminate]: 5.89e-06 [updatestate_loads_eliminate]: 5.18002e-06 [parameter_eliminate]: 2.74001e-06 [specialize_transform]: 9.79e-06 [updatestate_useless_node_eliminater]: 2.404e-05 [accelerated_algorithm]: 1.186e-05 [meta_shard_fg_expand]: 3.67002e-06 [get_grad_eliminate_]: 8.82e-06 [merge_forward]: 6.59001e-06 [cell_reuse_recompute_pass]: 2.99999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.267e-05 [j_node_and_user_rematch]: 1.561e-05 [meta_fg_expand]: 4.12e-06 [replace_old_param]: 1.424e-05 [inline_without_move]: 8.58001e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 4.72998e-06 [auto_monad_grad]: 2.73998e-06 [auto_monad_eliminator]: 2.459e-05 [cse]: 5.275e-05 [replace_applicator]: 9.78998e-06 [py_interpret_to_execute_after_opt_a]: 2.633e-05 [rewriter_after_opt_a]: 0.0255318 [convert_after_rewriter]: 3.578e-05 [order_py_execute_after_rewriter]: 9.57001e-06 [mutable_eliminate]: 0.0117599 [jit_opt_b]: 0.00012522, [1] [Cycle 1]: 0.0001105, [2] [frontend_op_eliminate]: 5.67e-05 [inline_after_opt_a]: 3.079e-05 [cconv]: 4.757e-05 [loop_unroll]: 0.0134642 [jit_opt_after_cconv]: 0.0003236, [1] [Cycle 1]: 0.00030791, [11] [c_1]: 9.304e-05 [parameter_eliminate]: 7.68001e-06 [updatestate_depend_eliminate]: 1.584e-05 [updatestate_assign_eliminate]: 5.89e-06 [updatestate_loads_eliminate]: 5.12e-06 [cse]: 6.359e-05 [call_graph_tuple_transform]: 2.689e-05 [tuple_list_get_item_eliminator]: 9.98998e-06 [none_parameter_eliminate]: 1.84e-06 [renormalize]: 1.03001e-06 [switch_simplify]: 1.032e-05 [remove_dup_value]: 2.538e-05 [partial_unused_args_eliminate]: 3.08998e-06 [environ_conv]: 9.18002e-06 [add_recomputation]: 8.707e-05 [cse_after_recomputation]: 3.552e-05, [1] [Cycle 1]: 2.843e-05, [1] [cse]: 2.208e-05 [auto_monad_reorder]: 2.76e-05 [get_jit_bprop_graph]: 2.56e-06 [rewriter_after_jit_bprop_graph]: 9.52001e-06 [opt_after_jit_grad]: 0.0109006 [symbol_engine_optimizer]: 0.00012041, [1] [Cycle 1]: 0.00010876, [6] [build]: 7.94002e-06 [elim_shapecalc]: 1.436e-05 [elim_not_effective]: 2.831e-05 [opt_reshape]: 1.055e-05 [fold_const_symbol]: 1.577e-05 [renormalize]: 1.07e-06 [process_offload_annotation]: 0.0108752 [validate]: 0.00010168 Sums bootstrap : 0.000369s : 0.17% type_inference : 0.065374s : 30.36% event_method : 0.000016s : 0.01% auto_monad : 0.000124s : 0.06% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.010811s : 5.02% rewriter_before_opt_a : 0.000121s : 0.06% expand_dump_flag : 0.000007s : 0.00% jit_opt_a.switch_simplify : 0.000064s : 0.03% jit_opt_a.loop_unroll : 0.000028s : 0.01% jit_opt_a.a_1 : 0.021704s : 10.08% jit_opt_a.with_stream_mark : 0.000104s : 0.05% jit_opt_a.recompute_prepare : 0.000044s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000017s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.00% jit_opt_a.parameter_eliminate : 0.000005s : 0.00% jit_opt_a.specialize_transform : 0.000020s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000040s : 0.02% jit_opt_a.accelerated_algorithm : 0.000021s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000008s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000006s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000045s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.01% jit_opt_a.meta_fg_expand : 0.000009s : 0.00% jit_opt_a.replace_old_param : 0.000028s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.042642s : 19.81% jit_opt_a.add_forward_monad_depend : 0.000017s : 0.01% jit_opt_a.auto_monad_grad : 0.000006s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000058s : 0.03% jit_opt_a.cse : 0.000119s : 0.06% jit_opt_a.replace_applicator : 0.000041s : 0.02% py_interpret_to_execute_after_opt_a : 0.000026s : 0.01% rewriter_after_opt_a : 0.025532s : 11.86% convert_after_rewriter : 0.000036s : 0.02% order_py_execute_after_rewriter : 0.000010s : 0.00% mutable_eliminate : 0.011760s : 5.46% jit_opt_b.frontend_op_eliminate : 0.000057s : 0.03% jit_opt_b.inline_after_opt_a : 0.000031s : 0.01% cconv : 0.000048s : 0.02% loop_unroll : 0.013464s : 6.25% jit_opt_after_cconv.c_1 : 0.000093s : 0.04% jit_opt_after_cconv.parameter_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000016s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000064s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.00% remove_dup_value : 0.000025s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000087s : 0.04% cse_after_recomputation.cse : 0.000022s : 0.01% auto_monad_reorder : 0.000028s : 0.01% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.00% opt_after_jit_grad : 0.010901s : 5.06% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000028s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.010875s : 5.05% validate : 0.000102s : 0.05% Time group info: ------[substitution.] 0.000275 52 14.55% : 0.000040s : 2: substitution.cast_eliminate 4.38% : 0.000012s : 2: substitution.depend_value_elim 1.40% : 0.000004s : 5: substitution.elim_not_effective 0.99% : 0.000003s : 5: substitution.fold_const_symbol 2.92% : 0.000008s : 6: substitution.graph_param_transform 54.46% : 0.000150s : 2: substitution.inline 2.21% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.53% : 0.000010s : 10: substitution.remove_not_recompute_node 3.22% : 0.000009s : 2: substitution.replace_old_param 5.62% : 0.000015s : 3: substitution.updatestate_pure_node_eliminater 6.72% : 0.000018s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.065303 2 98.93% : 0.064602s : 1: type_inference.infer 1.07% : 0.000702s : 1: type_inference.specialize ------[replace.] 0.000029 2 100.00% : 0.000029s : 2: replace.inline ------[match.] 0.000147 2 100.00% : 0.000147s : 2: match.inline ------[predicate.] 0.010055 906 0.03% : 0.000003s : 13: predicate.accumulaten_eliminater 0.06% : 0.000006s : 6: predicate.ad_related_special_op_eliminate 0.02% : 0.000002s : 13: predicate.addn_check_dump 0.02% : 0.000002s : 13: predicate.addn_zero_filter 0.04% : 0.000004s : 13: predicate.arithmetic_simplify 0.03% : 0.000003s : 13: predicate.cast_eliminate 0.02% : 0.000002s : 6: predicate.check_bprop_eliminate 0.02% : 0.000002s : 13: predicate.compare_switch_simplify 0.02% : 0.000002s : 13: predicate.depend_value_elim 0.02% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 0.03% : 0.000003s : 13: predicate.dict_get_item_eliminator 0.02% : 0.000002s : 13: predicate.dict_set_item_eliminator 0.03% : 0.000003s : 6: predicate.dumpgradient_eliminate 0.01% : 0.000001s : 6: predicate.elim_not_effective 0.01% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 0.02% : 0.000002s : 13: predicate.environ_add_const_eliminate 0.02% : 0.000002s : 13: predicate.environ_get_add_eliminate 0.02% : 0.000002s : 13: predicate.environ_get_depend_swap 0.02% : 0.000002s : 13: predicate.environ_get_eliminate 0.02% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.00% : 0.000000s : 6: predicate.fold_const_symbol 0.02% : 0.000002s : 12: predicate.get_grad_eliminate 0.01% : 0.000001s : 6: predicate.graph_param_transform 0.16% : 0.000016s : 27: predicate.inline 0.02% : 0.000002s : 12: predicate.inline_without_move 0.01% : 0.000001s : 12: predicate.j_node_and_user_rematch 0.04% : 0.000004s : 12: predicate.less_batch_normalization 0.02% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 0.03% : 0.000003s : 19: predicate.load_eliminater 0.07% : 0.000007s : 6: predicate.loop_unroll_after_grad 0.04% : 0.000004s : 22: predicate.loop_unroll_before_grad 0.04% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 0.02% : 0.000002s : 13: predicate.merge_addn 0.02% : 0.000002s : 13: predicate.minmaximum_grad 0.03% : 0.000003s : 6: predicate.mutable_eliminate 0.01% : 0.000001s : 6: predicate.opt_reshape 0.04% : 0.000004s : 19: predicate.partial_eliminate 97.93% : 0.009847s : 13: predicate.print_const_string_wrapper 0.03% : 0.000003s : 13: predicate.reduce_eliminate 0.03% : 0.000003s : 13: predicate.redundant_stop_gradient_eliminater 0.01% : 0.000001s : 12: predicate.remove_not_recompute_node 0.03% : 0.000003s : 25: predicate.replace_applicator 0.01% : 0.000001s : 12: predicate.replace_old_param 0.01% : 0.000001s : 6: predicate.reset_defer_inline 0.02% : 0.000002s : 13: predicate.reshape_eliminate 0.02% : 0.000002s : 13: predicate.row_tensor_add_zeros_like 0.02% : 0.000002s : 6: predicate.row_tensor_eliminate 0.02% : 0.000002s : 13: predicate.same_eliminate 0.02% : 0.000002s : 12: predicate.set_cell_output_no_recompute 0.02% : 0.000002s : 12: predicate.special_op_eliminate 0.03% : 0.000003s : 12: predicate.specialize_transform 0.04% : 0.000004s : 13: predicate.split_environ_get_set_with_tuple_value 0.06% : 0.000006s : 13: predicate.stack_unstack_eliminate 0.01% : 0.000001s : 6: predicate.switch_call_monad_eliminater 0.03% : 0.000003s : 15: predicate.switch_defer_inline 0.03% : 0.000003s : 15: predicate.switch_layer_defer_inline 0.09% : 0.000009s : 43: predicate.switch_simplify 0.02% : 0.000002s : 13: predicate.tile_eliminate 0.03% : 0.000003s : 13: predicate.transpose_eliminate 0.03% : 0.000003s : 13: predicate.tuple_list_convert_item_index_to_positive 0.02% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 0.08% : 0.000008s : 25: predicate.tuple_list_get_item_eliminator 0.03% : 0.000003s : 13: predicate.tuple_list_set_item_eliminator 0.03% : 0.000003s : 13: predicate.tuple_to_list_eliminator_ 0.03% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 0.08% : 0.000008s : 31: predicate.updatestate_useless_node_eliminater 0.03% : 0.000003s : 13: predicate.value_based_eliminate 0.01% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.08% : 0.000008s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.010551 6 96.81% : 0.010214s : 2: func_graph_cloner_run.FuncGraphClonerGraph 3.19% : 0.000337s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.337459 73 0.03% : 0.000090s : 1: add_recomputation 0.04% : 0.000128s : 1: auto_monad 0.01% : 0.000031s : 1: auto_monad_reorder 0.12% : 0.000400s : 1: bootstrap 0.01% : 0.000050s : 1: cconv 0.01% : 0.000042s : 1: convert_after_rewriter 0.01% : 0.000038s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 0.01% : 0.000021s : 1: event_method 0.00% : 0.000011s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 32.87% : 0.110909s : 1: jit_opt_a 0.10% : 0.000329s : 1: jit_opt_after_cconv 0.04% : 0.000131s : 1: jit_opt_b 4.00% : 0.013495s : 1: loop_unroll 3.49% : 0.011791s : 1: mutable_eliminate 6.54% : 0.022057s : 26: opt.transform.jit_opt_a 0.04% : 0.000133s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000074s : 4: opt.transform.jit_opt_b 0.01% : 0.000044s : 1: opt.transform.loop_unroll_optimizer 3.24% : 0.010932s : 1: opt.transform.mutable_eliminate 0.02% : 0.000058s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000065s : 4: opt.transform.symbol_engine_opt 3.24% : 0.010920s : 1: opt_after_jit_grad 0.00% : 0.000013s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 3.23% : 0.010903s : 1: process_offload_annotation 3.21% : 0.010846s : 1: py_interpret_to_execute 0.01% : 0.000029s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000028s : 1: remove_dup_value 12.47% : 0.042088s : 1: renormalize.infer 0.16% : 0.000534s : 1: renormalize.specialize 0.00% : 0.000012s : 1: rewriter_after_jit_bprop_graph 7.58% : 0.025564s : 1: rewriter_after_opt_a 0.04% : 0.000129s : 1: rewriter_before_opt_a 0.04% : 0.000124s : 1: symbol_engine_optimizer 19.38% : 0.065404s : 1: type_inference TotalTime = 0.234373, [31] [bootstrap]: 0.0003689 [type_inference]: 0.0714591 [event_method]: 1.754e-05 [auto_monad]: 0.00013243 [graph_reusing]: 5.76e-06 [pre_auto_parallel]: 2.64999e-06 [py_interpret_to_execute]: 3.239e-05 [rewriter_before_opt_a]: 0.0130997 [expand_dump_flag]: 7.48e-06 [jit_opt_a]: 0.0975753, [2] [Cycle 1]: 0.0355105, [27] [switch_simplify]: 5.962e-05 [loop_unroll]: 1.856e-05 [a_1]: 0.00044698 [with_stream_mark]: 3.485e-05 [recompute_prepare]: 1.185e-05 [updatestate_depend_eliminate]: 6.56e-06 [updatestate_assign_eliminate]: 5.37999e-06 [updatestate_loads_eliminate]: 4.85001e-06 [parameter_eliminate]: 0.0112225 [specialize_transform]: 5.69e-05 [updatestate_useless_node_eliminater]: 3.096e-05 [accelerated_algorithm]: 1.184e-05 [meta_shard_fg_expand]: 4.85999e-06 [get_grad_eliminate_]: 9.85002e-06 [merge_forward]: 1.764e-05 [cell_reuse_recompute_pass]: 3.58e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.444e-05 [j_node_and_user_rematch]: 1.377e-05 [meta_fg_expand]: 4.62e-06 [replace_old_param]: 1.418e-05 [inline_without_move]: 7.65e-06 [renormalize]: 0.0122536 [add_forward_monad_depend]: 1.179e-05 [auto_monad_grad]: 2.32001e-06 [auto_monad_eliminator]: 3.067e-05 [cse]: 4.76e-05 [replace_applicator]: 0.0108035 [Cycle 2]: 0.00064641, [27] [switch_simplify]: 2.2e-05 [loop_unroll]: 8.89003e-06 [a_1]: 0.00020074 [with_stream_mark]: 3.501e-05 [recompute_prepare]: 1.033e-05 [updatestate_depend_eliminate]: 6.67002e-06 [updatestate_assign_eliminate]: 5.40999e-06 [updatestate_loads_eliminate]: 4.67e-06 [parameter_eliminate]: 2.50997e-06 [specialize_transform]: 8.3e-06 [updatestate_useless_node_eliminater]: 1.079e-05 [accelerated_algorithm]: 8.64e-06 [meta_shard_fg_expand]: 3.59002e-06 [get_grad_eliminate_]: 7.58999e-06 [merge_forward]: 5.86e-06 [cell_reuse_recompute_pass]: 3.35e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.949e-05 [j_node_and_user_rematch]: 1.281e-05 [meta_fg_expand]: 3.78999e-06 [replace_old_param]: 1.256e-05 [inline_without_move]: 6.93998e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 4.50999e-06 [auto_monad_grad]: 3.11999e-06 [auto_monad_eliminator]: 2.089e-05 [cse]: 4.479e-05 [replace_applicator]: 8.99003e-06 [py_interpret_to_execute_after_opt_a]: 2.319e-05 [rewriter_after_opt_a]: 0.00018233 [convert_after_rewriter]: 1.065e-05 [order_py_execute_after_rewriter]: 6.53e-06 [mutable_eliminate]: 0.0127346 [jit_opt_b]: 8.636e-05, [1] [Cycle 1]: 7.431e-05, [2] [frontend_op_eliminate]: 2.737e-05 [inline_after_opt_a]: 3.055e-05 [cconv]: 0.0108905 [loop_unroll]: 0.00085131 [jit_opt_after_cconv]: 0.0143485, [1] [Cycle 1]: 0.0143316, [11] [c_1]: 0.0106152 [parameter_eliminate]: 8.75001e-06 [updatestate_depend_eliminate]: 2.159e-05 [updatestate_assign_eliminate]: 6.41e-06 [updatestate_loads_eliminate]: 5.25999e-06 [cse]: 0.00339756 [call_graph_tuple_transform]: 7.094e-05 [tuple_list_get_item_eliminator]: 1.081e-05 [none_parameter_eliminate]: 6.96001e-06 [renormalize]: 1.17e-06 [switch_simplify]: 9.58002e-06 [remove_dup_value]: 2.459e-05 [partial_unused_args_eliminate]: 2.79999e-06 [environ_conv]: 1.025e-05 [add_recomputation]: 9.266e-05 [cse_after_recomputation]: 6.78e-05, [1] [Cycle 1]: 5.482e-05, [1] [cse]: 4.509e-05 [auto_monad_reorder]: 2.949e-05 [get_jit_bprop_graph]: 2.77002e-06 [rewriter_after_jit_bprop_graph]: 9.36e-06 [opt_after_jit_grad]: 0.0117654 [symbol_engine_optimizer]: 0.00010579, [1] [Cycle 1]: 9.506e-05, [6] [build]: 8.08999e-06 [elim_shapecalc]: 1.172e-05 [elim_not_effective]: 2.187e-05 [opt_reshape]: 8.85999e-06 [fold_const_symbol]: 1.319e-05 [renormalize]: 1.05001e-06 [process_offload_annotation]: 1.441e-05 [validate]: 5.944e-05 Sums bootstrap : 0.000369s : 0.21% type_inference : 0.071459s : 41.59% event_method : 0.000018s : 0.01% auto_monad : 0.000132s : 0.08% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000032s : 0.02% rewriter_before_opt_a : 0.013100s : 7.62% expand_dump_flag : 0.000007s : 0.00% jit_opt_a.switch_simplify : 0.000082s : 0.05% jit_opt_a.loop_unroll : 0.000027s : 0.02% jit_opt_a.a_1 : 0.000648s : 0.38% jit_opt_a.with_stream_mark : 0.000070s : 0.04% jit_opt_a.recompute_prepare : 0.000022s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.01% jit_opt_a.parameter_eliminate : 0.011225s : 6.53% jit_opt_a.specialize_transform : 0.000065s : 0.04% jit_opt_a.updatestate_useless_node_eliminater : 0.000042s : 0.02% jit_opt_a.accelerated_algorithm : 0.000020s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000008s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.01% jit_opt_a.merge_forward : 0.000023s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000007s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000044s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000027s : 0.02% jit_opt_a.meta_fg_expand : 0.000008s : 0.00% jit_opt_a.replace_old_param : 0.000027s : 0.02% jit_opt_a.inline_without_move : 0.000015s : 0.01% jit_opt_a.renormalize : 0.012254s : 7.13% jit_opt_a.add_forward_monad_depend : 0.000016s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000052s : 0.03% jit_opt_a.cse : 0.000092s : 0.05% jit_opt_a.replace_applicator : 0.010812s : 6.29% py_interpret_to_execute_after_opt_a : 0.000023s : 0.01% rewriter_after_opt_a : 0.000182s : 0.11% convert_after_rewriter : 0.000011s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.012735s : 7.41% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.02% jit_opt_b.inline_after_opt_a : 0.000031s : 0.02% cconv : 0.010890s : 6.34% loop_unroll : 0.000851s : 0.50% jit_opt_after_cconv.c_1 : 0.010615s : 6.18% jit_opt_after_cconv.parameter_eliminate : 0.000009s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000022s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.003398s : 1.98% jit_opt_after_cconv.call_graph_tuple_transform : 0.000071s : 0.04% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000025s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000010s : 0.01% add_recomputation : 0.000093s : 0.05% cse_after_recomputation.cse : 0.000045s : 0.03% auto_monad_reorder : 0.000029s : 0.02% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.01% opt_after_jit_grad : 0.011765s : 6.85% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000014s : 0.01% validate : 0.000059s : 0.03% Time group info: ------[substitution.] 0.010731 43 0.12% : 0.000013s : 2: substitution.depend_value_elim 0.03% : 0.000003s : 4: substitution.elim_not_effective 0.02% : 0.000002s : 4: substitution.fold_const_symbol 0.10% : 0.000010s : 5: substitution.graph_param_transform 1.38% : 0.000148s : 2: substitution.inline 0.05% : 0.000005s : 8: substitution.j_node_and_user_rematch 0.07% : 0.000008s : 8: substitution.remove_not_recompute_node 0.09% : 0.000010s : 2: substitution.replace_old_param 97.97% : 0.010513s : 3: substitution.updatestate_pure_node_eliminater 0.17% : 0.000018s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.071388 2 99.06% : 0.070715s : 1: type_inference.infer 0.94% : 0.000674s : 1: type_inference.specialize ------[replace.] 0.000036 2 100.00% : 0.000036s : 2: replace.inline ------[match.] 0.000147 2 100.00% : 0.000147s : 2: match.inline ------[predicate.] 0.000204 767 1.33% : 0.000003s : 11: predicate.accumulaten_eliminater 2.47% : 0.000005s : 5: predicate.ad_related_special_op_eliminate 1.05% : 0.000002s : 11: predicate.addn_check_dump 0.93% : 0.000002s : 11: predicate.addn_zero_filter 1.53% : 0.000003s : 11: predicate.arithmetic_simplify 0.94% : 0.000002s : 11: predicate.cast_eliminate 0.47% : 0.000001s : 5: predicate.check_bprop_eliminate 0.72% : 0.000001s : 11: predicate.compare_switch_simplify 0.96% : 0.000002s : 11: predicate.depend_value_elim 0.75% : 0.000002s : 11: predicate.dict_get_item_const_eliminator 1.11% : 0.000002s : 11: predicate.dict_get_item_eliminator 0.89% : 0.000002s : 11: predicate.dict_set_item_eliminator 1.38% : 0.000003s : 5: predicate.dumpgradient_eliminate 0.44% : 0.000001s : 5: predicate.elim_not_effective 0.75% : 0.000002s : 5: predicate.elim_shapecalc_of_broadcastargs 0.84% : 0.000002s : 11: predicate.environ_add_const_eliminate 0.74% : 0.000001s : 11: predicate.environ_get_add_eliminate 0.78% : 0.000002s : 11: predicate.environ_get_depend_swap 0.99% : 0.000002s : 11: predicate.environ_get_eliminate 0.77% : 0.000002s : 11: predicate.environ_get_set_eliminate 0.19% : 0.000000s : 5: predicate.fold_const_symbol 1.13% : 0.000002s : 10: predicate.get_grad_eliminate 0.69% : 0.000001s : 5: predicate.graph_param_transform 5.49% : 0.000011s : 23: predicate.inline 0.86% : 0.000002s : 10: predicate.inline_without_move 0.33% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.95% : 0.000004s : 10: predicate.less_batch_normalization 1.04% : 0.000002s : 11: predicate.list_to_tuple_eliminator_ 4.97% : 0.000010s : 16: predicate.load_eliminater 3.51% : 0.000007s : 5: predicate.loop_unroll_after_grad 2.02% : 0.000004s : 20: predicate.loop_unroll_before_grad 2.77% : 0.000006s : 16: predicate.make_slice_get_slice_eliminator 0.80% : 0.000002s : 11: predicate.merge_addn 0.89% : 0.000002s : 11: predicate.minmaximum_grad 4.01% : 0.000008s : 5: predicate.mutable_eliminate 0.44% : 0.000001s : 5: predicate.opt_reshape 1.51% : 0.000003s : 16: predicate.partial_eliminate 0.83% : 0.000002s : 11: predicate.print_const_string_wrapper 1.50% : 0.000003s : 11: predicate.reduce_eliminate 0.91% : 0.000002s : 11: predicate.redundant_stop_gradient_eliminater 0.63% : 0.000001s : 10: predicate.remove_not_recompute_node 2.22% : 0.000005s : 21: predicate.replace_applicator 0.69% : 0.000001s : 10: predicate.replace_old_param 0.55% : 0.000001s : 5: predicate.reset_defer_inline 0.96% : 0.000002s : 11: predicate.reshape_eliminate 0.96% : 0.000002s : 11: predicate.row_tensor_add_zeros_like 1.22% : 0.000002s : 5: predicate.row_tensor_eliminate 1.26% : 0.000003s : 11: predicate.same_eliminate 0.46% : 0.000001s : 10: predicate.set_cell_output_no_recompute 0.95% : 0.000002s : 10: predicate.special_op_eliminate 4.85% : 0.000010s : 10: predicate.specialize_transform 1.02% : 0.000002s : 11: predicate.split_environ_get_set_with_tuple_value 0.85% : 0.000002s : 11: predicate.stack_unstack_eliminate 1.96% : 0.000004s : 5: predicate.switch_call_monad_eliminater 1.10% : 0.000002s : 13: predicate.switch_defer_inline 1.08% : 0.000002s : 13: predicate.switch_layer_defer_inline 6.10% : 0.000012s : 38: predicate.switch_simplify 1.02% : 0.000002s : 11: predicate.tile_eliminate 0.83% : 0.000002s : 11: predicate.transpose_eliminate 0.92% : 0.000002s : 11: predicate.tuple_list_convert_item_index_to_positive 0.87% : 0.000002s : 11: predicate.tuple_list_get_item_depend_reorder 3.80% : 0.000008s : 21: predicate.tuple_list_get_item_eliminator 1.32% : 0.000003s : 11: predicate.tuple_list_set_item_eliminator 0.97% : 0.000002s : 11: predicate.tuple_to_list_eliminator_ 1.23% : 0.000003s : 16: predicate.updatestate_pure_node_eliminater 4.42% : 0.000009s : 26: predicate.updatestate_useless_node_eliminater 1.17% : 0.000002s : 11: predicate.value_based_eliminate 0.37% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.60% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.011334 6 96.99% : 0.010993s : 2: func_graph_cloner_run.FuncGraphClonerGraph 3.01% : 0.000342s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.269182 73 0.04% : 0.000096s : 1: add_recomputation 0.05% : 0.000138s : 1: auto_monad 0.01% : 0.000032s : 1: auto_monad_reorder 0.15% : 0.000399s : 1: bootstrap 4.06% : 0.010929s : 1: cconv 0.01% : 0.000014s : 1: convert_after_rewriter 0.03% : 0.000070s : 1: cse_after_recomputation 0.00% : 0.000013s : 1: environ_conv 0.01% : 0.000023s : 1: event_method 0.01% : 0.000014s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 36.25% : 0.097579s : 1: jit_opt_a 5.33% : 0.014356s : 1: jit_opt_after_cconv 0.03% : 0.000090s : 1: jit_opt_b 0.32% : 0.000870s : 1: loop_unroll 4.74% : 0.012756s : 1: mutable_eliminate 4.38% : 0.011795s : 26: opt.transform.jit_opt_a 3.97% : 0.010692s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000048s : 4: opt.transform.jit_opt_b 0.02% : 0.000040s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000043s : 1: opt.transform.mutable_eliminate 0.02% : 0.000059s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000052s : 4: opt.transform.symbol_engine_opt 4.38% : 0.011790s : 1: opt_after_jit_grad 0.00% : 0.000009s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000017s : 1: process_offload_annotation 0.01% : 0.000035s : 1: py_interpret_to_execute 0.01% : 0.000026s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000027s : 1: remove_dup_value 4.37% : 0.011751s : 1: renormalize.infer 0.18% : 0.000481s : 1: renormalize.specialize 0.00% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.07% : 0.000187s : 1: rewriter_after_opt_a 4.88% : 0.013127s : 1: rewriter_before_opt_a 0.04% : 0.000109s : 1: symbol_engine_optimizer 26.55% : 0.071480s : 1: type_inference TotalTime = 0.261455, [31] [bootstrap]: 0.00044421 [type_inference]: 0.0680413 [event_method]: 1.777e-05 [auto_monad]: 0.0110064 [graph_reusing]: 8.26002e-06 [pre_auto_parallel]: 3.11999e-06 [py_interpret_to_execute]: 5.499e-05 [rewriter_before_opt_a]: 7.663e-05 [expand_dump_flag]: 3.28e-06 [jit_opt_a]: 0.110017, [2] [Cycle 1]: 0.0324216, [27] [switch_simplify]: 6.202e-05 [loop_unroll]: 2.068e-05 [a_1]: 0.0125018 [with_stream_mark]: 3.792e-05 [recompute_prepare]: 1.967e-05 [updatestate_depend_eliminate]: 6.62002e-06 [updatestate_assign_eliminate]: 5.54e-06 [updatestate_loads_eliminate]: 5.19e-06 [parameter_eliminate]: 3.04001e-06 [specialize_transform]: 1.039e-05 [updatestate_useless_node_eliminater]: 1.512e-05 [accelerated_algorithm]: 9.51e-06 [meta_shard_fg_expand]: 4.16001e-06 [get_grad_eliminate_]: 9.54e-06 [merge_forward]: 6.83998e-06 [cell_reuse_recompute_pass]: 1.26997e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.272e-05 [j_node_and_user_rematch]: 1.637e-05 [meta_fg_expand]: 4.34002e-06 [replace_old_param]: 1.396e-05 [inline_without_move]: 9.23002e-06 [renormalize]: 0.0192014 [add_forward_monad_depend]: 1.189e-05 [auto_monad_grad]: 2.79999e-06 [auto_monad_eliminator]: 3.221e-05 [cse]: 6.489e-05 [replace_applicator]: 3.262e-05 [Cycle 2]: 0.0115655, [27] [switch_simplify]: 1.039e-05 [loop_unroll]: 8.51002e-06 [a_1]: 0.0110564 [with_stream_mark]: 4.286e-05 [recompute_prepare]: 1.766e-05 [updatestate_depend_eliminate]: 7.43e-06 [updatestate_assign_eliminate]: 6.06e-06 [updatestate_loads_eliminate]: 5.63997e-06 [parameter_eliminate]: 3.13e-06 [specialize_transform]: 1.006e-05 [updatestate_useless_node_eliminater]: 1.311e-05 [accelerated_algorithm]: 1.004e-05 [meta_shard_fg_expand]: 3.25e-06 [get_grad_eliminate_]: 8.63001e-06 [merge_forward]: 6.46999e-06 [cell_reuse_recompute_pass]: 3.04999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.393e-05 [j_node_and_user_rematch]: 1.438e-05 [meta_fg_expand]: 4.55001e-06 [replace_old_param]: 1.382e-05 [inline_without_move]: 8.37e-06 [renormalize]: 1.59984e-07 [add_forward_monad_depend]: 4.97e-06 [auto_monad_grad]: 3.83999e-06 [auto_monad_eliminator]: 2.504e-05 [cse]: 5.915e-05 [replace_applicator]: 9.74e-06 [py_interpret_to_execute_after_opt_a]: 2.499e-05 [rewriter_after_opt_a]: 0.00018045 [convert_after_rewriter]: 1.15e-05 [order_py_execute_after_rewriter]: 8.94998e-06 [mutable_eliminate]: 0.0343983 [jit_opt_b]: 0.00017968, [1] [Cycle 1]: 0.00014792, [2] [frontend_op_eliminate]: 6.862e-05 [inline_after_opt_a]: 3.403e-05 [cconv]: 4.679e-05 [loop_unroll]: 0.0105997 [jit_opt_after_cconv]: 0.00029571, [1] [Cycle 1]: 0.00028414, [11] [c_1]: 7.152e-05 [parameter_eliminate]: 7.51001e-06 [updatestate_depend_eliminate]: 1.841e-05 [updatestate_assign_eliminate]: 5.72999e-06 [updatestate_loads_eliminate]: 5.64998e-06 [cse]: 6.586e-05 [call_graph_tuple_transform]: 2.773e-05 [tuple_list_get_item_eliminator]: 1.046e-05 [none_parameter_eliminate]: 1.79e-06 [renormalize]: 1.07e-06 [switch_simplify]: 9.91e-06 [remove_dup_value]: 2.978e-05 [partial_unused_args_eliminate]: 3.73999e-06 [environ_conv]: 1.02e-05 [add_recomputation]: 9.625e-05 [cse_after_recomputation]: 4.123e-05, [1] [Cycle 1]: 3.367e-05, [1] [cse]: 2.621e-05 [auto_monad_reorder]: 2.812e-05 [get_jit_bprop_graph]: 2.29001e-06 [rewriter_after_jit_bprop_graph]: 1.12e-05 [opt_after_jit_grad]: 0.00970161 [symbol_engine_optimizer]: 0.0122606, [1] [Cycle 1]: 0.0122453, [6] [build]: 1.065e-05 [elim_shapecalc]: 1.492e-05 [elim_not_effective]: 0.0120842 [opt_reshape]: 2.663e-05 [fold_const_symbol]: 1.747e-05 [renormalize]: 8.79983e-07 [process_offload_annotation]: 2.222e-05 [validate]: 8.292e-05 Sums bootstrap : 0.000444s : 0.23% type_inference : 0.068041s : 35.64% event_method : 0.000018s : 0.01% auto_monad : 0.011006s : 5.76% graph_reusing : 0.000008s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000055s : 0.03% rewriter_before_opt_a : 0.000077s : 0.04% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000072s : 0.04% jit_opt_a.loop_unroll : 0.000029s : 0.02% jit_opt_a.a_1 : 0.023558s : 12.34% jit_opt_a.with_stream_mark : 0.000081s : 0.04% jit_opt_a.recompute_prepare : 0.000037s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.01% jit_opt_a.parameter_eliminate : 0.000006s : 0.00% jit_opt_a.specialize_transform : 0.000020s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.01% jit_opt_a.accelerated_algorithm : 0.000020s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000007s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000047s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.02% jit_opt_a.meta_fg_expand : 0.000009s : 0.00% jit_opt_a.replace_old_param : 0.000028s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.019202s : 10.06% jit_opt_a.add_forward_monad_depend : 0.000017s : 0.01% jit_opt_a.auto_monad_grad : 0.000007s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000057s : 0.03% jit_opt_a.cse : 0.000124s : 0.06% jit_opt_a.replace_applicator : 0.000042s : 0.02% py_interpret_to_execute_after_opt_a : 0.000025s : 0.01% rewriter_after_opt_a : 0.000180s : 0.09% convert_after_rewriter : 0.000012s : 0.01% order_py_execute_after_rewriter : 0.000009s : 0.00% mutable_eliminate : 0.034398s : 18.02% jit_opt_b.frontend_op_eliminate : 0.000069s : 0.04% jit_opt_b.inline_after_opt_a : 0.000034s : 0.02% cconv : 0.000047s : 0.02% loop_unroll : 0.010600s : 5.55% jit_opt_after_cconv.c_1 : 0.000072s : 0.04% jit_opt_after_cconv.parameter_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000018s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000066s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000030s : 0.02% partial_unused_args_eliminate : 0.000004s : 0.00% environ_conv : 0.000010s : 0.01% add_recomputation : 0.000096s : 0.05% cse_after_recomputation.cse : 0.000026s : 0.01% auto_monad_reorder : 0.000028s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000011s : 0.01% opt_after_jit_grad : 0.009702s : 5.08% symbol_engine_optimizer.build : 0.000011s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000015s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.012084s : 6.33% symbol_engine_optimizer.opt_reshape : 0.000027s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000022s : 0.01% validate : 0.000083s : 0.04% Time group info: ------[substitution.] 0.000338 52 11.37% : 0.000038s : 2: substitution.cast_eliminate 4.85% : 0.000016s : 2: substitution.depend_value_elim 1.89% : 0.000006s : 5: substitution.elim_not_effective 0.76% : 0.000003s : 5: substitution.fold_const_symbol 2.46% : 0.000008s : 6: substitution.graph_param_transform 58.84% : 0.000199s : 2: substitution.inline 1.86% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.05% : 0.000010s : 10: substitution.remove_not_recompute_node 2.72% : 0.000009s : 2: substitution.replace_old_param 7.47% : 0.000025s : 3: substitution.updatestate_pure_node_eliminater 4.73% : 0.000016s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.067962 2 98.87% : 0.067197s : 1: type_inference.infer 1.13% : 0.000765s : 1: type_inference.specialize ------[replace.] 0.000044 2 100.00% : 0.000044s : 2: replace.inline ------[match.] 0.000192 2 100.00% : 0.000192s : 2: match.inline ------[predicate.] 0.000270 906 1.32% : 0.000004s : 13: predicate.accumulaten_eliminater 10.20% : 0.000028s : 6: predicate.ad_related_special_op_eliminate 0.74% : 0.000002s : 13: predicate.addn_check_dump 1.00% : 0.000003s : 13: predicate.addn_zero_filter 2.62% : 0.000007s : 13: predicate.arithmetic_simplify 0.85% : 0.000002s : 13: predicate.cast_eliminate 0.44% : 0.000001s : 6: predicate.check_bprop_eliminate 0.90% : 0.000002s : 13: predicate.compare_switch_simplify 1.01% : 0.000003s : 13: predicate.depend_value_elim 0.73% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.07% : 0.000003s : 13: predicate.dict_get_item_eliminator 0.79% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.33% : 0.000004s : 6: predicate.dumpgradient_eliminate 0.68% : 0.000002s : 6: predicate.elim_not_effective 0.64% : 0.000002s : 6: predicate.elim_shapecalc_of_broadcastargs 1.12% : 0.000003s : 13: predicate.environ_add_const_eliminate 0.87% : 0.000002s : 13: predicate.environ_get_add_eliminate 0.81% : 0.000002s : 13: predicate.environ_get_depend_swap 0.94% : 0.000003s : 13: predicate.environ_get_eliminate 0.70% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.18% : 0.000000s : 6: predicate.fold_const_symbol 0.81% : 0.000002s : 12: predicate.get_grad_eliminate 0.28% : 0.000001s : 6: predicate.graph_param_transform 5.60% : 0.000015s : 27: predicate.inline 0.85% : 0.000002s : 12: predicate.inline_without_move 0.29% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.16% : 0.000003s : 12: predicate.less_batch_normalization 0.94% : 0.000003s : 13: predicate.list_to_tuple_eliminator_ 1.54% : 0.000004s : 19: predicate.load_eliminater 3.34% : 0.000009s : 6: predicate.loop_unroll_after_grad 1.53% : 0.000004s : 22: predicate.loop_unroll_before_grad 1.59% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 0.70% : 0.000002s : 13: predicate.merge_addn 0.86% : 0.000002s : 13: predicate.minmaximum_grad 4.82% : 0.000013s : 6: predicate.mutable_eliminate 1.94% : 0.000005s : 6: predicate.opt_reshape 1.61% : 0.000004s : 19: predicate.partial_eliminate 0.84% : 0.000002s : 13: predicate.print_const_string_wrapper 1.49% : 0.000004s : 13: predicate.reduce_eliminate 0.94% : 0.000003s : 13: predicate.redundant_stop_gradient_eliminater 0.40% : 0.000001s : 12: predicate.remove_not_recompute_node 1.03% : 0.000003s : 25: predicate.replace_applicator 0.58% : 0.000002s : 12: predicate.replace_old_param 0.50% : 0.000001s : 6: predicate.reset_defer_inline 1.18% : 0.000003s : 13: predicate.reshape_eliminate 1.04% : 0.000003s : 13: predicate.row_tensor_add_zeros_like 0.92% : 0.000003s : 6: predicate.row_tensor_eliminate 0.90% : 0.000002s : 13: predicate.same_eliminate 0.44% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.07% : 0.000003s : 12: predicate.special_op_eliminate 1.05% : 0.000003s : 12: predicate.specialize_transform 1.29% : 0.000003s : 13: predicate.split_environ_get_set_with_tuple_value 1.12% : 0.000003s : 13: predicate.stack_unstack_eliminate 0.43% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.97% : 0.000005s : 15: predicate.switch_defer_inline 1.14% : 0.000003s : 15: predicate.switch_layer_defer_inline 3.47% : 0.000009s : 43: predicate.switch_simplify 4.14% : 0.000011s : 13: predicate.tile_eliminate 0.93% : 0.000003s : 13: predicate.transpose_eliminate 1.20% : 0.000003s : 13: predicate.tuple_list_convert_item_index_to_positive 0.91% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.49% : 0.000009s : 25: predicate.tuple_list_get_item_eliminator 1.32% : 0.000004s : 13: predicate.tuple_list_set_item_eliminator 0.98% : 0.000003s : 13: predicate.tuple_to_list_eliminator_ 1.31% : 0.000004s : 19: predicate.updatestate_pure_node_eliminater 2.67% : 0.000007s : 31: predicate.updatestate_useless_node_eliminater 1.47% : 0.000004s : 13: predicate.value_based_eliminate 0.35% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 2.62% : 0.000007s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000519 6 28.45% : 0.000148s : 2: func_graph_cloner_run.FuncGraphClonerGraph 71.55% : 0.000372s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.332176 73 0.03% : 0.000102s : 1: add_recomputation 3.32% : 0.011033s : 1: auto_monad 0.01% : 0.000031s : 1: auto_monad_reorder 0.14% : 0.000473s : 1: bootstrap 0.02% : 0.000050s : 1: cconv 0.00% : 0.000014s : 1: convert_after_rewriter 0.01% : 0.000044s : 1: cse_after_recomputation 0.00% : 0.000013s : 1: environ_conv 0.01% : 0.000023s : 1: event_method 0.00% : 0.000007s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000014s : 1: graph_reusing 33.12% : 0.110022s : 1: jit_opt_a 0.09% : 0.000301s : 1: jit_opt_after_cconv 0.06% : 0.000187s : 1: jit_opt_b 3.20% : 0.010631s : 1: loop_unroll 11.36% : 0.037750s : 1: mutable_eliminate 7.20% : 0.023901s : 26: opt.transform.jit_opt_a 0.03% : 0.000116s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000085s : 4: opt.transform.jit_opt_b 0.02% : 0.000054s : 1: opt.transform.loop_unroll_optimizer 4.64% : 0.015417s : 1: opt.transform.mutable_eliminate 0.03% : 0.000085s : 1: opt.transform.opt_after_jit_grad 3.65% : 0.012132s : 4: opt.transform.symbol_engine_opt 2.93% : 0.009726s : 1: opt_after_jit_grad 0.00% : 0.000011s : 1: order_py_execute_after_rewriter 0.00% : 0.000006s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000025s : 1: process_offload_annotation 0.02% : 0.000058s : 1: py_interpret_to_execute 0.01% : 0.000028s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000032s : 1: remove_dup_value 5.62% : 0.018652s : 1: renormalize.infer 0.16% : 0.000530s : 1: renormalize.specialize 0.00% : 0.000013s : 1: rewriter_after_jit_bprop_graph 0.06% : 0.000185s : 1: rewriter_after_opt_a 0.02% : 0.000080s : 1: rewriter_before_opt_a 3.69% : 0.012267s : 1: symbol_engine_optimizer 20.49% : 0.068068s : 1: type_inference TotalTime = 0.0159557, [31] [bootstrap]: 0.00200028 [type_inference]: 0.0042093 [event_method]: 1.502e-05 [auto_monad]: 0.00012645 [graph_reusing]: 5.59e-06 [pre_auto_parallel]: 2.76e-06 [py_interpret_to_execute]: 2.644e-05 [rewriter_before_opt_a]: 6.106e-05 [expand_dump_flag]: 3.29001e-06 [jit_opt_a]: 0.00639567, [2] [Cycle 1]: 0.00213777, [27] [switch_simplify]: 5.295e-05 [loop_unroll]: 1.92e-05 [a_1]: 0.0004671 [with_stream_mark]: 3.471e-05 [recompute_prepare]: 1.413e-05 [updatestate_depend_eliminate]: 7.83001e-06 [updatestate_assign_eliminate]: 5.94999e-06 [updatestate_loads_eliminate]: 5.35999e-06 [parameter_eliminate]: 1.97999e-06 [specialize_transform]: 3.139e-05 [updatestate_useless_node_eliminater]: 1.842e-05 [accelerated_algorithm]: 9.75002e-06 [meta_shard_fg_expand]: 3.18998e-06 [get_grad_eliminate_]: 1.019e-05 [merge_forward]: 7.13e-06 [cell_reuse_recompute_pass]: 1.45001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.174e-05 [j_node_and_user_rematch]: 1.632e-05 [meta_fg_expand]: 3.54002e-06 [replace_old_param]: 1.386e-05 [inline_without_move]: 8.97999e-06 [renormalize]: 0.00104791 [add_forward_monad_depend]: 7.86001e-06 [auto_monad_grad]: 3.00998e-06 [auto_monad_eliminator]: 2.589e-05 [cse]: 5.122e-05 [replace_applicator]: 2.336e-05 [Cycle 2]: 0.00055655, [27] [switch_simplify]: 1.003e-05 [loop_unroll]: 8.47e-06 [a_1]: 0.00020973 [with_stream_mark]: 1.818e-05 [recompute_prepare]: 8.71002e-06 [updatestate_depend_eliminate]: 6.30002e-06 [updatestate_assign_eliminate]: 5.51002e-06 [updatestate_loads_eliminate]: 5.35999e-06 [parameter_eliminate]: 1.92001e-06 [specialize_transform]: 9.41e-06 [updatestate_useless_node_eliminater]: 1.171e-05 [accelerated_algorithm]: 9.20001e-06 [meta_shard_fg_expand]: 2.49999e-06 [get_grad_eliminate_]: 8.3e-06 [merge_forward]: 5.74e-06 [cell_reuse_recompute_pass]: 2.53003e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.982e-05 [j_node_and_user_rematch]: 1.406e-05 [meta_fg_expand]: 3.2e-06 [replace_old_param]: 1.221e-05 [inline_without_move]: 8.97999e-06 [renormalize]: 7.99773e-08 [add_forward_monad_depend]: 2.06e-06 [auto_monad_grad]: 1.57001e-06 [auto_monad_eliminator]: 1.319e-05 [cse]: 2.527e-05 [replace_applicator]: 1.088e-05 [py_interpret_to_execute_after_opt_a]: 1.885e-05 [rewriter_after_opt_a]: 0.0001857 [convert_after_rewriter]: 1.378e-05 [order_py_execute_after_rewriter]: 7.31001e-06 [mutable_eliminate]: 0.00073586 [jit_opt_b]: 7.821e-05, [1] [Cycle 1]: 6.89e-05, [2] [frontend_op_eliminate]: 2.85e-05 [inline_after_opt_a]: 2.726e-05 [cconv]: 3.725e-05 [loop_unroll]: 0.00052783 [jit_opt_after_cconv]: 0.0002988, [1] [Cycle 1]: 0.00029047, [11] [c_1]: 5.56e-05 [parameter_eliminate]: 6.06e-06 [updatestate_depend_eliminate]: 1.282e-05 [updatestate_assign_eliminate]: 5.78997e-06 [updatestate_loads_eliminate]: 4.89e-06 [cse]: 9.643e-05 [call_graph_tuple_transform]: 2.87e-05 [tuple_list_get_item_eliminator]: 9.54e-06 [none_parameter_eliminate]: 1.94e-06 [renormalize]: 5.69999e-07 [switch_simplify]: 1.002e-05 [remove_dup_value]: 2.376e-05 [partial_unused_args_eliminate]: 2.07001e-06 [environ_conv]: 7.76001e-06 [add_recomputation]: 8.29e-05 [cse_after_recomputation]: 3.616e-05, [1] [Cycle 1]: 2.915e-05, [1] [cse]: 2.219e-05 [auto_monad_reorder]: 2.851e-05 [get_jit_bprop_graph]: 2.39999e-06 [rewriter_after_jit_bprop_graph]: 9.70002e-06 [opt_after_jit_grad]: 0.00060369 [symbol_engine_optimizer]: 0.00010313, [1] [Cycle 1]: 9.571e-05, [6] [build]: 6.78998e-06 [elim_shapecalc]: 1.272e-05 [elim_not_effective]: 2.21e-05 [opt_reshape]: 9.43002e-06 [fold_const_symbol]: 1.496e-05 [renormalize]: 7.30011e-07 [process_offload_annotation]: 1.536e-05 [validate]: 6.012e-05 Sums bootstrap : 0.002000s : 17.33% type_inference : 0.004209s : 36.48% event_method : 0.000015s : 0.13% auto_monad : 0.000126s : 1.10% graph_reusing : 0.000006s : 0.05% pre_auto_parallel : 0.000003s : 0.02% py_interpret_to_execute : 0.000026s : 0.23% rewriter_before_opt_a : 0.000061s : 0.53% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000063s : 0.55% jit_opt_a.loop_unroll : 0.000028s : 0.24% jit_opt_a.a_1 : 0.000677s : 5.87% jit_opt_a.with_stream_mark : 0.000053s : 0.46% jit_opt_a.recompute_prepare : 0.000023s : 0.20% jit_opt_a.updatestate_depend_eliminate : 0.000014s : 0.12% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.10% jit_opt_a.updatestate_loads_eliminate : 0.000011s : 0.09% jit_opt_a.parameter_eliminate : 0.000004s : 0.03% jit_opt_a.specialize_transform : 0.000041s : 0.35% jit_opt_a.updatestate_useless_node_eliminater : 0.000030s : 0.26% jit_opt_a.accelerated_algorithm : 0.000019s : 0.16% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.16% jit_opt_a.merge_forward : 0.000013s : 0.11% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000042s : 0.36% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.26% jit_opt_a.meta_fg_expand : 0.000007s : 0.06% jit_opt_a.replace_old_param : 0.000026s : 0.23% jit_opt_a.inline_without_move : 0.000018s : 0.16% jit_opt_a.renormalize : 0.001048s : 9.08% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.09% jit_opt_a.auto_monad_grad : 0.000005s : 0.04% jit_opt_a.auto_monad_eliminator : 0.000039s : 0.34% jit_opt_a.cse : 0.000076s : 0.66% jit_opt_a.replace_applicator : 0.000034s : 0.30% py_interpret_to_execute_after_opt_a : 0.000019s : 0.16% rewriter_after_opt_a : 0.000186s : 1.61% convert_after_rewriter : 0.000014s : 0.12% order_py_execute_after_rewriter : 0.000007s : 0.06% mutable_eliminate : 0.000736s : 6.38% jit_opt_b.frontend_op_eliminate : 0.000028s : 0.25% jit_opt_b.inline_after_opt_a : 0.000027s : 0.24% cconv : 0.000037s : 0.32% loop_unroll : 0.000528s : 4.57% jit_opt_after_cconv.c_1 : 0.000056s : 0.48% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.05% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000013s : 0.11% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.05% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.04% jit_opt_after_cconv.cse : 0.000096s : 0.84% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.25% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.09% remove_dup_value : 0.000024s : 0.21% partial_unused_args_eliminate : 0.000002s : 0.02% environ_conv : 0.000008s : 0.07% add_recomputation : 0.000083s : 0.72% cse_after_recomputation.cse : 0.000022s : 0.19% auto_monad_reorder : 0.000029s : 0.25% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000010s : 0.08% opt_after_jit_grad : 0.000604s : 5.23% symbol_engine_optimizer.build : 0.000007s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.19% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.13% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000015s : 0.13% validate : 0.000060s : 0.52% Time group info: ------[substitution.] 0.000234 52 12.20% : 0.000028s : 2: substitution.cast_eliminate 4.87% : 0.000011s : 2: substitution.depend_value_elim 1.96% : 0.000005s : 5: substitution.elim_not_effective 1.04% : 0.000002s : 5: substitution.fold_const_symbol 3.45% : 0.000008s : 6: substitution.graph_param_transform 57.72% : 0.000135s : 2: substitution.inline 2.44% : 0.000006s : 10: substitution.j_node_and_user_rematch 3.36% : 0.000008s : 10: substitution.remove_not_recompute_node 3.00% : 0.000007s : 2: substitution.replace_old_param 5.43% : 0.000013s : 3: substitution.updatestate_pure_node_eliminater 4.52% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004150 2 86.68% : 0.003598s : 1: type_inference.infer 13.32% : 0.000553s : 1: type_inference.specialize ------[replace.] 0.000031 2 100.00% : 0.000031s : 2: replace.inline ------[match.] 0.000133 2 100.00% : 0.000133s : 2: match.inline ------[predicate.] 0.000157 906 1.36% : 0.000002s : 13: predicate.accumulaten_eliminater 1.58% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 1.06% : 0.000002s : 13: predicate.addn_check_dump 1.17% : 0.000002s : 13: predicate.addn_zero_filter 1.62% : 0.000003s : 13: predicate.arithmetic_simplify 1.55% : 0.000002s : 13: predicate.cast_eliminate 0.78% : 0.000001s : 6: predicate.check_bprop_eliminate 1.08% : 0.000002s : 13: predicate.compare_switch_simplify 1.34% : 0.000002s : 13: predicate.depend_value_elim 1.10% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.17% : 0.000002s : 13: predicate.dict_get_item_eliminator 1.43% : 0.000002s : 13: predicate.dict_set_item_eliminator 1.29% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.48% : 0.000001s : 6: predicate.elim_not_effective 0.82% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.21% : 0.000002s : 13: predicate.environ_add_const_eliminate 1.11% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.04% : 0.000002s : 13: predicate.environ_get_depend_swap 1.20% : 0.000002s : 13: predicate.environ_get_eliminate 1.06% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.31% : 0.000000s : 6: predicate.fold_const_symbol 1.29% : 0.000002s : 12: predicate.get_grad_eliminate 0.32% : 0.000001s : 6: predicate.graph_param_transform 5.48% : 0.000009s : 27: predicate.inline 1.36% : 0.000002s : 12: predicate.inline_without_move 0.56% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.72% : 0.000003s : 12: predicate.less_batch_normalization 1.12% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.78% : 0.000003s : 19: predicate.load_eliminater 2.01% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.18% : 0.000003s : 22: predicate.loop_unroll_before_grad 1.83% : 0.000003s : 19: predicate.make_slice_get_slice_eliminator 1.03% : 0.000002s : 13: predicate.merge_addn 1.40% : 0.000002s : 13: predicate.minmaximum_grad 2.01% : 0.000003s : 6: predicate.mutable_eliminate 0.68% : 0.000001s : 6: predicate.opt_reshape 2.27% : 0.000004s : 19: predicate.partial_eliminate 1.29% : 0.000002s : 13: predicate.print_const_string_wrapper 1.60% : 0.000003s : 13: predicate.reduce_eliminate 1.11% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 0.71% : 0.000001s : 12: predicate.remove_not_recompute_node 1.69% : 0.000003s : 25: predicate.replace_applicator 0.97% : 0.000002s : 12: predicate.replace_old_param 0.60% : 0.000001s : 6: predicate.reset_defer_inline 1.10% : 0.000002s : 13: predicate.reshape_eliminate 1.78% : 0.000003s : 13: predicate.row_tensor_add_zeros_like 1.04% : 0.000002s : 6: predicate.row_tensor_eliminate 1.29% : 0.000002s : 13: predicate.same_eliminate 0.69% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.40% : 0.000002s : 12: predicate.special_op_eliminate 1.66% : 0.000003s : 12: predicate.specialize_transform 1.40% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.27% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.71% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.52% : 0.000002s : 15: predicate.switch_defer_inline 1.43% : 0.000002s : 15: predicate.switch_layer_defer_inline 6.01% : 0.000009s : 43: predicate.switch_simplify 1.11% : 0.000002s : 13: predicate.tile_eliminate 1.22% : 0.000002s : 13: predicate.transpose_eliminate 1.22% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.11% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 4.01% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.34% : 0.000002s : 13: predicate.tuple_list_set_item_eliminator 1.15% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.66% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 4.21% : 0.000007s : 31: predicate.updatestate_useless_node_eliminater 1.42% : 0.000002s : 13: predicate.value_based_eliminate 0.57% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.93% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000354 6 31.15% : 0.000110s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.85% : 0.000244s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.018160 73 0.48% : 0.000086s : 1: add_recomputation 0.72% : 0.000131s : 1: auto_monad 0.17% : 0.000032s : 1: auto_monad_reorder 11.16% : 0.002027s : 1: bootstrap 0.22% : 0.000040s : 1: cconv 0.09% : 0.000017s : 1: convert_after_rewriter 0.21% : 0.000038s : 1: cse_after_recomputation 0.05% : 0.000010s : 1: environ_conv 0.11% : 0.000020s : 1: event_method 0.04% : 0.000007s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.04% : 0.000008s : 1: graph_reusing 35.24% : 0.006400s : 1: jit_opt_a 1.66% : 0.000302s : 1: jit_opt_after_cconv 0.45% : 0.000081s : 1: jit_opt_b 2.97% : 0.000539s : 1: loop_unroll 4.13% : 0.000751s : 1: mutable_eliminate 5.59% : 0.001014s : 26: opt.transform.jit_opt_a 0.55% : 0.000100s : 4: opt.transform.jit_opt_after_cconv 0.27% : 0.000049s : 4: opt.transform.jit_opt_b 0.11% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.13% : 0.000024s : 1: opt.transform.mutable_eliminate 0.20% : 0.000037s : 1: opt.transform.opt_after_jit_grad 0.31% : 0.000056s : 4: opt.transform.symbol_engine_opt 3.38% : 0.000614s : 1: opt_after_jit_grad 0.05% : 0.000010s : 1: order_py_execute_after_rewriter 0.02% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.10% : 0.000018s : 1: process_offload_annotation 0.16% : 0.000029s : 1: py_interpret_to_execute 0.12% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000027s : 1: remove_dup_value 3.26% : 0.000592s : 1: renormalize.infer 2.45% : 0.000445s : 1: renormalize.specialize 0.07% : 0.000012s : 1: rewriter_after_jit_bprop_graph 1.06% : 0.000193s : 1: rewriter_after_opt_a 0.35% : 0.000064s : 1: rewriter_before_opt_a 0.58% : 0.000106s : 1: symbol_engine_optimizer 23.29% : 0.004229s : 1: type_inference TotalTime = 0.08661, [31] [bootstrap]: 0.00037024 [type_inference]: 0.00458111 [event_method]: 1.555e-05 [auto_monad]: 0.00013757 [graph_reusing]: 5.66e-06 [pre_auto_parallel]: 2.24999e-06 [py_interpret_to_execute]: 3.782e-05 [rewriter_before_opt_a]: 6.819e-05 [expand_dump_flag]: 3.08e-06 [jit_opt_a]: 0.078286, [2] [Cycle 1]: 0.00214591, [27] [switch_simplify]: 5.213e-05 [loop_unroll]: 1.898e-05 [a_1]: 0.00047447 [with_stream_mark]: 3.292e-05 [recompute_prepare]: 1.187e-05 [updatestate_depend_eliminate]: 7.05998e-06 [updatestate_assign_eliminate]: 5.72999e-06 [updatestate_loads_eliminate]: 5.51e-06 [parameter_eliminate]: 1.76e-06 [specialize_transform]: 9.96e-06 [updatestate_useless_node_eliminater]: 1.128e-05 [accelerated_algorithm]: 9.22999e-06 [meta_shard_fg_expand]: 3.22002e-06 [get_grad_eliminate_]: 8.85999e-06 [merge_forward]: 6.46999e-06 [cell_reuse_recompute_pass]: 1.27e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.08e-05 [j_node_and_user_rematch]: 1.481e-05 [meta_fg_expand]: 3.60998e-06 [replace_old_param]: 1.43e-05 [inline_without_move]: 8.93002e-06 [renormalize]: 0.00105365 [add_forward_monad_depend]: 6.21998e-06 [auto_monad_grad]: 2.97002e-06 [auto_monad_eliminator]: 6.802e-05 [cse]: 6.62e-05 [replace_applicator]: 2.312e-05 [Cycle 2]: 0.0721514, [27] [switch_simplify]: 9.91e-06 [loop_unroll]: 8.21002e-06 [a_1]: 0.0002096 [with_stream_mark]: 1.802e-05 [recompute_prepare]: 8.86002e-06 [updatestate_depend_eliminate]: 5.61e-06 [updatestate_assign_eliminate]: 4.85999e-06 [updatestate_loads_eliminate]: 4.90001e-06 [parameter_eliminate]: 1.39e-06 [specialize_transform]: 8.52e-06 [updatestate_useless_node_eliminater]: 0.0714423 [accelerated_algorithm]: 2.042e-05 [meta_shard_fg_expand]: 4.27998e-06 [get_grad_eliminate_]: 9.57001e-06 [merge_forward]: 1.861e-05 [cell_reuse_recompute_pass]: 3.53e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.754e-05 [j_node_and_user_rematch]: 1.516e-05 [meta_fg_expand]: 4.36002e-06 [replace_old_param]: 1.614e-05 [inline_without_move]: 9.66e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.036e-05 [auto_monad_grad]: 2.91999e-06 [auto_monad_eliminator]: 3.139e-05 [cse]: 6.058e-05 [replace_applicator]: 1.196e-05 [py_interpret_to_execute_after_opt_a]: 2.336e-05 [rewriter_after_opt_a]: 0.00016859 [convert_after_rewriter]: 1.103e-05 [order_py_execute_after_rewriter]: 7.31001e-06 [mutable_eliminate]: 0.00081797 [jit_opt_b]: 9.011e-05, [1] [Cycle 1]: 7.964e-05, [2] [frontend_op_eliminate]: 3.446e-05 [inline_after_opt_a]: 3.136e-05 [cconv]: 4.092e-05 [loop_unroll]: 0.00050882 [jit_opt_after_cconv]: 0.00025516, [1] [Cycle 1]: 0.00024717, [11] [c_1]: 5.898e-05 [parameter_eliminate]: 5.02e-06 [updatestate_depend_eliminate]: 1.142e-05 [updatestate_assign_eliminate]: 5.97999e-06 [updatestate_loads_eliminate]: 5.62001e-06 [cse]: 5.272e-05 [call_graph_tuple_transform]: 2.927e-05 [tuple_list_get_item_eliminator]: 9.24e-06 [none_parameter_eliminate]: 1.59e-06 [renormalize]: 7.09988e-07 [switch_simplify]: 9.56e-06 [remove_dup_value]: 2.6e-05 [partial_unused_args_eliminate]: 2.74999e-06 [environ_conv]: 8.94998e-06 [add_recomputation]: 8.007e-05 [cse_after_recomputation]: 3.884e-05, [1] [Cycle 1]: 3.2e-05, [1] [cse]: 2.463e-05 [auto_monad_reorder]: 2.832e-05 [get_jit_bprop_graph]: 2.07999e-06 [rewriter_after_jit_bprop_graph]: 6.88e-06 [opt_after_jit_grad]: 0.00057737 [symbol_engine_optimizer]: 0.00010428, [1] [Cycle 1]: 9.663e-05, [6] [build]: 6.11e-06 [elim_shapecalc]: 1.43e-05 [elim_not_effective]: 2.038e-05 [opt_reshape]: 1.115e-05 [fold_const_symbol]: 1.514e-05 [renormalize]: 8.10018e-07 [process_offload_annotation]: 1.641e-05 [validate]: 6.203e-05 Sums bootstrap : 0.000370s : 0.45% type_inference : 0.004581s : 5.60% event_method : 0.000016s : 0.02% auto_monad : 0.000138s : 0.17% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000038s : 0.05% rewriter_before_opt_a : 0.000068s : 0.08% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000062s : 0.08% jit_opt_a.loop_unroll : 0.000027s : 0.03% jit_opt_a.a_1 : 0.000684s : 0.84% jit_opt_a.with_stream_mark : 0.000051s : 0.06% jit_opt_a.recompute_prepare : 0.000021s : 0.03% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.02% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.01% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000018s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.071454s : 87.28% jit_opt_a.accelerated_algorithm : 0.000030s : 0.04% jit_opt_a.meta_shard_fg_expand : 0.000007s : 0.01% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.02% jit_opt_a.merge_forward : 0.000025s : 0.03% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.01% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000048s : 0.06% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.04% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000030s : 0.04% jit_opt_a.inline_without_move : 0.000019s : 0.02% jit_opt_a.renormalize : 0.001054s : 1.29% jit_opt_a.add_forward_monad_depend : 0.000017s : 0.02% jit_opt_a.auto_monad_grad : 0.000006s : 0.01% jit_opt_a.auto_monad_eliminator : 0.000099s : 0.12% jit_opt_a.cse : 0.000127s : 0.15% jit_opt_a.replace_applicator : 0.000035s : 0.04% py_interpret_to_execute_after_opt_a : 0.000023s : 0.03% rewriter_after_opt_a : 0.000169s : 0.21% convert_after_rewriter : 0.000011s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.01% mutable_eliminate : 0.000818s : 1.00% jit_opt_b.frontend_op_eliminate : 0.000034s : 0.04% jit_opt_b.inline_after_opt_a : 0.000031s : 0.04% cconv : 0.000041s : 0.05% loop_unroll : 0.000509s : 0.62% jit_opt_after_cconv.c_1 : 0.000059s : 0.07% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.01% jit_opt_after_cconv.cse : 0.000053s : 0.06% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.04% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.01% remove_dup_value : 0.000026s : 0.03% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000080s : 0.10% cse_after_recomputation.cse : 0.000025s : 0.03% auto_monad_reorder : 0.000028s : 0.03% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.01% opt_after_jit_grad : 0.000577s : 0.71% symbol_engine_optimizer.build : 0.000006s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.02% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.02% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000016s : 0.02% validate : 0.000062s : 0.08% Time group info: ------[substitution.] 0.000232 52 10.68% : 0.000025s : 2: substitution.cast_eliminate 4.32% : 0.000010s : 2: substitution.depend_value_elim 1.33% : 0.000003s : 5: substitution.elim_not_effective 1.03% : 0.000002s : 5: substitution.fold_const_symbol 3.77% : 0.000009s : 6: substitution.graph_param_transform 55.22% : 0.000128s : 2: substitution.inline 2.69% : 0.000006s : 10: substitution.j_node_and_user_rematch 4.47% : 0.000010s : 10: substitution.remove_not_recompute_node 4.08% : 0.000009s : 2: substitution.replace_old_param 5.35% : 0.000012s : 3: substitution.updatestate_pure_node_eliminater 7.07% : 0.000016s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.004515 2 86.55% : 0.003908s : 1: type_inference.infer 13.45% : 0.000607s : 1: type_inference.specialize ------[replace.] 0.000059 2 100.00% : 0.000059s : 2: replace.inline ------[match.] 0.000126 2 100.00% : 0.000126s : 2: match.inline ------[predicate.] 0.000172 906 1.14% : 0.000002s : 13: predicate.accumulaten_eliminater 1.32% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 0.93% : 0.000002s : 13: predicate.addn_check_dump 1.22% : 0.000002s : 13: predicate.addn_zero_filter 1.61% : 0.000003s : 13: predicate.arithmetic_simplify 1.13% : 0.000002s : 13: predicate.cast_eliminate 0.72% : 0.000001s : 6: predicate.check_bprop_eliminate 1.05% : 0.000002s : 13: predicate.compare_switch_simplify 1.43% : 0.000002s : 13: predicate.depend_value_elim 1.21% : 0.000002s : 13: predicate.dict_get_item_const_eliminator 1.29% : 0.000002s : 13: predicate.dict_get_item_eliminator 0.98% : 0.000002s : 13: predicate.dict_set_item_eliminator 0.98% : 0.000002s : 6: predicate.dumpgradient_eliminate 0.45% : 0.000001s : 6: predicate.elim_not_effective 0.88% : 0.000002s : 6: predicate.elim_shapecalc_of_broadcastargs 1.14% : 0.000002s : 13: predicate.environ_add_const_eliminate 0.99% : 0.000002s : 13: predicate.environ_get_add_eliminate 1.04% : 0.000002s : 13: predicate.environ_get_depend_swap 1.02% : 0.000002s : 13: predicate.environ_get_eliminate 1.18% : 0.000002s : 13: predicate.environ_get_set_eliminate 0.28% : 0.000000s : 6: predicate.fold_const_symbol 1.32% : 0.000002s : 12: predicate.get_grad_eliminate 0.38% : 0.000001s : 6: predicate.graph_param_transform 5.07% : 0.000009s : 27: predicate.inline 1.71% : 0.000003s : 12: predicate.inline_without_move 0.49% : 0.000001s : 12: predicate.j_node_and_user_rematch 2.34% : 0.000004s : 12: predicate.less_batch_normalization 1.27% : 0.000002s : 13: predicate.list_to_tuple_eliminator_ 1.67% : 0.000003s : 19: predicate.load_eliminater 1.54% : 0.000003s : 6: predicate.loop_unroll_after_grad 1.96% : 0.000003s : 22: predicate.loop_unroll_before_grad 2.07% : 0.000004s : 19: predicate.make_slice_get_slice_eliminator 0.99% : 0.000002s : 13: predicate.merge_addn 0.96% : 0.000002s : 13: predicate.minmaximum_grad 1.97% : 0.000003s : 6: predicate.mutable_eliminate 0.92% : 0.000002s : 6: predicate.opt_reshape 1.98% : 0.000003s : 19: predicate.partial_eliminate 1.07% : 0.000002s : 13: predicate.print_const_string_wrapper 1.57% : 0.000003s : 13: predicate.reduce_eliminate 1.06% : 0.000002s : 13: predicate.redundant_stop_gradient_eliminater 1.19% : 0.000002s : 12: predicate.remove_not_recompute_node 1.86% : 0.000003s : 25: predicate.replace_applicator 0.78% : 0.000001s : 12: predicate.replace_old_param 0.52% : 0.000001s : 6: predicate.reset_defer_inline 1.14% : 0.000002s : 13: predicate.reshape_eliminate 1.56% : 0.000003s : 13: predicate.row_tensor_add_zeros_like 1.25% : 0.000002s : 6: predicate.row_tensor_eliminate 1.08% : 0.000002s : 13: predicate.same_eliminate 0.64% : 0.000001s : 12: predicate.set_cell_output_no_recompute 1.30% : 0.000002s : 12: predicate.special_op_eliminate 1.22% : 0.000002s : 12: predicate.specialize_transform 1.41% : 0.000002s : 13: predicate.split_environ_get_set_with_tuple_value 1.18% : 0.000002s : 13: predicate.stack_unstack_eliminate 0.68% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.41% : 0.000002s : 15: predicate.switch_defer_inline 1.25% : 0.000002s : 15: predicate.switch_layer_defer_inline 5.00% : 0.000009s : 43: predicate.switch_simplify 1.18% : 0.000002s : 13: predicate.tile_eliminate 1.07% : 0.000002s : 13: predicate.transpose_eliminate 1.17% : 0.000002s : 13: predicate.tuple_list_convert_item_index_to_positive 1.27% : 0.000002s : 13: predicate.tuple_list_get_item_depend_reorder 3.53% : 0.000006s : 25: predicate.tuple_list_get_item_eliminator 1.49% : 0.000003s : 13: predicate.tuple_list_set_item_eliminator 1.26% : 0.000002s : 13: predicate.tuple_to_list_eliminator_ 1.69% : 0.000003s : 19: predicate.updatestate_pure_node_eliminater 8.58% : 0.000015s : 31: predicate.updatestate_useless_node_eliminater 1.48% : 0.000003s : 13: predicate.value_based_eliminate 0.53% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.91% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000382 6 32.56% : 0.000124s : 2: func_graph_cloner_run.FuncGraphClonerGraph 67.44% : 0.000258s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.160256 73 0.05% : 0.000084s : 1: add_recomputation 0.09% : 0.000143s : 1: auto_monad 0.02% : 0.000031s : 1: auto_monad_reorder 0.25% : 0.000399s : 1: bootstrap 0.03% : 0.000044s : 1: cconv 0.01% : 0.000014s : 1: convert_after_rewriter 0.03% : 0.000041s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.01% : 0.000020s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.01% : 0.000008s : 1: graph_reusing 48.85% : 0.078291s : 1: jit_opt_a 0.16% : 0.000259s : 1: jit_opt_after_cconv 0.06% : 0.000093s : 1: jit_opt_b 0.32% : 0.000517s : 1: loop_unroll 0.52% : 0.000831s : 1: mutable_eliminate 45.20% : 0.072436s : 26: opt.transform.jit_opt_a 0.06% : 0.000103s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000056s : 4: opt.transform.jit_opt_b 0.01% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000026s : 1: opt.transform.mutable_eliminate 0.02% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000057s : 4: opt.transform.symbol_engine_opt 0.37% : 0.000586s : 1: opt_after_jit_grad 0.01% : 0.000009s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.01% : 0.000019s : 1: process_offload_annotation 0.03% : 0.000040s : 1: py_interpret_to_execute 0.02% : 0.000026s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000029s : 1: remove_dup_value 0.36% : 0.000580s : 1: renormalize.infer 0.29% : 0.000464s : 1: renormalize.specialize 0.01% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.11% : 0.000174s : 1: rewriter_after_opt_a 0.04% : 0.000071s : 1: rewriter_before_opt_a 0.07% : 0.000107s : 1: symbol_engine_optimizer 2.87% : 0.004603s : 1: type_inference [WARNING] ME(169696:281473807314736,MainProcess):2026-01-29-17:39:53.403.13 [mindspore/graph/api.py:128] The function "tensor_to_4" at the file "/home/jenkins/mindspore/testcases/testcases/tests/st/tensor/test_to.py", line 112 has been compiled again. Try to reuse the function object decorated by @jit to reduce the compile time. For more details, get instructions about `jit` at https://www.mindspore.cn/search?inputValue=jit. TotalTime = 0.0123642, [31] [bootstrap]: 0.00037017 [type_inference]: 0.00400101 [event_method]: 1.382e-05 [auto_monad]: 9.152e-05 [graph_reusing]: 5.84999e-06 [pre_auto_parallel]: 2.48e-06 [py_interpret_to_execute]: 2.237e-05 [rewriter_before_opt_a]: 4.891e-05 [expand_dump_flag]: 2.71e-06 [jit_opt_a]: 0.00543514, [2] [Cycle 1]: 0.00158904, [27] [switch_simplify]: 4.161e-05 [loop_unroll]: 1.445e-05 [a_1]: 0.00034428 [with_stream_mark]: 2.81e-05 [recompute_prepare]: 7.41001e-06 [updatestate_depend_eliminate]: 4.821e-05 [updatestate_assign_eliminate]: 4.21001e-06 [updatestate_loads_eliminate]: 3.55998e-06 [parameter_eliminate]: 2.47001e-06 [specialize_transform]: 8.54002e-06 [updatestate_useless_node_eliminater]: 5.57999e-06 [accelerated_algorithm]: 6.35002e-06 [meta_shard_fg_expand]: 3.01999e-06 [get_grad_eliminate_]: 5.77001e-06 [merge_forward]: 3.85e-06 [cell_reuse_recompute_pass]: 1.29e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.537e-05 [j_node_and_user_rematch]: 9.25999e-06 [meta_fg_expand]: 2.59999e-06 [replace_old_param]: 1.006e-05 [inline_without_move]: 5.67001e-06 [renormalize]: 0.00076486 [add_forward_monad_depend]: 5.94e-06 [auto_monad_grad]: 2.98003e-06 [auto_monad_eliminator]: 1.596e-05 [cse]: 3.026e-05 [replace_applicator]: 1.354e-05 [Cycle 2]: 0.00037791, [27] [switch_simplify]: 8.42e-06 [loop_unroll]: 5.59e-06 [a_1]: 0.00010511 [with_stream_mark]: 1.208e-05 [recompute_prepare]: 5.52001e-06 [updatestate_depend_eliminate]: 3.73001e-06 [updatestate_assign_eliminate]: 2.98e-06 [updatestate_loads_eliminate]: 2.07001e-06 [parameter_eliminate]: 1.10001e-06 [specialize_transform]: 5.60001e-06 [updatestate_useless_node_eliminater]: 4.95001e-06 [accelerated_algorithm]: 4.90001e-06 [meta_shard_fg_expand]: 1.50999e-06 [get_grad_eliminate_]: 4.79002e-06 [merge_forward]: 3.21999e-06 [cell_reuse_recompute_pass]: 2.22999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.228e-05 [j_node_and_user_rematch]: 7.98999e-06 [meta_fg_expand]: 2.06e-06 [replace_old_param]: 7.98999e-06 [inline_without_move]: 4.84e-06 [renormalize]: 5.00004e-08 [add_forward_monad_depend]: 1.34e-06 [auto_monad_grad]: 1.22e-06 [auto_monad_eliminator]: 7.32997e-06 [cse]: 1.493e-05 [replace_applicator]: 5.56e-06 [py_interpret_to_execute_after_opt_a]: 1.284e-05 [rewriter_after_opt_a]: 3.776e-05 [convert_after_rewriter]: 7.16001e-06 [order_py_execute_after_rewriter]: 4.88001e-06 [mutable_eliminate]: 0.00066138 [jit_opt_b]: 5.554e-05, [1] [Cycle 1]: 4.751e-05, [2] [frontend_op_eliminate]: 1.872e-05 [inline_after_opt_a]: 1.666e-05 [cconv]: 3.093e-05 [loop_unroll]: 0.00044764 [jit_opt_after_cconv]: 0.00015498, [1] [Cycle 1]: 0.00014843, [11] [c_1]: 2.144e-05 [parameter_eliminate]: 3.47002e-06 [updatestate_depend_eliminate]: 8.32e-06 [updatestate_assign_eliminate]: 2.96999e-06 [updatestate_loads_eliminate]: 2.29001e-06 [cse]: 2.39e-05 [call_graph_tuple_transform]: 2.101e-05 [tuple_list_get_item_eliminator]: 5.96e-06 [none_parameter_eliminate]: 1.45999e-06 [renormalize]: 6.79982e-07 [switch_simplify]: 5.87999e-06 [remove_dup_value]: 1.796e-05 [partial_unused_args_eliminate]: 2.17999e-06 [environ_conv]: 6.23e-06 [add_recomputation]: 5.286e-05 [cse_after_recomputation]: 2.287e-05, [1] [Cycle 1]: 1.733e-05, [1] [cse]: 1.16e-05 [auto_monad_reorder]: 1.563e-05 [get_jit_bprop_graph]: 2.12999e-06 [rewriter_after_jit_bprop_graph]: 5.97999e-06 [opt_after_jit_grad]: 0.00050772 [symbol_engine_optimizer]: 7.623e-05, [1] [Cycle 1]: 6.916e-05, [6] [build]: 3.85998e-06 [elim_shapecalc]: 8.75001e-06 [elim_not_effective]: 1.338e-05 [opt_reshape]: 6.02999e-06 [fold_const_symbol]: 9.04e-06 [renormalize]: 5.00004e-07 [process_offload_annotation]: 1.103e-05 [validate]: 4.166e-05 Sums bootstrap : 0.000370s : 4.48% type_inference : 0.004001s : 48.47% event_method : 0.000014s : 0.17% auto_monad : 0.000092s : 1.11% graph_reusing : 0.000006s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000022s : 0.27% rewriter_before_opt_a : 0.000049s : 0.59% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000050s : 0.61% jit_opt_a.loop_unroll : 0.000020s : 0.24% jit_opt_a.a_1 : 0.000449s : 5.44% jit_opt_a.with_stream_mark : 0.000040s : 0.49% jit_opt_a.recompute_prepare : 0.000013s : 0.16% jit_opt_a.updatestate_depend_eliminate : 0.000052s : 0.63% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.09% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.07% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000014s : 0.17% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.13% jit_opt_a.accelerated_algorithm : 0.000011s : 0.14% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.13% jit_opt_a.merge_forward : 0.000007s : 0.09% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000028s : 0.33% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.21% jit_opt_a.meta_fg_expand : 0.000005s : 0.06% jit_opt_a.replace_old_param : 0.000018s : 0.22% jit_opt_a.inline_without_move : 0.000011s : 0.13% jit_opt_a.renormalize : 0.000765s : 9.27% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.09% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000023s : 0.28% jit_opt_a.cse : 0.000045s : 0.55% jit_opt_a.replace_applicator : 0.000019s : 0.23% py_interpret_to_execute_after_opt_a : 0.000013s : 0.16% rewriter_after_opt_a : 0.000038s : 0.46% convert_after_rewriter : 0.000007s : 0.09% order_py_execute_after_rewriter : 0.000005s : 0.06% mutable_eliminate : 0.000661s : 8.01% jit_opt_b.frontend_op_eliminate : 0.000019s : 0.23% jit_opt_b.inline_after_opt_a : 0.000017s : 0.20% cconv : 0.000031s : 0.37% loop_unroll : 0.000448s : 5.42% jit_opt_after_cconv.c_1 : 0.000021s : 0.26% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000024s : 0.29% jit_opt_after_cconv.call_graph_tuple_transform : 0.000021s : 0.25% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.07% remove_dup_value : 0.000018s : 0.22% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000006s : 0.08% add_recomputation : 0.000053s : 0.64% cse_after_recomputation.cse : 0.000012s : 0.14% auto_monad_reorder : 0.000016s : 0.19% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000006s : 0.07% opt_after_jit_grad : 0.000508s : 6.15% symbol_engine_optimizer.build : 0.000004s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000013s : 0.16% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.11% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000011s : 0.13% validate : 0.000042s : 0.50% Time group info: ------[substitution.] 0.000151 21 14.58% : 0.000022s : 2: substitution.cast_eliminate 1.44% : 0.000002s : 2: substitution.elim_not_effective 0.98% : 0.000001s : 2: substitution.fold_const_symbol 3.91% : 0.000006s : 3: substitution.graph_param_transform 69.99% : 0.000106s : 2: substitution.inline 2.20% : 0.000003s : 4: substitution.j_node_and_user_rematch 3.02% : 0.000005s : 4: substitution.remove_not_recompute_node 3.88% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.003941 2 86.96% : 0.003427s : 1: type_inference.infer 13.04% : 0.000514s : 1: type_inference.specialize ------[replace.] 0.000030 2 100.00% : 0.000030s : 2: replace.inline ------[match.] 0.000104 2 100.00% : 0.000104s : 2: match.inline ------[predicate.] 0.000120 485 0.81% : 0.000001s : 7: predicate.accumulaten_eliminater 1.34% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.69% : 0.000001s : 7: predicate.addn_check_dump 0.85% : 0.000001s : 7: predicate.addn_zero_filter 1.36% : 0.000002s : 7: predicate.arithmetic_simplify 1.26% : 0.000002s : 7: predicate.cast_eliminate 0.49% : 0.000001s : 3: predicate.check_bprop_eliminate 0.69% : 0.000001s : 7: predicate.compare_switch_simplify 0.85% : 0.000001s : 7: predicate.depend_value_elim 0.69% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 0.84% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.81% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.31% : 0.000002s : 3: predicate.dumpgradient_eliminate 0.38% : 0.000000s : 3: predicate.elim_not_effective 0.87% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.07% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.69% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.72% : 0.000001s : 7: predicate.environ_get_depend_swap 0.79% : 0.000001s : 7: predicate.environ_get_eliminate 0.71% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.25% : 0.000000s : 3: predicate.fold_const_symbol 0.96% : 0.000001s : 6: predicate.get_grad_eliminate 0.26% : 0.000000s : 3: predicate.graph_param_transform 4.38% : 0.000005s : 15: predicate.inline 0.97% : 0.000001s : 6: predicate.inline_without_move 0.40% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.25% : 0.000001s : 6: predicate.less_batch_normalization 0.98% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.13% : 0.000001s : 10: predicate.load_eliminater 1.56% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.00% : 0.000002s : 14: predicate.loop_unroll_before_grad 1.82% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 1.07% : 0.000001s : 7: predicate.merge_addn 0.79% : 0.000001s : 7: predicate.minmaximum_grad 26.51% : 0.000032s : 3: predicate.mutable_eliminate 0.56% : 0.000001s : 3: predicate.opt_reshape 1.68% : 0.000002s : 10: predicate.partial_eliminate 1.02% : 0.000001s : 7: predicate.print_const_string_wrapper 1.40% : 0.000002s : 7: predicate.reduce_eliminate 0.80% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.54% : 0.000001s : 6: predicate.remove_not_recompute_node 1.28% : 0.000002s : 13: predicate.replace_applicator 0.58% : 0.000001s : 6: predicate.replace_old_param 0.42% : 0.000000s : 3: predicate.reset_defer_inline 0.85% : 0.000001s : 7: predicate.reshape_eliminate 0.87% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.30% : 0.000002s : 3: predicate.row_tensor_eliminate 0.82% : 0.000001s : 7: predicate.same_eliminate 0.55% : 0.000001s : 6: predicate.set_cell_output_no_recompute 0.97% : 0.000001s : 6: predicate.special_op_eliminate 1.16% : 0.000001s : 6: predicate.specialize_transform 0.93% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 0.84% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.54% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.29% : 0.000002s : 9: predicate.switch_defer_inline 1.14% : 0.000001s : 9: predicate.switch_layer_defer_inline 4.86% : 0.000006s : 26: predicate.switch_simplify 1.00% : 0.000001s : 7: predicate.tile_eliminate 1.14% : 0.000001s : 7: predicate.transpose_eliminate 0.90% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 0.94% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 2.85% : 0.000003s : 13: predicate.tuple_list_get_item_eliminator 0.98% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 0.82% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.08% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 2.17% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.06% : 0.000001s : 7: predicate.value_based_eliminate 0.40% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.69% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000311 6 32.36% : 0.000101s : 2: func_graph_cloner_run.FuncGraphClonerGraph 67.64% : 0.000211s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013857 73 0.40% : 0.000056s : 1: add_recomputation 0.69% : 0.000095s : 1: auto_monad 0.13% : 0.000018s : 1: auto_monad_reorder 2.85% : 0.000395s : 1: bootstrap 0.24% : 0.000033s : 1: cconv 0.07% : 0.000009s : 1: convert_after_rewriter 0.18% : 0.000025s : 1: cse_after_recomputation 0.06% : 0.000008s : 1: environ_conv 0.13% : 0.000019s : 1: event_method 0.04% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 39.25% : 0.005439s : 1: jit_opt_a 1.14% : 0.000158s : 1: jit_opt_after_cconv 0.42% : 0.000058s : 1: jit_opt_b 3.30% : 0.000457s : 1: loop_unroll 4.84% : 0.000671s : 1: mutable_eliminate 4.63% : 0.000642s : 26: opt.transform.jit_opt_a 0.37% : 0.000051s : 4: opt.transform.jit_opt_after_cconv 0.21% : 0.000029s : 4: opt.transform.jit_opt_b 0.10% : 0.000014s : 1: opt.transform.loop_unroll_optimizer 0.33% : 0.000046s : 1: opt.transform.mutable_eliminate 0.16% : 0.000023s : 1: opt.transform.opt_after_jit_grad 0.24% : 0.000034s : 4: opt.transform.symbol_engine_opt 3.73% : 0.000516s : 1: opt_after_jit_grad 0.05% : 0.000007s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.09% : 0.000013s : 1: process_offload_annotation 0.18% : 0.000025s : 1: py_interpret_to_execute 0.11% : 0.000015s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000020s : 1: remove_dup_value 3.32% : 0.000461s : 1: renormalize.infer 2.14% : 0.000297s : 1: renormalize.specialize 0.06% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.29% : 0.000041s : 1: rewriter_after_opt_a 0.37% : 0.000052s : 1: rewriter_before_opt_a 0.57% : 0.000079s : 1: symbol_engine_optimizer 29.00% : 0.004019s : 1: type_inference TotalTime = 0.0125421, [31] [bootstrap]: 0.00032614 [type_inference]: 0.00378789 [event_method]: 1.315e-05 [auto_monad]: 5.989e-05 [graph_reusing]: 5.35999e-06 [pre_auto_parallel]: 2.44999e-06 [py_interpret_to_execute]: 2.322e-05 [rewriter_before_opt_a]: 4.902e-05 [expand_dump_flag]: 3.06999e-06 [jit_opt_a]: 0.00566392, [2] [Cycle 1]: 0.00151833, [27] [switch_simplify]: 4.387e-05 [loop_unroll]: 1.592e-05 [a_1]: 0.000356 [with_stream_mark]: 3.114e-05 [recompute_prepare]: 7.03e-06 [updatestate_depend_eliminate]: 3.98999e-06 [updatestate_assign_eliminate]: 2.92002e-06 [updatestate_loads_eliminate]: 2.21998e-06 [parameter_eliminate]: 1.72001e-06 [specialize_transform]: 5.04998e-06 [updatestate_useless_node_eliminater]: 4.11001e-06 [accelerated_algorithm]: 4.25e-06 [meta_shard_fg_expand]: 2.31e-06 [get_grad_eliminate_]: 4.28001e-06 [merge_forward]: 3.39001e-06 [cell_reuse_recompute_pass]: 1.40001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.286e-05 [j_node_and_user_rematch]: 7.65e-06 [meta_fg_expand]: 2.49001e-06 [replace_old_param]: 8.54e-06 [inline_without_move]: 4.43999e-06 [renormalize]: 0.00073238 [add_forward_monad_depend]: 7.86001e-06 [auto_monad_grad]: 2.85002e-06 [auto_monad_eliminator]: 1.615e-05 [cse]: 3.025e-05 [replace_applicator]: 1.492e-05 [Cycle 2]: 0.00031915, [27] [switch_simplify]: 5.03002e-06 [loop_unroll]: 4.26001e-06 [a_1]: 6.342e-05 [with_stream_mark]: 1.175e-05 [recompute_prepare]: 3.97e-06 [updatestate_depend_eliminate]: 2.54999e-06 [updatestate_assign_eliminate]: 1.97999e-06 [updatestate_loads_eliminate]: 1.57999e-06 [parameter_eliminate]: 1.24998e-06 [specialize_transform]: 4.23001e-06 [updatestate_useless_node_eliminater]: 3.84002e-06 [accelerated_algorithm]: 3.86999e-06 [meta_shard_fg_expand]: 1.49998e-06 [get_grad_eliminate_]: 3.55e-06 [merge_forward]: 3.36999e-06 [cell_reuse_recompute_pass]: 1.99e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.316e-05 [j_node_and_user_rematch]: 6.41e-06 [meta_fg_expand]: 2.526e-05 [replace_old_param]: 9.40001e-06 [inline_without_move]: 4.48001e-06 [renormalize]: 1.00001e-07 [add_forward_monad_depend]: 1.67001e-06 [auto_monad_grad]: 8.70001e-07 [auto_monad_eliminator]: 5.72999e-06 [cse]: 1.088e-05 [replace_applicator]: 4.23001e-06 [py_interpret_to_execute_after_opt_a]: 1.314e-05 [rewriter_after_opt_a]: 3.587e-05 [convert_after_rewriter]: 6.39999e-06 [order_py_execute_after_rewriter]: 6.01e-06 [mutable_eliminate]: 0.00083378 [jit_opt_b]: 8.109e-05, [1] [Cycle 1]: 7.02e-05, [2] [frontend_op_eliminate]: 1.421e-05 [inline_after_opt_a]: 2.128e-05 [cconv]: 3.576e-05 [loop_unroll]: 0.0004853 [jit_opt_after_cconv]: 0.00015685, [1] [Cycle 1]: 0.00014977, [11] [c_1]: 1.817e-05 [parameter_eliminate]: 5.35999e-06 [updatestate_depend_eliminate]: 9.96e-06 [updatestate_assign_eliminate]: 2.56e-06 [updatestate_loads_eliminate]: 2.06e-06 [cse]: 2.882e-05 [call_graph_tuple_transform]: 2.046e-05 [tuple_list_get_item_eliminator]: 4.43999e-06 [none_parameter_eliminate]: 1.61998e-06 [renormalize]: 9.09989e-07 [switch_simplify]: 4.36002e-06 [remove_dup_value]: 1.374e-05 [partial_unused_args_eliminate]: 2.56998e-06 [environ_conv]: 4.61002e-06 [add_recomputation]: 4.51e-05 [cse_after_recomputation]: 2.036e-05, [1] [Cycle 1]: 1.508e-05, [1] [cse]: 8.60001e-06 [auto_monad_reorder]: 1.463e-05 [get_jit_bprop_graph]: 1.94e-06 [rewriter_after_jit_bprop_graph]: 7.51999e-06 [opt_after_jit_grad]: 0.00051738 [symbol_engine_optimizer]: 7.194e-05, [1] [Cycle 1]: 6.496e-05, [6] [build]: 4.70999e-06 [elim_shapecalc]: 7.7e-06 [elim_not_effective]: 1.143e-05 [opt_reshape]: 4.73001e-06 [fold_const_symbol]: 6.81999e-06 [renormalize]: 4.80009e-07 [process_offload_annotation]: 8.95999e-06 [validate]: 3.972e-05 Sums bootstrap : 0.000326s : 4.05% type_inference : 0.003788s : 47.05% event_method : 0.000013s : 0.16% auto_monad : 0.000060s : 0.74% graph_reusing : 0.000005s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000023s : 0.29% rewriter_before_opt_a : 0.000049s : 0.61% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000049s : 0.61% jit_opt_a.loop_unroll : 0.000020s : 0.25% jit_opt_a.a_1 : 0.000419s : 5.21% jit_opt_a.with_stream_mark : 0.000043s : 0.53% jit_opt_a.recompute_prepare : 0.000011s : 0.14% jit_opt_a.updatestate_depend_eliminate : 0.000007s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000005s : 0.06% jit_opt_a.updatestate_loads_eliminate : 0.000004s : 0.05% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000009s : 0.12% jit_opt_a.updatestate_useless_node_eliminater : 0.000008s : 0.10% jit_opt_a.accelerated_algorithm : 0.000008s : 0.10% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000008s : 0.10% jit_opt_a.merge_forward : 0.000007s : 0.08% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000026s : 0.32% jit_opt_a.j_node_and_user_rematch : 0.000014s : 0.17% jit_opt_a.meta_fg_expand : 0.000028s : 0.34% jit_opt_a.replace_old_param : 0.000018s : 0.22% jit_opt_a.inline_without_move : 0.000009s : 0.11% jit_opt_a.renormalize : 0.000732s : 9.10% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.12% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000022s : 0.27% jit_opt_a.cse : 0.000041s : 0.51% jit_opt_a.replace_applicator : 0.000019s : 0.24% py_interpret_to_execute_after_opt_a : 0.000013s : 0.16% rewriter_after_opt_a : 0.000036s : 0.45% convert_after_rewriter : 0.000006s : 0.08% order_py_execute_after_rewriter : 0.000006s : 0.07% mutable_eliminate : 0.000834s : 10.36% jit_opt_b.frontend_op_eliminate : 0.000014s : 0.18% jit_opt_b.inline_after_opt_a : 0.000021s : 0.26% cconv : 0.000036s : 0.44% loop_unroll : 0.000485s : 6.03% jit_opt_after_cconv.c_1 : 0.000018s : 0.23% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.07% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000029s : 0.36% jit_opt_after_cconv.call_graph_tuple_transform : 0.000020s : 0.25% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000004s : 0.06% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000004s : 0.05% remove_dup_value : 0.000014s : 0.17% partial_unused_args_eliminate : 0.000003s : 0.03% environ_conv : 0.000005s : 0.06% add_recomputation : 0.000045s : 0.56% cse_after_recomputation.cse : 0.000009s : 0.11% auto_monad_reorder : 0.000015s : 0.18% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000008s : 0.09% opt_after_jit_grad : 0.000517s : 6.43% symbol_engine_optimizer.build : 0.000005s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000008s : 0.10% symbol_engine_optimizer.elim_not_effective : 0.000011s : 0.14% symbol_engine_optimizer.opt_reshape : 0.000005s : 0.06% symbol_engine_optimizer.fold_const_symbol : 0.000007s : 0.08% symbol_engine_optimizer.renormalize : 0.000000s : 0.01% process_offload_annotation : 0.000009s : 0.11% validate : 0.000040s : 0.49% Time group info: ------[substitution.] 0.000151 13 10.04% : 0.000015s : 1: substitution.cast_eliminate 1.05% : 0.000002s : 1: substitution.elim_not_effective 0.68% : 0.000001s : 1: substitution.fold_const_symbol 3.45% : 0.000005s : 2: substitution.graph_param_transform 77.13% : 0.000117s : 2: substitution.inline 1.96% : 0.000003s : 2: substitution.j_node_and_user_rematch 2.35% : 0.000004s : 2: substitution.remove_not_recompute_node 3.34% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003711 2 85.59% : 0.003177s : 1: type_inference.infer 14.41% : 0.000535s : 1: type_inference.specialize ------[replace.] 0.000035 3 16.37% : 0.000006s : 1: replace.cast_eliminate 83.63% : 0.000029s : 2: replace.inline ------[match.] 0.000130 3 11.25% : 0.000015s : 1: match.cast_eliminate 88.75% : 0.000115s : 2: match.inline ------[predicate.] 0.000086 418 0.98% : 0.000001s : 6: predicate.accumulaten_eliminater 1.69% : 0.000001s : 2: predicate.ad_related_special_op_eliminate 0.83% : 0.000001s : 6: predicate.addn_check_dump 1.01% : 0.000001s : 6: predicate.addn_zero_filter 1.64% : 0.000001s : 6: predicate.arithmetic_simplify 1.33% : 0.000001s : 7: predicate.cast_eliminate 0.45% : 0.000000s : 2: predicate.check_bprop_eliminate 0.80% : 0.000001s : 6: predicate.compare_switch_simplify 0.92% : 0.000001s : 6: predicate.depend_value_elim 0.98% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.26% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.04% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.71% : 0.000001s : 2: predicate.dumpgradient_eliminate 0.38% : 0.000000s : 2: predicate.elim_not_effective 0.85% : 0.000001s : 2: predicate.elim_shapecalc_of_broadcastargs 1.20% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.97% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.98% : 0.000001s : 7: predicate.environ_get_depend_swap 1.11% : 0.000001s : 7: predicate.environ_get_eliminate 0.97% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.24% : 0.000000s : 2: predicate.fold_const_symbol 1.02% : 0.000001s : 4: predicate.get_grad_eliminate 0.31% : 0.000000s : 2: predicate.graph_param_transform 6.92% : 0.000006s : 13: predicate.inline 1.46% : 0.000001s : 4: predicate.inline_without_move 0.40% : 0.000000s : 4: predicate.j_node_and_user_rematch 1.18% : 0.000001s : 4: predicate.less_batch_normalization 1.28% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.62% : 0.000001s : 9: predicate.load_eliminater 2.52% : 0.000002s : 2: predicate.loop_unroll_after_grad 2.83% : 0.000002s : 13: predicate.loop_unroll_before_grad 2.29% : 0.000002s : 9: predicate.make_slice_get_slice_eliminator 0.80% : 0.000001s : 6: predicate.merge_addn 0.82% : 0.000001s : 6: predicate.minmaximum_grad 4.34% : 0.000004s : 2: predicate.mutable_eliminate 0.63% : 0.000001s : 2: predicate.opt_reshape 2.20% : 0.000002s : 9: predicate.partial_eliminate 0.90% : 0.000001s : 6: predicate.print_const_string_wrapper 1.74% : 0.000001s : 6: predicate.reduce_eliminate 1.27% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.78% : 0.000001s : 4: predicate.remove_not_recompute_node 1.85% : 0.000002s : 11: predicate.replace_applicator 1.11% : 0.000001s : 4: predicate.replace_old_param 0.43% : 0.000000s : 2: predicate.reset_defer_inline 1.01% : 0.000001s : 6: predicate.reshape_eliminate 1.07% : 0.000001s : 6: predicate.row_tensor_add_zeros_like 0.95% : 0.000001s : 2: predicate.row_tensor_eliminate 1.41% : 0.000001s : 6: predicate.same_eliminate 0.51% : 0.000000s : 4: predicate.set_cell_output_no_recompute 1.30% : 0.000001s : 4: predicate.special_op_eliminate 1.01% : 0.000001s : 4: predicate.specialize_transform 1.02% : 0.000001s : 6: predicate.split_environ_get_set_with_tuple_value 1.02% : 0.000001s : 6: predicate.stack_unstack_eliminate 0.41% : 0.000000s : 2: predicate.switch_call_monad_eliminater 2.00% : 0.000002s : 9: predicate.switch_defer_inline 1.57% : 0.000001s : 9: predicate.switch_layer_defer_inline 7.00% : 0.000006s : 24: predicate.switch_simplify 0.95% : 0.000001s : 6: predicate.tile_eliminate 1.22% : 0.000001s : 6: predicate.transpose_eliminate 1.29% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.30% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 5.00% : 0.000004s : 11: predicate.tuple_list_get_item_eliminator 1.61% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.36% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.32% : 0.000001s : 9: predicate.updatestate_pure_node_eliminater 3.18% : 0.000003s : 13: predicate.updatestate_useless_node_eliminater 1.26% : 0.000001s : 6: predicate.value_based_eliminate 0.43% : 0.000000s : 2: predicate.virtual_view_grad_eliminate 0.75% : 0.000001s : 2: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000325 6 32.49% : 0.000105s : 2: func_graph_cloner_run.FuncGraphClonerGraph 67.51% : 0.000219s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013901 73 0.34% : 0.000048s : 1: add_recomputation 0.46% : 0.000063s : 1: auto_monad 0.13% : 0.000018s : 1: auto_monad_reorder 2.51% : 0.000349s : 1: bootstrap 0.28% : 0.000039s : 1: cconv 0.06% : 0.000009s : 1: convert_after_rewriter 0.16% : 0.000023s : 1: cse_after_recomputation 0.05% : 0.000007s : 1: environ_conv 0.13% : 0.000018s : 1: event_method 0.04% : 0.000006s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 40.77% : 0.005668s : 1: jit_opt_a 1.15% : 0.000159s : 1: jit_opt_after_cconv 0.60% : 0.000084s : 1: jit_opt_b 3.57% : 0.000496s : 1: loop_unroll 6.10% : 0.000848s : 1: mutable_eliminate 4.22% : 0.000587s : 26: opt.transform.jit_opt_a 0.32% : 0.000044s : 4: opt.transform.jit_opt_after_cconv 0.17% : 0.000024s : 4: opt.transform.jit_opt_b 0.10% : 0.000014s : 1: opt.transform.loop_unroll_optimizer 0.14% : 0.000019s : 1: opt.transform.mutable_eliminate 0.15% : 0.000020s : 1: opt.transform.opt_after_jit_grad 0.20% : 0.000027s : 4: opt.transform.symbol_engine_opt 3.80% : 0.000528s : 1: opt_after_jit_grad 0.06% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.08% : 0.000012s : 1: process_offload_annotation 0.19% : 0.000026s : 1: py_interpret_to_execute 0.11% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.11% : 0.000016s : 1: remove_dup_value 2.96% : 0.000412s : 1: renormalize.infer 2.24% : 0.000312s : 1: renormalize.specialize 0.07% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.28% : 0.000040s : 1: rewriter_after_opt_a 0.37% : 0.000052s : 1: rewriter_before_opt_a 0.54% : 0.000075s : 1: symbol_engine_optimizer 27.39% : 0.003807s : 1: type_inference TotalTime = 0.178861, [31] [bootstrap]: 0.00030434 [type_inference]: 0.170114 [event_method]: 1.347e-05 [auto_monad]: 5.922e-05 [graph_reusing]: 5.70001e-06 [pre_auto_parallel]: 2.19999e-06 [py_interpret_to_execute]: 2.17e-05 [rewriter_before_opt_a]: 4.886e-05 [expand_dump_flag]: 3.17002e-06 [jit_opt_a]: 0.00586158, [2] [Cycle 1]: 0.00174784, [27] [switch_simplify]: 4.171e-05 [loop_unroll]: 1.51e-05 [a_1]: 0.00033473 [with_stream_mark]: 3.127e-05 [recompute_prepare]: 8.25999e-06 [updatestate_depend_eliminate]: 4.45999e-06 [updatestate_assign_eliminate]: 3.23998e-06 [updatestate_loads_eliminate]: 3.35e-06 [parameter_eliminate]: 1.86e-06 [specialize_transform]: 0.00010645 [updatestate_useless_node_eliminater]: 7.75e-06 [accelerated_algorithm]: 6.14999e-06 [meta_shard_fg_expand]: 2.76e-06 [get_grad_eliminate_]: 5.72999e-06 [merge_forward]: 5.95002e-06 [cell_reuse_recompute_pass]: 1.19998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.795e-05 [j_node_and_user_rematch]: 9.82001e-06 [meta_fg_expand]: 2.53003e-06 [replace_old_param]: 9.51e-06 [inline_without_move]: 5.70001e-06 [renormalize]: 0.00081622 [add_forward_monad_depend]: 7.13998e-06 [auto_monad_grad]: 2.83e-06 [auto_monad_eliminator]: 1.963e-05 [cse]: 3.235e-05 [replace_applicator]: 1.742e-05 [Cycle 2]: 0.00035837, [27] [switch_simplify]: 6.19001e-06 [loop_unroll]: 5.35001e-06 [a_1]: 0.00010685 [with_stream_mark]: 1.395e-05 [recompute_prepare]: 5.74999e-06 [updatestate_depend_eliminate]: 3.47002e-06 [updatestate_assign_eliminate]: 3.15002e-06 [updatestate_loads_eliminate]: 2.31e-06 [parameter_eliminate]: 1.10999e-06 [specialize_transform]: 5.27999e-06 [updatestate_useless_node_eliminater]: 5.96e-06 [accelerated_algorithm]: 4.97999e-06 [meta_shard_fg_expand]: 1.54e-06 [get_grad_eliminate_]: 4.70001e-06 [merge_forward]: 3.16999e-06 [cell_reuse_recompute_pass]: 1.99999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.241e-05 [j_node_and_user_rematch]: 8.53001e-06 [meta_fg_expand]: 1.96e-06 [replace_old_param]: 7.79002e-06 [inline_without_move]: 5.24e-06 [renormalize]: 1.00001e-07 [add_forward_monad_depend]: 1.72001e-06 [auto_monad_grad]: 9.70002e-07 [auto_monad_eliminator]: 6.74999e-06 [cse]: 1.403e-05 [replace_applicator]: 5.30999e-06 [py_interpret_to_execute_after_opt_a]: 1.472e-05 [rewriter_after_opt_a]: 3.783e-05 [convert_after_rewriter]: 7e-06 [order_py_execute_after_rewriter]: 5.51e-06 [mutable_eliminate]: 0.00069985 [jit_opt_b]: 5.33e-05, [1] [Cycle 1]: 4.47e-05, [2] [frontend_op_eliminate]: 1.654e-05 [inline_after_opt_a]: 1.663e-05 [cconv]: 3.503e-05 [loop_unroll]: 0.00043657 [jit_opt_after_cconv]: 0.00016202, [1] [Cycle 1]: 0.00015442, [11] [c_1]: 2.148e-05 [parameter_eliminate]: 4.82e-06 [updatestate_depend_eliminate]: 8.65001e-06 [updatestate_assign_eliminate]: 3.43999e-06 [updatestate_loads_eliminate]: 3.09999e-06 [cse]: 2.685e-05 [call_graph_tuple_transform]: 2.049e-05 [tuple_list_get_item_eliminator]: 5.64998e-06 [none_parameter_eliminate]: 1.64e-06 [renormalize]: 5.50004e-07 [switch_simplify]: 5.94999e-06 [remove_dup_value]: 1.616e-05 [partial_unused_args_eliminate]: 2.26998e-06 [environ_conv]: 6.76999e-06 [add_recomputation]: 5.839e-05 [cse_after_recomputation]: 2.486e-05, [1] [Cycle 1]: 1.871e-05, [1] [cse]: 1.183e-05 [auto_monad_reorder]: 1.663e-05 [get_jit_bprop_graph]: 2.16e-06 [rewriter_after_jit_bprop_graph]: 3.482e-05 [opt_after_jit_grad]: 0.00048148 [symbol_engine_optimizer]: 7.887e-05, [1] [Cycle 1]: 7.197e-05, [6] [build]: 5.02e-06 [elim_shapecalc]: 9.00001e-06 [elim_not_effective]: 1.465e-05 [opt_reshape]: 6.03002e-06 [fold_const_symbol]: 9.02999e-06 [renormalize]: 4.09986e-07 [process_offload_annotation]: 1.152e-05 [validate]: 4.276e-05 Sums bootstrap : 0.000304s : 0.17% type_inference : 0.170114s : 97.52% event_method : 0.000013s : 0.01% auto_monad : 0.000059s : 0.03% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000022s : 0.01% rewriter_before_opt_a : 0.000049s : 0.03% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000048s : 0.03% jit_opt_a.loop_unroll : 0.000020s : 0.01% jit_opt_a.a_1 : 0.000442s : 0.25% jit_opt_a.with_stream_mark : 0.000045s : 0.03% jit_opt_a.recompute_prepare : 0.000014s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000112s : 0.06% jit_opt_a.updatestate_useless_node_eliminater : 0.000014s : 0.01% jit_opt_a.accelerated_algorithm : 0.000011s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.01% jit_opt_a.merge_forward : 0.000009s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000030s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.01% jit_opt_a.meta_fg_expand : 0.000004s : 0.00% jit_opt_a.replace_old_param : 0.000017s : 0.01% jit_opt_a.inline_without_move : 0.000011s : 0.01% jit_opt_a.renormalize : 0.000816s : 0.47% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000026s : 0.02% jit_opt_a.cse : 0.000046s : 0.03% jit_opt_a.replace_applicator : 0.000023s : 0.01% py_interpret_to_execute_after_opt_a : 0.000015s : 0.01% rewriter_after_opt_a : 0.000038s : 0.02% convert_after_rewriter : 0.000007s : 0.00% order_py_execute_after_rewriter : 0.000006s : 0.00% mutable_eliminate : 0.000700s : 0.40% jit_opt_b.frontend_op_eliminate : 0.000017s : 0.01% jit_opt_b.inline_after_opt_a : 0.000017s : 0.01% cconv : 0.000035s : 0.02% loop_unroll : 0.000437s : 0.25% jit_opt_after_cconv.c_1 : 0.000021s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000009s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.cse : 0.000027s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000020s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.00% remove_dup_value : 0.000016s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000007s : 0.00% add_recomputation : 0.000058s : 0.03% cse_after_recomputation.cse : 0.000012s : 0.01% auto_monad_reorder : 0.000017s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000035s : 0.02% opt_after_jit_grad : 0.000481s : 0.28% symbol_engine_optimizer.build : 0.000005s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000012s : 0.01% validate : 0.000043s : 0.02% Time group info: ------[substitution.] 0.000164 21 14.86% : 0.000024s : 2: substitution.cast_eliminate 1.20% : 0.000002s : 2: substitution.elim_not_effective 0.83% : 0.000001s : 2: substitution.fold_const_symbol 3.44% : 0.000006s : 3: substitution.graph_param_transform 71.57% : 0.000117s : 2: substitution.inline 2.40% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.77% : 0.000005s : 4: substitution.remove_not_recompute_node 2.93% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.170054 2 99.71% : 0.169556s : 1: type_inference.infer 0.29% : 0.000499s : 1: type_inference.specialize ------[replace.] 0.000031 2 100.00% : 0.000031s : 2: replace.inline ------[match.] 0.000116 2 100.00% : 0.000116s : 2: match.inline ------[predicate.] 0.000097 485 1.11% : 0.000001s : 7: predicate.accumulaten_eliminater 1.60% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 1.09% : 0.000001s : 7: predicate.addn_check_dump 1.14% : 0.000001s : 7: predicate.addn_zero_filter 1.81% : 0.000002s : 7: predicate.arithmetic_simplify 1.47% : 0.000001s : 7: predicate.cast_eliminate 0.43% : 0.000000s : 3: predicate.check_bprop_eliminate 0.92% : 0.000001s : 7: predicate.compare_switch_simplify 1.06% : 0.000001s : 7: predicate.depend_value_elim 1.42% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.09% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.42% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.32% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.56% : 0.000001s : 3: predicate.elim_not_effective 0.89% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.12% : 0.000001s : 7: predicate.environ_add_const_eliminate 1.02% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.95% : 0.000001s : 7: predicate.environ_get_depend_swap 1.10% : 0.000001s : 7: predicate.environ_get_eliminate 0.85% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.30% : 0.000000s : 3: predicate.fold_const_symbol 1.30% : 0.000001s : 6: predicate.get_grad_eliminate 0.42% : 0.000000s : 3: predicate.graph_param_transform 6.43% : 0.000006s : 15: predicate.inline 1.14% : 0.000001s : 6: predicate.inline_without_move 0.50% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.59% : 0.000002s : 6: predicate.less_batch_normalization 1.11% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.38% : 0.000001s : 10: predicate.load_eliminater 2.19% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.92% : 0.000003s : 14: predicate.loop_unroll_before_grad 2.04% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.90% : 0.000001s : 7: predicate.merge_addn 0.84% : 0.000001s : 7: predicate.minmaximum_grad 2.68% : 0.000003s : 3: predicate.mutable_eliminate 0.59% : 0.000001s : 3: predicate.opt_reshape 2.06% : 0.000002s : 10: predicate.partial_eliminate 0.97% : 0.000001s : 7: predicate.print_const_string_wrapper 1.37% : 0.000001s : 7: predicate.reduce_eliminate 1.15% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.70% : 0.000001s : 6: predicate.remove_not_recompute_node 1.61% : 0.000002s : 13: predicate.replace_applicator 0.93% : 0.000001s : 6: predicate.replace_old_param 0.39% : 0.000000s : 3: predicate.reset_defer_inline 1.08% : 0.000001s : 7: predicate.reshape_eliminate 1.00% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.10% : 0.000001s : 3: predicate.row_tensor_eliminate 0.98% : 0.000001s : 7: predicate.same_eliminate 0.71% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.13% : 0.000001s : 6: predicate.special_op_eliminate 2.50% : 0.000002s : 6: predicate.specialize_transform 1.34% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.08% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.56% : 0.000001s : 3: predicate.switch_call_monad_eliminater 2.80% : 0.000003s : 9: predicate.switch_defer_inline 1.57% : 0.000002s : 9: predicate.switch_layer_defer_inline 6.30% : 0.000006s : 26: predicate.switch_simplify 1.15% : 0.000001s : 7: predicate.tile_eliminate 1.00% : 0.000001s : 7: predicate.transpose_eliminate 1.05% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.12% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.26% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.32% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.15% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.32% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 4.06% : 0.000004s : 16: predicate.updatestate_useless_node_eliminater 2.16% : 0.000002s : 7: predicate.value_based_eliminate 0.56% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 0.78% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000319 6 32.89% : 0.000105s : 2: func_graph_cloner_run.FuncGraphClonerGraph 67.11% : 0.000214s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.180470 73 0.03% : 0.000062s : 1: add_recomputation 0.03% : 0.000062s : 1: auto_monad 0.01% : 0.000019s : 1: auto_monad_reorder 0.18% : 0.000330s : 1: bootstrap 0.02% : 0.000038s : 1: cconv 0.01% : 0.000009s : 1: convert_after_rewriter 0.01% : 0.000027s : 1: cse_after_recomputation 0.00% : 0.000009s : 1: environ_conv 0.01% : 0.000018s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 3.25% : 0.005866s : 1: jit_opt_a 0.09% : 0.000165s : 1: jit_opt_after_cconv 0.03% : 0.000056s : 1: jit_opt_b 0.25% : 0.000445s : 1: loop_unroll 0.39% : 0.000713s : 1: mutable_eliminate 0.41% : 0.000738s : 26: opt.transform.jit_opt_a 0.03% : 0.000050s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000027s : 4: opt.transform.jit_opt_b 0.01% : 0.000014s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000016s : 1: opt.transform.mutable_eliminate 0.01% : 0.000022s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000035s : 4: opt.transform.symbol_engine_opt 0.27% : 0.000490s : 1: opt_after_jit_grad 0.00% : 0.000008s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.01% : 0.000014s : 1: process_offload_annotation 0.01% : 0.000024s : 1: py_interpret_to_execute 0.01% : 0.000018s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000019s : 1: remove_dup_value 0.26% : 0.000476s : 1: renormalize.infer 0.18% : 0.000331s : 1: renormalize.specialize 0.02% : 0.000039s : 1: rewriter_after_jit_bprop_graph 0.02% : 0.000041s : 1: rewriter_after_opt_a 0.03% : 0.000052s : 1: rewriter_before_opt_a 0.05% : 0.000081s : 1: symbol_engine_optimizer 94.27% : 0.170133s : 1: type_inference TotalTime = 0.0134874, [31] [bootstrap]: 0.00034016 [type_inference]: 0.0041843 [event_method]: 1.427e-05 [auto_monad]: 6.152e-05 [graph_reusing]: 5.54e-06 [pre_auto_parallel]: 2.38002e-06 [py_interpret_to_execute]: 2.635e-05 [rewriter_before_opt_a]: 4.999e-05 [expand_dump_flag]: 3.79002e-06 [jit_opt_a]: 0.00604684, [2] [Cycle 1]: 0.00164523, [27] [switch_simplify]: 4.611e-05 [loop_unroll]: 1.544e-05 [a_1]: 0.00033461 [with_stream_mark]: 5.786e-05 [recompute_prepare]: 9.27999e-06 [updatestate_depend_eliminate]: 5.55001e-06 [updatestate_assign_eliminate]: 3.27002e-06 [updatestate_loads_eliminate]: 2.99999e-06 [parameter_eliminate]: 2.29001e-06 [specialize_transform]: 7.08e-06 [updatestate_useless_node_eliminater]: 5.65001e-06 [accelerated_algorithm]: 5.71e-06 [meta_shard_fg_expand]: 2.31e-06 [get_grad_eliminate_]: 5.57999e-06 [merge_forward]: 4.62e-06 [cell_reuse_recompute_pass]: 1.05001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.788e-05 [j_node_and_user_rematch]: 9.31e-06 [meta_fg_expand]: 2.63e-06 [replace_old_param]: 1.038e-05 [inline_without_move]: 5.34e-06 [renormalize]: 0.00078188 [add_forward_monad_depend]: 7.05e-06 [auto_monad_grad]: 3.14999e-06 [auto_monad_eliminator]: 4.457e-05 [cse]: 3.465e-05 [replace_applicator]: 1.709e-05 [Cycle 2]: 0.0004128, [27] [switch_simplify]: 6.62002e-06 [loop_unroll]: 5.04e-06 [a_1]: 0.00015121 [with_stream_mark]: 1.42e-05 [recompute_prepare]: 5.50001e-06 [updatestate_depend_eliminate]: 3.13998e-06 [updatestate_assign_eliminate]: 2.71e-06 [updatestate_loads_eliminate]: 2.26998e-06 [parameter_eliminate]: 1.65001e-06 [specialize_transform]: 5.32001e-06 [updatestate_useless_node_eliminater]: 5.81e-06 [accelerated_algorithm]: 5.10001e-06 [meta_shard_fg_expand]: 1.85001e-06 [get_grad_eliminate_]: 5.05001e-06 [merge_forward]: 3.56001e-06 [cell_reuse_recompute_pass]: 2.20002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.224e-05 [j_node_and_user_rematch]: 8.43001e-06 [meta_fg_expand]: 2.22001e-06 [replace_old_param]: 9.09e-06 [inline_without_move]: 4.96002e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.80001e-06 [auto_monad_grad]: 1.35999e-06 [auto_monad_eliminator]: 8.78001e-06 [cse]: 1.622e-05 [replace_applicator]: 5.54e-06 [py_interpret_to_execute_after_opt_a]: 1.642e-05 [rewriter_after_opt_a]: 4.375e-05 [convert_after_rewriter]: 7.48e-06 [order_py_execute_after_rewriter]: 5.28002e-06 [mutable_eliminate]: 0.00083205 [jit_opt_b]: 6.372e-05, [1] [Cycle 1]: 5.375e-05, [2] [frontend_op_eliminate]: 2.059e-05 [inline_after_opt_a]: 2.096e-05 [cconv]: 3.875e-05 [loop_unroll]: 0.00048973 [jit_opt_after_cconv]: 0.00023019, [1] [Cycle 1]: 0.000221, [11] [c_1]: 2.372e-05 [parameter_eliminate]: 5.97001e-06 [updatestate_depend_eliminate]: 1.114e-05 [updatestate_assign_eliminate]: 3.29001e-06 [updatestate_loads_eliminate]: 4.50999e-06 [cse]: 4.152e-05 [call_graph_tuple_transform]: 2.664e-05 [tuple_list_get_item_eliminator]: 7.03e-06 [none_parameter_eliminate]: 2.06998e-06 [renormalize]: 6.60017e-07 [switch_simplify]: 6.21e-06 [remove_dup_value]: 1.744e-05 [partial_unused_args_eliminate]: 2.41998e-06 [environ_conv]: 8.39998e-06 [add_recomputation]: 6.075e-05 [cse_after_recomputation]: 2.355e-05, [1] [Cycle 1]: 1.728e-05, [1] [cse]: 1.148e-05 [auto_monad_reorder]: 1.62e-05 [get_jit_bprop_graph]: 2.06e-06 [rewriter_after_jit_bprop_graph]: 9.40001e-06 [opt_after_jit_grad]: 0.00052167 [symbol_engine_optimizer]: 8.332e-05, [1] [Cycle 1]: 7.596e-05, [6] [build]: 5.62001e-06 [elim_shapecalc]: 9.31e-06 [elim_not_effective]: 1.466e-05 [opt_reshape]: 6.24001e-06 [fold_const_symbol]: 9.27001e-06 [renormalize]: 4.19997e-07 [process_offload_annotation]: 1.163e-05 [validate]: 5.116e-05 Sums bootstrap : 0.000340s : 3.87% type_inference : 0.004184s : 47.61% event_method : 0.000014s : 0.16% auto_monad : 0.000062s : 0.70% graph_reusing : 0.000006s : 0.06% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000026s : 0.30% rewriter_before_opt_a : 0.000050s : 0.57% expand_dump_flag : 0.000004s : 0.04% jit_opt_a.switch_simplify : 0.000053s : 0.60% jit_opt_a.loop_unroll : 0.000020s : 0.23% jit_opt_a.a_1 : 0.000486s : 5.53% jit_opt_a.with_stream_mark : 0.000072s : 0.82% jit_opt_a.recompute_prepare : 0.000015s : 0.17% jit_opt_a.updatestate_depend_eliminate : 0.000009s : 0.10% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.06% jit_opt_a.parameter_eliminate : 0.000004s : 0.04% jit_opt_a.specialize_transform : 0.000012s : 0.14% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.13% jit_opt_a.accelerated_algorithm : 0.000011s : 0.12% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.12% jit_opt_a.merge_forward : 0.000008s : 0.09% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000030s : 0.34% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.20% jit_opt_a.meta_fg_expand : 0.000005s : 0.06% jit_opt_a.replace_old_param : 0.000019s : 0.22% jit_opt_a.inline_without_move : 0.000010s : 0.12% jit_opt_a.renormalize : 0.000782s : 8.90% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.10% jit_opt_a.auto_monad_grad : 0.000005s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000053s : 0.61% jit_opt_a.cse : 0.000051s : 0.58% jit_opt_a.replace_applicator : 0.000023s : 0.26% py_interpret_to_execute_after_opt_a : 0.000016s : 0.19% rewriter_after_opt_a : 0.000044s : 0.50% convert_after_rewriter : 0.000007s : 0.09% order_py_execute_after_rewriter : 0.000005s : 0.06% mutable_eliminate : 0.000832s : 9.47% jit_opt_b.frontend_op_eliminate : 0.000021s : 0.23% jit_opt_b.inline_after_opt_a : 0.000021s : 0.24% cconv : 0.000039s : 0.44% loop_unroll : 0.000490s : 5.57% jit_opt_after_cconv.c_1 : 0.000024s : 0.27% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.07% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.13% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.05% jit_opt_after_cconv.cse : 0.000042s : 0.47% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.30% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000007s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.07% remove_dup_value : 0.000017s : 0.20% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000008s : 0.10% add_recomputation : 0.000061s : 0.69% cse_after_recomputation.cse : 0.000011s : 0.13% auto_monad_reorder : 0.000016s : 0.18% get_jit_bprop_graph : 0.000002s : 0.02% rewriter_after_jit_bprop_graph : 0.000009s : 0.11% opt_after_jit_grad : 0.000522s : 5.94% symbol_engine_optimizer.build : 0.000006s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.17% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.11% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000012s : 0.13% validate : 0.000051s : 0.58% Time group info: ------[substitution.] 0.000171 21 15.67% : 0.000027s : 2: substitution.cast_eliminate 1.22% : 0.000002s : 2: substitution.elim_not_effective 0.86% : 0.000001s : 2: substitution.fold_const_symbol 3.89% : 0.000007s : 3: substitution.graph_param_transform 69.29% : 0.000119s : 2: substitution.inline 2.33% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.55% : 0.000004s : 4: substitution.remove_not_recompute_node 4.21% : 0.000007s : 2: substitution.replace_old_param ------[type_inference.] 0.004091 2 86.69% : 0.003547s : 1: type_inference.infer 13.31% : 0.000545s : 1: type_inference.specialize ------[replace.] 0.000031 2 100.00% : 0.000031s : 2: replace.inline ------[match.] 0.000117 2 100.00% : 0.000117s : 2: match.inline ------[predicate.] 0.000100 485 1.03% : 0.000001s : 7: predicate.accumulaten_eliminater 1.15% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.87% : 0.000001s : 7: predicate.addn_check_dump 1.31% : 0.000001s : 7: predicate.addn_zero_filter 1.66% : 0.000002s : 7: predicate.arithmetic_simplify 1.54% : 0.000002s : 7: predicate.cast_eliminate 0.78% : 0.000001s : 3: predicate.check_bprop_eliminate 0.89% : 0.000001s : 7: predicate.compare_switch_simplify 1.05% : 0.000001s : 7: predicate.depend_value_elim 0.87% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.55% : 0.000002s : 7: predicate.dict_get_item_eliminator 1.08% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.22% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.54% : 0.000001s : 3: predicate.elim_not_effective 0.96% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.12% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.94% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.93% : 0.000001s : 7: predicate.environ_get_depend_swap 1.03% : 0.000001s : 7: predicate.environ_get_eliminate 1.21% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.29% : 0.000000s : 3: predicate.fold_const_symbol 1.37% : 0.000001s : 6: predicate.get_grad_eliminate 0.52% : 0.000001s : 3: predicate.graph_param_transform 6.81% : 0.000007s : 15: predicate.inline 1.17% : 0.000001s : 6: predicate.inline_without_move 0.44% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.76% : 0.000002s : 6: predicate.less_batch_normalization 1.20% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.51% : 0.000002s : 10: predicate.load_eliminater 2.75% : 0.000003s : 3: predicate.loop_unroll_after_grad 2.33% : 0.000002s : 14: predicate.loop_unroll_before_grad 2.20% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.82% : 0.000001s : 7: predicate.merge_addn 0.88% : 0.000001s : 7: predicate.minmaximum_grad 3.64% : 0.000004s : 3: predicate.mutable_eliminate 0.61% : 0.000001s : 3: predicate.opt_reshape 1.90% : 0.000002s : 10: predicate.partial_eliminate 1.32% : 0.000001s : 7: predicate.print_const_string_wrapper 1.48% : 0.000001s : 7: predicate.reduce_eliminate 1.03% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.63% : 0.000001s : 6: predicate.remove_not_recompute_node 1.58% : 0.000002s : 13: predicate.replace_applicator 0.70% : 0.000001s : 6: predicate.replace_old_param 0.63% : 0.000001s : 3: predicate.reset_defer_inline 1.12% : 0.000001s : 7: predicate.reshape_eliminate 1.21% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.33% : 0.000001s : 3: predicate.row_tensor_eliminate 1.25% : 0.000001s : 7: predicate.same_eliminate 0.64% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.38% : 0.000001s : 6: predicate.special_op_eliminate 1.31% : 0.000001s : 6: predicate.specialize_transform 1.27% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.08% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.74% : 0.000001s : 3: predicate.switch_call_monad_eliminater 2.06% : 0.000002s : 9: predicate.switch_defer_inline 1.31% : 0.000001s : 9: predicate.switch_layer_defer_inline 5.97% : 0.000006s : 26: predicate.switch_simplify 0.93% : 0.000001s : 7: predicate.tile_eliminate 1.43% : 0.000001s : 7: predicate.transpose_eliminate 1.24% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 0.94% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 5.08% : 0.000005s : 13: predicate.tuple_list_get_item_eliminator 1.35% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.24% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.48% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.31% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.41% : 0.000001s : 7: predicate.value_based_eliminate 0.51% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 1.01% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000330 6 31.76% : 0.000105s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.24% : 0.000225s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.015023 73 0.42% : 0.000063s : 1: add_recomputation 0.43% : 0.000065s : 1: auto_monad 0.13% : 0.000019s : 1: auto_monad_reorder 2.45% : 0.000368s : 1: bootstrap 0.28% : 0.000042s : 1: cconv 0.07% : 0.000010s : 1: convert_after_rewriter 0.17% : 0.000026s : 1: cse_after_recomputation 0.07% : 0.000011s : 1: environ_conv 0.12% : 0.000019s : 1: event_method 0.04% : 0.000006s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000008s : 1: graph_reusing 40.28% : 0.006052s : 1: jit_opt_a 1.56% : 0.000234s : 1: jit_opt_after_cconv 0.44% : 0.000067s : 1: jit_opt_b 3.34% : 0.000501s : 1: loop_unroll 5.63% : 0.000845s : 1: mutable_eliminate 4.57% : 0.000686s : 26: opt.transform.jit_opt_a 0.40% : 0.000060s : 4: opt.transform.jit_opt_after_cconv 0.22% : 0.000033s : 4: opt.transform.jit_opt_b 0.11% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.15% : 0.000023s : 1: opt.transform.mutable_eliminate 0.17% : 0.000025s : 1: opt.transform.opt_after_jit_grad 0.24% : 0.000036s : 4: opt.transform.symbol_engine_opt 3.53% : 0.000531s : 1: opt_after_jit_grad 0.05% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.09% : 0.000014s : 1: process_offload_annotation 0.19% : 0.000029s : 1: py_interpret_to_execute 0.13% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000021s : 1: remove_dup_value 3.03% : 0.000455s : 1: renormalize.infer 2.11% : 0.000316s : 1: renormalize.specialize 0.08% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.32% : 0.000048s : 1: rewriter_after_opt_a 0.35% : 0.000053s : 1: rewriter_before_opt_a 0.57% : 0.000086s : 1: symbol_engine_optimizer 27.99% : 0.004205s : 1: type_inference TotalTime = 0.0112312, [31] [bootstrap]: 0.00030138 [type_inference]: 0.0035096 [event_method]: 1.287e-05 [auto_monad]: 5.572e-05 [graph_reusing]: 5.48002e-06 [pre_auto_parallel]: 2.37001e-06 [py_interpret_to_execute]: 2.299e-05 [rewriter_before_opt_a]: 4.901e-05 [expand_dump_flag]: 2.80002e-06 [jit_opt_a]: 0.00502595, [2] [Cycle 1]: 0.00133896, [27] [switch_simplify]: 4.484e-05 [loop_unroll]: 1.562e-05 [a_1]: 0.00031267 [with_stream_mark]: 2.554e-05 [recompute_prepare]: 7.88001e-06 [updatestate_depend_eliminate]: 5.14e-06 [updatestate_assign_eliminate]: 3.56001e-06 [updatestate_loads_eliminate]: 3.61999e-06 [parameter_eliminate]: 1.79e-06 [specialize_transform]: 6.14001e-06 [updatestate_useless_node_eliminater]: 5.57001e-06 [accelerated_algorithm]: 5.69999e-06 [meta_shard_fg_expand]: 2.24999e-06 [get_grad_eliminate_]: 5.98002e-06 [merge_forward]: 4.13001e-06 [cell_reuse_recompute_pass]: 1.05001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.634e-05 [j_node_and_user_rematch]: 9.17001e-06 [meta_fg_expand]: 2.68e-06 [replace_old_param]: 9.22001e-06 [inline_without_move]: 5.72999e-06 [renormalize]: 0.00059916 [add_forward_monad_depend]: 5.33002e-06 [auto_monad_grad]: 2.66e-06 [auto_monad_eliminator]: 1.497e-05 [cse]: 3.017e-05 [replace_applicator]: 1.35e-05 [Cycle 2]: 0.00033754, [27] [switch_simplify]: 6.21e-06 [loop_unroll]: 5.15001e-06 [a_1]: 0.00010383 [with_stream_mark]: 1.089e-05 [recompute_prepare]: 5.57001e-06 [updatestate_depend_eliminate]: 2.79001e-06 [updatestate_assign_eliminate]: 2.56998e-06 [updatestate_loads_eliminate]: 2.31998e-06 [parameter_eliminate]: 1.31998e-06 [specialize_transform]: 5.78997e-06 [updatestate_useless_node_eliminater]: 5.23002e-06 [accelerated_algorithm]: 5.13002e-06 [meta_shard_fg_expand]: 1.06997e-06 [get_grad_eliminate_]: 4.69002e-06 [merge_forward]: 2.85002e-06 [cell_reuse_recompute_pass]: 1.89e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.162e-05 [j_node_and_user_rematch]: 7.87e-06 [meta_fg_expand]: 1.70001e-06 [replace_old_param]: 7.2e-06 [inline_without_move]: 4.84998e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.60999e-06 [auto_monad_grad]: 1.02e-06 [auto_monad_eliminator]: 5.98998e-06 [cse]: 1.225e-05 [replace_applicator]: 5.57999e-06 [py_interpret_to_execute_after_opt_a]: 1.137e-05 [rewriter_after_opt_a]: 3.686e-05 [convert_after_rewriter]: 7.21001e-06 [order_py_execute_after_rewriter]: 5.34998e-06 [mutable_eliminate]: 0.00059397 [jit_opt_b]: 5.351e-05, [1] [Cycle 1]: 4.566e-05, [2] [frontend_op_eliminate]: 1.663e-05 [inline_after_opt_a]: 1.747e-05 [cconv]: 2.88e-05 [loop_unroll]: 0.00043081 [jit_opt_after_cconv]: 0.00015361, [1] [Cycle 1]: 0.0001462, [11] [c_1]: 2.214e-05 [parameter_eliminate]: 3.05002e-06 [updatestate_depend_eliminate]: 7.10998e-06 [updatestate_assign_eliminate]: 2.71e-06 [updatestate_loads_eliminate]: 2.48e-06 [cse]: 2.379e-05 [call_graph_tuple_transform]: 1.973e-05 [tuple_list_get_item_eliminator]: 5.97999e-06 [none_parameter_eliminate]: 1.60001e-06 [renormalize]: 7.00005e-07 [switch_simplify]: 5.76998e-06 [remove_dup_value]: 1.612e-05 [partial_unused_args_eliminate]: 2.41e-06 [environ_conv]: 5.92001e-06 [add_recomputation]: 5.993e-05 [cse_after_recomputation]: 2.459e-05, [1] [Cycle 1]: 1.882e-05, [1] [cse]: 1.201e-05 [auto_monad_reorder]: 1.667e-05 [get_jit_bprop_graph]: 1.94999e-06 [rewriter_after_jit_bprop_graph]: 5.40001e-06 [opt_after_jit_grad]: 0.0004738 [symbol_engine_optimizer]: 7.739e-05, [1] [Cycle 1]: 7.08e-05, [6] [build]: 4.45e-06 [elim_shapecalc]: 8.50001e-06 [elim_not_effective]: 1.364e-05 [opt_reshape]: 5.96e-06 [fold_const_symbol]: 9.29998e-06 [renormalize]: 3.30008e-07 [process_offload_annotation]: 1.138e-05 [validate]: 4.162e-05 Sums bootstrap : 0.000301s : 4.14% type_inference : 0.003510s : 48.19% event_method : 0.000013s : 0.18% auto_monad : 0.000056s : 0.77% graph_reusing : 0.000005s : 0.08% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000023s : 0.32% rewriter_before_opt_a : 0.000049s : 0.67% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000051s : 0.70% jit_opt_a.loop_unroll : 0.000021s : 0.29% jit_opt_a.a_1 : 0.000416s : 5.72% jit_opt_a.with_stream_mark : 0.000036s : 0.50% jit_opt_a.recompute_prepare : 0.000013s : 0.18% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.11% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.08% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.08% jit_opt_a.parameter_eliminate : 0.000003s : 0.04% jit_opt_a.specialize_transform : 0.000012s : 0.16% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.15% jit_opt_a.accelerated_algorithm : 0.000011s : 0.15% jit_opt_a.meta_shard_fg_expand : 0.000003s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.15% jit_opt_a.merge_forward : 0.000007s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000028s : 0.38% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.23% jit_opt_a.meta_fg_expand : 0.000004s : 0.06% jit_opt_a.replace_old_param : 0.000016s : 0.23% jit_opt_a.inline_without_move : 0.000011s : 0.15% jit_opt_a.renormalize : 0.000599s : 8.23% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.10% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000021s : 0.29% jit_opt_a.cse : 0.000042s : 0.58% jit_opt_a.replace_applicator : 0.000019s : 0.26% py_interpret_to_execute_after_opt_a : 0.000011s : 0.16% rewriter_after_opt_a : 0.000037s : 0.51% convert_after_rewriter : 0.000007s : 0.10% order_py_execute_after_rewriter : 0.000005s : 0.07% mutable_eliminate : 0.000594s : 8.16% jit_opt_b.frontend_op_eliminate : 0.000017s : 0.23% jit_opt_b.inline_after_opt_a : 0.000017s : 0.24% cconv : 0.000029s : 0.40% loop_unroll : 0.000431s : 5.92% jit_opt_after_cconv.c_1 : 0.000022s : 0.30% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000007s : 0.10% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000024s : 0.33% jit_opt_after_cconv.call_graph_tuple_transform : 0.000020s : 0.27% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.08% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.08% remove_dup_value : 0.000016s : 0.22% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000006s : 0.08% add_recomputation : 0.000060s : 0.82% cse_after_recomputation.cse : 0.000012s : 0.16% auto_monad_reorder : 0.000017s : 0.23% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000005s : 0.07% opt_after_jit_grad : 0.000474s : 6.51% symbol_engine_optimizer.build : 0.000004s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.12% symbol_engine_optimizer.elim_not_effective : 0.000014s : 0.19% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.08% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.13% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000011s : 0.16% validate : 0.000042s : 0.57% Time group info: ------[substitution.] 0.000146 21 14.83% : 0.000022s : 2: substitution.cast_eliminate 1.39% : 0.000002s : 2: substitution.elim_not_effective 0.90% : 0.000001s : 2: substitution.fold_const_symbol 4.06% : 0.000006s : 3: substitution.graph_param_transform 70.24% : 0.000102s : 2: substitution.inline 2.52% : 0.000004s : 4: substitution.j_node_and_user_rematch 3.25% : 0.000005s : 4: substitution.remove_not_recompute_node 2.82% : 0.000004s : 2: substitution.replace_old_param ------[type_inference.] 0.003453 2 85.67% : 0.002959s : 1: type_inference.infer 14.33% : 0.000495s : 1: type_inference.specialize ------[replace.] 0.000029 2 100.00% : 0.000029s : 2: replace.inline ------[match.] 0.000101 2 100.00% : 0.000101s : 2: match.inline ------[predicate.] 0.000091 485 1.04% : 0.000001s : 7: predicate.accumulaten_eliminater 1.56% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.92% : 0.000001s : 7: predicate.addn_check_dump 1.25% : 0.000001s : 7: predicate.addn_zero_filter 1.78% : 0.000002s : 7: predicate.arithmetic_simplify 1.45% : 0.000001s : 7: predicate.cast_eliminate 0.58% : 0.000001s : 3: predicate.check_bprop_eliminate 1.06% : 0.000001s : 7: predicate.compare_switch_simplify 1.11% : 0.000001s : 7: predicate.depend_value_elim 0.91% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.11% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.06% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.51% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.68% : 0.000001s : 3: predicate.elim_not_effective 0.84% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.04% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.92% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.00% : 0.000001s : 7: predicate.environ_get_depend_swap 1.09% : 0.000001s : 7: predicate.environ_get_eliminate 0.98% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.33% : 0.000000s : 3: predicate.fold_const_symbol 1.32% : 0.000001s : 6: predicate.get_grad_eliminate 0.41% : 0.000000s : 3: predicate.graph_param_transform 6.25% : 0.000006s : 15: predicate.inline 1.22% : 0.000001s : 6: predicate.inline_without_move 0.49% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.70% : 0.000002s : 6: predicate.less_batch_normalization 0.99% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.56% : 0.000001s : 10: predicate.load_eliminater 2.22% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.78% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.95% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.97% : 0.000001s : 7: predicate.merge_addn 0.93% : 0.000001s : 7: predicate.minmaximum_grad 2.83% : 0.000003s : 3: predicate.mutable_eliminate 0.62% : 0.000001s : 3: predicate.opt_reshape 2.25% : 0.000002s : 10: predicate.partial_eliminate 1.46% : 0.000001s : 7: predicate.print_const_string_wrapper 1.66% : 0.000002s : 7: predicate.reduce_eliminate 1.08% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.67% : 0.000001s : 6: predicate.remove_not_recompute_node 1.86% : 0.000002s : 13: predicate.replace_applicator 1.01% : 0.000001s : 6: predicate.replace_old_param 0.44% : 0.000000s : 3: predicate.reset_defer_inline 1.29% : 0.000001s : 7: predicate.reshape_eliminate 1.26% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.88% : 0.000001s : 3: predicate.row_tensor_eliminate 1.12% : 0.000001s : 7: predicate.same_eliminate 0.69% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.69% : 0.000002s : 6: predicate.special_op_eliminate 1.39% : 0.000001s : 6: predicate.specialize_transform 1.28% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.31% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.67% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.64% : 0.000001s : 9: predicate.switch_defer_inline 1.65% : 0.000001s : 9: predicate.switch_layer_defer_inline 7.05% : 0.000006s : 26: predicate.switch_simplify 1.20% : 0.000001s : 7: predicate.tile_eliminate 1.21% : 0.000001s : 7: predicate.transpose_eliminate 1.18% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.14% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.40% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.39% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.01% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.56% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.23% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.35% : 0.000001s : 7: predicate.value_based_eliminate 0.49% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.99% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000238 6 29.79% : 0.000071s : 2: func_graph_cloner_run.FuncGraphClonerGraph 70.21% : 0.000167s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.012498 73 0.50% : 0.000063s : 1: add_recomputation 0.47% : 0.000059s : 1: auto_monad 0.15% : 0.000019s : 1: auto_monad_reorder 2.58% : 0.000323s : 1: bootstrap 0.25% : 0.000032s : 1: cconv 0.08% : 0.000010s : 1: convert_after_rewriter 0.22% : 0.000027s : 1: cse_after_recomputation 0.07% : 0.000008s : 1: environ_conv 0.14% : 0.000017s : 1: event_method 0.04% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 40.25% : 0.005031s : 1: jit_opt_a 1.25% : 0.000157s : 1: jit_opt_after_cconv 0.45% : 0.000056s : 1: jit_opt_b 3.52% : 0.000440s : 1: loop_unroll 4.82% : 0.000602s : 1: mutable_eliminate 4.85% : 0.000606s : 26: opt.transform.jit_opt_a 0.40% : 0.000050s : 4: opt.transform.jit_opt_after_cconv 0.22% : 0.000027s : 4: opt.transform.jit_opt_b 0.11% : 0.000013s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000015s : 1: opt.transform.mutable_eliminate 0.18% : 0.000023s : 1: opt.transform.opt_after_jit_grad 0.27% : 0.000034s : 4: opt.transform.symbol_engine_opt 3.86% : 0.000483s : 1: opt_after_jit_grad 0.06% : 0.000007s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.03% : 0.000004s : 1: pre_auto_parallel 0.11% : 0.000013s : 1: process_offload_annotation 0.21% : 0.000026s : 1: py_interpret_to_execute 0.11% : 0.000014s : 1: py_interpret_to_execute_after_opt_a 0.15% : 0.000019s : 1: remove_dup_value 2.72% : 0.000340s : 1: renormalize.infer 2.02% : 0.000252s : 1: renormalize.specialize 0.06% : 0.000007s : 1: rewriter_after_jit_bprop_graph 0.32% : 0.000040s : 1: rewriter_after_opt_a 0.42% : 0.000052s : 1: rewriter_before_opt_a 0.64% : 0.000080s : 1: symbol_engine_optimizer 28.21% : 0.003525s : 1: type_inference [WARNING] ME(169696:281473807314736,MainProcess):2026-01-29-17:39:55.972.080 [mindspore/graph/api.py:128] The function "tensor_to_5" at the file "/home/jenkins/mindspore/testcases/testcases/tests/st/tensor/test_to.py", line 116 has been compiled again. Try to reuse the function object decorated by @jit to reduce the compile time. For more details, get instructions about `jit` at https://www.mindspore.cn/search?inputValue=jit. TotalTime = 0.0131194, [31] [bootstrap]: 0.00036981 [type_inference]: 0.00370646 [event_method]: 1.361e-05 [auto_monad]: 6.216e-05 [graph_reusing]: 6.13002e-06 [pre_auto_parallel]: 2.44001e-06 [py_interpret_to_execute]: 2.4e-05 [rewriter_before_opt_a]: 4.595e-05 [expand_dump_flag]: 2.73e-06 [jit_opt_a]: 0.00621303, [2] [Cycle 1]: 0.00175794, [27] [switch_simplify]: 4.479e-05 [loop_unroll]: 1.584e-05 [a_1]: 0.00032258 [with_stream_mark]: 3.315e-05 [recompute_prepare]: 8.77e-06 [updatestate_depend_eliminate]: 4.57998e-06 [updatestate_assign_eliminate]: 3.91999e-06 [updatestate_loads_eliminate]: 3.46001e-06 [parameter_eliminate]: 1.91e-06 [specialize_transform]: 6.79001e-06 [updatestate_useless_node_eliminater]: 5.42001e-06 [accelerated_algorithm]: 6.28e-06 [meta_shard_fg_expand]: 2.59999e-06 [get_grad_eliminate_]: 5.64e-06 [merge_forward]: 3.85e-06 [cell_reuse_recompute_pass]: 1.14e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.523e-05 [j_node_and_user_rematch]: 9.60001e-06 [meta_fg_expand]: 2.35002e-06 [replace_old_param]: 1.02e-05 [inline_without_move]: 5.35999e-06 [renormalize]: 0.00093447 [add_forward_monad_depend]: 8.55999e-06 [auto_monad_grad]: 2.41998e-06 [auto_monad_eliminator]: 4.409e-05 [cse]: 3.493e-05 [replace_applicator]: 2.144e-05 [Cycle 2]: 0.00062647, [27] [switch_simplify]: 6.64999e-06 [loop_unroll]: 5.73002e-06 [a_1]: 0.00013752 [with_stream_mark]: 1.584e-05 [recompute_prepare]: 6.72002e-06 [updatestate_depend_eliminate]: 4e-06 [updatestate_assign_eliminate]: 2.92002e-06 [updatestate_loads_eliminate]: 2.43002e-06 [parameter_eliminate]: 1.91e-06 [specialize_transform]: 5.57001e-06 [updatestate_useless_node_eliminater]: 5.44998e-06 [accelerated_algorithm]: 5.15999e-06 [meta_shard_fg_expand]: 1.72001e-06 [get_grad_eliminate_]: 1.641e-05 [merge_forward]: 4.89e-06 [cell_reuse_recompute_pass]: 2.54999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.477e-05 [j_node_and_user_rematch]: 8.76002e-06 [meta_fg_expand]: 2.64999e-06 [replace_old_param]: 8.22e-06 [inline_without_move]: 5.19e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 1.38002e-06 [auto_monad_grad]: 1.97999e-06 [auto_monad_eliminator]: 1.085e-05 [cse]: 1.854e-05 [replace_applicator]: 7.33999e-06 [py_interpret_to_execute_after_opt_a]: 1.683e-05 [rewriter_after_opt_a]: 5.15e-05 [convert_after_rewriter]: 9.60001e-06 [order_py_execute_after_rewriter]: 5.51e-06 [mutable_eliminate]: 0.00078073 [jit_opt_b]: 6.049e-05, [1] [Cycle 1]: 4.955e-05, [2] [frontend_op_eliminate]: 1.832e-05 [inline_after_opt_a]: 1.875e-05 [cconv]: 3.71e-05 [loop_unroll]: 0.00046058 [jit_opt_after_cconv]: 0.00020745, [1] [Cycle 1]: 0.00020003, [11] [c_1]: 2.208e-05 [parameter_eliminate]: 5.56002e-06 [updatestate_depend_eliminate]: 1.143e-05 [updatestate_assign_eliminate]: 3.16999e-06 [updatestate_loads_eliminate]: 3.8e-06 [cse]: 3.396e-05 [call_graph_tuple_transform]: 2.604e-05 [tuple_list_get_item_eliminator]: 6.02001e-06 [none_parameter_eliminate]: 2.14e-06 [renormalize]: 7.2e-07 [switch_simplify]: 6.16e-06 [remove_dup_value]: 1.833e-05 [partial_unused_args_eliminate]: 2.71e-06 [environ_conv]: 6.96001e-06 [add_recomputation]: 6.27e-05 [cse_after_recomputation]: 2.439e-05, [1] [Cycle 1]: 1.819e-05, [1] [cse]: 1.216e-05 [auto_monad_reorder]: 1.657e-05 [get_jit_bprop_graph]: 2.16e-06 [rewriter_after_jit_bprop_graph]: 6.96001e-06 [opt_after_jit_grad]: 0.00053908 [symbol_engine_optimizer]: 8.076e-05, [1] [Cycle 1]: 7.371e-05, [6] [build]: 5.14e-06 [elim_shapecalc]: 9.39e-06 [elim_not_effective]: 1.531e-05 [opt_reshape]: 6.23002e-06 [fold_const_symbol]: 9.86998e-06 [renormalize]: 3.00002e-07 [process_offload_annotation]: 1.193e-05 [validate]: 4.931e-05 Sums bootstrap : 0.000370s : 4.41% type_inference : 0.003706s : 44.16% event_method : 0.000014s : 0.16% auto_monad : 0.000062s : 0.74% graph_reusing : 0.000006s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000024s : 0.29% rewriter_before_opt_a : 0.000046s : 0.55% expand_dump_flag : 0.000003s : 0.03% jit_opt_a.switch_simplify : 0.000051s : 0.61% jit_opt_a.loop_unroll : 0.000022s : 0.26% jit_opt_a.a_1 : 0.000460s : 5.48% jit_opt_a.with_stream_mark : 0.000049s : 0.58% jit_opt_a.recompute_prepare : 0.000015s : 0.18% jit_opt_a.updatestate_depend_eliminate : 0.000009s : 0.10% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.08% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.07% jit_opt_a.parameter_eliminate : 0.000004s : 0.05% jit_opt_a.specialize_transform : 0.000012s : 0.15% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.13% jit_opt_a.accelerated_algorithm : 0.000011s : 0.14% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000022s : 0.26% jit_opt_a.merge_forward : 0.000009s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.04% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000030s : 0.36% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.22% jit_opt_a.meta_fg_expand : 0.000005s : 0.06% jit_opt_a.replace_old_param : 0.000018s : 0.22% jit_opt_a.inline_without_move : 0.000011s : 0.13% jit_opt_a.renormalize : 0.000935s : 11.13% jit_opt_a.add_forward_monad_depend : 0.000010s : 0.12% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000055s : 0.65% jit_opt_a.cse : 0.000053s : 0.64% jit_opt_a.replace_applicator : 0.000029s : 0.34% py_interpret_to_execute_after_opt_a : 0.000017s : 0.20% rewriter_after_opt_a : 0.000051s : 0.61% convert_after_rewriter : 0.000010s : 0.11% order_py_execute_after_rewriter : 0.000006s : 0.07% mutable_eliminate : 0.000781s : 9.30% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.22% jit_opt_b.inline_after_opt_a : 0.000019s : 0.22% cconv : 0.000037s : 0.44% loop_unroll : 0.000461s : 5.49% jit_opt_after_cconv.c_1 : 0.000022s : 0.26% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.07% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.14% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.05% jit_opt_after_cconv.cse : 0.000034s : 0.40% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.31% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.07% remove_dup_value : 0.000018s : 0.22% partial_unused_args_eliminate : 0.000003s : 0.03% environ_conv : 0.000007s : 0.08% add_recomputation : 0.000063s : 0.75% cse_after_recomputation.cse : 0.000012s : 0.14% auto_monad_reorder : 0.000017s : 0.20% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000007s : 0.08% opt_after_jit_grad : 0.000539s : 6.42% symbol_engine_optimizer.build : 0.000005s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.11% symbol_engine_optimizer.elim_not_effective : 0.000015s : 0.18% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.12% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000012s : 0.14% validate : 0.000049s : 0.59% Time group info: ------[substitution.] 0.000165 21 15.27% : 0.000025s : 2: substitution.cast_eliminate 1.25% : 0.000002s : 2: substitution.elim_not_effective 0.92% : 0.000002s : 2: substitution.fold_const_symbol 3.77% : 0.000006s : 3: substitution.graph_param_transform 70.04% : 0.000116s : 2: substitution.inline 2.43% : 0.000004s : 4: substitution.j_node_and_user_rematch 2.91% : 0.000005s : 4: substitution.remove_not_recompute_node 3.41% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.003641 2 86.61% : 0.003153s : 1: type_inference.infer 13.39% : 0.000487s : 1: type_inference.specialize ------[replace.] 0.000026 2 100.00% : 0.000026s : 2: replace.inline ------[match.] 0.000114 2 100.00% : 0.000114s : 2: match.inline ------[predicate.] 0.000109 489 0.91% : 0.000001s : 7: predicate.accumulaten_eliminater 1.25% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.75% : 0.000001s : 7: predicate.addn_check_dump 0.94% : 0.000001s : 7: predicate.addn_zero_filter 1.47% : 0.000002s : 7: predicate.arithmetic_simplify 1.04% : 0.000001s : 7: predicate.cast_eliminate 0.64% : 0.000001s : 3: predicate.check_bprop_eliminate 0.79% : 0.000001s : 7: predicate.compare_switch_simplify 0.88% : 0.000001s : 7: predicate.depend_value_elim 0.81% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.08% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.83% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.03% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.48% : 0.000001s : 3: predicate.elim_not_effective 1.13% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.87% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.80% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.80% : 0.000001s : 7: predicate.environ_get_depend_swap 0.89% : 0.000001s : 7: predicate.environ_get_eliminate 1.56% : 0.000002s : 7: predicate.environ_get_set_eliminate 0.27% : 0.000000s : 3: predicate.fold_const_symbol 11.47% : 0.000012s : 6: predicate.get_grad_eliminate 0.29% : 0.000000s : 3: predicate.graph_param_transform 6.06% : 0.000007s : 15: predicate.inline 1.19% : 0.000001s : 6: predicate.inline_without_move 0.43% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.36% : 0.000001s : 6: predicate.less_batch_normalization 1.29% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.54% : 0.000002s : 10: predicate.load_eliminater 2.17% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.64% : 0.000003s : 16: predicate.loop_unroll_before_grad 1.74% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.76% : 0.000001s : 7: predicate.merge_addn 0.83% : 0.000001s : 7: predicate.minmaximum_grad 3.30% : 0.000004s : 3: predicate.mutable_eliminate 0.64% : 0.000001s : 3: predicate.opt_reshape 2.21% : 0.000002s : 10: predicate.partial_eliminate 0.88% : 0.000001s : 7: predicate.print_const_string_wrapper 1.58% : 0.000002s : 7: predicate.reduce_eliminate 0.91% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.60% : 0.000001s : 6: predicate.remove_not_recompute_node 1.44% : 0.000002s : 13: predicate.replace_applicator 0.70% : 0.000001s : 6: predicate.replace_old_param 0.57% : 0.000001s : 3: predicate.reset_defer_inline 1.49% : 0.000002s : 7: predicate.reshape_eliminate 0.95% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.48% : 0.000002s : 3: predicate.row_tensor_eliminate 1.08% : 0.000001s : 7: predicate.same_eliminate 0.74% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.07% : 0.000001s : 6: predicate.special_op_eliminate 1.37% : 0.000001s : 6: predicate.specialize_transform 1.02% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 0.94% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.53% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.41% : 0.000002s : 9: predicate.switch_defer_inline 1.31% : 0.000001s : 9: predicate.switch_layer_defer_inline 5.77% : 0.000006s : 28: predicate.switch_simplify 0.91% : 0.000001s : 7: predicate.tile_eliminate 0.93% : 0.000001s : 7: predicate.transpose_eliminate 1.03% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 0.96% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.48% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.22% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 0.90% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.14% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 2.56% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 2.65% : 0.000003s : 7: predicate.value_based_eliminate 0.49% : 0.000001s : 3: predicate.virtual_view_grad_eliminate 0.77% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000321 6 32.03% : 0.000103s : 2: func_graph_cloner_run.FuncGraphClonerGraph 67.97% : 0.000218s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.014796 73 0.44% : 0.000065s : 1: add_recomputation 0.44% : 0.000065s : 1: auto_monad 0.13% : 0.000019s : 1: auto_monad_reorder 2.69% : 0.000398s : 1: bootstrap 0.27% : 0.000040s : 1: cconv 0.08% : 0.000012s : 1: convert_after_rewriter 0.18% : 0.000027s : 1: cse_after_recomputation 0.06% : 0.000009s : 1: environ_conv 0.13% : 0.000019s : 1: event_method 0.03% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000009s : 1: graph_reusing 42.02% : 0.006218s : 1: jit_opt_a 1.42% : 0.000211s : 1: jit_opt_after_cconv 0.43% : 0.000064s : 1: jit_opt_b 3.18% : 0.000471s : 1: loop_unroll 5.40% : 0.000799s : 1: mutable_eliminate 4.57% : 0.000676s : 26: opt.transform.jit_opt_a 0.38% : 0.000057s : 4: opt.transform.jit_opt_after_cconv 0.20% : 0.000030s : 4: opt.transform.jit_opt_b 0.10% : 0.000015s : 1: opt.transform.loop_unroll_optimizer 0.16% : 0.000024s : 1: opt.transform.mutable_eliminate 0.17% : 0.000025s : 1: opt.transform.opt_after_jit_grad 0.25% : 0.000037s : 4: opt.transform.symbol_engine_opt 3.72% : 0.000550s : 1: opt_after_jit_grad 0.05% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000005s : 1: pre_auto_parallel 0.10% : 0.000014s : 1: process_offload_annotation 0.18% : 0.000027s : 1: py_interpret_to_execute 0.14% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000021s : 1: remove_dup_value 4.00% : 0.000591s : 1: renormalize.infer 2.25% : 0.000333s : 1: renormalize.specialize 0.06% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.38% : 0.000056s : 1: rewriter_after_opt_a 0.33% : 0.000049s : 1: rewriter_before_opt_a 0.57% : 0.000084s : 1: symbol_engine_optimizer 25.17% : 0.003724s : 1: type_inference TotalTime = 0.0124462, [31] [bootstrap]: 0.00035313 [type_inference]: 0.00307452 [event_method]: 1.376e-05 [auto_monad]: 5.373e-05 [graph_reusing]: 5.19998e-06 [pre_auto_parallel]: 2.64001e-06 [py_interpret_to_execute]: 2.284e-05 [rewriter_before_opt_a]: 4.46e-05 [expand_dump_flag]: 3.63e-06 [jit_opt_a]: 0.00624389, [2] [Cycle 1]: 0.0014545, [27] [switch_simplify]: 4.957e-05 [loop_unroll]: 1.65e-05 [a_1]: 0.00033988 [with_stream_mark]: 3.38e-05 [recompute_prepare]: 7.75e-06 [updatestate_depend_eliminate]: 3.61999e-06 [updatestate_assign_eliminate]: 3.07002e-06 [updatestate_loads_eliminate]: 2.06e-06 [parameter_eliminate]: 2.17001e-06 [specialize_transform]: 6.12999e-06 [updatestate_useless_node_eliminater]: 4.61002e-06 [accelerated_algorithm]: 4.62e-06 [meta_shard_fg_expand]: 2.41998e-06 [get_grad_eliminate_]: 4.12e-06 [merge_forward]: 3.98001e-06 [cell_reuse_recompute_pass]: 1.09e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.487e-05 [j_node_and_user_rematch]: 7.73999e-06 [meta_fg_expand]: 1.96e-06 [replace_old_param]: 9.47001e-06 [inline_without_move]: 4.43001e-06 [renormalize]: 0.000636 [add_forward_monad_depend]: 7.45e-06 [auto_monad_grad]: 3.18e-06 [auto_monad_eliminator]: 1.538e-05 [cse]: 3.19e-05 [replace_applicator]: 1.531e-05 [Cycle 2]: 0.00030239, [27] [switch_simplify]: 5.40999e-06 [loop_unroll]: 4.08001e-06 [a_1]: 6.452e-05 [with_stream_mark]: 1.383e-05 [recompute_prepare]: 5.23002e-06 [updatestate_depend_eliminate]: 3.19001e-06 [updatestate_assign_eliminate]: 1.97999e-06 [updatestate_loads_eliminate]: 1.88002e-06 [parameter_eliminate]: 1.30999e-06 [specialize_transform]: 4.57998e-06 [updatestate_useless_node_eliminater]: 3.84002e-06 [accelerated_algorithm]: 3.79002e-06 [meta_shard_fg_expand]: 1.47001e-06 [get_grad_eliminate_]: 3.8e-06 [merge_forward]: 2.86e-06 [cell_reuse_recompute_pass]: 2.39999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.367e-05 [j_node_and_user_rematch]: 7.51999e-06 [meta_fg_expand]: 1.35999e-06 [replace_old_param]: 6.96001e-06 [inline_without_move]: 3.83001e-06 [renormalize]: 5.00004e-08 [add_forward_monad_depend]: 1.82999e-06 [auto_monad_grad]: 1.31002e-06 [auto_monad_eliminator]: 7.65e-06 [cse]: 1.096e-05 [replace_applicator]: 5.04e-06 [py_interpret_to_execute_after_opt_a]: 3.874e-05 [rewriter_after_opt_a]: 4.031e-05 [convert_after_rewriter]: 7.05e-06 [order_py_execute_after_rewriter]: 5.79e-06 [mutable_eliminate]: 0.00075908 [jit_opt_b]: 5.271e-05, [1] [Cycle 1]: 4.303e-05, [2] [frontend_op_eliminate]: 1.364e-05 [inline_after_opt_a]: 1.736e-05 [cconv]: 3.906e-05 [loop_unroll]: 0.00051261 [jit_opt_after_cconv]: 0.00017338, [1] [Cycle 1]: 0.0001651, [11] [c_1]: 1.769e-05 [parameter_eliminate]: 7.17002e-06 [updatestate_depend_eliminate]: 1.341e-05 [updatestate_assign_eliminate]: 2.68003e-06 [updatestate_loads_eliminate]: 2.31e-06 [cse]: 3.319e-05 [call_graph_tuple_transform]: 2.338e-05 [tuple_list_get_item_eliminator]: 4.67e-06 [none_parameter_eliminate]: 1.67001e-06 [renormalize]: 1.00001e-06 [switch_simplify]: 4.75001e-06 [remove_dup_value]: 1.47e-05 [partial_unused_args_eliminate]: 2.36998e-06 [environ_conv]: 6.64999e-06 [add_recomputation]: 4.833e-05 [cse_after_recomputation]: 2.288e-05, [1] [Cycle 1]: 1.6e-05, [1] [cse]: 8.68001e-06 [auto_monad_reorder]: 1.567e-05 [get_jit_bprop_graph]: 2.49001e-06 [rewriter_after_jit_bprop_graph]: 8.66997e-06 [opt_after_jit_grad]: 0.00053035 [symbol_engine_optimizer]: 7.482e-05, [1] [Cycle 1]: 6.679e-05, [6] [build]: 5.86e-06 [elim_shapecalc]: 6.71e-06 [elim_not_effective]: 1.326e-05 [opt_reshape]: 5.06997e-06 [fold_const_symbol]: 7.04001e-06 [renormalize]: 3.50003e-07 [process_offload_annotation]: 1.025e-05 [validate]: 4.531e-05 Sums bootstrap : 0.000353s : 4.86% type_inference : 0.003075s : 42.30% event_method : 0.000014s : 0.19% auto_monad : 0.000054s : 0.74% graph_reusing : 0.000005s : 0.07% pre_auto_parallel : 0.000003s : 0.04% py_interpret_to_execute : 0.000023s : 0.31% rewriter_before_opt_a : 0.000045s : 0.61% expand_dump_flag : 0.000004s : 0.05% jit_opt_a.switch_simplify : 0.000055s : 0.76% jit_opt_a.loop_unroll : 0.000021s : 0.28% jit_opt_a.a_1 : 0.000404s : 5.56% jit_opt_a.with_stream_mark : 0.000048s : 0.66% jit_opt_a.recompute_prepare : 0.000013s : 0.18% jit_opt_a.updatestate_depend_eliminate : 0.000007s : 0.09% jit_opt_a.updatestate_assign_eliminate : 0.000005s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000004s : 0.05% jit_opt_a.parameter_eliminate : 0.000003s : 0.05% jit_opt_a.specialize_transform : 0.000011s : 0.15% jit_opt_a.updatestate_useless_node_eliminater : 0.000008s : 0.12% jit_opt_a.accelerated_algorithm : 0.000008s : 0.12% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.05% jit_opt_a.get_grad_eliminate_ : 0.000008s : 0.11% jit_opt_a.merge_forward : 0.000007s : 0.09% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.05% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000029s : 0.39% jit_opt_a.j_node_and_user_rematch : 0.000015s : 0.21% jit_opt_a.meta_fg_expand : 0.000003s : 0.05% jit_opt_a.replace_old_param : 0.000016s : 0.23% jit_opt_a.inline_without_move : 0.000008s : 0.11% jit_opt_a.renormalize : 0.000636s : 8.75% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.13% jit_opt_a.auto_monad_grad : 0.000004s : 0.06% jit_opt_a.auto_monad_eliminator : 0.000023s : 0.32% jit_opt_a.cse : 0.000043s : 0.59% jit_opt_a.replace_applicator : 0.000020s : 0.28% py_interpret_to_execute_after_opt_a : 0.000039s : 0.53% rewriter_after_opt_a : 0.000040s : 0.55% convert_after_rewriter : 0.000007s : 0.10% order_py_execute_after_rewriter : 0.000006s : 0.08% mutable_eliminate : 0.000759s : 10.44% jit_opt_b.frontend_op_eliminate : 0.000014s : 0.19% jit_opt_b.inline_after_opt_a : 0.000017s : 0.24% cconv : 0.000039s : 0.54% loop_unroll : 0.000513s : 7.05% jit_opt_after_cconv.c_1 : 0.000018s : 0.24% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.10% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000013s : 0.18% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000002s : 0.03% jit_opt_after_cconv.cse : 0.000033s : 0.46% jit_opt_after_cconv.call_graph_tuple_transform : 0.000023s : 0.32% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000005s : 0.06% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000005s : 0.07% remove_dup_value : 0.000015s : 0.20% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000007s : 0.09% add_recomputation : 0.000048s : 0.66% cse_after_recomputation.cse : 0.000009s : 0.12% auto_monad_reorder : 0.000016s : 0.22% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000009s : 0.12% opt_after_jit_grad : 0.000530s : 7.30% symbol_engine_optimizer.build : 0.000006s : 0.08% symbol_engine_optimizer.elim_shapecalc : 0.000007s : 0.09% symbol_engine_optimizer.elim_not_effective : 0.000013s : 0.18% symbol_engine_optimizer.opt_reshape : 0.000005s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000007s : 0.10% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000010s : 0.14% validate : 0.000045s : 0.62% Time group info: ------[substitution.] 0.000162 12 1.27% : 0.000002s : 1: substitution.elim_not_effective 0.90% : 0.000001s : 1: substitution.fold_const_symbol 3.49% : 0.000006s : 2: substitution.graph_param_transform 85.91% : 0.000139s : 2: substitution.inline 2.60% : 0.000004s : 2: substitution.j_node_and_user_rematch 2.26% : 0.000004s : 2: substitution.remove_not_recompute_node 3.57% : 0.000006s : 2: substitution.replace_old_param ------[type_inference.] 0.003009 2 85.67% : 0.002577s : 1: type_inference.infer 14.33% : 0.000431s : 1: type_inference.specialize ------[replace.] 0.000049 2 100.00% : 0.000049s : 2: replace.inline ------[match.] 0.000137 2 100.00% : 0.000137s : 2: match.inline ------[predicate.] 0.000083 350 0.84% : 0.000001s : 5: predicate.accumulaten_eliminater 2.04% : 0.000002s : 2: predicate.ad_related_special_op_eliminate 0.77% : 0.000001s : 5: predicate.addn_check_dump 0.95% : 0.000001s : 5: predicate.addn_zero_filter 2.28% : 0.000002s : 5: predicate.arithmetic_simplify 1.13% : 0.000001s : 5: predicate.cast_eliminate 0.47% : 0.000000s : 2: predicate.check_bprop_eliminate 0.74% : 0.000001s : 5: predicate.compare_switch_simplify 0.90% : 0.000001s : 5: predicate.depend_value_elim 1.03% : 0.000001s : 5: predicate.dict_get_item_const_eliminator 0.90% : 0.000001s : 5: predicate.dict_get_item_eliminator 0.96% : 0.000001s : 5: predicate.dict_set_item_eliminator 1.70% : 0.000001s : 2: predicate.dumpgradient_eliminate 0.36% : 0.000000s : 2: predicate.elim_not_effective 0.58% : 0.000000s : 2: predicate.elim_shapecalc_of_broadcastargs 0.81% : 0.000001s : 5: predicate.environ_add_const_eliminate 0.68% : 0.000001s : 5: predicate.environ_get_add_eliminate 0.78% : 0.000001s : 5: predicate.environ_get_depend_swap 0.83% : 0.000001s : 5: predicate.environ_get_eliminate 0.87% : 0.000001s : 5: predicate.environ_get_set_eliminate 0.25% : 0.000000s : 2: predicate.fold_const_symbol 0.93% : 0.000001s : 4: predicate.get_grad_eliminate 0.52% : 0.000000s : 2: predicate.graph_param_transform 8.16% : 0.000007s : 11: predicate.inline 0.92% : 0.000001s : 4: predicate.inline_without_move 0.42% : 0.000000s : 4: predicate.j_node_and_user_rematch 1.53% : 0.000001s : 4: predicate.less_batch_normalization 1.20% : 0.000001s : 5: predicate.list_to_tuple_eliminator_ 1.13% : 0.000001s : 7: predicate.load_eliminater 3.56% : 0.000003s : 2: predicate.loop_unroll_after_grad 3.72% : 0.000003s : 14: predicate.loop_unroll_before_grad 1.81% : 0.000002s : 7: predicate.make_slice_get_slice_eliminator 0.80% : 0.000001s : 5: predicate.merge_addn 0.76% : 0.000001s : 5: predicate.minmaximum_grad 4.51% : 0.000004s : 2: predicate.mutable_eliminate 0.47% : 0.000000s : 2: predicate.opt_reshape 2.05% : 0.000002s : 7: predicate.partial_eliminate 0.80% : 0.000001s : 5: predicate.print_const_string_wrapper 1.46% : 0.000001s : 5: predicate.reduce_eliminate 1.03% : 0.000001s : 5: predicate.redundant_stop_gradient_eliminater 1.14% : 0.000001s : 4: predicate.remove_not_recompute_node 1.29% : 0.000001s : 9: predicate.replace_applicator 0.96% : 0.000001s : 4: predicate.replace_old_param 1.23% : 0.000001s : 2: predicate.reset_defer_inline 0.99% : 0.000001s : 5: predicate.reshape_eliminate 0.84% : 0.000001s : 5: predicate.row_tensor_add_zeros_like 1.76% : 0.000001s : 2: predicate.row_tensor_eliminate 1.13% : 0.000001s : 5: predicate.same_eliminate 0.58% : 0.000000s : 4: predicate.set_cell_output_no_recompute 1.10% : 0.000001s : 4: predicate.special_op_eliminate 1.62% : 0.000001s : 4: predicate.specialize_transform 0.91% : 0.000001s : 5: predicate.split_environ_get_set_with_tuple_value 0.85% : 0.000001s : 5: predicate.stack_unstack_eliminate 0.64% : 0.000001s : 2: predicate.switch_call_monad_eliminater 1.52% : 0.000001s : 7: predicate.switch_defer_inline 1.40% : 0.000001s : 7: predicate.switch_layer_defer_inline 9.00% : 0.000008s : 23: predicate.switch_simplify 1.23% : 0.000001s : 5: predicate.tile_eliminate 0.89% : 0.000001s : 5: predicate.transpose_eliminate 1.51% : 0.000001s : 5: predicate.tuple_list_convert_item_index_to_positive 1.39% : 0.000001s : 5: predicate.tuple_list_get_item_depend_reorder 3.72% : 0.000003s : 9: predicate.tuple_list_get_item_eliminator 1.13% : 0.000001s : 5: predicate.tuple_list_set_item_eliminator 1.01% : 0.000001s : 5: predicate.tuple_to_list_eliminator_ 1.21% : 0.000001s : 7: predicate.updatestate_pure_node_eliminater 2.46% : 0.000002s : 11: predicate.updatestate_useless_node_eliminater 1.61% : 0.000001s : 5: predicate.value_based_eliminate 0.36% : 0.000000s : 2: predicate.virtual_view_grad_eliminate 0.90% : 0.000001s : 2: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000292 6 35.07% : 0.000102s : 2: func_graph_cloner_run.FuncGraphClonerGraph 64.93% : 0.000189s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013710 73 0.38% : 0.000052s : 1: add_recomputation 0.42% : 0.000057s : 1: auto_monad 0.13% : 0.000018s : 1: auto_monad_reorder 2.74% : 0.000376s : 1: bootstrap 0.31% : 0.000043s : 1: cconv 0.08% : 0.000010s : 1: convert_after_rewriter 0.18% : 0.000025s : 1: cse_after_recomputation 0.06% : 0.000009s : 1: environ_conv 0.14% : 0.000020s : 1: event_method 0.04% : 0.000006s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000007s : 1: graph_reusing 45.58% : 0.006248s : 1: jit_opt_a 1.29% : 0.000177s : 1: jit_opt_after_cconv 0.41% : 0.000056s : 1: jit_opt_b 3.83% : 0.000525s : 1: loop_unroll 5.66% : 0.000775s : 1: mutable_eliminate 4.25% : 0.000583s : 26: opt.transform.jit_opt_a 0.34% : 0.000047s : 4: opt.transform.jit_opt_after_cconv 0.17% : 0.000023s : 4: opt.transform.jit_opt_b 0.11% : 0.000015s : 1: opt.transform.loop_unroll_optimizer 0.15% : 0.000020s : 1: opt.transform.mutable_eliminate 0.19% : 0.000026s : 1: opt.transform.opt_after_jit_grad 0.21% : 0.000029s : 4: opt.transform.symbol_engine_opt 3.95% : 0.000542s : 1: opt_after_jit_grad 0.06% : 0.000008s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.04% : 0.000006s : 1: pre_auto_parallel 0.09% : 0.000013s : 1: process_offload_annotation 0.19% : 0.000025s : 1: py_interpret_to_execute 0.31% : 0.000042s : 1: py_interpret_to_execute_after_opt_a 0.12% : 0.000017s : 1: remove_dup_value 2.51% : 0.000345s : 1: renormalize.infer 2.06% : 0.000282s : 1: renormalize.specialize 0.08% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.33% : 0.000045s : 1: rewriter_after_opt_a 0.35% : 0.000047s : 1: rewriter_before_opt_a 0.56% : 0.000077s : 1: symbol_engine_optimizer 22.56% : 0.003094s : 1: type_inference TotalTime = 0.0931576, [31] [bootstrap]: 0.00033389 [type_inference]: 0.00367316 [event_method]: 1.445e-05 [auto_monad]: 5.643e-05 [graph_reusing]: 5.72001e-06 [pre_auto_parallel]: 2.37001e-06 [py_interpret_to_execute]: 2.539e-05 [rewriter_before_opt_a]: 4.557e-05 [expand_dump_flag]: 3.45998e-06 [jit_opt_a]: 0.00554027, [2] [Cycle 1]: 0.00156963, [27] [switch_simplify]: 4.409e-05 [loop_unroll]: 1.647e-05 [a_1]: 0.00036327 [with_stream_mark]: 3.119e-05 [recompute_prepare]: 7.35e-06 [updatestate_depend_eliminate]: 4.35e-06 [updatestate_assign_eliminate]: 3.08e-06 [updatestate_loads_eliminate]: 3.22002e-06 [parameter_eliminate]: 1.67001e-06 [specialize_transform]: 6.38e-06 [updatestate_useless_node_eliminater]: 5.35999e-06 [accelerated_algorithm]: 5.77001e-06 [meta_shard_fg_expand]: 2.36998e-06 [get_grad_eliminate_]: 5.62001e-06 [merge_forward]: 3.96001e-06 [cell_reuse_recompute_pass]: 1.36998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.601e-05 [j_node_and_user_rematch]: 9.16002e-06 [meta_fg_expand]: 2.59001e-06 [replace_old_param]: 1.005e-05 [inline_without_move]: 5.25999e-06 [renormalize]: 0.00076003 [add_forward_monad_depend]: 6.14001e-06 [auto_monad_grad]: 2.81999e-06 [auto_monad_eliminator]: 1.749e-05 [cse]: 3.085e-05 [replace_applicator]: 1.442e-05 [Cycle 2]: 0.00033764, [27] [switch_simplify]: 6.07999e-06 [loop_unroll]: 5.00001e-06 [a_1]: 0.00010175 [with_stream_mark]: 1.119e-05 [recompute_prepare]: 5.57999e-06 [updatestate_depend_eliminate]: 3.18e-06 [updatestate_assign_eliminate]: 2.51e-06 [updatestate_loads_eliminate]: 2.04e-06 [parameter_eliminate]: 9.70002e-07 [specialize_transform]: 5.14e-06 [updatestate_useless_node_eliminater]: 5.20001e-06 [accelerated_algorithm]: 5.00001e-06 [meta_shard_fg_expand]: 1.76e-06 [get_grad_eliminate_]: 4.54002e-06 [merge_forward]: 3.49001e-06 [cell_reuse_recompute_pass]: 1.88002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.182e-05 [j_node_and_user_rematch]: 7.92e-06 [meta_fg_expand]: 1.91e-06 [replace_old_param]: 7.5e-06 [inline_without_move]: 4.82998e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.15001e-06 [auto_monad_grad]: 1.17e-06 [auto_monad_eliminator]: 6.12999e-06 [cse]: 1.243e-05 [replace_applicator]: 5.14e-06 [py_interpret_to_execute_after_opt_a]: 1.323e-05 [rewriter_after_opt_a]: 3.895e-05 [convert_after_rewriter]: 7.48e-06 [order_py_execute_after_rewriter]: 5.99999e-06 [mutable_eliminate]: 0.00064358 [jit_opt_b]: 5.472e-05, [1] [Cycle 1]: 4.701e-05, [2] [frontend_op_eliminate]: 1.688e-05 [inline_after_opt_a]: 1.749e-05 [cconv]: 3.203e-05 [loop_unroll]: 0.0813703 [jit_opt_after_cconv]: 0.00021556, [1] [Cycle 1]: 0.00020417, [11] [c_1]: 2.785e-05 [parameter_eliminate]: 7.82e-06 [updatestate_depend_eliminate]: 1.492e-05 [updatestate_assign_eliminate]: 3.25e-06 [updatestate_loads_eliminate]: 3.01001e-06 [cse]: 4.497e-05 [call_graph_tuple_transform]: 3.092e-05 [tuple_list_get_item_eliminator]: 6.60997e-06 [none_parameter_eliminate]: 1.81e-06 [renormalize]: 1.09e-06 [switch_simplify]: 6.85002e-06 [remove_dup_value]: 1.823e-05 [partial_unused_args_eliminate]: 2.41998e-06 [environ_conv]: 9.36e-06 [add_recomputation]: 6.442e-05 [cse_after_recomputation]: 2.403e-05, [1] [Cycle 1]: 1.794e-05, [1] [cse]: 1.116e-05 [auto_monad_reorder]: 1.576e-05 [get_jit_bprop_graph]: 2.39999e-06 [rewriter_after_jit_bprop_graph]: 9.56998e-06 [opt_after_jit_grad]: 0.00055536 [symbol_engine_optimizer]: 8.23e-05, [1] [Cycle 1]: 7.503e-05, [6] [build]: 5.50001e-06 [elim_shapecalc]: 8.54e-06 [elim_not_effective]: 1.557e-05 [opt_reshape]: 6.86001e-06 [fold_const_symbol]: 9.61e-06 [renormalize]: 6.19999e-07 [process_offload_annotation]: 1.128e-05 [validate]: 4.747e-05 Sums bootstrap : 0.000334s : 0.38% type_inference : 0.003673s : 4.13% event_method : 0.000014s : 0.02% auto_monad : 0.000056s : 0.06% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000025s : 0.03% rewriter_before_opt_a : 0.000046s : 0.05% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000050s : 0.06% jit_opt_a.loop_unroll : 0.000021s : 0.02% jit_opt_a.a_1 : 0.000465s : 0.52% jit_opt_a.with_stream_mark : 0.000042s : 0.05% jit_opt_a.recompute_prepare : 0.000013s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000005s : 0.01% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000012s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.01% jit_opt_a.accelerated_algorithm : 0.000011s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.01% jit_opt_a.merge_forward : 0.000007s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000028s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000017s : 0.02% jit_opt_a.meta_fg_expand : 0.000005s : 0.01% jit_opt_a.replace_old_param : 0.000018s : 0.02% jit_opt_a.inline_without_move : 0.000010s : 0.01% jit_opt_a.renormalize : 0.000760s : 0.86% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000024s : 0.03% jit_opt_a.cse : 0.000043s : 0.05% jit_opt_a.replace_applicator : 0.000020s : 0.02% py_interpret_to_execute_after_opt_a : 0.000013s : 0.01% rewriter_after_opt_a : 0.000039s : 0.04% convert_after_rewriter : 0.000007s : 0.01% order_py_execute_after_rewriter : 0.000006s : 0.01% mutable_eliminate : 0.000644s : 0.72% jit_opt_b.frontend_op_eliminate : 0.000017s : 0.02% jit_opt_b.inline_after_opt_a : 0.000017s : 0.02% cconv : 0.000032s : 0.04% loop_unroll : 0.081370s : 91.58% jit_opt_after_cconv.c_1 : 0.000028s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000008s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000015s : 0.02% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.cse : 0.000045s : 0.05% jit_opt_after_cconv.call_graph_tuple_transform : 0.000031s : 0.03% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000007s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000007s : 0.01% remove_dup_value : 0.000018s : 0.02% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000064s : 0.07% cse_after_recomputation.cse : 0.000011s : 0.01% auto_monad_reorder : 0.000016s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.01% opt_after_jit_grad : 0.000555s : 0.63% symbol_engine_optimizer.build : 0.000006s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000016s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000007s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000010s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000011s : 0.01% validate : 0.000047s : 0.05% Time group info: ------[substitution.] 0.000185 21 12.12% : 0.000022s : 2: substitution.cast_eliminate 1.34% : 0.000002s : 2: substitution.elim_not_effective 0.99% : 0.000002s : 2: substitution.fold_const_symbol 4.07% : 0.000008s : 3: substitution.graph_param_transform 74.33% : 0.000138s : 2: substitution.inline 1.82% : 0.000003s : 4: substitution.j_node_and_user_rematch 2.37% : 0.000004s : 4: substitution.remove_not_recompute_node 2.96% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003615 2 85.34% : 0.003085s : 1: type_inference.infer 14.66% : 0.000530s : 1: type_inference.specialize ------[replace.] 0.000028 2 100.00% : 0.000028s : 2: replace.inline ------[match.] 0.000136 2 100.00% : 0.000136s : 2: match.inline ------[predicate.] 0.000102 489 1.10% : 0.000001s : 7: predicate.accumulaten_eliminater 1.63% : 0.000002s : 3: predicate.ad_related_special_op_eliminate 0.82% : 0.000001s : 7: predicate.addn_check_dump 0.97% : 0.000001s : 7: predicate.addn_zero_filter 1.72% : 0.000002s : 7: predicate.arithmetic_simplify 1.40% : 0.000001s : 7: predicate.cast_eliminate 0.51% : 0.000001s : 3: predicate.check_bprop_eliminate 1.06% : 0.000001s : 7: predicate.compare_switch_simplify 1.00% : 0.000001s : 7: predicate.depend_value_elim 0.93% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.34% : 0.000001s : 7: predicate.dict_get_item_eliminator 0.91% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.42% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.44% : 0.000000s : 3: predicate.elim_not_effective 0.69% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.90% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.81% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.80% : 0.000001s : 7: predicate.environ_get_depend_swap 0.96% : 0.000001s : 7: predicate.environ_get_eliminate 0.83% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.27% : 0.000000s : 3: predicate.fold_const_symbol 1.03% : 0.000001s : 6: predicate.get_grad_eliminate 0.47% : 0.000000s : 3: predicate.graph_param_transform 8.52% : 0.000009s : 15: predicate.inline 1.08% : 0.000001s : 6: predicate.inline_without_move 0.45% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.46% : 0.000001s : 6: predicate.less_batch_normalization 1.04% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.44% : 0.000001s : 10: predicate.load_eliminater 6.59% : 0.000007s : 3: predicate.loop_unroll_after_grad 2.55% : 0.000003s : 16: predicate.loop_unroll_before_grad 2.67% : 0.000003s : 10: predicate.make_slice_get_slice_eliminator 0.84% : 0.000001s : 7: predicate.merge_addn 0.91% : 0.000001s : 7: predicate.minmaximum_grad 3.01% : 0.000003s : 3: predicate.mutable_eliminate 0.77% : 0.000001s : 3: predicate.opt_reshape 2.33% : 0.000002s : 10: predicate.partial_eliminate 1.02% : 0.000001s : 7: predicate.print_const_string_wrapper 1.46% : 0.000001s : 7: predicate.reduce_eliminate 0.94% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.64% : 0.000001s : 6: predicate.remove_not_recompute_node 1.43% : 0.000001s : 13: predicate.replace_applicator 0.95% : 0.000001s : 6: predicate.replace_old_param 0.33% : 0.000000s : 3: predicate.reset_defer_inline 1.10% : 0.000001s : 7: predicate.reshape_eliminate 1.17% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 0.99% : 0.000001s : 3: predicate.row_tensor_eliminate 0.94% : 0.000001s : 7: predicate.same_eliminate 0.64% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.24% : 0.000001s : 6: predicate.special_op_eliminate 1.41% : 0.000001s : 6: predicate.specialize_transform 1.55% : 0.000002s : 7: predicate.split_environ_get_set_with_tuple_value 0.97% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.77% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.56% : 0.000002s : 9: predicate.switch_defer_inline 1.33% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.56% : 0.000007s : 28: predicate.switch_simplify 0.98% : 0.000001s : 7: predicate.tile_eliminate 1.13% : 0.000001s : 7: predicate.transpose_eliminate 1.14% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.00% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 3.90% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.50% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 0.92% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.27% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.02% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.33% : 0.000001s : 7: predicate.value_based_eliminate 0.46% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.69% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000333 6 31.32% : 0.000104s : 2: func_graph_cloner_run.FuncGraphClonerGraph 68.68% : 0.000229s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.094649 73 0.07% : 0.000067s : 1: add_recomputation 0.06% : 0.000060s : 1: auto_monad 0.02% : 0.000019s : 1: auto_monad_reorder 0.38% : 0.000357s : 1: bootstrap 0.04% : 0.000035s : 1: cconv 0.01% : 0.000010s : 1: convert_after_rewriter 0.03% : 0.000026s : 1: cse_after_recomputation 0.01% : 0.000012s : 1: environ_conv 0.02% : 0.000020s : 1: event_method 0.01% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000009s : 1: graph_reusing 5.86% : 0.005544s : 1: jit_opt_a 0.23% : 0.000221s : 1: jit_opt_after_cconv 0.06% : 0.000058s : 1: jit_opt_b 85.99% : 0.081391s : 1: loop_unroll 0.69% : 0.000654s : 1: mutable_eliminate 0.69% : 0.000653s : 26: opt.transform.jit_opt_a 0.07% : 0.000068s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000027s : 4: opt.transform.jit_opt_b 0.04% : 0.000035s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000017s : 1: opt.transform.mutable_eliminate 0.03% : 0.000026s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000037s : 4: opt.transform.symbol_engine_opt 0.60% : 0.000566s : 1: opt_after_jit_grad 0.01% : 0.000008s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.01% : 0.000006s : 1: pre_auto_parallel 0.02% : 0.000014s : 1: process_offload_annotation 0.03% : 0.000028s : 1: py_interpret_to_execute 0.02% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000021s : 1: remove_dup_value 0.46% : 0.000434s : 1: renormalize.infer 0.34% : 0.000318s : 1: renormalize.specialize 0.01% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.04% : 0.000042s : 1: rewriter_after_opt_a 0.05% : 0.000049s : 1: rewriter_before_opt_a 0.09% : 0.000085s : 1: symbol_engine_optimizer 3.90% : 0.003691s : 1: type_inference TotalTime = 0.0923853, [31] [bootstrap]: 0.00033501 [type_inference]: 0.00362479 [event_method]: 1.346e-05 [auto_monad]: 6.005e-05 [graph_reusing]: 5.29998e-06 [pre_auto_parallel]: 3.47997e-06 [py_interpret_to_execute]: 2.377e-05 [rewriter_before_opt_a]: 4.756e-05 [expand_dump_flag]: 3.18e-06 [jit_opt_a]: 0.0857878, [2] [Cycle 1]: 0.00153436, [27] [switch_simplify]: 4.43e-05 [loop_unroll]: 1.657e-05 [a_1]: 0.00032316 [with_stream_mark]: 3.098e-05 [recompute_prepare]: 7.25e-06 [updatestate_depend_eliminate]: 4.70999e-06 [updatestate_assign_eliminate]: 3.45998e-06 [updatestate_loads_eliminate]: 3.56001e-06 [parameter_eliminate]: 2.16e-06 [specialize_transform]: 6.07001e-06 [updatestate_useless_node_eliminater]: 5.40999e-06 [accelerated_algorithm]: 6.17999e-06 [meta_shard_fg_expand]: 2.39001e-06 [get_grad_eliminate_]: 5.64e-06 [merge_forward]: 4.31002e-06 [cell_reuse_recompute_pass]: 1.18001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.684e-05 [j_node_and_user_rematch]: 9.32999e-06 [meta_fg_expand]: 2.41e-06 [replace_old_param]: 9.93998e-06 [inline_without_move]: 5.27999e-06 [renormalize]: 0.00076662 [add_forward_monad_depend]: 7.08e-06 [auto_monad_grad]: 2.97002e-06 [auto_monad_eliminator]: 1.593e-05 [cse]: 3.06e-05 [replace_applicator]: 1.621e-05 [Cycle 2]: 0.0806008, [27] [switch_simplify]: 6.01e-06 [loop_unroll]: 5.42001e-06 [a_1]: 0.00010617 [with_stream_mark]: 1.092e-05 [recompute_prepare]: 5.69e-06 [updatestate_depend_eliminate]: 3.09001e-06 [updatestate_assign_eliminate]: 3.46999e-06 [updatestate_loads_eliminate]: 2.16e-06 [parameter_eliminate]: 1.30999e-06 [specialize_transform]: 5.40001e-06 [updatestate_useless_node_eliminater]: 5.12999e-06 [accelerated_algorithm]: 5.16002e-06 [meta_shard_fg_expand]: 1.54e-06 [get_grad_eliminate_]: 4.72e-06 [merge_forward]: 3.08998e-06 [cell_reuse_recompute_pass]: 1.91998e-06 [cell_reuse_handle_not_recompute_node_pass]: 0.080128 [j_node_and_user_rematch]: 2.57e-05 [meta_fg_expand]: 5.97999e-06 [replace_old_param]: 1.351e-05 [inline_without_move]: 6.48e-06 [renormalize]: 1.40019e-07 [add_forward_monad_depend]: 7.26999e-06 [auto_monad_grad]: 2.69999e-06 [auto_monad_eliminator]: 2.267e-05 [cse]: 3.942e-05 [replace_applicator]: 6.88e-06 [py_interpret_to_execute_after_opt_a]: 1.936e-05 [rewriter_after_opt_a]: 4.433e-05 [convert_after_rewriter]: 7.23e-06 [order_py_execute_after_rewriter]: 6.19001e-06 [mutable_eliminate]: 0.00074143 [jit_opt_b]: 6.753e-05, [1] [Cycle 1]: 5.623e-05, [2] [frontend_op_eliminate]: 2.165e-05 [inline_after_opt_a]: 2.197e-05 [cconv]: 3.318e-05 [loop_unroll]: 0.00047644 [jit_opt_after_cconv]: 0.00016351, [1] [Cycle 1]: 0.00015572, [11] [c_1]: 2.398e-05 [parameter_eliminate]: 3.68e-06 [updatestate_depend_eliminate]: 7.26999e-06 [updatestate_assign_eliminate]: 3.53999e-06 [updatestate_loads_eliminate]: 3.03e-06 [cse]: 2.665e-05 [call_graph_tuple_transform]: 2.155e-05 [tuple_list_get_item_eliminator]: 5.87001e-06 [none_parameter_eliminate]: 1.67999e-06 [renormalize]: 7.00005e-07 [switch_simplify]: 5.94e-06 [remove_dup_value]: 1.601e-05 [partial_unused_args_eliminate]: 2.07001e-06 [environ_conv]: 6.67002e-06 [add_recomputation]: 5.16e-05 [cse_after_recomputation]: 2.405e-05, [1] [Cycle 1]: 1.856e-05, [1] [cse]: 1.245e-05 [auto_monad_reorder]: 1.574e-05 [get_jit_bprop_graph]: 2.01998e-06 [rewriter_after_jit_bprop_graph]: 5.58002e-06 [opt_after_jit_grad]: 0.00047143 [symbol_engine_optimizer]: 7.796e-05, [1] [Cycle 1]: 7.094e-05, [6] [build]: 4.48001e-06 [elim_shapecalc]: 8.75001e-06 [elim_not_effective]: 1.412e-05 [opt_reshape]: 5.74999e-06 [fold_const_symbol]: 8.87e-06 [renormalize]: 3.80009e-07 [process_offload_annotation]: 1.143e-05 [validate]: 4.262e-05 Sums bootstrap : 0.000335s : 0.38% type_inference : 0.003625s : 4.12% event_method : 0.000013s : 0.02% auto_monad : 0.000060s : 0.07% graph_reusing : 0.000005s : 0.01% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000024s : 0.03% rewriter_before_opt_a : 0.000048s : 0.05% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000050s : 0.06% jit_opt_a.loop_unroll : 0.000022s : 0.02% jit_opt_a.a_1 : 0.000429s : 0.49% jit_opt_a.with_stream_mark : 0.000042s : 0.05% jit_opt_a.recompute_prepare : 0.000013s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000007s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.01% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000011s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.01% jit_opt_a.accelerated_algorithm : 0.000011s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000004s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000010s : 0.01% jit_opt_a.merge_forward : 0.000007s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.080145s : 91.02% jit_opt_a.j_node_and_user_rematch : 0.000035s : 0.04% jit_opt_a.meta_fg_expand : 0.000008s : 0.01% jit_opt_a.replace_old_param : 0.000023s : 0.03% jit_opt_a.inline_without_move : 0.000012s : 0.01% jit_opt_a.renormalize : 0.000767s : 0.87% jit_opt_a.add_forward_monad_depend : 0.000014s : 0.02% jit_opt_a.auto_monad_grad : 0.000006s : 0.01% jit_opt_a.auto_monad_eliminator : 0.000039s : 0.04% jit_opt_a.cse : 0.000070s : 0.08% jit_opt_a.replace_applicator : 0.000023s : 0.03% py_interpret_to_execute_after_opt_a : 0.000019s : 0.02% rewriter_after_opt_a : 0.000044s : 0.05% convert_after_rewriter : 0.000007s : 0.01% order_py_execute_after_rewriter : 0.000006s : 0.01% mutable_eliminate : 0.000741s : 0.84% jit_opt_b.frontend_op_eliminate : 0.000022s : 0.02% jit_opt_b.inline_after_opt_a : 0.000022s : 0.02% cconv : 0.000033s : 0.04% loop_unroll : 0.000476s : 0.54% jit_opt_after_cconv.c_1 : 0.000024s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000007s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.cse : 0.000027s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000022s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.01% remove_dup_value : 0.000016s : 0.02% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000007s : 0.01% add_recomputation : 0.000052s : 0.06% cse_after_recomputation.cse : 0.000012s : 0.01% auto_monad_reorder : 0.000016s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000006s : 0.01% opt_after_jit_grad : 0.000471s : 0.54% symbol_engine_optimizer.build : 0.000004s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000009s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000014s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000011s : 0.01% validate : 0.000043s : 0.05% Time group info: ------[substitution.] 0.000173 21 13.67% : 0.000024s : 2: substitution.cast_eliminate 1.24% : 0.000002s : 2: substitution.elim_not_effective 0.72% : 0.000001s : 2: substitution.fold_const_symbol 3.68% : 0.000006s : 3: substitution.graph_param_transform 64.28% : 0.000112s : 2: substitution.inline 3.25% : 0.000006s : 4: substitution.j_node_and_user_rematch 8.51% : 0.000015s : 4: substitution.remove_not_recompute_node 4.65% : 0.000008s : 2: substitution.replace_old_param ------[type_inference.] 0.003562 2 86.67% : 0.003087s : 1: type_inference.infer 13.33% : 0.000475s : 1: type_inference.specialize ------[replace.] 0.000027 2 100.00% : 0.000027s : 2: replace.inline ------[match.] 0.000110 2 100.00% : 0.000110s : 2: match.inline ------[predicate.] 0.000095 489 1.14% : 0.000001s : 7: predicate.accumulaten_eliminater 1.39% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 1.06% : 0.000001s : 7: predicate.addn_check_dump 1.21% : 0.000001s : 7: predicate.addn_zero_filter 1.94% : 0.000002s : 7: predicate.arithmetic_simplify 1.28% : 0.000001s : 7: predicate.cast_eliminate 0.53% : 0.000001s : 3: predicate.check_bprop_eliminate 0.92% : 0.000001s : 7: predicate.compare_switch_simplify 1.10% : 0.000001s : 7: predicate.depend_value_elim 0.99% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.25% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.13% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.27% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.52% : 0.000000s : 3: predicate.elim_not_effective 0.95% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 0.99% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.88% : 0.000001s : 7: predicate.environ_get_add_eliminate 1.07% : 0.000001s : 7: predicate.environ_get_depend_swap 1.07% : 0.000001s : 7: predicate.environ_get_eliminate 0.96% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.31% : 0.000000s : 3: predicate.fold_const_symbol 1.24% : 0.000001s : 6: predicate.get_grad_eliminate 0.51% : 0.000000s : 3: predicate.graph_param_transform 6.17% : 0.000006s : 15: predicate.inline 1.97% : 0.000002s : 6: predicate.inline_without_move 0.56% : 0.000001s : 6: predicate.j_node_and_user_rematch 1.60% : 0.000002s : 6: predicate.less_batch_normalization 1.22% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.56% : 0.000001s : 10: predicate.load_eliminater 1.91% : 0.000002s : 3: predicate.loop_unroll_after_grad 2.97% : 0.000003s : 16: predicate.loop_unroll_before_grad 2.01% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.88% : 0.000001s : 7: predicate.merge_addn 0.93% : 0.000001s : 7: predicate.minmaximum_grad 2.08% : 0.000002s : 3: predicate.mutable_eliminate 0.54% : 0.000001s : 3: predicate.opt_reshape 2.16% : 0.000002s : 10: predicate.partial_eliminate 0.99% : 0.000001s : 7: predicate.print_const_string_wrapper 1.52% : 0.000001s : 7: predicate.reduce_eliminate 1.28% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 1.66% : 0.000002s : 6: predicate.remove_not_recompute_node 1.83% : 0.000002s : 13: predicate.replace_applicator 0.97% : 0.000001s : 6: predicate.replace_old_param 0.36% : 0.000000s : 3: predicate.reset_defer_inline 1.05% : 0.000001s : 7: predicate.reshape_eliminate 1.26% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.93% : 0.000002s : 3: predicate.row_tensor_eliminate 1.19% : 0.000001s : 7: predicate.same_eliminate 0.83% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.49% : 0.000001s : 6: predicate.special_op_eliminate 1.33% : 0.000001s : 6: predicate.specialize_transform 1.34% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.01% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.75% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.74% : 0.000002s : 9: predicate.switch_defer_inline 1.43% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.24% : 0.000006s : 28: predicate.switch_simplify 1.05% : 0.000001s : 7: predicate.tile_eliminate 1.16% : 0.000001s : 7: predicate.transpose_eliminate 1.23% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.05% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.95% : 0.000005s : 13: predicate.tuple_list_get_item_eliminator 1.64% : 0.000002s : 7: predicate.tuple_list_set_item_eliminator 1.01% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.36% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.11% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.65% : 0.000002s : 7: predicate.value_based_eliminate 0.49% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.86% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000311 6 33.64% : 0.000105s : 2: func_graph_cloner_run.FuncGraphClonerGraph 66.36% : 0.000207s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.173970 73 0.03% : 0.000054s : 1: add_recomputation 0.04% : 0.000063s : 1: auto_monad 0.01% : 0.000018s : 1: auto_monad_reorder 0.21% : 0.000357s : 1: bootstrap 0.02% : 0.000037s : 1: cconv 0.01% : 0.000009s : 1: convert_after_rewriter 0.01% : 0.000026s : 1: cse_after_recomputation 0.01% : 0.000009s : 1: environ_conv 0.01% : 0.000018s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 49.31% : 0.085793s : 1: jit_opt_a 0.10% : 0.000167s : 1: jit_opt_after_cconv 0.04% : 0.000070s : 1: jit_opt_b 0.28% : 0.000485s : 1: loop_unroll 0.43% : 0.000753s : 1: mutable_eliminate 46.42% : 0.080752s : 26: opt.transform.jit_opt_a 0.03% : 0.000053s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000035s : 4: opt.transform.jit_opt_b 0.01% : 0.000015s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000016s : 1: opt.transform.mutable_eliminate 0.01% : 0.000023s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000034s : 4: opt.transform.symbol_engine_opt 0.28% : 0.000480s : 1: opt_after_jit_grad 0.00% : 0.000008s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000014s : 1: process_offload_annotation 0.02% : 0.000026s : 1: py_interpret_to_execute 0.01% : 0.000022s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000018s : 1: remove_dup_value 0.26% : 0.000446s : 1: renormalize.infer 0.18% : 0.000312s : 1: renormalize.specialize 0.00% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000047s : 1: rewriter_after_opt_a 0.03% : 0.000050s : 1: rewriter_before_opt_a 0.05% : 0.000081s : 1: symbol_engine_optimizer 2.09% : 0.003643s : 1: type_inference TotalTime = 0.0120888, [31] [bootstrap]: 0.00034396 [type_inference]: 0.00378618 [event_method]: 1.436e-05 [auto_monad]: 6.183e-05 [graph_reusing]: 5.56e-06 [pre_auto_parallel]: 2.48e-06 [py_interpret_to_execute]: 2.349e-05 [rewriter_before_opt_a]: 4.551e-05 [expand_dump_flag]: 3.33e-06 [jit_opt_a]: 0.0054454, [2] [Cycle 1]: 0.00153335, [27] [switch_simplify]: 4.294e-05 [loop_unroll]: 1.615e-05 [a_1]: 0.00032187 [with_stream_mark]: 3.17e-05 [recompute_prepare]: 7.46999e-06 [updatestate_depend_eliminate]: 4.57e-06 [updatestate_assign_eliminate]: 3.42002e-06 [updatestate_loads_eliminate]: 3.02002e-06 [parameter_eliminate]: 2.26998e-06 [specialize_transform]: 6.26e-06 [updatestate_useless_node_eliminater]: 5.36002e-06 [accelerated_algorithm]: 5.34e-06 [meta_shard_fg_expand]: 2.01998e-06 [get_grad_eliminate_]: 5.57001e-06 [merge_forward]: 3.97e-06 [cell_reuse_recompute_pass]: 1.16002e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.613e-05 [j_node_and_user_rematch]: 9.56e-06 [meta_fg_expand]: 2.77002e-06 [replace_old_param]: 9.42999e-06 [inline_without_move]: 5.49e-06 [renormalize]: 0.0007588 [add_forward_monad_depend]: 5.96e-06 [auto_monad_grad]: 2.64001e-06 [auto_monad_eliminator]: 1.739e-05 [cse]: 3.353e-05 [replace_applicator]: 1.593e-05 [Cycle 2]: 0.00035911, [27] [switch_simplify]: 6.24999e-06 [loop_unroll]: 5.12e-06 [a_1]: 0.00010681 [with_stream_mark]: 1.34e-05 [recompute_prepare]: 6.51e-06 [updatestate_depend_eliminate]: 3.18e-06 [updatestate_assign_eliminate]: 2.70002e-06 [updatestate_loads_eliminate]: 2.76e-06 [parameter_eliminate]: 1.67999e-06 [specialize_transform]: 5.53002e-06 [updatestate_useless_node_eliminater]: 5.39998e-06 [accelerated_algorithm]: 5.02999e-06 [meta_shard_fg_expand]: 1.47001e-06 [get_grad_eliminate_]: 5.03002e-06 [merge_forward]: 3.92998e-06 [cell_reuse_recompute_pass]: 1.39e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.393e-05 [j_node_and_user_rematch]: 8.87e-06 [meta_fg_expand]: 2.10002e-06 [replace_old_param]: 7.91001e-06 [inline_without_move]: 5.15001e-06 [renormalize]: 5.9983e-08 [add_forward_monad_depend]: 1.05001e-06 [auto_monad_grad]: 1.12e-06 [auto_monad_eliminator]: 7.94002e-06 [cse]: 1.352e-05 [replace_applicator]: 6.04001e-06 [py_interpret_to_execute_after_opt_a]: 1.488e-05 [rewriter_after_opt_a]: 3.905e-05 [convert_after_rewriter]: 7.63001e-06 [order_py_execute_after_rewriter]: 4.92e-06 [mutable_eliminate]: 0.00067304 [jit_opt_b]: 5.641e-05, [1] [Cycle 1]: 4.792e-05, [2] [frontend_op_eliminate]: 1.751e-05 [inline_after_opt_a]: 1.811e-05 [cconv]: 3.312e-05 [loop_unroll]: 0.00044102 [jit_opt_after_cconv]: 0.00016687, [1] [Cycle 1]: 0.00016005, [11] [c_1]: 2.164e-05 [parameter_eliminate]: 4.60001e-06 [updatestate_depend_eliminate]: 9.34998e-06 [updatestate_assign_eliminate]: 2.97002e-06 [updatestate_loads_eliminate]: 2.72001e-06 [cse]: 2.844e-05 [call_graph_tuple_transform]: 2.356e-05 [tuple_list_get_item_eliminator]: 5.84e-06 [none_parameter_eliminate]: 1.72999e-06 [renormalize]: 7.39994e-07 [switch_simplify]: 5.99e-06 [remove_dup_value]: 1.633e-05 [partial_unused_args_eliminate]: 2.10002e-06 [environ_conv]: 6.19999e-06 [add_recomputation]: 5.416e-05 [cse_after_recomputation]: 2.411e-05, [1] [Cycle 1]: 1.857e-05, [1] [cse]: 1.169e-05 [auto_monad_reorder]: 1.654e-05 [get_jit_bprop_graph]: 2.22001e-06 [rewriter_after_jit_bprop_graph]: 6.58e-06 [opt_after_jit_grad]: 0.00046936 [symbol_engine_optimizer]: 7.609e-05, [1] [Cycle 1]: 6.943e-05, [6] [build]: 3.56001e-06 [elim_shapecalc]: 8.28001e-06 [elim_not_effective]: 1.445e-05 [opt_reshape]: 5.91998e-06 [fold_const_symbol]: 8.97e-06 [renormalize]: 6.09987e-07 [process_offload_annotation]: 1.042e-05 [validate]: 4.172e-05 Sums bootstrap : 0.000344s : 4.35% type_inference : 0.003786s : 47.88% event_method : 0.000014s : 0.18% auto_monad : 0.000062s : 0.78% graph_reusing : 0.000006s : 0.07% pre_auto_parallel : 0.000002s : 0.03% py_interpret_to_execute : 0.000023s : 0.30% rewriter_before_opt_a : 0.000046s : 0.58% expand_dump_flag : 0.000003s : 0.04% jit_opt_a.switch_simplify : 0.000049s : 0.62% jit_opt_a.loop_unroll : 0.000021s : 0.27% jit_opt_a.a_1 : 0.000429s : 5.42% jit_opt_a.with_stream_mark : 0.000045s : 0.57% jit_opt_a.recompute_prepare : 0.000014s : 0.18% jit_opt_a.updatestate_depend_eliminate : 0.000008s : 0.10% jit_opt_a.updatestate_assign_eliminate : 0.000006s : 0.08% jit_opt_a.updatestate_loads_eliminate : 0.000006s : 0.07% jit_opt_a.parameter_eliminate : 0.000004s : 0.05% jit_opt_a.specialize_transform : 0.000012s : 0.15% jit_opt_a.updatestate_useless_node_eliminater : 0.000011s : 0.14% jit_opt_a.accelerated_algorithm : 0.000010s : 0.13% jit_opt_a.meta_shard_fg_expand : 0.000003s : 0.04% jit_opt_a.get_grad_eliminate_ : 0.000011s : 0.13% jit_opt_a.merge_forward : 0.000008s : 0.10% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.03% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000030s : 0.38% jit_opt_a.j_node_and_user_rematch : 0.000018s : 0.23% jit_opt_a.meta_fg_expand : 0.000005s : 0.06% jit_opt_a.replace_old_param : 0.000017s : 0.22% jit_opt_a.inline_without_move : 0.000011s : 0.13% jit_opt_a.renormalize : 0.000759s : 9.60% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.09% jit_opt_a.auto_monad_grad : 0.000004s : 0.05% jit_opt_a.auto_monad_eliminator : 0.000025s : 0.32% jit_opt_a.cse : 0.000047s : 0.60% jit_opt_a.replace_applicator : 0.000022s : 0.28% py_interpret_to_execute_after_opt_a : 0.000015s : 0.19% rewriter_after_opt_a : 0.000039s : 0.49% convert_after_rewriter : 0.000008s : 0.10% order_py_execute_after_rewriter : 0.000005s : 0.06% mutable_eliminate : 0.000673s : 8.51% jit_opt_b.frontend_op_eliminate : 0.000018s : 0.22% jit_opt_b.inline_after_opt_a : 0.000018s : 0.23% cconv : 0.000033s : 0.42% loop_unroll : 0.000441s : 5.58% jit_opt_after_cconv.c_1 : 0.000022s : 0.27% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.06% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000009s : 0.12% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000003s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000003s : 0.03% jit_opt_after_cconv.cse : 0.000028s : 0.36% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 0.30% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000006s : 0.07% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.02% jit_opt_after_cconv.renormalize : 0.000001s : 0.01% jit_opt_after_cconv.switch_simplify : 0.000006s : 0.08% remove_dup_value : 0.000016s : 0.21% partial_unused_args_eliminate : 0.000002s : 0.03% environ_conv : 0.000006s : 0.08% add_recomputation : 0.000054s : 0.68% cse_after_recomputation.cse : 0.000012s : 0.15% auto_monad_reorder : 0.000017s : 0.21% get_jit_bprop_graph : 0.000002s : 0.03% rewriter_after_jit_bprop_graph : 0.000007s : 0.08% opt_after_jit_grad : 0.000469s : 5.94% symbol_engine_optimizer.build : 0.000004s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000008s : 0.10% symbol_engine_optimizer.elim_not_effective : 0.000014s : 0.18% symbol_engine_optimizer.opt_reshape : 0.000006s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000009s : 0.11% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% process_offload_annotation : 0.000010s : 0.13% validate : 0.000042s : 0.53% Time group info: ------[substitution.] 0.000157 21 15.50% : 0.000024s : 2: substitution.cast_eliminate 1.27% : 0.000002s : 2: substitution.elim_not_effective 1.04% : 0.000002s : 2: substitution.fold_const_symbol 3.76% : 0.000006s : 3: substitution.graph_param_transform 69.78% : 0.000110s : 2: substitution.inline 2.30% : 0.000004s : 4: substitution.j_node_and_user_rematch 3.37% : 0.000005s : 4: substitution.remove_not_recompute_node 2.98% : 0.000005s : 2: substitution.replace_old_param ------[type_inference.] 0.003724 2 87.45% : 0.003257s : 1: type_inference.infer 12.55% : 0.000467s : 1: type_inference.specialize ------[replace.] 0.000025 2 100.00% : 0.000025s : 2: replace.inline ------[match.] 0.000108 2 100.00% : 0.000108s : 2: match.inline ------[predicate.] 0.000092 489 1.03% : 0.000001s : 7: predicate.accumulaten_eliminater 1.34% : 0.000001s : 3: predicate.ad_related_special_op_eliminate 0.94% : 0.000001s : 7: predicate.addn_check_dump 1.11% : 0.000001s : 7: predicate.addn_zero_filter 2.20% : 0.000002s : 7: predicate.arithmetic_simplify 1.42% : 0.000001s : 7: predicate.cast_eliminate 0.85% : 0.000001s : 3: predicate.check_bprop_eliminate 1.00% : 0.000001s : 7: predicate.compare_switch_simplify 1.10% : 0.000001s : 7: predicate.depend_value_elim 0.92% : 0.000001s : 7: predicate.dict_get_item_const_eliminator 1.05% : 0.000001s : 7: predicate.dict_get_item_eliminator 1.05% : 0.000001s : 7: predicate.dict_set_item_eliminator 1.34% : 0.000001s : 3: predicate.dumpgradient_eliminate 0.63% : 0.000001s : 3: predicate.elim_not_effective 0.69% : 0.000001s : 3: predicate.elim_shapecalc_of_broadcastargs 1.30% : 0.000001s : 7: predicate.environ_add_const_eliminate 0.91% : 0.000001s : 7: predicate.environ_get_add_eliminate 0.92% : 0.000001s : 7: predicate.environ_get_depend_swap 1.04% : 0.000001s : 7: predicate.environ_get_eliminate 1.02% : 0.000001s : 7: predicate.environ_get_set_eliminate 0.31% : 0.000000s : 3: predicate.fold_const_symbol 1.15% : 0.000001s : 6: predicate.get_grad_eliminate 0.30% : 0.000000s : 3: predicate.graph_param_transform 7.93% : 0.000007s : 15: predicate.inline 1.16% : 0.000001s : 6: predicate.inline_without_move 0.49% : 0.000000s : 6: predicate.j_node_and_user_rematch 1.50% : 0.000001s : 6: predicate.less_batch_normalization 1.23% : 0.000001s : 7: predicate.list_to_tuple_eliminator_ 1.41% : 0.000001s : 10: predicate.load_eliminater 2.03% : 0.000002s : 3: predicate.loop_unroll_after_grad 3.02% : 0.000003s : 16: predicate.loop_unroll_before_grad 1.96% : 0.000002s : 10: predicate.make_slice_get_slice_eliminator 0.95% : 0.000001s : 7: predicate.merge_addn 1.16% : 0.000001s : 7: predicate.minmaximum_grad 2.36% : 0.000002s : 3: predicate.mutable_eliminate 0.69% : 0.000001s : 3: predicate.opt_reshape 2.13% : 0.000002s : 10: predicate.partial_eliminate 1.03% : 0.000001s : 7: predicate.print_const_string_wrapper 1.73% : 0.000002s : 7: predicate.reduce_eliminate 1.14% : 0.000001s : 7: predicate.redundant_stop_gradient_eliminater 0.68% : 0.000001s : 6: predicate.remove_not_recompute_node 1.73% : 0.000002s : 13: predicate.replace_applicator 0.98% : 0.000001s : 6: predicate.replace_old_param 0.38% : 0.000000s : 3: predicate.reset_defer_inline 1.37% : 0.000001s : 7: predicate.reshape_eliminate 1.23% : 0.000001s : 7: predicate.row_tensor_add_zeros_like 1.19% : 0.000001s : 3: predicate.row_tensor_eliminate 1.09% : 0.000001s : 7: predicate.same_eliminate 0.68% : 0.000001s : 6: predicate.set_cell_output_no_recompute 1.24% : 0.000001s : 6: predicate.special_op_eliminate 1.44% : 0.000001s : 6: predicate.specialize_transform 1.10% : 0.000001s : 7: predicate.split_environ_get_set_with_tuple_value 1.20% : 0.000001s : 7: predicate.stack_unstack_eliminate 0.82% : 0.000001s : 3: predicate.switch_call_monad_eliminater 1.73% : 0.000002s : 9: predicate.switch_defer_inline 1.46% : 0.000001s : 9: predicate.switch_layer_defer_inline 6.39% : 0.000006s : 28: predicate.switch_simplify 1.22% : 0.000001s : 7: predicate.tile_eliminate 1.07% : 0.000001s : 7: predicate.transpose_eliminate 1.36% : 0.000001s : 7: predicate.tuple_list_convert_item_index_to_positive 1.27% : 0.000001s : 7: predicate.tuple_list_get_item_depend_reorder 4.80% : 0.000004s : 13: predicate.tuple_list_get_item_eliminator 1.38% : 0.000001s : 7: predicate.tuple_list_set_item_eliminator 1.10% : 0.000001s : 7: predicate.tuple_to_list_eliminator_ 1.33% : 0.000001s : 10: predicate.updatestate_pure_node_eliminater 3.31% : 0.000003s : 16: predicate.updatestate_useless_node_eliminater 1.55% : 0.000001s : 7: predicate.value_based_eliminate 0.50% : 0.000000s : 3: predicate.virtual_view_grad_eliminate 0.82% : 0.000001s : 3: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000326 6 30.87% : 0.000101s : 2: func_graph_cloner_run.FuncGraphClonerGraph 69.13% : 0.000225s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.013531 73 0.42% : 0.000057s : 1: add_recomputation 0.48% : 0.000065s : 1: auto_monad 0.14% : 0.000019s : 1: auto_monad_reorder 2.71% : 0.000366s : 1: bootstrap 0.27% : 0.000036s : 1: cconv 0.07% : 0.000010s : 1: convert_after_rewriter 0.19% : 0.000026s : 1: cse_after_recomputation 0.06% : 0.000008s : 1: environ_conv 0.15% : 0.000020s : 1: event_method 0.04% : 0.000005s : 1: expand_dump_flag 0.03% : 0.000004s : 1: get_jit_bprop_graph 0.06% : 0.000008s : 1: graph_reusing 40.28% : 0.005450s : 1: jit_opt_a 1.26% : 0.000170s : 1: jit_opt_after_cconv 0.44% : 0.000060s : 1: jit_opt_b 3.32% : 0.000450s : 1: loop_unroll 5.05% : 0.000684s : 1: mutable_eliminate 4.61% : 0.000623s : 26: opt.transform.jit_opt_a 0.40% : 0.000054s : 4: opt.transform.jit_opt_after_cconv 0.21% : 0.000028s : 4: opt.transform.jit_opt_b 0.10% : 0.000014s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000016s : 1: opt.transform.mutable_eliminate 0.17% : 0.000022s : 1: opt.transform.opt_after_jit_grad 0.25% : 0.000034s : 4: opt.transform.symbol_engine_opt 3.54% : 0.000479s : 1: opt_after_jit_grad 0.05% : 0.000007s : 1: order_py_execute_after_rewriter 0.03% : 0.000004s : 1: partial_unused_args_eliminate 0.04% : 0.000005s : 1: pre_auto_parallel 0.09% : 0.000013s : 1: process_offload_annotation 0.19% : 0.000026s : 1: py_interpret_to_execute 0.13% : 0.000017s : 1: py_interpret_to_execute_after_opt_a 0.14% : 0.000019s : 1: remove_dup_value 3.09% : 0.000418s : 1: renormalize.infer 2.46% : 0.000332s : 1: renormalize.specialize 0.06% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.31% : 0.000042s : 1: rewriter_after_opt_a 0.36% : 0.000049s : 1: rewriter_before_opt_a 0.58% : 0.000079s : 1: symbol_engine_optimizer 28.11% : 0.003804s : 1: type_inference [WARNING] ME(169696:281473807314736,MainProcess):2026-01-29-17:40:00.691.199 [mindspore/graph/api.py:128] The function "tensor_to_7" at the file "/home/jenkins/mindspore/testcases/testcases/tests/st/tensor/test_to.py", line 125 has been compiled again. Try to reuse the function object decorated by @jit to reduce the compile time. For more details, get instructions about `jit` at https://www.mindspore.cn/search?inputValue=jit. TotalTime = 0.218903, [31] [bootstrap]: 0.00033554 [type_inference]: 0.0261594 [event_method]: 1.993e-05 [auto_monad]: 0.00017937 [graph_reusing]: 6.41e-06 [pre_auto_parallel]: 2.73e-06 [py_interpret_to_execute]: 5.685e-05 [rewriter_before_opt_a]: 9.161e-05 [expand_dump_flag]: 3.9e-06 [jit_opt_a]: 0.00729608, [2] [Cycle 1]: 0.00281225, [27] [switch_simplify]: 9.181e-05 [loop_unroll]: 2.856e-05 [a_1]: 0.00083401 [with_stream_mark]: 3.372e-05 [recompute_prepare]: 1.572e-05 [updatestate_depend_eliminate]: 5.254e-05 [updatestate_assign_eliminate]: 6.79999e-06 [updatestate_loads_eliminate]: 6.54999e-06 [parameter_eliminate]: 2.06e-06 [specialize_transform]: 1.136e-05 [updatestate_useless_node_eliminater]: 1.481e-05 [accelerated_algorithm]: 9.52001e-06 [meta_shard_fg_expand]: 3.14999e-06 [get_grad_eliminate_]: 9.72999e-06 [merge_forward]: 6.64001e-06 [cell_reuse_recompute_pass]: 1.32999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.394e-05 [j_node_and_user_rematch]: 1.641e-05 [meta_fg_expand]: 4.56002e-06 [replace_old_param]: 8.43001e-06 [inline_without_move]: 9.22001e-06 [renormalize]: 0.00122927 [add_forward_monad_depend]: 9.26998e-06 [auto_monad_grad]: 2.82002e-06 [auto_monad_eliminator]: 2.967e-05 [cse]: 0.00011023 [replace_applicator]: 2.555e-05 [Cycle 2]: 0.00060178, [27] [switch_simplify]: 1.026e-05 [loop_unroll]: 9.34e-06 [a_1]: 0.00022345 [with_stream_mark]: 2.039e-05 [recompute_prepare]: 1.048e-05 [updatestate_depend_eliminate]: 6.97002e-06 [updatestate_assign_eliminate]: 6.06e-06 [updatestate_loads_eliminate]: 5.87999e-06 [parameter_eliminate]: 1.55999e-06 [specialize_transform]: 9.43002e-06 [updatestate_useless_node_eliminater]: 1.346e-05 [accelerated_algorithm]: 9.14998e-06 [meta_shard_fg_expand]: 2.58998e-06 [get_grad_eliminate_]: 8.44002e-06 [merge_forward]: 6.26e-06 [cell_reuse_recompute_pass]: 2.07001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.223e-05 [j_node_and_user_rematch]: 1.487e-05 [meta_fg_expand]: 3.43999e-06 [replace_old_param]: 8.1e-06 [inline_without_move]: 8.30999e-06 [renormalize]: 3.99887e-08 [add_forward_monad_depend]: 1.96e-06 [auto_monad_grad]: 1.71e-06 [auto_monad_eliminator]: 1.533e-05 [cse]: 4.435e-05 [replace_applicator]: 1.159e-05 [py_interpret_to_execute_after_opt_a]: 2.017e-05 [rewriter_after_opt_a]: 0.00019228 [convert_after_rewriter]: 1.355e-05 [order_py_execute_after_rewriter]: 7.95998e-06 [mutable_eliminate]: 0.0007447 [jit_opt_b]: 8.427e-05, [1] [Cycle 1]: 7.442e-05, [2] [frontend_op_eliminate]: 3.112e-05 [inline_after_opt_a]: 2.997e-05 [cconv]: 6.291e-05 [loop_unroll]: 0.00049539 [jit_opt_after_cconv]: 0.00026967, [1] [Cycle 1]: 0.00026171, [11] [c_1]: 6.582e-05 [parameter_eliminate]: 5.89e-06 [updatestate_depend_eliminate]: 1.459e-05 [updatestate_assign_eliminate]: 6.59999e-06 [updatestate_loads_eliminate]: 5.66e-06 [cse]: 5.778e-05 [call_graph_tuple_transform]: 2.623e-05 [tuple_list_get_item_eliminator]: 9.82001e-06 [none_parameter_eliminate]: 1.81998e-06 [renormalize]: 6.59988e-07 [switch_simplify]: 9.39998e-06 [remove_dup_value]: 5.726e-05 [partial_unused_args_eliminate]: 2.41e-06 [environ_conv]: 8.33001e-06 [add_recomputation]: 9.231e-05 [cse_after_recomputation]: 3.899e-05, [1] [Cycle 1]: 3.25e-05, [1] [cse]: 2.589e-05 [auto_monad_reorder]: 0.0256442 [get_jit_bprop_graph]: 3.76999e-06 [rewriter_after_jit_bprop_graph]: 1.06e-05 [opt_after_jit_grad]: 0.156364 [symbol_engine_optimizer]: 0.00014681, [1] [Cycle 1]: 0.00013156, [6] [build]: 1.216e-05 [elim_shapecalc]: 2.16e-05 [elim_not_effective]: 3.35e-05 [opt_reshape]: 1.059e-05 [fold_const_symbol]: 1.737e-05 [renormalize]: 1.11002e-06 [process_offload_annotation]: 2.008e-05 [validate]: 7.502e-05 Sums bootstrap : 0.000336s : 0.16% type_inference : 0.026159s : 12.22% event_method : 0.000020s : 0.01% auto_monad : 0.000179s : 0.08% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000057s : 0.03% rewriter_before_opt_a : 0.000092s : 0.04% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000102s : 0.05% jit_opt_a.loop_unroll : 0.000038s : 0.02% jit_opt_a.a_1 : 0.001057s : 0.49% jit_opt_a.with_stream_mark : 0.000054s : 0.03% jit_opt_a.recompute_prepare : 0.000026s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000060s : 0.03% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000012s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000021s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.01% jit_opt_a.accelerated_algorithm : 0.000019s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.01% jit_opt_a.merge_forward : 0.000013s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000046s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.01% jit_opt_a.meta_fg_expand : 0.000008s : 0.00% jit_opt_a.replace_old_param : 0.000017s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.01% jit_opt_a.renormalize : 0.001229s : 0.57% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.01% jit_opt_a.auto_monad_grad : 0.000005s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000045s : 0.02% jit_opt_a.cse : 0.000155s : 0.07% jit_opt_a.replace_applicator : 0.000037s : 0.02% py_interpret_to_execute_after_opt_a : 0.000020s : 0.01% rewriter_after_opt_a : 0.000192s : 0.09% convert_after_rewriter : 0.000014s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000745s : 0.35% jit_opt_b.frontend_op_eliminate : 0.000031s : 0.01% jit_opt_b.inline_after_opt_a : 0.000030s : 0.01% cconv : 0.000063s : 0.03% loop_unroll : 0.000495s : 0.23% jit_opt_after_cconv.c_1 : 0.000066s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000015s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000058s : 0.03% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000009s : 0.00% remove_dup_value : 0.000057s : 0.03% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000008s : 0.00% add_recomputation : 0.000092s : 0.04% cse_after_recomputation.cse : 0.000026s : 0.01% auto_monad_reorder : 0.025644s : 11.98% get_jit_bprop_graph : 0.000004s : 0.00% rewriter_after_jit_bprop_graph : 0.000011s : 0.00% opt_after_jit_grad : 0.156364s : 73.02% symbol_engine_optimizer.build : 0.000012s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000022s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000034s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.01% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% process_offload_annotation : 0.000020s : 0.01% validate : 0.000075s : 0.04% Time group info: ------[substitution.] 0.000340 72 9.26% : 0.000031s : 5: substitution.depend_value_elim 1.49% : 0.000005s : 6: substitution.elim_not_effective 0.79% : 0.000003s : 6: substitution.fold_const_symbol 2.38% : 0.000008s : 6: substitution.graph_param_transform 70.76% : 0.000240s : 3: substitution.inline 1.78% : 0.000006s : 12: substitution.j_node_and_user_rematch 2.74% : 0.000009s : 12: substitution.remove_not_recompute_node 5.45% : 0.000019s : 9: substitution.updatestate_pure_node_eliminater 5.35% : 0.000018s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.026085 2 52.48% : 0.013690s : 1: type_inference.infer 47.52% : 0.012394s : 1: type_inference.specialize ------[replace.] 0.000047 3 100.00% : 0.000047s : 3: replace.inline ------[match.] 0.000238 3 100.00% : 0.000238s : 3: match.inline ------[predicate.] 0.000243 1236 1.27% : 0.000003s : 20: predicate.accumulaten_eliminater 3.88% : 0.000009s : 6: predicate.ad_related_special_op_eliminate 1.15% : 0.000003s : 20: predicate.addn_check_dump 1.27% : 0.000003s : 20: predicate.addn_zero_filter 1.74% : 0.000004s : 20: predicate.arithmetic_simplify 1.22% : 0.000003s : 20: predicate.cast_eliminate 0.44% : 0.000001s : 6: predicate.check_bprop_eliminate 1.16% : 0.000003s : 20: predicate.compare_switch_simplify 1.36% : 0.000003s : 20: predicate.depend_value_elim 1.14% : 0.000003s : 20: predicate.dict_get_item_const_eliminator 1.27% : 0.000003s : 20: predicate.dict_get_item_eliminator 1.28% : 0.000003s : 20: predicate.dict_set_item_eliminator 2.68% : 0.000006s : 6: predicate.dumpgradient_eliminate 0.38% : 0.000001s : 6: predicate.elim_not_effective 0.61% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.16% : 0.000003s : 20: predicate.environ_add_const_eliminate 1.37% : 0.000003s : 20: predicate.environ_get_add_eliminate 1.12% : 0.000003s : 20: predicate.environ_get_depend_swap 1.20% : 0.000003s : 20: predicate.environ_get_eliminate 1.19% : 0.000003s : 20: predicate.environ_get_set_eliminate 0.19% : 0.000000s : 6: predicate.fold_const_symbol 0.90% : 0.000002s : 12: predicate.get_grad_eliminate 0.36% : 0.000001s : 6: predicate.graph_param_transform 4.46% : 0.000011s : 35: predicate.inline 0.92% : 0.000002s : 12: predicate.inline_without_move 0.35% : 0.000001s : 12: predicate.j_node_and_user_rematch 1.17% : 0.000003s : 12: predicate.less_batch_normalization 1.41% : 0.000003s : 20: predicate.list_to_tuple_eliminator_ 1.79% : 0.000004s : 26: predicate.load_eliminater 1.11% : 0.000003s : 6: predicate.loop_unroll_after_grad 2.06% : 0.000005s : 29: predicate.loop_unroll_before_grad 1.99% : 0.000005s : 26: predicate.make_slice_get_slice_eliminator 1.13% : 0.000003s : 20: predicate.merge_addn 1.15% : 0.000003s : 20: predicate.minmaximum_grad 1.87% : 0.000005s : 6: predicate.mutable_eliminate 0.51% : 0.000001s : 6: predicate.opt_reshape 2.07% : 0.000005s : 26: predicate.partial_eliminate 1.22% : 0.000003s : 20: predicate.print_const_string_wrapper 1.75% : 0.000004s : 20: predicate.reduce_eliminate 1.27% : 0.000003s : 20: predicate.redundant_stop_gradient_eliminater 0.63% : 0.000002s : 12: predicate.remove_not_recompute_node 1.43% : 0.000003s : 32: predicate.replace_applicator 0.59% : 0.000001s : 12: predicate.replace_old_param 0.56% : 0.000001s : 6: predicate.reset_defer_inline 1.20% : 0.000003s : 20: predicate.reshape_eliminate 1.34% : 0.000003s : 20: predicate.row_tensor_add_zeros_like 0.61% : 0.000001s : 6: predicate.row_tensor_eliminate 1.39% : 0.000003s : 20: predicate.same_eliminate 0.56% : 0.000001s : 16: predicate.set_cell_output_no_recompute 1.20% : 0.000003s : 12: predicate.special_op_eliminate 1.06% : 0.000003s : 12: predicate.specialize_transform 1.52% : 0.000004s : 20: predicate.split_environ_get_set_with_tuple_value 1.27% : 0.000003s : 20: predicate.stack_unstack_eliminate 0.54% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.77% : 0.000004s : 23: predicate.switch_defer_inline 1.50% : 0.000004s : 23: predicate.switch_layer_defer_inline 4.56% : 0.000011s : 58: predicate.switch_simplify 1.35% : 0.000003s : 20: predicate.tile_eliminate 1.25% : 0.000003s : 20: predicate.transpose_eliminate 1.55% : 0.000004s : 20: predicate.tuple_list_convert_item_index_to_positive 1.37% : 0.000003s : 20: predicate.tuple_list_get_item_depend_reorder 3.26% : 0.000008s : 32: predicate.tuple_list_get_item_eliminator 1.44% : 0.000003s : 20: predicate.tuple_list_set_item_eliminator 1.33% : 0.000003s : 20: predicate.tuple_to_list_eliminator_ 1.64% : 0.000004s : 26: predicate.updatestate_pure_node_eliminater 3.06% : 0.000007s : 38: predicate.updatestate_useless_node_eliminater 6.10% : 0.000015s : 20: predicate.value_based_eliminate 0.61% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.76% : 0.000002s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000756 9 48.43% : 0.000366s : 4: func_graph_cloner_run.FuncGraphClonerGraph 51.57% : 0.000390s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.377164 73 0.03% : 0.000096s : 1: add_recomputation 0.05% : 0.000186s : 1: auto_monad 6.81% : 0.025668s : 1: auto_monad_reorder 0.09% : 0.000358s : 1: bootstrap 0.02% : 0.000068s : 1: cconv 0.00% : 0.000017s : 1: convert_after_rewriter 0.01% : 0.000041s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 0.01% : 0.000025s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000010s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 1.94% : 0.007300s : 1: jit_opt_a 0.07% : 0.000273s : 1: jit_opt_after_cconv 0.02% : 0.000088s : 1: jit_opt_b 0.13% : 0.000506s : 1: loop_unroll 0.20% : 0.000773s : 1: mutable_eliminate 0.38% : 0.001423s : 26: opt.transform.jit_opt_a 0.03% : 0.000108s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000052s : 4: opt.transform.jit_opt_b 0.01% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000029s : 1: opt.transform.mutable_eliminate 41.24% : 0.155547s : 1: opt.transform.opt_after_jit_grad 0.02% : 0.000076s : 4: opt.transform.symbol_engine_opt 41.47% : 0.156395s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000024s : 1: process_offload_annotation 0.02% : 0.000086s : 1: py_interpret_to_execute 0.01% : 0.000023s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000060s : 1: remove_dup_value 0.18% : 0.000692s : 1: renormalize.infer 0.14% : 0.000528s : 1: renormalize.specialize 0.00% : 0.000013s : 1: rewriter_after_jit_bprop_graph 0.05% : 0.000197s : 1: rewriter_after_opt_a 0.03% : 0.000097s : 1: rewriter_before_opt_a 0.04% : 0.000151s : 1: symbol_engine_optimizer 6.94% : 0.026188s : 1: type_inference TotalTime = 0.167232, [31] [bootstrap]: 0.00033921 [type_inference]: 0.155513 [event_method]: 1.638e-05 [auto_monad]: 0.00017136 [graph_reusing]: 6.83998e-06 [pre_auto_parallel]: 2.31998e-06 [py_interpret_to_execute]: 5.404e-05 [rewriter_before_opt_a]: 9.078e-05 [expand_dump_flag]: 3.4e-06 [jit_opt_a]: 0.00741312, [2] [Cycle 1]: 0.00303936, [27] [switch_simplify]: 6.325e-05 [loop_unroll]: 2.883e-05 [a_1]: 0.00077093 [with_stream_mark]: 3.396e-05 [recompute_prepare]: 1.753e-05 [updatestate_depend_eliminate]: 5.61e-05 [updatestate_assign_eliminate]: 7.73999e-06 [updatestate_loads_eliminate]: 6.59001e-06 [parameter_eliminate]: 2.10002e-06 [specialize_transform]: 1.447e-05 [updatestate_useless_node_eliminater]: 1.533e-05 [accelerated_algorithm]: 1.142e-05 [meta_shard_fg_expand]: 3.13998e-06 [get_grad_eliminate_]: 1.063e-05 [merge_forward]: 7.51001e-06 [cell_reuse_recompute_pass]: 1.07e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.667e-05 [j_node_and_user_rematch]: 1.942e-05 [meta_fg_expand]: 4.61002e-06 [replace_old_param]: 9.59e-06 [inline_without_move]: 1.022e-05 [renormalize]: 0.00153713 [add_forward_monad_depend]: 8.60999e-06 [auto_monad_grad]: 2.60002e-06 [auto_monad_eliminator]: 2.996e-05 [cse]: 9.174e-05 [replace_applicator]: 2.546e-05 [Cycle 2]: 0.00067744, [27] [switch_simplify]: 1.121e-05 [loop_unroll]: 9.39e-06 [a_1]: 0.0002512 [with_stream_mark]: 1.991e-05 [recompute_prepare]: 1.049e-05 [updatestate_depend_eliminate]: 7.6e-06 [updatestate_assign_eliminate]: 6.40002e-06 [updatestate_loads_eliminate]: 7.18e-06 [parameter_eliminate]: 1.79998e-06 [specialize_transform]: 1.065e-05 [updatestate_useless_node_eliminater]: 1.494e-05 [accelerated_algorithm]: 9.85002e-06 [meta_shard_fg_expand]: 2.73e-06 [get_grad_eliminate_]: 9.64e-06 [merge_forward]: 6.84999e-06 [cell_reuse_recompute_pass]: 2.32001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.365e-05 [j_node_and_user_rematch]: 1.759e-05 [meta_fg_expand]: 4.42e-06 [replace_old_param]: 8.99998e-06 [inline_without_move]: 9.41e-06 [renormalize]: 8.9989e-08 [add_forward_monad_depend]: 2.09999e-06 [auto_monad_grad]: 1.67001e-06 [auto_monad_eliminator]: 1.691e-05 [cse]: 3.628e-05 [replace_applicator]: 1.671e-05 [py_interpret_to_execute_after_opt_a]: 2.113e-05 [rewriter_after_opt_a]: 0.00018233 [convert_after_rewriter]: 1.523e-05 [order_py_execute_after_rewriter]: 9.32001e-06 [mutable_eliminate]: 0.0008424 [jit_opt_b]: 9.978e-05, [1] [Cycle 1]: 8.858e-05, [2] [frontend_op_eliminate]: 3.736e-05 [inline_after_opt_a]: 3.431e-05 [cconv]: 4.368e-05 [loop_unroll]: 0.00059057 [jit_opt_after_cconv]: 0.00035476, [1] [Cycle 1]: 0.00034518, [11] [c_1]: 7.143e-05 [parameter_eliminate]: 6.78003e-06 [updatestate_depend_eliminate]: 1.701e-05 [updatestate_assign_eliminate]: 7.84002e-06 [updatestate_loads_eliminate]: 7.38e-06 [cse]: 6.939e-05 [call_graph_tuple_transform]: 3.399e-05 [tuple_list_get_item_eliminator]: 1.135e-05 [none_parameter_eliminate]: 1.86998e-06 [renormalize]: 1.09e-06 [switch_simplify]: 2.452e-05 [remove_dup_value]: 6.539e-05 [partial_unused_args_eliminate]: 3.09999e-06 [environ_conv]: 1.05e-05 [add_recomputation]: 0.00010256 [cse_after_recomputation]: 4.578e-05, [1] [Cycle 1]: 3.873e-05, [1] [cse]: 3.158e-05 [auto_monad_reorder]: 3.444e-05 [get_jit_bprop_graph]: 2.66e-06 [rewriter_after_jit_bprop_graph]: 9.12001e-06 [opt_after_jit_grad]: 0.00068445 [symbol_engine_optimizer]: 0.00012481, [1] [Cycle 1]: 0.00011671, [6] [build]: 8.35001e-06 [elim_shapecalc]: 1.769e-05 [elim_not_effective]: 2.801e-05 [opt_reshape]: 1.222e-05 [fold_const_symbol]: 1.88e-05 [renormalize]: 3.89991e-07 [process_offload_annotation]: 1.949e-05 [validate]: 7.061e-05 Sums bootstrap : 0.000339s : 0.21% type_inference : 0.155513s : 95.59% event_method : 0.000016s : 0.01% auto_monad : 0.000171s : 0.11% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000054s : 0.03% rewriter_before_opt_a : 0.000091s : 0.06% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000074s : 0.05% jit_opt_a.loop_unroll : 0.000038s : 0.02% jit_opt_a.a_1 : 0.001022s : 0.63% jit_opt_a.with_stream_mark : 0.000054s : 0.03% jit_opt_a.recompute_prepare : 0.000028s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000064s : 0.04% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000014s : 0.01% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000025s : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000030s : 0.02% jit_opt_a.accelerated_algorithm : 0.000021s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000020s : 0.01% jit_opt_a.merge_forward : 0.000014s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000050s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000037s : 0.02% jit_opt_a.meta_fg_expand : 0.000009s : 0.01% jit_opt_a.replace_old_param : 0.000019s : 0.01% jit_opt_a.inline_without_move : 0.000020s : 0.01% jit_opt_a.renormalize : 0.001537s : 0.94% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.01% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000047s : 0.03% jit_opt_a.cse : 0.000128s : 0.08% jit_opt_a.replace_applicator : 0.000042s : 0.03% py_interpret_to_execute_after_opt_a : 0.000021s : 0.01% rewriter_after_opt_a : 0.000182s : 0.11% convert_after_rewriter : 0.000015s : 0.01% order_py_execute_after_rewriter : 0.000009s : 0.01% mutable_eliminate : 0.000842s : 0.52% jit_opt_b.frontend_op_eliminate : 0.000037s : 0.02% jit_opt_b.inline_after_opt_a : 0.000034s : 0.02% cconv : 0.000044s : 0.03% loop_unroll : 0.000591s : 0.36% jit_opt_after_cconv.c_1 : 0.000071s : 0.04% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.cse : 0.000069s : 0.04% jit_opt_after_cconv.call_graph_tuple_transform : 0.000034s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000025s : 0.02% remove_dup_value : 0.000065s : 0.04% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000010s : 0.01% add_recomputation : 0.000103s : 0.06% cse_after_recomputation.cse : 0.000032s : 0.02% auto_monad_reorder : 0.000034s : 0.02% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.01% opt_after_jit_grad : 0.000684s : 0.42% symbol_engine_optimizer.build : 0.000008s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000018s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000028s : 0.02% symbol_engine_optimizer.opt_reshape : 0.000012s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000019s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000019s : 0.01% validate : 0.000071s : 0.04% Time group info: ------[substitution.] 0.000316 81 9.42% : 0.000030s : 2: substitution.cast_eliminate 4.80% : 0.000015s : 5: substitution.depend_value_elim 1.32% : 0.000004s : 7: substitution.elim_not_effective 0.88% : 0.000003s : 7: substitution.fold_const_symbol 2.85% : 0.000009s : 7: substitution.graph_param_transform 63.15% : 0.000199s : 3: substitution.inline 2.46% : 0.000008s : 14: substitution.j_node_and_user_rematch 3.10% : 0.000010s : 14: substitution.remove_not_recompute_node 6.37% : 0.000020s : 9: substitution.updatestate_pure_node_eliminater 5.64% : 0.000018s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.155455 2 99.38% : 0.154489s : 1: type_inference.infer 0.62% : 0.000966s : 1: type_inference.specialize ------[replace.] 0.000044 3 100.00% : 0.000044s : 3: replace.inline ------[match.] 0.000197 3 100.00% : 0.000197s : 3: match.inline ------[predicate.] 0.000231 1331 1.44% : 0.000003s : 21: predicate.accumulaten_eliminater 1.22% : 0.000003s : 7: predicate.ad_related_special_op_eliminate 1.21% : 0.000003s : 21: predicate.addn_check_dump 1.34% : 0.000003s : 21: predicate.addn_zero_filter 2.13% : 0.000005s : 21: predicate.arithmetic_simplify 1.32% : 0.000003s : 21: predicate.cast_eliminate 0.67% : 0.000002s : 7: predicate.check_bprop_eliminate 1.22% : 0.000003s : 21: predicate.compare_switch_simplify 1.64% : 0.000004s : 21: predicate.depend_value_elim 1.24% : 0.000003s : 21: predicate.dict_get_item_const_eliminator 1.41% : 0.000003s : 21: predicate.dict_get_item_eliminator 1.62% : 0.000004s : 21: predicate.dict_set_item_eliminator 1.14% : 0.000003s : 7: predicate.dumpgradient_eliminate 0.39% : 0.000001s : 7: predicate.elim_not_effective 0.93% : 0.000002s : 7: predicate.elim_shapecalc_of_broadcastargs 1.33% : 0.000003s : 21: predicate.environ_add_const_eliminate 1.22% : 0.000003s : 21: predicate.environ_get_add_eliminate 1.36% : 0.000003s : 21: predicate.environ_get_depend_swap 1.43% : 0.000003s : 21: predicate.environ_get_eliminate 1.35% : 0.000003s : 21: predicate.environ_get_set_eliminate 0.23% : 0.000001s : 7: predicate.fold_const_symbol 1.06% : 0.000002s : 14: predicate.get_grad_eliminate 0.33% : 0.000001s : 7: predicate.graph_param_transform 4.78% : 0.000011s : 38: predicate.inline 1.15% : 0.000003s : 14: predicate.inline_without_move 0.43% : 0.000001s : 14: predicate.j_node_and_user_rematch 1.32% : 0.000003s : 14: predicate.less_batch_normalization 1.44% : 0.000003s : 21: predicate.list_to_tuple_eliminator_ 1.83% : 0.000004s : 28: predicate.load_eliminater 1.44% : 0.000003s : 7: predicate.loop_unroll_after_grad 2.10% : 0.000005s : 31: predicate.loop_unroll_before_grad 2.05% : 0.000005s : 28: predicate.make_slice_get_slice_eliminator 1.22% : 0.000003s : 21: predicate.merge_addn 1.22% : 0.000003s : 21: predicate.minmaximum_grad 1.69% : 0.000004s : 7: predicate.mutable_eliminate 0.56% : 0.000001s : 7: predicate.opt_reshape 2.27% : 0.000005s : 28: predicate.partial_eliminate 1.35% : 0.000003s : 21: predicate.print_const_string_wrapper 1.84% : 0.000004s : 21: predicate.reduce_eliminate 1.34% : 0.000003s : 21: predicate.redundant_stop_gradient_eliminater 0.51% : 0.000001s : 14: predicate.remove_not_recompute_node 1.59% : 0.000004s : 35: predicate.replace_applicator 0.52% : 0.000001s : 14: predicate.replace_old_param 0.41% : 0.000001s : 7: predicate.reset_defer_inline 1.54% : 0.000004s : 21: predicate.reshape_eliminate 1.31% : 0.000003s : 21: predicate.row_tensor_add_zeros_like 1.17% : 0.000003s : 7: predicate.row_tensor_eliminate 1.41% : 0.000003s : 21: predicate.same_eliminate 0.64% : 0.000001s : 18: predicate.set_cell_output_no_recompute 1.37% : 0.000003s : 14: predicate.special_op_eliminate 1.26% : 0.000003s : 14: predicate.specialize_transform 1.49% : 0.000003s : 21: predicate.split_environ_get_set_with_tuple_value 1.50% : 0.000003s : 21: predicate.stack_unstack_eliminate 0.64% : 0.000001s : 7: predicate.switch_call_monad_eliminater 1.63% : 0.000004s : 24: predicate.switch_defer_inline 1.62% : 0.000004s : 24: predicate.switch_layer_defer_inline 4.84% : 0.000011s : 62: predicate.switch_simplify 1.35% : 0.000003s : 21: predicate.tile_eliminate 1.50% : 0.000003s : 21: predicate.transpose_eliminate 1.90% : 0.000004s : 21: predicate.tuple_list_convert_item_index_to_positive 1.42% : 0.000003s : 21: predicate.tuple_list_get_item_depend_reorder 3.82% : 0.000009s : 35: predicate.tuple_list_get_item_eliminator 1.62% : 0.000004s : 21: predicate.tuple_list_set_item_eliminator 1.40% : 0.000003s : 21: predicate.tuple_to_list_eliminator_ 1.86% : 0.000004s : 28: predicate.updatestate_pure_node_eliminater 3.36% : 0.000008s : 42: predicate.updatestate_useless_node_eliminater 1.65% : 0.000004s : 21: predicate.value_based_eliminate 0.51% : 0.000001s : 7: predicate.virtual_view_grad_eliminate 0.90% : 0.000002s : 7: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000735 9 45.14% : 0.000332s : 4: func_graph_cloner_run.FuncGraphClonerGraph 54.86% : 0.000403s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.170349 73 0.06% : 0.000106s : 1: add_recomputation 0.10% : 0.000176s : 1: auto_monad 0.02% : 0.000038s : 1: auto_monad_reorder 0.22% : 0.000368s : 1: bootstrap 0.03% : 0.000047s : 1: cconv 0.01% : 0.000018s : 1: convert_after_rewriter 0.03% : 0.000048s : 1: cse_after_recomputation 0.01% : 0.000013s : 1: environ_conv 0.01% : 0.000021s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000010s : 1: graph_reusing 4.35% : 0.007418s : 1: jit_opt_a 0.21% : 0.000358s : 1: jit_opt_after_cconv 0.06% : 0.000103s : 1: jit_opt_b 0.35% : 0.000602s : 1: loop_unroll 0.50% : 0.000858s : 1: mutable_eliminate 0.82% : 0.001392s : 26: opt.transform.jit_opt_a 0.07% : 0.000122s : 4: opt.transform.jit_opt_after_cconv 0.04% : 0.000063s : 4: opt.transform.jit_opt_b 0.01% : 0.000024s : 1: opt.transform.loop_unroll_optimizer 0.04% : 0.000066s : 1: opt.transform.mutable_eliminate 0.03% : 0.000044s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000072s : 4: opt.transform.symbol_engine_opt 0.41% : 0.000698s : 1: opt_after_jit_grad 0.01% : 0.000012s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000004s : 1: pre_auto_parallel 0.01% : 0.000023s : 1: process_offload_annotation 0.03% : 0.000057s : 1: py_interpret_to_execute 0.01% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.04% : 0.000069s : 1: remove_dup_value 0.50% : 0.000860s : 1: renormalize.infer 0.39% : 0.000667s : 1: renormalize.specialize 0.01% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.11% : 0.000187s : 1: rewriter_after_opt_a 0.06% : 0.000094s : 1: rewriter_before_opt_a 0.08% : 0.000128s : 1: symbol_engine_optimizer 91.30% : 0.155531s : 1: type_inference TotalTime = 1.00269, [63] [bootstrap]: 0.00033921 [type_inference]: 0.155513 [event_method]: 1.638e-05 [auto_monad]: 0.00017136 [graph_reusing]: 6.83998e-06 [pre_auto_parallel]: 2.31998e-06 [py_interpret_to_execute]: 5.404e-05 [rewriter_before_opt_a]: 9.078e-05 [expand_dump_flag]: 3.4e-06 [jit_opt_a]: 0.00741312, [2] [Cycle 1]: 0.00303936, [27] [switch_simplify]: 6.325e-05 [loop_unroll]: 2.883e-05 [a_1]: 0.00077093 [with_stream_mark]: 3.396e-05 [recompute_prepare]: 1.753e-05 [updatestate_depend_eliminate]: 5.61e-05 [updatestate_assign_eliminate]: 7.73999e-06 [updatestate_loads_eliminate]: 6.59001e-06 [parameter_eliminate]: 2.10002e-06 [specialize_transform]: 1.447e-05 [updatestate_useless_node_eliminater]: 1.533e-05 [accelerated_algorithm]: 1.142e-05 [meta_shard_fg_expand]: 3.13998e-06 [get_grad_eliminate_]: 1.063e-05 [merge_forward]: 7.51001e-06 [cell_reuse_recompute_pass]: 1.07e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.667e-05 [j_node_and_user_rematch]: 1.942e-05 [meta_fg_expand]: 4.61002e-06 [replace_old_param]: 9.59e-06 [inline_without_move]: 1.022e-05 [renormalize]: 0.00153713 [add_forward_monad_depend]: 8.60999e-06 [auto_monad_grad]: 2.60002e-06 [auto_monad_eliminator]: 2.996e-05 [cse]: 9.174e-05 [replace_applicator]: 2.546e-05 [Cycle 2]: 0.00067744, [27] [switch_simplify]: 1.121e-05 [loop_unroll]: 9.39e-06 [a_1]: 0.0002512 [with_stream_mark]: 1.991e-05 [recompute_prepare]: 1.049e-05 [updatestate_depend_eliminate]: 7.6e-06 [updatestate_assign_eliminate]: 6.40002e-06 [updatestate_loads_eliminate]: 7.18e-06 [parameter_eliminate]: 1.79998e-06 [specialize_transform]: 1.065e-05 [updatestate_useless_node_eliminater]: 1.494e-05 [accelerated_algorithm]: 9.85002e-06 [meta_shard_fg_expand]: 2.73e-06 [get_grad_eliminate_]: 9.64e-06 [merge_forward]: 6.84999e-06 [cell_reuse_recompute_pass]: 2.32001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.365e-05 [j_node_and_user_rematch]: 1.759e-05 [meta_fg_expand]: 4.42e-06 [replace_old_param]: 8.99998e-06 [inline_without_move]: 9.41e-06 [renormalize]: 8.9989e-08 [add_forward_monad_depend]: 2.09999e-06 [auto_monad_grad]: 1.67001e-06 [auto_monad_eliminator]: 1.691e-05 [cse]: 3.628e-05 [replace_applicator]: 1.671e-05 [py_interpret_to_execute_after_opt_a]: 2.113e-05 [rewriter_after_opt_a]: 0.00018233 [convert_after_rewriter]: 1.523e-05 [order_py_execute_after_rewriter]: 9.32001e-06 [mutable_eliminate]: 0.0008424 [jit_opt_b]: 9.978e-05, [1] [Cycle 1]: 8.858e-05, [2] [frontend_op_eliminate]: 3.736e-05 [inline_after_opt_a]: 3.431e-05 [cconv]: 4.368e-05 [loop_unroll]: 0.00059057 [jit_opt_after_cconv]: 0.00035476, [1] [Cycle 1]: 0.00034518, [11] [c_1]: 7.143e-05 [parameter_eliminate]: 6.78003e-06 [updatestate_depend_eliminate]: 1.701e-05 [updatestate_assign_eliminate]: 7.84002e-06 [updatestate_loads_eliminate]: 7.38e-06 [cse]: 6.939e-05 [call_graph_tuple_transform]: 3.399e-05 [tuple_list_get_item_eliminator]: 1.135e-05 [none_parameter_eliminate]: 1.86998e-06 [renormalize]: 1.09e-06 [switch_simplify]: 2.452e-05 [remove_dup_value]: 6.539e-05 [partial_unused_args_eliminate]: 3.09999e-06 [environ_conv]: 1.05e-05 [add_recomputation]: 0.00010256 [cse_after_recomputation]: 4.578e-05, [1] [Cycle 1]: 3.873e-05, [1] [cse]: 3.158e-05 [auto_monad_reorder]: 3.444e-05 [get_jit_bprop_graph]: 2.66e-06 [rewriter_after_jit_bprop_graph]: 9.12001e-06 [opt_after_jit_grad]: 0.00068445 [symbol_engine_optimizer]: 0.00012481, [1] [Cycle 1]: 0.00011671, [6] [build]: 8.35001e-06 [elim_shapecalc]: 1.769e-05 [elim_not_effective]: 2.801e-05 [opt_reshape]: 1.222e-05 [fold_const_symbol]: 1.88e-05 [renormalize]: 3.89991e-07 [process_offload_annotation]: 1.949e-05 [validate]: 7.061e-05 [backend_pass]: 4.68999e-06 [bootstrap]: 0.00028801 [type_inference]: 0.23216 [event_method]: 6.747e-05 [auto_monad]: 0.00026706 [graph_reusing]: 9.34e-06 [pre_auto_parallel]: 3.63999e-06 [py_interpret_to_execute]: 4.965e-05 [rewriter_before_opt_a]: 0.00017152 [expand_dump_flag]: 3.9e-06 [jit_opt_a]: 0.603077, [3] [Cycle 1]: 0.568478, [27] [switch_simplify]: 0.00012114 [loop_unroll]: 7.371e-05 [a_1]: 0.0150752 [with_stream_mark]: 7.693e-05 [recompute_prepare]: 4.834e-05 [updatestate_depend_eliminate]: 5.117e-05 [updatestate_assign_eliminate]: 1.489e-05 [updatestate_loads_eliminate]: 1.202e-05 [parameter_eliminate]: 3.78001e-06 [specialize_transform]: 2.826e-05 [updatestate_useless_node_eliminater]: 3.012e-05 [accelerated_algorithm]: 4.546e-05 [meta_shard_fg_expand]: 9.44e-06 [get_grad_eliminate_]: 2.383e-05 [merge_forward]: 1.46e-05 [cell_reuse_recompute_pass]: 1.46998e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.943e-05 [j_node_and_user_rematch]: 5.996e-05 [meta_fg_expand]: 0.408409 [replace_old_param]: 0.00021595 [inline_without_move]: 0.00016924 [renormalize]: 0.142426 [add_forward_monad_depend]: 2.865e-05 [auto_monad_grad]: 1.611e-05 [auto_monad_eliminator]: 0.00017115 [cse]: 0.00056991 [replace_applicator]: 0.00030522 [Cycle 2]: 0.0185139, [27] [switch_simplify]: 0.0001362 [loop_unroll]: 0.0001276 [a_1]: 0.00383226 [with_stream_mark]: 3.687e-05 [recompute_prepare]: 2.888e-05 [updatestate_depend_eliminate]: 4.125e-05 [updatestate_assign_eliminate]: 7.51999e-06 [updatestate_loads_eliminate]: 7.28999e-06 [parameter_eliminate]: 3.83001e-06 [specialize_transform]: 1.623e-05 [updatestate_useless_node_eliminater]: 1.837e-05 [accelerated_algorithm]: 1.865e-05 [meta_shard_fg_expand]: 4.96997e-06 [get_grad_eliminate_]: 4.141e-05 [merge_forward]: 9.89001e-06 [cell_reuse_recompute_pass]: 2.50002e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.254e-05 [j_node_and_user_rematch]: 2.24e-05 [meta_fg_expand]: 0.00020716 [replace_old_param]: 3.33e-05 [inline_without_move]: 1.416e-05 [renormalize]: 0.00215727 [add_forward_monad_depend]: 0.0108989 [auto_monad_grad]: 4.43001e-06 [auto_monad_eliminator]: 7.581e-05 [cse]: 0.00033697 [replace_applicator]: 4.821e-05 [Cycle 3]: 0.0121156, [27] [switch_simplify]: 1.685e-05 [loop_unroll]: 1.428e-05 [a_1]: 0.0114511 [with_stream_mark]: 4.991e-05 [recompute_prepare]: 2.632e-05 [updatestate_depend_eliminate]: 1.205e-05 [updatestate_assign_eliminate]: 9.09e-06 [updatestate_loads_eliminate]: 7.28e-06 [parameter_eliminate]: 2.55002e-06 [specialize_transform]: 1.577e-05 [updatestate_useless_node_eliminater]: 3.299e-05 [accelerated_algorithm]: 2.264e-05 [meta_shard_fg_expand]: 5.20999e-06 [get_grad_eliminate_]: 1.256e-05 [merge_forward]: 8.81002e-06 [cell_reuse_recompute_pass]: 3.48999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.792e-05 [j_node_and_user_rematch]: 2.222e-05 [meta_fg_expand]: 5.74e-06 [replace_old_param]: 2.389e-05 [inline_without_move]: 1.292e-05 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 5.35001e-06 [auto_monad_grad]: 3.25e-06 [auto_monad_eliminator]: 3.974e-05 [cse]: 6.923e-05 [replace_applicator]: 1.364e-05 [py_interpret_to_execute_after_opt_a]: 2.747e-05 [rewriter_after_opt_a]: 0.00019059 [convert_after_rewriter]: 1.367e-05 [order_py_execute_after_rewriter]: 7.571e-05 [mutable_eliminate]: 0.00098485 [jit_opt_b]: 0.00011899, [1] [Cycle 1]: 0.00010407, [2] [frontend_op_eliminate]: 4.76e-05 [inline_after_opt_a]: 4.294e-05 [cconv]: 4.627e-05 [loop_unroll]: 0.00049254 [jit_opt_after_cconv]: 0.00031914, [1] [Cycle 1]: 0.00031186, [11] [c_1]: 8.423e-05 [parameter_eliminate]: 5.67999e-06 [updatestate_depend_eliminate]: 1.63e-05 [updatestate_assign_eliminate]: 7.41999e-06 [updatestate_loads_eliminate]: 6.96001e-06 [cse]: 7.134e-05 [call_graph_tuple_transform]: 3.673e-05 [tuple_list_get_item_eliminator]: 1.425e-05 [none_parameter_eliminate]: 2.19001e-06 [renormalize]: 1.05999e-06 [switch_simplify]: 1.318e-05 [remove_dup_value]: 6.714e-05 [partial_unused_args_eliminate]: 2.28002e-06 [environ_conv]: 1.616e-05 [add_recomputation]: 0.00011647 [cse_after_recomputation]: 4.873e-05, [1] [Cycle 1]: 4.239e-05, [1] [cse]: 3.519e-05 [auto_monad_reorder]: 3.422e-05 [get_jit_bprop_graph]: 3.40998e-06 [rewriter_after_jit_bprop_graph]: 7.89997e-06 [opt_after_jit_grad]: 0.00052413 [symbol_engine_optimizer]: 0.0001353, [1] [Cycle 1]: 0.00012774, [6] [build]: 1.725e-05 [elim_shapecalc]: 2.014e-05 [elim_not_effective]: 2.62e-05 [opt_reshape]: 1.236e-05 [fold_const_symbol]: 2.11e-05 [renormalize]: 4.59986e-07 [validate]: 8.229e-05 Sums bootstrap : 0.000339s : 0.03% type_inference : 0.155513s : 15.60% event_method : 0.000016s : 0.00% auto_monad : 0.000171s : 0.02% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000054s : 0.01% rewriter_before_opt_a : 0.000091s : 0.01% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000074s : 0.01% jit_opt_a.loop_unroll : 0.000038s : 0.00% jit_opt_a.a_1 : 0.001022s : 0.10% jit_opt_a.with_stream_mark : 0.000054s : 0.01% jit_opt_a.recompute_prepare : 0.000028s : 0.00% jit_opt_a.updatestate_depend_eliminate : 0.000064s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000014s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000014s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000025s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000030s : 0.00% jit_opt_a.accelerated_algorithm : 0.000021s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000020s : 0.00% jit_opt_a.merge_forward : 0.000014s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000050s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000037s : 0.00% jit_opt_a.meta_fg_expand : 0.000009s : 0.00% jit_opt_a.replace_old_param : 0.000019s : 0.00% jit_opt_a.inline_without_move : 0.000020s : 0.00% jit_opt_a.renormalize : 0.001537s : 0.15% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000047s : 0.00% jit_opt_a.cse : 0.000128s : 0.01% jit_opt_a.replace_applicator : 0.000042s : 0.00% py_interpret_to_execute_after_opt_a : 0.000021s : 0.00% rewriter_after_opt_a : 0.000182s : 0.02% convert_after_rewriter : 0.000015s : 0.00% order_py_execute_after_rewriter : 0.000009s : 0.00% mutable_eliminate : 0.000842s : 0.08% jit_opt_b.frontend_op_eliminate : 0.000037s : 0.00% jit_opt_b.inline_after_opt_a : 0.000034s : 0.00% cconv : 0.000044s : 0.00% loop_unroll : 0.000591s : 0.06% jit_opt_after_cconv.c_1 : 0.000071s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.cse : 0.000069s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000034s : 0.00% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000025s : 0.00% remove_dup_value : 0.000065s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000010s : 0.00% add_recomputation : 0.000103s : 0.01% cse_after_recomputation.cse : 0.000032s : 0.00% auto_monad_reorder : 0.000034s : 0.00% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.00% opt_after_jit_grad : 0.000684s : 0.07% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000018s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000028s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000012s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000019s : 0.00% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% process_offload_annotation : 0.000019s : 0.00% validate : 0.000071s : 0.01% backend_pass : 0.000005s : 0.00% bootstrap : 0.000288s : 0.03% type_inference : 0.232160s : 23.29% event_method : 0.000067s : 0.01% auto_monad : 0.000267s : 0.03% graph_reusing : 0.000009s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000050s : 0.00% rewriter_before_opt_a : 0.000172s : 0.02% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000274s : 0.03% jit_opt_a.loop_unroll : 0.000216s : 0.02% jit_opt_a.a_1 : 0.030359s : 3.04% jit_opt_a.with_stream_mark : 0.000164s : 0.02% jit_opt_a.recompute_prepare : 0.000104s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000104s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000031s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000027s : 0.00% jit_opt_a.parameter_eliminate : 0.000010s : 0.00% jit_opt_a.specialize_transform : 0.000060s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000081s : 0.01% jit_opt_a.accelerated_algorithm : 0.000087s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000020s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000078s : 0.01% jit_opt_a.merge_forward : 0.000033s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000007s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000110s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000105s : 0.01% jit_opt_a.meta_fg_expand : 0.408622s : 40.98% jit_opt_a.replace_old_param : 0.000273s : 0.03% jit_opt_a.inline_without_move : 0.000196s : 0.02% jit_opt_a.renormalize : 0.144583s : 14.50% jit_opt_a.add_forward_monad_depend : 0.010933s : 1.10% jit_opt_a.auto_monad_grad : 0.000024s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000287s : 0.03% jit_opt_a.cse : 0.000976s : 0.10% jit_opt_a.replace_applicator : 0.000367s : 0.04% py_interpret_to_execute_after_opt_a : 0.000027s : 0.00% rewriter_after_opt_a : 0.000191s : 0.02% convert_after_rewriter : 0.000014s : 0.00% order_py_execute_after_rewriter : 0.000076s : 0.01% mutable_eliminate : 0.000985s : 0.10% jit_opt_b.frontend_op_eliminate : 0.000048s : 0.00% jit_opt_b.inline_after_opt_a : 0.000043s : 0.00% cconv : 0.000046s : 0.00% loop_unroll : 0.000493s : 0.05% jit_opt_after_cconv.c_1 : 0.000084s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000016s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.cse : 0.000071s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000037s : 0.00% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000014s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000013s : 0.00% remove_dup_value : 0.000067s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000016s : 0.00% add_recomputation : 0.000116s : 0.01% cse_after_recomputation.cse : 0.000035s : 0.00% auto_monad_reorder : 0.000034s : 0.00% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.00% opt_after_jit_grad : 0.000524s : 0.05% symbol_engine_optimizer.build : 0.000017s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000020s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000026s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000012s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000021s : 0.00% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% validate : 0.000082s : 0.01% Time group info: ------[substitution.] 0.003271 405 3.28% : 0.000107s : 11: substitution.arithmetic_simplify 0.91% : 0.000030s : 2: substitution.cast_eliminate 1.55% : 0.000051s : 14: substitution.depend_value_elim 0.24% : 0.000008s : 15: substitution.elim_not_effective 0.17% : 0.000006s : 15: substitution.fold_const_symbol 29.42% : 0.000962s : 4: substitution.getattr_setattr_resolve 0.61% : 0.000020s : 18: substitution.graph_param_transform 43.78% : 0.001432s : 29: substitution.inline 1.53% : 0.000050s : 6: substitution.inline_without_move 1.27% : 0.000041s : 46: substitution.j_node_and_user_rematch 0.74% : 0.000024s : 3: substitution.less_batch_normalization 0.76% : 0.000025s : 15: substitution.minmaximum_grad 0.77% : 0.000025s : 7: substitution.partial_eliminate 0.96% : 0.000032s : 46: substitution.remove_not_recompute_node 2.79% : 0.000091s : 26: substitution.replace_applicator 0.85% : 0.000028s : 29: substitution.replace_old_param 0.11% : 0.000004s : 1: substitution.set_cell_output_no_recompute 1.61% : 0.000053s : 15: substitution.tuple_list_convert_item_index_to_positive 1.09% : 0.000036s : 15: substitution.tuple_list_get_item_depend_reorder 3.86% : 0.000126s : 39: substitution.tuple_list_get_item_eliminator 1.50% : 0.000049s : 20: substitution.updatestate_pure_node_eliminater 2.19% : 0.000072s : 29: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.387491 4 99.16% : 0.384224s : 2: type_inference.infer 0.84% : 0.003267s : 2: type_inference.specialize ------[replace.] 0.000731 59 0.97% : 0.000007s : 1: replace.arithmetic_simplify 10.30% : 0.000075s : 3: replace.getattr_setattr_resolve 47.33% : 0.000346s : 29: replace.inline 5.56% : 0.000041s : 1: replace.replace_applicator 34.21% : 0.000250s : 24: replace.tuple_list_get_item_eliminator 1.63% : 0.000012s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.002448 59 1.32% : 0.000032s : 1: match.arithmetic_simplify 36.83% : 0.000902s : 3: match.getattr_setattr_resolve 57.67% : 0.001412s : 29: match.inline 0.74% : 0.000018s : 1: match.replace_applicator 2.71% : 0.000066s : 24: match.tuple_list_get_item_eliminator 0.74% : 0.000018s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.001289 8171 1.43% : 0.000018s : 130: predicate.accumulaten_eliminater 0.46% : 0.000006s : 18: predicate.ad_related_special_op_eliminate 1.33% : 0.000017s : 130: predicate.addn_check_dump 1.46% : 0.000019s : 130: predicate.addn_zero_filter 2.18% : 0.000028s : 131: predicate.arithmetic_simplify 1.37% : 0.000018s : 131: predicate.cast_eliminate 0.25% : 0.000003s : 18: predicate.check_bprop_eliminate 1.27% : 0.000016s : 130: predicate.compare_switch_simplify 1.52% : 0.000020s : 130: predicate.depend_value_elim 1.33% : 0.000017s : 131: predicate.dict_get_item_const_eliminator 1.59% : 0.000020s : 131: predicate.dict_get_item_eliminator 1.44% : 0.000019s : 131: predicate.dict_set_item_eliminator 0.38% : 0.000005s : 18: predicate.dumpgradient_eliminate 0.14% : 0.000002s : 18: predicate.elim_not_effective 0.33% : 0.000004s : 18: predicate.elim_shapecalc_of_broadcastargs 1.35% : 0.000017s : 131: predicate.environ_add_const_eliminate 1.39% : 0.000018s : 131: predicate.environ_get_add_eliminate 1.32% : 0.000017s : 131: predicate.environ_get_depend_swap 1.37% : 0.000018s : 131: predicate.environ_get_eliminate 1.36% : 0.000018s : 131: predicate.environ_get_set_eliminate 0.11% : 0.000001s : 18: predicate.fold_const_symbol 0.77% : 0.000010s : 60: predicate.get_grad_eliminate 0.53% : 0.000007s : 20: predicate.getattr_setattr_resolve 0.14% : 0.000002s : 18: predicate.graph_param_transform 4.72% : 0.000061s : 221: predicate.inline 2.05% : 0.000026s : 155: predicate.inline_without_move 0.34% : 0.000004s : 60: predicate.j_node_and_user_rematch 1.02% : 0.000013s : 60: predicate.less_batch_normalization 1.71% : 0.000022s : 155: predicate.list_to_tuple_eliminator_ 2.07% : 0.000027s : 173: predicate.load_eliminater 0.50% : 0.000006s : 18: predicate.loop_unroll_after_grad 2.92% : 0.000038s : 277: predicate.loop_unroll_before_grad 1.85% : 0.000024s : 149: predicate.make_slice_get_slice_eliminator 1.28% : 0.000016s : 130: predicate.merge_addn 1.33% : 0.000017s : 131: predicate.minmaximum_grad 0.68% : 0.000009s : 18: predicate.mutable_eliminate 0.23% : 0.000003s : 18: predicate.opt_reshape 2.45% : 0.000032s : 173: predicate.partial_eliminate 1.31% : 0.000017s : 130: predicate.print_const_string_wrapper 1.80% : 0.000023s : 131: predicate.reduce_eliminate 1.69% : 0.000022s : 155: predicate.redundant_stop_gradient_eliminater 0.42% : 0.000005s : 60: predicate.remove_not_recompute_node 2.72% : 0.000035s : 343: predicate.replace_applicator 1.04% : 0.000013s : 155: predicate.replace_old_param 0.21% : 0.000003s : 18: predicate.reset_defer_inline 1.47% : 0.000019s : 131: predicate.reshape_eliminate 1.40% : 0.000018s : 130: predicate.row_tensor_add_zeros_like 0.44% : 0.000006s : 18: predicate.row_tensor_eliminate 1.40% : 0.000018s : 130: predicate.same_eliminate 0.47% : 0.000006s : 68: predicate.set_cell_output_no_recompute 0.53% : 0.000007s : 36: predicate.special_op_eliminate 0.83% : 0.000011s : 60: predicate.specialize_transform 1.59% : 0.000020s : 130: predicate.split_environ_get_set_with_tuple_value 1.39% : 0.000018s : 130: predicate.stack_unstack_eliminate 0.25% : 0.000003s : 18: predicate.switch_call_monad_eliminater 2.88% : 0.000037s : 185: predicate.switch_defer_inline 3.05% : 0.000039s : 185: predicate.switch_layer_defer_inline 5.77% : 0.000074s : 480: predicate.switch_simplify 1.37% : 0.000018s : 131: predicate.tile_eliminate 1.40% : 0.000018s : 131: predicate.transpose_eliminate 1.83% : 0.000024s : 131: predicate.tuple_list_convert_item_index_to_positive 1.64% : 0.000021s : 131: predicate.tuple_list_get_item_depend_reorder 3.67% : 0.000047s : 191: predicate.tuple_list_get_item_eliminator 1.79% : 0.000023s : 131: predicate.tuple_list_set_item_eliminator 2.67% : 0.000034s : 155: predicate.tuple_to_list_eliminator_ 1.85% : 0.000024s : 173: predicate.updatestate_pure_node_eliminater 2.92% : 0.000038s : 234: predicate.updatestate_useless_node_eliminater 1.66% : 0.000021s : 130: predicate.value_based_eliminate 0.21% : 0.000003s : 18: predicate.virtual_view_grad_eliminate 0.34% : 0.000004s : 18: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.005441 75 57.05% : 0.003105s : 36: func_graph_cloner_run.FuncGraphClonerGraph 42.95% : 0.002337s : 39: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.830604 165 0.01% : 0.000226s : 2: add_recomputation 0.02% : 0.000451s : 2: auto_monad 0.00% : 0.000075s : 2: auto_monad_reorder 0.00% : 0.000014s : 1: backend_pass 0.04% : 0.000680s : 2: bootstrap 0.01% : 0.000096s : 2: cconv 8.91% : 0.163031s : 2: convert_after_rewriter 0.01% : 0.000099s : 2: cse_after_recomputation 0.00% : 0.000031s : 2: environ_conv 0.01% : 0.000096s : 2: event_method 0.00% : 0.000013s : 2: expand_dump_flag 0.00% : 0.000011s : 2: get_jit_bprop_graph 0.00% : 0.000022s : 2: graph_reusing 33.35% : 0.610507s : 2: jit_opt_a 0.04% : 0.000682s : 2: jit_opt_after_cconv 0.01% : 0.000225s : 2: jit_opt_b 0.06% : 0.001104s : 2: loop_unroll 0.10% : 0.001856s : 2: mutable_eliminate 1.84% : 0.033612s : 65: opt.transform.jit_opt_a 0.01% : 0.000267s : 8: opt.transform.jit_opt_after_cconv 0.01% : 0.000142s : 8: opt.transform.jit_opt_b 0.00% : 0.000045s : 2: opt.transform.loop_unroll_optimizer 0.01% : 0.000107s : 2: opt.transform.mutable_eliminate 0.00% : 0.000091s : 2: opt.transform.opt_after_jit_grad 0.06% : 0.001114s : 2: opt.transform.opt_resolve 0.01% : 0.000149s : 8: opt.transform.symbol_engine_opt 0.07% : 0.001231s : 2: opt_after_jit_grad 0.01% : 0.000097s : 2: order_py_execute_after_rewriter 0.00% : 0.000010s : 2: partial_unused_args_eliminate 0.00% : 0.000010s : 2: pre_auto_parallel 0.00% : 0.000023s : 1: process_offload_annotation 0.01% : 0.000112s : 2: py_interpret_to_execute 0.00% : 0.000055s : 2: py_interpret_to_execute_after_opt_a 0.01% : 0.000139s : 2: remove_dup_value 7.64% : 0.139815s : 3: renormalize.infer 0.34% : 0.006267s : 3: renormalize.specialize 0.00% : 0.000021s : 2: rewriter_after_jit_bprop_graph 0.02% : 0.000384s : 2: rewriter_after_opt_a 0.01% : 0.000269s : 2: rewriter_before_opt_a 0.01% : 0.000266s : 2: symbol_engine_optimizer 26.15% : 0.478631s : 1: task_emit 21.18% : 0.387714s : 2: type_inference 0.04% : 0.000812s : 1: validate TotalTime = 0.588537, [30] [bootstrap]: 0.00032037 [type_inference]: 0.172408 [event_method]: 0.00015317 [auto_monad]: 0.00015376 [graph_reusing]: 9.69999e-06 [pre_auto_parallel]: 3.35e-06 [py_interpret_to_execute]: 4.883e-05 [rewriter_before_opt_a]: 0.00018176 [expand_dump_flag]: 4.28001e-06 [jit_opt_a]: 0.411663, [3] [Cycle 1]: 0.222053, [27] [switch_simplify]: 0.00012024 [loop_unroll]: 8.953e-05 [a_1]: 0.00198983 [with_stream_mark]: 4.934e-05 [recompute_prepare]: 3.516e-05 [updatestate_depend_eliminate]: 1.327e-05 [updatestate_assign_eliminate]: 1.098e-05 [updatestate_loads_eliminate]: 1.047e-05 [parameter_eliminate]: 3.98999e-06 [specialize_transform]: 2.351e-05 [updatestate_useless_node_eliminater]: 2.051e-05 [accelerated_algorithm]: 4.086e-05 [meta_shard_fg_expand]: 7.38999e-06 [get_grad_eliminate_]: 2.167e-05 [merge_forward]: 1.345e-05 [cell_reuse_recompute_pass]: 1.30999e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.545e-05 [j_node_and_user_rematch]: 3.985e-05 [meta_fg_expand]: 0.00468159 [replace_old_param]: 0.00017985 [inline_without_move]: 0.00016842 [renormalize]: 0.212863 [add_forward_monad_depend]: 2.723e-05 [auto_monad_grad]: 3.949e-05 [auto_monad_eliminator]: 0.00016632 [cse]: 0.00048537 [replace_applicator]: 0.00027332 [Cycle 2]: 0.00678334, [27] [switch_simplify]: 0.00015618 [loop_unroll]: 0.00013317 [a_1]: 0.00319851 [with_stream_mark]: 3.479e-05 [recompute_prepare]: 2.225e-05 [updatestate_depend_eliminate]: 9.44e-06 [updatestate_assign_eliminate]: 7.31999e-06 [updatestate_loads_eliminate]: 7.09001e-06 [parameter_eliminate]: 3.05998e-06 [specialize_transform]: 1.566e-05 [updatestate_useless_node_eliminater]: 1.388e-05 [accelerated_algorithm]: 2.066e-05 [meta_shard_fg_expand]: 5.35999e-06 [get_grad_eliminate_]: 1.426e-05 [merge_forward]: 8.43001e-06 [cell_reuse_recompute_pass]: 1.47001e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.347e-05 [j_node_and_user_rematch]: 2.499e-05 [meta_fg_expand]: 0.00029434 [replace_old_param]: 3.071e-05 [inline_without_move]: 1.601e-05 [renormalize]: 0.00225327 [add_forward_monad_depend]: 1.134e-05 [auto_monad_grad]: 2.25002e-06 [auto_monad_eliminator]: 3.268e-05 [cse]: 0.00016314 [replace_applicator]: 3.498e-05 [Cycle 3]: 0.178724, [27] [switch_simplify]: 1.67e-05 [loop_unroll]: 1.469e-05 [a_1]: 0.00044635 [with_stream_mark]: 2.446e-05 [recompute_prepare]: 1.505e-05 [updatestate_depend_eliminate]: 9.15999e-06 [updatestate_assign_eliminate]: 9.14e-06 [updatestate_loads_eliminate]: 7.23e-06 [parameter_eliminate]: 1.92001e-06 [specialize_transform]: 1.425e-05 [updatestate_useless_node_eliminater]: 1.406e-05 [accelerated_algorithm]: 1.991e-05 [meta_shard_fg_expand]: 3.46001e-06 [get_grad_eliminate_]: 1.364e-05 [merge_forward]: 8.56002e-06 [cell_reuse_recompute_pass]: 3.03e-06 [cell_reuse_handle_not_recompute_node_pass]: 0.177592 [j_node_and_user_rematch]: 5.052e-05 [meta_fg_expand]: 3.127e-05 [replace_old_param]: 3.125e-05 [inline_without_move]: 1.76e-05 [renormalize]: 1.10012e-07 [add_forward_monad_depend]: 1.057e-05 [auto_monad_grad]: 3.11001e-06 [auto_monad_eliminator]: 4.906e-05 [cse]: 0.00010175 [replace_applicator]: 1.604e-05 [py_interpret_to_execute_after_opt_a]: 3.499e-05 [rewriter_after_opt_a]: 0.000202 [convert_after_rewriter]: 1.543e-05 [order_py_execute_after_rewriter]: 1.02e-05 [mutable_eliminate]: 0.00082716 [jit_opt_b]: 0.00012128, [1] [Cycle 1]: 0.00011036, [2] [frontend_op_eliminate]: 4.941e-05 [inline_after_opt_a]: 4.688e-05 [cconv]: 4.329e-05 [loop_unroll]: 0.0005092 [jit_opt_after_cconv]: 0.00035146, [1] [Cycle 1]: 0.00034233, [11] [c_1]: 6.945e-05 [parameter_eliminate]: 4.28001e-06 [updatestate_depend_eliminate]: 1.672e-05 [updatestate_assign_eliminate]: 8.22998e-06 [updatestate_loads_eliminate]: 7.87e-06 [cse]: 8.09e-05 [call_graph_tuple_transform]: 4.453e-05 [tuple_list_get_item_eliminator]: 1.481e-05 [none_parameter_eliminate]: 2.04e-06 [renormalize]: 7.00005e-07 [switch_simplify]: 1.514e-05 [remove_dup_value]: 8.675e-05 [partial_unused_args_eliminate]: 2.83998e-06 [environ_conv]: 1.467e-05 [add_recomputation]: 0.00017956 [cse_after_recomputation]: 5.316e-05, [1] [Cycle 1]: 4.549e-05, [1] [cse]: 3.63e-05 [auto_monad_reorder]: 3.397e-05 [get_jit_bprop_graph]: 1.92999e-06 [rewriter_after_jit_bprop_graph]: 6.38e-06 [opt_after_jit_grad]: 0.00060124 [symbol_engine_optimizer]: 0.00014789, [1] [Cycle 1]: 0.00014073, [6] [build]: 1.624e-05 [elim_shapecalc]: 2.014e-05 [elim_not_effective]: 3.352e-05 [opt_reshape]: 1.5e-05 [fold_const_symbol]: 2.552e-05 [renormalize]: 6.50005e-07 [validate]: 7.221e-05 Sums bootstrap : 0.000320s : 0.05% type_inference : 0.172408s : 29.58% event_method : 0.000153s : 0.03% auto_monad : 0.000154s : 0.03% graph_reusing : 0.000010s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000049s : 0.01% rewriter_before_opt_a : 0.000182s : 0.03% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000293s : 0.05% jit_opt_a.loop_unroll : 0.000237s : 0.04% jit_opt_a.a_1 : 0.005635s : 0.97% jit_opt_a.with_stream_mark : 0.000109s : 0.02% jit_opt_a.recompute_prepare : 0.000072s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000032s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000027s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000025s : 0.00% jit_opt_a.parameter_eliminate : 0.000009s : 0.00% jit_opt_a.specialize_transform : 0.000053s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000048s : 0.01% jit_opt_a.accelerated_algorithm : 0.000081s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000016s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000050s : 0.01% jit_opt_a.merge_forward : 0.000030s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000006s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.177671s : 30.48% jit_opt_a.j_node_and_user_rematch : 0.000115s : 0.02% jit_opt_a.meta_fg_expand : 0.005007s : 0.86% jit_opt_a.replace_old_param : 0.000242s : 0.04% jit_opt_a.inline_without_move : 0.000202s : 0.03% jit_opt_a.renormalize : 0.215116s : 36.90% jit_opt_a.add_forward_monad_depend : 0.000049s : 0.01% jit_opt_a.auto_monad_grad : 0.000045s : 0.01% jit_opt_a.auto_monad_eliminator : 0.000248s : 0.04% jit_opt_a.cse : 0.000750s : 0.13% jit_opt_a.replace_applicator : 0.000324s : 0.06% py_interpret_to_execute_after_opt_a : 0.000035s : 0.01% rewriter_after_opt_a : 0.000202s : 0.03% convert_after_rewriter : 0.000015s : 0.00% order_py_execute_after_rewriter : 0.000010s : 0.00% mutable_eliminate : 0.000827s : 0.14% jit_opt_b.frontend_op_eliminate : 0.000049s : 0.01% jit_opt_b.inline_after_opt_a : 0.000047s : 0.01% cconv : 0.000043s : 0.01% loop_unroll : 0.000509s : 0.09% jit_opt_after_cconv.c_1 : 0.000069s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000017s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.cse : 0.000081s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000045s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000015s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000015s : 0.00% remove_dup_value : 0.000087s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000015s : 0.00% add_recomputation : 0.000180s : 0.03% cse_after_recomputation.cse : 0.000036s : 0.01% auto_monad_reorder : 0.000034s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000006s : 0.00% opt_after_jit_grad : 0.000601s : 0.10% symbol_engine_optimizer.build : 0.000016s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000020s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000034s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000015s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000026s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000072s : 0.01% Time group info: ------[substitution.] 0.001737 301 8.59% : 0.000149s : 19: substitution.arithmetic_simplify 4.37% : 0.000076s : 12: substitution.cast_eliminate 0.27% : 0.000005s : 10: substitution.elim_not_effective 0.26% : 0.000005s : 10: substitution.fold_const_symbol 0.70% : 0.000012s : 13: substitution.graph_param_transform 61.43% : 0.001067s : 27: substitution.inline 2.82% : 0.000049s : 6: substitution.inline_without_move 1.22% : 0.000021s : 34: substitution.j_node_and_user_rematch 1.22% : 0.000021s : 3: substitution.less_batch_normalization 1.12% : 0.000019s : 12: substitution.minmaximum_grad 0.56% : 0.000010s : 6: substitution.partial_eliminate 1.97% : 0.000034s : 34: substitution.remove_not_recompute_node 3.90% : 0.000068s : 27: substitution.replace_applicator 1.65% : 0.000029s : 28: substitution.replace_old_param 0.22% : 0.000004s : 1: substitution.set_cell_output_no_recompute 2.30% : 0.000040s : 12: substitution.tuple_list_convert_item_index_to_positive 1.62% : 0.000028s : 12: substitution.tuple_list_get_item_depend_reorder 5.78% : 0.000100s : 35: substitution.tuple_list_get_item_eliminator ------[type_inference.] 0.172267 2 98.43% : 0.169557s : 1: type_inference.infer 1.57% : 0.002710s : 1: type_inference.specialize ------[replace.] 0.000639 50 52.09% : 0.000333s : 27: replace.inline 47.91% : 0.000306s : 23: replace.tuple_list_get_item_eliminator ------[match.] 0.001106 50 94.84% : 0.001049s : 27: match.inline 5.16% : 0.000057s : 23: match.tuple_list_get_item_eliminator ------[predicate.] 0.000906 6275 1.36% : 0.000012s : 96: predicate.accumulaten_eliminater 0.35% : 0.000003s : 13: predicate.ad_related_special_op_eliminate 1.30% : 0.000012s : 96: predicate.addn_check_dump 1.37% : 0.000012s : 96: predicate.addn_zero_filter 2.08% : 0.000019s : 96: predicate.arithmetic_simplify 1.44% : 0.000013s : 96: predicate.cast_eliminate 0.22% : 0.000002s : 13: predicate.check_bprop_eliminate 1.44% : 0.000013s : 96: predicate.compare_switch_simplify 1.45% : 0.000013s : 96: predicate.depend_value_elim 1.32% : 0.000012s : 96: predicate.dict_get_item_const_eliminator 1.40% : 0.000013s : 96: predicate.dict_get_item_eliminator 1.56% : 0.000014s : 96: predicate.dict_set_item_eliminator 0.31% : 0.000003s : 13: predicate.dumpgradient_eliminate 0.13% : 0.000001s : 13: predicate.elim_not_effective 0.23% : 0.000002s : 13: predicate.elim_shapecalc_of_broadcastargs 1.42% : 0.000013s : 96: predicate.environ_add_const_eliminate 1.42% : 0.000013s : 96: predicate.environ_get_add_eliminate 1.33% : 0.000012s : 96: predicate.environ_get_depend_swap 1.37% : 0.000012s : 96: predicate.environ_get_eliminate 1.33% : 0.000012s : 96: predicate.environ_get_set_eliminate 0.11% : 0.000001s : 13: predicate.fold_const_symbol 0.74% : 0.000007s : 47: predicate.get_grad_eliminate 0.14% : 0.000001s : 13: predicate.graph_param_transform 4.61% : 0.000042s : 172: predicate.inline 2.94% : 0.000027s : 139: predicate.inline_without_move 0.38% : 0.000003s : 47: predicate.j_node_and_user_rematch 1.03% : 0.000009s : 47: predicate.less_batch_normalization 1.76% : 0.000016s : 119: predicate.list_to_tuple_eliminator_ 1.96% : 0.000018s : 132: predicate.load_eliminater 0.38% : 0.000003s : 13: predicate.loop_unroll_after_grad 3.96% : 0.000036s : 252: predicate.loop_unroll_before_grad 1.62% : 0.000015s : 109: predicate.make_slice_get_slice_eliminator 1.31% : 0.000012s : 96: predicate.merge_addn 1.36% : 0.000012s : 96: predicate.minmaximum_grad 0.72% : 0.000006s : 13: predicate.mutable_eliminate 0.22% : 0.000002s : 13: predicate.opt_reshape 2.51% : 0.000023s : 132: predicate.partial_eliminate 1.34% : 0.000012s : 96: predicate.print_const_string_wrapper 1.80% : 0.000016s : 96: predicate.reduce_eliminate 1.78% : 0.000016s : 119: predicate.redundant_stop_gradient_eliminater 0.59% : 0.000005s : 47: predicate.remove_not_recompute_node 3.08% : 0.000028s : 301: predicate.replace_applicator 1.32% : 0.000012s : 139: predicate.replace_old_param 0.14% : 0.000001s : 13: predicate.reset_defer_inline 1.40% : 0.000013s : 96: predicate.reshape_eliminate 1.36% : 0.000012s : 96: predicate.row_tensor_add_zeros_like 0.34% : 0.000003s : 13: predicate.row_tensor_eliminate 1.35% : 0.000012s : 96: predicate.same_eliminate 0.46% : 0.000004s : 47: predicate.set_cell_output_no_recompute 0.44% : 0.000004s : 26: predicate.special_op_eliminate 0.84% : 0.000008s : 47: predicate.specialize_transform 1.59% : 0.000014s : 96: predicate.split_environ_get_set_with_tuple_value 1.36% : 0.000012s : 96: predicate.stack_unstack_eliminate 0.23% : 0.000002s : 13: predicate.switch_call_monad_eliminater 3.04% : 0.000028s : 146: predicate.switch_defer_inline 2.33% : 0.000021s : 146: predicate.switch_layer_defer_inline 6.81% : 0.000062s : 411: predicate.switch_simplify 1.36% : 0.000012s : 96: predicate.tile_eliminate 1.39% : 0.000013s : 96: predicate.transpose_eliminate 1.81% : 0.000016s : 96: predicate.tuple_list_convert_item_index_to_positive 1.61% : 0.000015s : 96: predicate.tuple_list_get_item_depend_reorder 3.41% : 0.000031s : 145: predicate.tuple_list_get_item_eliminator 1.68% : 0.000015s : 96: predicate.tuple_list_set_item_eliminator 1.73% : 0.000016s : 119: predicate.tuple_to_list_eliminator_ 1.90% : 0.000017s : 132: predicate.updatestate_pure_node_eliminater 2.82% : 0.000026s : 179: predicate.updatestate_useless_node_eliminater 1.71% : 0.000016s : 96: predicate.value_based_eliminate 0.19% : 0.000002s : 13: predicate.virtual_view_grad_eliminate 0.27% : 0.000002s : 13: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.004831 71 60.50% : 0.002923s : 34: func_graph_cloner_run.FuncGraphClonerGraph 39.50% : 0.001908s : 37: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.988793 87 0.02% : 0.000184s : 1: add_recomputation 0.02% : 0.000160s : 1: auto_monad 0.00% : 0.000037s : 1: auto_monad_reorder 0.03% : 0.000344s : 1: bootstrap 0.00% : 0.000046s : 1: cconv 0.00% : 0.000018s : 1: convert_after_rewriter 0.01% : 0.000055s : 1: cse_after_recomputation 0.00% : 0.000017s : 1: environ_conv 0.02% : 0.000165s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000013s : 1: graph_reusing 41.63% : 0.411668s : 1: jit_opt_a 0.04% : 0.000355s : 1: jit_opt_after_cconv 0.01% : 0.000124s : 1: jit_opt_b 0.05% : 0.000519s : 1: loop_unroll 0.09% : 0.000841s : 1: mutable_eliminate 18.70% : 0.184934s : 39: opt.transform.jit_opt_a 0.01% : 0.000140s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000087s : 4: opt.transform.jit_opt_b 0.00% : 0.000025s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000036s : 1: opt.transform.mutable_eliminate 0.01% : 0.000055s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000090s : 4: opt.transform.symbol_engine_opt 0.06% : 0.000612s : 1: opt_after_jit_grad 0.00% : 0.000013s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000052s : 1: py_interpret_to_execute 0.00% : 0.000038s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000090s : 1: remove_dup_value 21.23% : 0.209872s : 2: renormalize.infer 0.52% : 0.005190s : 2: renormalize.specialize 0.00% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.02% : 0.000206s : 1: rewriter_after_opt_a 0.02% : 0.000186s : 1: rewriter_before_opt_a 0.02% : 0.000151s : 1: symbol_engine_optimizer 17.44% : 0.172441s : 1: type_inference TotalTime = 0.811419, [30] [bootstrap]: 0.00031081 [type_inference]: 0.23227 [event_method]: 7.076e-05 [auto_monad]: 0.00026351 [graph_reusing]: 9.35001e-06 [pre_auto_parallel]: 3.8e-06 [py_interpret_to_execute]: 4.68e-05 [rewriter_before_opt_a]: 0.00017917 [expand_dump_flag]: 4.10998e-06 [jit_opt_a]: 0.570726, [3] [Cycle 1]: 0.345668, [27] [switch_simplify]: 0.00011597 [loop_unroll]: 7.37e-05 [a_1]: 0.106317 [with_stream_mark]: 5.758e-05 [recompute_prepare]: 5.346e-05 [updatestate_depend_eliminate]: 6.467e-05 [updatestate_assign_eliminate]: 1.352e-05 [updatestate_loads_eliminate]: 1.216e-05 [parameter_eliminate]: 5.06002e-06 [specialize_transform]: 4.823e-05 [updatestate_useless_node_eliminater]: 2.905e-05 [accelerated_algorithm]: 4.74e-05 [meta_shard_fg_expand]: 9.86e-06 [get_grad_eliminate_]: 2.473e-05 [merge_forward]: 1.444e-05 [cell_reuse_recompute_pass]: 2.77002e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.834e-05 [j_node_and_user_rematch]: 4.13e-05 [meta_fg_expand]: 0.00794467 [replace_old_param]: 0.00018167 [inline_without_move]: 0.00016678 [renormalize]: 0.228326 [add_forward_monad_depend]: 2.045e-05 [auto_monad_grad]: 0.00013279 [auto_monad_eliminator]: 0.00015351 [cse]: 0.00055627 [replace_applicator]: 0.0008032 [Cycle 2]: 0.00637342, [27] [switch_simplify]: 0.00012613 [loop_unroll]: 0.00012219 [a_1]: 0.00370318 [with_stream_mark]: 2.873e-05 [recompute_prepare]: 1.794e-05 [updatestate_depend_eliminate]: 3.385e-05 [updatestate_assign_eliminate]: 7.32997e-06 [updatestate_loads_eliminate]: 6.61e-06 [parameter_eliminate]: 2.57001e-06 [specialize_transform]: 1.389e-05 [updatestate_useless_node_eliminater]: 1.692e-05 [accelerated_algorithm]: 1.672e-05 [meta_shard_fg_expand]: 3.41999e-06 [get_grad_eliminate_]: 1.244e-05 [merge_forward]: 6.96001e-06 [cell_reuse_recompute_pass]: 9.79984e-07 [cell_reuse_handle_not_recompute_node_pass]: 2.634e-05 [j_node_and_user_rematch]: 2.124e-05 [meta_fg_expand]: 0.00015487 [replace_old_param]: 2.192e-05 [inline_without_move]: 1.247e-05 [renormalize]: 0.00160994 [add_forward_monad_depend]: 7.00998e-06 [auto_monad_grad]: 2.58e-06 [auto_monad_eliminator]: 2.689e-05 [cse]: 0.00013576 [replace_applicator]: 2.628e-05 [Cycle 3]: 0.214897, [27] [switch_simplify]: 1.373e-05 [loop_unroll]: 1.217e-05 [a_1]: 0.00034265 [with_stream_mark]: 1.72e-05 [recompute_prepare]: 1.244e-05 [updatestate_depend_eliminate]: 7.28e-06 [updatestate_assign_eliminate]: 6.91999e-06 [updatestate_loads_eliminate]: 5.94e-06 [parameter_eliminate]: 1.54e-06 [specialize_transform]: 1.251e-05 [updatestate_useless_node_eliminater]: 1.495e-05 [accelerated_algorithm]: 1.681e-05 [meta_shard_fg_expand]: 2.81e-06 [get_grad_eliminate_]: 1.161e-05 [merge_forward]: 6.88e-06 [cell_reuse_recompute_pass]: 2.64001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.487e-05 [j_node_and_user_rematch]: 2e-05 [meta_fg_expand]: 4.65001e-06 [replace_old_param]: 1.687e-05 [inline_without_move]: 1.189e-05 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.245e-05 [auto_monad_grad]: 3.24001e-06 [auto_monad_eliminator]: 6.19e-05 [cse]: 7.23e-05 [replace_applicator]: 4.42e-05 [py_interpret_to_execute_after_opt_a]: 2.799e-05 [rewriter_after_opt_a]: 0.00147962 [convert_after_rewriter]: 1.463e-05 [order_py_execute_after_rewriter]: 8.85999e-06 [mutable_eliminate]: 0.00119036 [jit_opt_b]: 0.00010215, [1] [Cycle 1]: 9.199e-05, [2] [frontend_op_eliminate]: 3.96e-05 [inline_after_opt_a]: 4.027e-05 [cconv]: 3.882e-05 [loop_unroll]: 0.00044972 [jit_opt_after_cconv]: 0.00028938, [1] [Cycle 1]: 0.00028165, [11] [c_1]: 7.679e-05 [parameter_eliminate]: 4.82998e-06 [updatestate_depend_eliminate]: 1.373e-05 [updatestate_assign_eliminate]: 6.86999e-06 [updatestate_loads_eliminate]: 6.98e-06 [cse]: 5.484e-05 [call_graph_tuple_transform]: 3.554e-05 [tuple_list_get_item_eliminator]: 1.257e-05 [none_parameter_eliminate]: 1.62001e-06 [renormalize]: 7.7e-07 [switch_simplify]: 1.276e-05 [remove_dup_value]: 6.267e-05 [partial_unused_args_eliminate]: 2.73e-06 [environ_conv]: 1.357e-05 [add_recomputation]: 0.00011071 [cse_after_recomputation]: 4.705e-05, [1] [Cycle 1]: 4.027e-05, [1] [cse]: 3.143e-05 [auto_monad_reorder]: 3.284e-05 [get_jit_bprop_graph]: 2.37999e-06 [rewriter_after_jit_bprop_graph]: 6.72002e-06 [opt_after_jit_grad]: 0.00050125 [symbol_engine_optimizer]: 0.00014149, [1] [Cycle 1]: 0.00013478, [6] [build]: 1.686e-05 [elim_shapecalc]: 1.612e-05 [elim_not_effective]: 3.002e-05 [opt_reshape]: 1.597e-05 [fold_const_symbol]: 2.216e-05 [renormalize]: 5.19998e-07 [validate]: 7.583e-05 Sums bootstrap : 0.000311s : 0.05% type_inference : 0.232270s : 39.38% event_method : 0.000071s : 0.01% auto_monad : 0.000264s : 0.04% graph_reusing : 0.000009s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000047s : 0.01% rewriter_before_opt_a : 0.000179s : 0.03% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000256s : 0.04% jit_opt_a.loop_unroll : 0.000208s : 0.04% jit_opt_a.a_1 : 0.110363s : 18.71% jit_opt_a.with_stream_mark : 0.000104s : 0.02% jit_opt_a.recompute_prepare : 0.000084s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000106s : 0.02% jit_opt_a.updatestate_assign_eliminate : 0.000028s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000025s : 0.00% jit_opt_a.parameter_eliminate : 0.000009s : 0.00% jit_opt_a.specialize_transform : 0.000075s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000061s : 0.01% jit_opt_a.accelerated_algorithm : 0.000081s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000016s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000049s : 0.01% jit_opt_a.merge_forward : 0.000028s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000006s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000100s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000083s : 0.01% jit_opt_a.meta_fg_expand : 0.008104s : 1.37% jit_opt_a.replace_old_param : 0.000220s : 0.04% jit_opt_a.inline_without_move : 0.000191s : 0.03% jit_opt_a.renormalize : 0.229936s : 38.98% jit_opt_a.add_forward_monad_depend : 0.000040s : 0.01% jit_opt_a.auto_monad_grad : 0.000139s : 0.02% jit_opt_a.auto_monad_eliminator : 0.000242s : 0.04% jit_opt_a.cse : 0.000764s : 0.13% jit_opt_a.replace_applicator : 0.000874s : 0.15% py_interpret_to_execute_after_opt_a : 0.000028s : 0.00% rewriter_after_opt_a : 0.001480s : 0.25% convert_after_rewriter : 0.000015s : 0.00% order_py_execute_after_rewriter : 0.000009s : 0.00% mutable_eliminate : 0.001190s : 0.20% jit_opt_b.frontend_op_eliminate : 0.000040s : 0.01% jit_opt_b.inline_after_opt_a : 0.000040s : 0.01% cconv : 0.000039s : 0.01% loop_unroll : 0.000450s : 0.08% jit_opt_after_cconv.c_1 : 0.000077s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.cse : 0.000055s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000036s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000013s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000013s : 0.00% remove_dup_value : 0.000063s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000014s : 0.00% add_recomputation : 0.000111s : 0.02% cse_after_recomputation.cse : 0.000031s : 0.01% auto_monad_reorder : 0.000033s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.00% opt_after_jit_grad : 0.000501s : 0.08% symbol_engine_optimizer.build : 0.000017s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000016s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000030s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000016s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000022s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000076s : 0.01% Time group info: ------[substitution.] 0.002768 324 5.94% : 0.000164s : 11: substitution.arithmetic_simplify 1.11% : 0.000031s : 9: substitution.depend_value_elim 0.19% : 0.000005s : 8: substitution.elim_not_effective 0.13% : 0.000004s : 8: substitution.fold_const_symbol 31.06% : 0.000860s : 4: substitution.getattr_setattr_resolve 0.37% : 0.000010s : 11: substitution.graph_param_transform 42.28% : 0.001170s : 26: substitution.inline 1.71% : 0.000047s : 6: substitution.inline_without_move 0.56% : 0.000016s : 32: substitution.j_node_and_user_rematch 0.84% : 0.000023s : 3: substitution.less_batch_normalization 0.79% : 0.000022s : 15: substitution.minmaximum_grad 0.69% : 0.000019s : 7: substitution.partial_eliminate 0.75% : 0.000021s : 32: substitution.remove_not_recompute_node 3.16% : 0.000087s : 26: substitution.replace_applicator 0.80% : 0.000022s : 29: substitution.replace_old_param 0.21% : 0.000006s : 1: substitution.set_cell_output_no_recompute 1.64% : 0.000046s : 15: substitution.tuple_list_convert_item_index_to_positive 1.12% : 0.000031s : 15: substitution.tuple_list_get_item_depend_reorder 4.46% : 0.000123s : 39: substitution.tuple_list_get_item_eliminator 0.85% : 0.000024s : 11: substitution.updatestate_pure_node_eliminater 1.32% : 0.000037s : 16: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.232156 2 99.20% : 0.230298s : 1: type_inference.infer 0.80% : 0.001858s : 1: type_inference.specialize ------[replace.] 0.000884 56 0.86% : 0.000008s : 1: replace.arithmetic_simplify 8.64% : 0.000076s : 3: replace.getattr_setattr_resolve 54.57% : 0.000482s : 26: replace.inline 4.87% : 0.000043s : 1: replace.replace_applicator 29.97% : 0.000265s : 24: replace.tuple_list_get_item_eliminator 1.09% : 0.000010s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.002155 56 4.50% : 0.000097s : 1: match.arithmetic_simplify 37.45% : 0.000807s : 3: match.getattr_setattr_resolve 53.60% : 0.001155s : 26: match.inline 0.53% : 0.000012s : 1: match.replace_applicator 3.43% : 0.000074s : 24: match.tuple_list_get_item_eliminator 0.49% : 0.000011s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.001236 6840 1.14% : 0.000014s : 109: predicate.accumulaten_eliminater 0.28% : 0.000004s : 11: predicate.ad_related_special_op_eliminate 1.13% : 0.000014s : 109: predicate.addn_check_dump 1.15% : 0.000014s : 109: predicate.addn_zero_filter 2.60% : 0.000032s : 110: predicate.arithmetic_simplify 1.23% : 0.000015s : 110: predicate.cast_eliminate 0.12% : 0.000002s : 11: predicate.check_bprop_eliminate 1.08% : 0.000013s : 109: predicate.compare_switch_simplify 1.17% : 0.000015s : 109: predicate.depend_value_elim 1.19% : 0.000015s : 110: predicate.dict_get_item_const_eliminator 1.22% : 0.000015s : 110: predicate.dict_get_item_eliminator 1.28% : 0.000016s : 110: predicate.dict_set_item_eliminator 0.18% : 0.000002s : 11: predicate.dumpgradient_eliminate 0.09% : 0.000001s : 11: predicate.elim_not_effective 0.15% : 0.000002s : 11: predicate.elim_shapecalc_of_broadcastargs 1.15% : 0.000014s : 110: predicate.environ_add_const_eliminate 1.09% : 0.000013s : 110: predicate.environ_get_add_eliminate 1.10% : 0.000014s : 110: predicate.environ_get_depend_swap 1.14% : 0.000014s : 110: predicate.environ_get_eliminate 1.13% : 0.000014s : 110: predicate.environ_get_set_eliminate 0.07% : 0.000001s : 11: predicate.fold_const_symbol 0.58% : 0.000007s : 46: predicate.get_grad_eliminate 0.63% : 0.000008s : 20: predicate.getattr_setattr_resolve 0.07% : 0.000001s : 11: predicate.graph_param_transform 3.64% : 0.000045s : 183: predicate.inline 1.84% : 0.000023s : 141: predicate.inline_without_move 0.27% : 0.000003s : 46: predicate.j_node_and_user_rematch 0.65% : 0.000008s : 46: predicate.less_batch_normalization 1.94% : 0.000024s : 134: predicate.list_to_tuple_eliminator_ 1.57% : 0.000019s : 145: predicate.load_eliminater 0.23% : 0.000003s : 11: predicate.loop_unroll_after_grad 2.59% : 0.000032s : 246: predicate.loop_unroll_before_grad 1.29% : 0.000016s : 121: predicate.make_slice_get_slice_eliminator 1.13% : 0.000014s : 109: predicate.merge_addn 1.14% : 0.000014s : 110: predicate.minmaximum_grad 0.31% : 0.000004s : 11: predicate.mutable_eliminate 0.17% : 0.000002s : 11: predicate.opt_reshape 2.35% : 0.000029s : 145: predicate.partial_eliminate 1.09% : 0.000013s : 109: predicate.print_const_string_wrapper 1.43% : 0.000018s : 110: predicate.reduce_eliminate 1.48% : 0.000018s : 134: predicate.redundant_stop_gradient_eliminater 0.33% : 0.000004s : 46: predicate.remove_not_recompute_node 19.72% : 0.000244s : 308: predicate.replace_applicator 0.96% : 0.000012s : 141: predicate.replace_old_param 0.13% : 0.000002s : 11: predicate.reset_defer_inline 1.25% : 0.000015s : 110: predicate.reshape_eliminate 1.12% : 0.000014s : 109: predicate.row_tensor_add_zeros_like 0.20% : 0.000002s : 11: predicate.row_tensor_eliminate 1.16% : 0.000014s : 109: predicate.same_eliminate 0.36% : 0.000004s : 50: predicate.set_cell_output_no_recompute 0.29% : 0.000004s : 22: predicate.special_op_eliminate 2.10% : 0.000026s : 46: predicate.specialize_transform 1.43% : 0.000018s : 109: predicate.split_environ_get_set_with_tuple_value 1.18% : 0.000015s : 109: predicate.stack_unstack_eliminate 0.14% : 0.000002s : 11: predicate.switch_call_monad_eliminater 2.72% : 0.000034s : 161: predicate.switch_defer_inline 1.93% : 0.000024s : 161: predicate.switch_layer_defer_inline 4.84% : 0.000060s : 418: predicate.switch_simplify 1.19% : 0.000015s : 110: predicate.tile_eliminate 1.15% : 0.000014s : 110: predicate.transpose_eliminate 1.36% : 0.000017s : 110: predicate.tuple_list_convert_item_index_to_positive 1.30% : 0.000016s : 110: predicate.tuple_list_get_item_depend_reorder 2.67% : 0.000033s : 156: predicate.tuple_list_get_item_eliminator 1.36% : 0.000017s : 110: predicate.tuple_list_set_item_eliminator 1.49% : 0.000018s : 134: predicate.tuple_to_list_eliminator_ 1.56% : 0.000019s : 145: predicate.updatestate_pure_node_eliminater 2.31% : 0.000029s : 192: predicate.updatestate_useless_node_eliminater 1.39% : 0.000017s : 109: predicate.value_based_eliminate 0.12% : 0.000002s : 11: predicate.virtual_view_grad_eliminate 0.16% : 0.000002s : 11: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.004868 66 60.81% : 0.002960s : 32: func_graph_cloner_run.FuncGraphClonerGraph 39.19% : 0.001908s : 34: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.152517 89 0.01% : 0.000114s : 1: add_recomputation 0.02% : 0.000271s : 1: auto_monad 0.00% : 0.000036s : 1: auto_monad_reorder 0.03% : 0.000336s : 1: bootstrap 0.00% : 0.000042s : 1: cconv 0.00% : 0.000018s : 1: convert_after_rewriter 0.01% : 0.000133s : 1: cse_after_recomputation 0.00% : 0.000016s : 1: environ_conv 0.01% : 0.000078s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000013s : 1: graph_reusing 49.52% : 0.570731s : 1: jit_opt_a 0.03% : 0.000293s : 1: jit_opt_after_cconv 0.01% : 0.000105s : 1: jit_opt_b 0.04% : 0.000459s : 1: loop_unroll 0.10% : 0.001201s : 1: mutable_eliminate 9.77% : 0.112567s : 39: opt.transform.jit_opt_a 0.01% : 0.000134s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000070s : 4: opt.transform.jit_opt_b 0.00% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000028s : 1: opt.transform.mutable_eliminate 0.00% : 0.000046s : 1: opt.transform.opt_after_jit_grad 0.09% : 0.001005s : 2: opt.transform.opt_resolve 0.01% : 0.000081s : 4: opt.transform.symbol_engine_opt 0.04% : 0.000510s : 1: opt_after_jit_grad 0.00% : 0.000011s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.00% : 0.000050s : 1: py_interpret_to_execute 0.00% : 0.000031s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000066s : 1: remove_dup_value 19.52% : 0.224939s : 2: renormalize.infer 0.43% : 0.004972s : 2: renormalize.specialize 0.00% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.13% : 0.001487s : 1: rewriter_after_opt_a 0.02% : 0.000183s : 1: rewriter_before_opt_a 0.01% : 0.000144s : 1: symbol_engine_optimizer 20.16% : 0.232298s : 1: type_inference TotalTime = 0.655402, [30] [bootstrap]: 0.00032514 [type_inference]: 0.398934 [event_method]: 8.945e-05 [auto_monad]: 0.00013965 [graph_reusing]: 8.94e-06 [pre_auto_parallel]: 3.59002e-06 [py_interpret_to_execute]: 4.803e-05 [rewriter_before_opt_a]: 0.00027115 [expand_dump_flag]: 3.95e-06 [jit_opt_a]: 0.250818, [3] [Cycle 1]: 0.230381, [27] [switch_simplify]: 0.00010969 [loop_unroll]: 7.169e-05 [a_1]: 0.00215437 [with_stream_mark]: 4.14e-05 [recompute_prepare]: 2.948e-05 [updatestate_depend_eliminate]: 1.288e-05 [updatestate_assign_eliminate]: 1.005e-05 [updatestate_loads_eliminate]: 9.88002e-06 [parameter_eliminate]: 3.49001e-06 [specialize_transform]: 2.11e-05 [updatestate_useless_node_eliminater]: 1.984e-05 [accelerated_algorithm]: 3.706e-05 [meta_shard_fg_expand]: 4.84998e-06 [get_grad_eliminate_]: 2.027e-05 [merge_forward]: 1.193e-05 [cell_reuse_recompute_pass]: 1.06002e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.234e-05 [j_node_and_user_rematch]: 3.684e-05 [meta_fg_expand]: 0.0047388 [replace_old_param]: 0.00015319 [inline_without_move]: 0.00015633 [renormalize]: 0.221247 [add_forward_monad_depend]: 2.294e-05 [auto_monad_grad]: 1.423e-05 [auto_monad_eliminator]: 0.00025551 [cse]: 0.0004435 [replace_applicator]: 0.0002125 [Cycle 2]: 0.00855809, [27] [switch_simplify]: 0.00013125 [loop_unroll]: 0.00012737 [a_1]: 0.0040916 [with_stream_mark]: 2.56e-05 [recompute_prepare]: 1.702e-05 [updatestate_depend_eliminate]: 9.40001e-06 [updatestate_assign_eliminate]: 7.48e-06 [updatestate_loads_eliminate]: 7.68999e-06 [parameter_eliminate]: 2.93e-06 [specialize_transform]: 1.501e-05 [updatestate_useless_node_eliminater]: 1.462e-05 [accelerated_algorithm]: 1.914e-05 [meta_shard_fg_expand]: 3.98001e-06 [get_grad_eliminate_]: 1.435e-05 [merge_forward]: 8.86002e-06 [cell_reuse_recompute_pass]: 1.34998e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.277e-05 [j_node_and_user_rematch]: 2.459e-05 [meta_fg_expand]: 0.00047079 [replace_old_param]: 2.724e-05 [inline_without_move]: 1.648e-05 [renormalize]: 0.00311668 [add_forward_monad_depend]: 5.49e-06 [auto_monad_grad]: 2.23998e-06 [auto_monad_eliminator]: 2.701e-05 [cse]: 0.00012428 [replace_applicator]: 2.411e-05 [Cycle 3]: 0.00169741, [27] [switch_simplify]: 1.518e-05 [loop_unroll]: 1.371e-05 [a_1]: 0.00124325 [with_stream_mark]: 1.87e-05 [recompute_prepare]: 1.477e-05 [updatestate_depend_eliminate]: 8.27e-06 [updatestate_assign_eliminate]: 6.91001e-06 [updatestate_loads_eliminate]: 7.30998e-06 [parameter_eliminate]: 1.19998e-06 [specialize_transform]: 1.434e-05 [updatestate_useless_node_eliminater]: 1.374e-05 [accelerated_algorithm]: 1.875e-05 [meta_shard_fg_expand]: 3.27002e-06 [get_grad_eliminate_]: 1.49e-05 [merge_forward]: 7.63001e-06 [cell_reuse_recompute_pass]: 1.77999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.842e-05 [j_node_and_user_rematch]: 2.426e-05 [meta_fg_expand]: 6.16998e-06 [replace_old_param]: 1.9e-05 [inline_without_move]: 1.383e-05 [renormalize]: 6.00121e-08 [add_forward_monad_depend]: 2.00002e-06 [auto_monad_grad]: 1.22e-06 [auto_monad_eliminator]: 1.698e-05 [cse]: 4.379e-05 [replace_applicator]: 1.388e-05 [py_interpret_to_execute_after_opt_a]: 2.038e-05 [rewriter_after_opt_a]: 0.00162545 [convert_after_rewriter]: 1.612e-05 [order_py_execute_after_rewriter]: 9.95002e-06 [mutable_eliminate]: 0.00071325 [jit_opt_b]: 0.00024807, [1] [Cycle 1]: 0.00023862, [2] [frontend_op_eliminate]: 4.514e-05 [inline_after_opt_a]: 0.0001785 [cconv]: 3.137e-05 [loop_unroll]: 0.0004355 [jit_opt_after_cconv]: 0.00028731, [1] [Cycle 1]: 0.00027927, [11] [c_1]: 6.744e-05 [parameter_eliminate]: 2.66e-06 [updatestate_depend_eliminate]: 1.226e-05 [updatestate_assign_eliminate]: 7.21999e-06 [updatestate_loads_eliminate]: 6.64999e-06 [cse]: 5.735e-05 [call_graph_tuple_transform]: 4.18e-05 [tuple_list_get_item_eliminator]: 1.468e-05 [none_parameter_eliminate]: 1.71e-06 [renormalize]: 4.59986e-07 [switch_simplify]: 1.412e-05 [remove_dup_value]: 7.282e-05 [partial_unused_args_eliminate]: 2.41e-06 [environ_conv]: 1.159e-05 [add_recomputation]: 0.00010465 [cse_after_recomputation]: 5.182e-05, [1] [Cycle 1]: 4.415e-05, [1] [cse]: 3.451e-05 [auto_monad_reorder]: 2.966e-05 [get_jit_bprop_graph]: 1.88002e-06 [rewriter_after_jit_bprop_graph]: 5.35001e-06 [opt_after_jit_grad]: 0.00050585 [symbol_engine_optimizer]: 0.00013312, [1] [Cycle 1]: 0.00012651, [6] [build]: 1.218e-05 [elim_shapecalc]: 1.828e-05 [elim_not_effective]: 2.922e-05 [opt_reshape]: 1.393e-05 [fold_const_symbol]: 2.39e-05 [renormalize]: 3.39991e-07 [validate]: 6.568e-05 Sums bootstrap : 0.000325s : 0.05% type_inference : 0.398934s : 61.96% event_method : 0.000089s : 0.01% auto_monad : 0.000140s : 0.02% graph_reusing : 0.000009s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000048s : 0.01% rewriter_before_opt_a : 0.000271s : 0.04% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000256s : 0.04% jit_opt_a.loop_unroll : 0.000213s : 0.03% jit_opt_a.a_1 : 0.007489s : 1.16% jit_opt_a.with_stream_mark : 0.000086s : 0.01% jit_opt_a.recompute_prepare : 0.000061s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000031s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000024s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000025s : 0.00% jit_opt_a.parameter_eliminate : 0.000008s : 0.00% jit_opt_a.specialize_transform : 0.000050s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000048s : 0.01% jit_opt_a.accelerated_algorithm : 0.000075s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000012s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000050s : 0.01% jit_opt_a.merge_forward : 0.000028s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000104s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000086s : 0.01% jit_opt_a.meta_fg_expand : 0.005216s : 0.81% jit_opt_a.replace_old_param : 0.000199s : 0.03% jit_opt_a.inline_without_move : 0.000187s : 0.03% jit_opt_a.renormalize : 0.224364s : 34.85% jit_opt_a.add_forward_monad_depend : 0.000030s : 0.00% jit_opt_a.auto_monad_grad : 0.000018s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000300s : 0.05% jit_opt_a.cse : 0.000612s : 0.09% jit_opt_a.replace_applicator : 0.000250s : 0.04% py_interpret_to_execute_after_opt_a : 0.000020s : 0.00% rewriter_after_opt_a : 0.001625s : 0.25% convert_after_rewriter : 0.000016s : 0.00% order_py_execute_after_rewriter : 0.000010s : 0.00% mutable_eliminate : 0.000713s : 0.11% jit_opt_b.frontend_op_eliminate : 0.000045s : 0.01% jit_opt_b.inline_after_opt_a : 0.000178s : 0.03% cconv : 0.000031s : 0.00% loop_unroll : 0.000435s : 0.07% jit_opt_after_cconv.c_1 : 0.000067s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.cse : 0.000057s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000042s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000015s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000000s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000014s : 0.00% remove_dup_value : 0.000073s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000012s : 0.00% add_recomputation : 0.000105s : 0.02% cse_after_recomputation.cse : 0.000035s : 0.01% auto_monad_reorder : 0.000030s : 0.00% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000005s : 0.00% opt_after_jit_grad : 0.000506s : 0.08% symbol_engine_optimizer.build : 0.000012s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000018s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000029s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000014s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000024s : 0.00% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% validate : 0.000066s : 0.01% Time group info: ------[substitution.] 0.002153 301 5.51% : 0.000119s : 19: substitution.arithmetic_simplify 2.85% : 0.000061s : 12: substitution.cast_eliminate 0.19% : 0.000004s : 10: substitution.elim_not_effective 0.18% : 0.000004s : 10: substitution.fold_const_symbol 0.55% : 0.000012s : 13: substitution.graph_param_transform 53.07% : 0.001143s : 27: substitution.inline 1.90% : 0.000041s : 6: substitution.inline_without_move 0.74% : 0.000016s : 34: substitution.j_node_and_user_rematch 0.85% : 0.000018s : 3: substitution.less_batch_normalization 0.81% : 0.000017s : 12: substitution.minmaximum_grad 0.38% : 0.000008s : 6: substitution.partial_eliminate 1.03% : 0.000022s : 34: substitution.remove_not_recompute_node 11.59% : 0.000250s : 27: substitution.replace_applicator 0.92% : 0.000020s : 28: substitution.replace_old_param 0.13% : 0.000003s : 1: substitution.set_cell_output_no_recompute 1.66% : 0.000036s : 12: substitution.tuple_list_convert_item_index_to_positive 1.36% : 0.000029s : 12: substitution.tuple_list_get_item_depend_reorder 16.28% : 0.000351s : 35: substitution.tuple_list_get_item_eliminator ------[type_inference.] 0.398796 2 58.64% : 0.233866s : 1: type_inference.infer 41.36% : 0.164930s : 1: type_inference.specialize ------[replace.] 0.000454 50 49.81% : 0.000226s : 27: replace.inline 50.19% : 0.000228s : 23: replace.tuple_list_get_item_eliminator ------[match.] 0.001177 50 95.78% : 0.001128s : 27: match.inline 4.22% : 0.000050s : 23: match.tuple_list_get_item_eliminator ------[predicate.] 0.001315 6275 0.96% : 0.000013s : 96: predicate.accumulaten_eliminater 0.25% : 0.000003s : 13: predicate.ad_related_special_op_eliminate 0.91% : 0.000012s : 96: predicate.addn_check_dump 0.95% : 0.000012s : 96: predicate.addn_zero_filter 1.36% : 0.000018s : 96: predicate.arithmetic_simplify 1.00% : 0.000013s : 96: predicate.cast_eliminate 0.15% : 0.000002s : 13: predicate.check_bprop_eliminate 0.89% : 0.000012s : 96: predicate.compare_switch_simplify 1.05% : 0.000014s : 96: predicate.depend_value_elim 0.91% : 0.000012s : 96: predicate.dict_get_item_const_eliminator 1.04% : 0.000014s : 96: predicate.dict_get_item_eliminator 0.92% : 0.000012s : 96: predicate.dict_set_item_eliminator 0.20% : 0.000003s : 13: predicate.dumpgradient_eliminate 0.09% : 0.000001s : 13: predicate.elim_not_effective 0.16% : 0.000002s : 13: predicate.elim_shapecalc_of_broadcastargs 0.91% : 0.000012s : 96: predicate.environ_add_const_eliminate 15.86% : 0.000209s : 96: predicate.environ_get_add_eliminate 0.89% : 0.000012s : 96: predicate.environ_get_depend_swap 0.92% : 0.000012s : 96: predicate.environ_get_eliminate 0.91% : 0.000012s : 96: predicate.environ_get_set_eliminate 0.07% : 0.000001s : 13: predicate.fold_const_symbol 0.53% : 0.000007s : 47: predicate.get_grad_eliminate 0.07% : 0.000001s : 13: predicate.graph_param_transform 2.95% : 0.000039s : 172: predicate.inline 1.72% : 0.000023s : 139: predicate.inline_without_move 0.25% : 0.000003s : 47: predicate.j_node_and_user_rematch 0.58% : 0.000008s : 47: predicate.less_batch_normalization 1.21% : 0.000016s : 119: predicate.list_to_tuple_eliminator_ 1.33% : 0.000017s : 132: predicate.load_eliminater 0.26% : 0.000003s : 13: predicate.loop_unroll_after_grad 2.56% : 0.000034s : 252: predicate.loop_unroll_before_grad 1.13% : 0.000015s : 109: predicate.make_slice_get_slice_eliminator 0.91% : 0.000012s : 96: predicate.merge_addn 0.93% : 0.000012s : 96: predicate.minmaximum_grad 0.27% : 0.000004s : 13: predicate.mutable_eliminate 0.14% : 0.000002s : 13: predicate.opt_reshape 1.69% : 0.000022s : 132: predicate.partial_eliminate 0.93% : 0.000012s : 96: predicate.print_const_string_wrapper 1.15% : 0.000015s : 96: predicate.reduce_eliminate 1.19% : 0.000016s : 119: predicate.redundant_stop_gradient_eliminater 0.28% : 0.000004s : 47: predicate.remove_not_recompute_node 2.10% : 0.000028s : 301: predicate.replace_applicator 0.83% : 0.000011s : 139: predicate.replace_old_param 0.10% : 0.000001s : 13: predicate.reset_defer_inline 13.80% : 0.000182s : 96: predicate.reshape_eliminate 0.93% : 0.000012s : 96: predicate.row_tensor_add_zeros_like 0.17% : 0.000002s : 13: predicate.row_tensor_eliminate 0.95% : 0.000013s : 96: predicate.same_eliminate 0.31% : 0.000004s : 47: predicate.set_cell_output_no_recompute 0.31% : 0.000004s : 26: predicate.special_op_eliminate 0.55% : 0.000007s : 47: predicate.specialize_transform 1.12% : 0.000015s : 96: predicate.split_environ_get_set_with_tuple_value 0.93% : 0.000012s : 96: predicate.stack_unstack_eliminate 0.15% : 0.000002s : 13: predicate.switch_call_monad_eliminater 8.19% : 0.000108s : 146: predicate.switch_defer_inline 1.60% : 0.000021s : 146: predicate.switch_layer_defer_inline 4.45% : 0.000058s : 411: predicate.switch_simplify 0.91% : 0.000012s : 96: predicate.tile_eliminate 0.95% : 0.000013s : 96: predicate.transpose_eliminate 1.13% : 0.000015s : 96: predicate.tuple_list_convert_item_index_to_positive 1.10% : 0.000014s : 96: predicate.tuple_list_get_item_depend_reorder 2.06% : 0.000027s : 145: predicate.tuple_list_get_item_eliminator 1.11% : 0.000015s : 96: predicate.tuple_list_set_item_eliminator 1.19% : 0.000016s : 119: predicate.tuple_to_list_eliminator_ 1.28% : 0.000017s : 132: predicate.updatestate_pure_node_eliminater 1.92% : 0.000025s : 179: predicate.updatestate_useless_node_eliminater 1.09% : 0.000014s : 96: predicate.value_based_eliminate 0.14% : 0.000002s : 13: predicate.virtual_view_grad_eliminate 0.18% : 0.000002s : 13: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.018033 71 85.65% : 0.015446s : 34: func_graph_cloner_run.FuncGraphClonerGraph 14.35% : 0.002587s : 37: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.889130 87 0.03% : 0.000253s : 1: add_recomputation 0.02% : 0.000146s : 1: auto_monad 0.00% : 0.000032s : 1: auto_monad_reorder 0.04% : 0.000349s : 1: bootstrap 0.00% : 0.000034s : 1: cconv 0.00% : 0.000020s : 1: convert_after_rewriter 0.01% : 0.000055s : 1: cse_after_recomputation 0.00% : 0.000014s : 1: environ_conv 0.01% : 0.000096s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000012s : 1: graph_reusing 28.21% : 0.250822s : 1: jit_opt_a 0.03% : 0.000291s : 1: jit_opt_after_cconv 0.03% : 0.000251s : 1: jit_opt_b 0.05% : 0.000444s : 1: loop_unroll 0.08% : 0.000723s : 1: mutable_eliminate 1.01% : 0.009012s : 39: opt.transform.jit_opt_a 0.02% : 0.000134s : 4: opt.transform.jit_opt_after_cconv 0.02% : 0.000216s : 4: opt.transform.jit_opt_b 0.00% : 0.000023s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000026s : 1: opt.transform.mutable_eliminate 0.01% : 0.000051s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000082s : 4: opt.transform.symbol_engine_opt 0.06% : 0.000516s : 1: opt_after_jit_grad 0.00% : 0.000012s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000051s : 1: py_interpret_to_execute 0.00% : 0.000023s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000077s : 1: remove_dup_value 2.52% : 0.022431s : 2: renormalize.infer 22.71% : 0.201910s : 2: renormalize.specialize 0.00% : 0.000007s : 1: rewriter_after_jit_bprop_graph 0.18% : 0.001633s : 1: rewriter_after_opt_a 0.03% : 0.000275s : 1: rewriter_before_opt_a 0.02% : 0.000136s : 1: symbol_engine_optimizer 44.87% : 0.398956s : 1: type_inference TotalTime = 0.29405, [22] [bootstrap]: 0.00134625 [type_inference]: 0.161989 [event_method]: 1.573e-05 [auto_monad]: 0.00020249 [graph_reusing]: 5.115e-05 [inline]: 3.31999e-06 [add_attr]: 0.00730785, [1] [add_attr_with_inline]: 0.00683932, [1] [Cycle 1]: 7.117e-05, [2] [tag_attr]: 1.869e-05 [meta_addattr_fg_expand]: 3.86999e-06 [parallel-infer-symbol]: 3.75e-06 [pre_auto_parallel]: 0.0001383 [insert-virtual-dataset]: 2.95998e-06 [parallel-infer-symbol-second]: 7.7e-07 [dataset_repeat_opt]: 1.94999e-06 [pipeline_split]: 1.82001e-06 [optimize]: 0.116888, [53] [py_interpret_to_execute]: 7.01e-05 [rewriter_before_opt_a]: 0.00011592 [opt_a]: 0.00437229, [2] [Cycle 1]: 0.00348165, [45] [expand_dump_flag]: 6.06e-06 [switch_simplify]: 3.753e-05 [loop_unroll]: 1.729e-05 [a_1]: 0.00056028 [with_stream_mark]: 3.127e-05 [recompute_prepare]: 1.066e-05 [updatestate_depend_eliminate]: 6.76999e-06 [updatestate_assign_eliminate]: 2.164e-05 [updatestate_loads_eliminate]: 5.19e-06 [parameter_eliminate]: 2.26e-06 [a_2]: 0.00011616 [accelerated_algorithm]: 9.15001e-06 [shard]: 2.66e-06 [meta_shard_fg_expand]: 3.09001e-06 [shard_inline]: 8.27003e-06 [merge_send_recv]: 1.055e-05 [auto_parallel]: 1.226e-05 [parallel]: 0.00110751 [flash_sp]: 1.354e-05 [merge_comm]: 7.11001e-06 [allreduce_fusion]: 4.95999e-06 [matmul_add_comm_reduction]: 1.209e-05 [allreduce_slice_to_reducescatter]: 7.7e-07 [virtual_shard_identity]: 1.185e-05 [virtual_dataset]: 4.648e-05 [get_grad_eliminate_]: 8.59998e-06 [virtual_output]: 8.72e-06 [merge_forward]: 5.30001e-06 [cell_reuse_recompute_pass]: 1.55001e-06 [offload_activation]: 1.237e-05 [cell_reuse_handle_not_recompute_node_pass]: 1.917e-05 [merge_recompute_call_nodes]: 1.79e-06 [before_grad]: 1.347e-05 [set_forward_comm_id_for_comm_node_pass]: 4.85999e-06 [meta_fg_expand]: 3.9e-06 [flash_sp_send_recv_attached]: 2.37999e-06 [receive_attached]: 2.19999e-06 [after_resolve]: 1.349e-05 [a_after_grad]: 1.212e-05 [renormalize]: 0.00092647 [add_forward_monad_depend]: 5.74e-06 [auto_monad_grad]: 2.61e-06 [auto_monad_eliminator]: 1.979e-05 [cse]: 3.885e-05 [a_3]: 5.925e-05 [Cycle 2]: 0.00086975, [45] [expand_dump_flag]: 1.45999e-06 [switch_simplify]: 8.87999e-06 [loop_unroll]: 7.61001e-06 [a_1]: 0.00016297 [with_stream_mark]: 1.376e-05 [recompute_prepare]: 8.28999e-06 [updatestate_depend_eliminate]: 4.67998e-06 [updatestate_assign_eliminate]: 3.91999e-06 [updatestate_loads_eliminate]: 3.86999e-06 [parameter_eliminate]: 1.36002e-06 [a_2]: 0.00010003 [accelerated_algorithm]: 7.61999e-06 [shard]: 1.32e-06 [meta_shard_fg_expand]: 2.14999e-06 [shard_inline]: 7.45998e-06 [merge_send_recv]: 6.82002e-06 [auto_parallel]: 7.59002e-06 [parallel]: 6.09001e-06 [flash_sp]: 3.77002e-06 [merge_comm]: 4.57998e-06 [allreduce_fusion]: 4.08001e-06 [matmul_add_comm_reduction]: 7.85e-06 [allreduce_slice_to_reducescatter]: 3.10014e-07 [virtual_shard_identity]: 8.52e-06 [virtual_dataset]: 6.87002e-06 [get_grad_eliminate_]: 6.91999e-06 [virtual_output]: 6.43003e-06 [merge_forward]: 4.58999e-06 [cell_reuse_recompute_pass]: 1.59e-06 [offload_activation]: 8.83001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.429e-05 [merge_recompute_call_nodes]: 7.60017e-07 [before_grad]: 1.161e-05 [set_forward_comm_id_for_comm_node_pass]: 4.93001e-06 [meta_fg_expand]: 2.48e-06 [flash_sp_send_recv_attached]: 8.49977e-07 [receive_attached]: 1.23002e-06 [after_resolve]: 1.058e-05 [a_after_grad]: 1.031e-05 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.62999e-06 [auto_monad_grad]: 1.12e-06 [auto_monad_eliminator]: 1.037e-05 [cse]: 1.996e-05 [a_3]: 0.00016357 [py_interpret_to_execute_after_opt_a]: 1.233e-05 [slice_cell_reuse_recomputed_activation]: 2.46e-06 [rewriter_after_opt_a]: 0.00111873 [convert_after_rewriter]: 1.78e-05 [order_py_execute_after_rewriter]: 6.76999e-06 [mutable_eliminate]: 0.0007432 [opt_b]: 0.00030495, [1] [Cycle 1]: 0.00029657, [7] [b_1]: 0.00019624 [b_2]: 1.154e-05 [updatestate_depend_eliminate]: 9.10001e-06 [updatestate_assign_eliminate]: 4.70001e-06 [updatestate_loads_eliminate]: 4.75999e-06 [renormalize]: 5.59987e-07 [cse]: 3.083e-05 [optimize_parallel_all_gather_comm]: 5.207e-05 [overlap_param_gather]: 2.043e-05 [cconv]: 3.161e-05 [loop_unroll]: 0.00044577 [opt_after_cconv]: 0.00013013, [1] [Cycle 1]: 0.00012395, [7] [c_1]: 4.648e-05 [parameter_eliminate]: 3.74002e-06 [updatestate_depend_eliminate]: 6.51e-06 [updatestate_assign_eliminate]: 3.98999e-06 [updatestate_loads_eliminate]: 3.81001e-06 [cse]: 2.247e-05 [renormalize]: 3.50003e-07 [remove_dup_value]: 1.706e-05 [tuple_transform]: 8.872e-05, [1] [Cycle 1]: 8.37e-05, [4] [d_1]: 5.688e-05 [none_parameter_eliminate]: 1.75001e-06 [renormalize]: 1.59984e-07 [switch_simplify]: 7.82e-06 [partial_unused_args_eliminate]: 1.92999e-06 [add_recomputation]: 0.00014026 [cse_after_recomputation]: 2.671e-05, [1] [Cycle 1]: 2.169e-05, [1] [cse]: 1.607e-05 [environ_conv]: 6.74001e-06 [swap_dp_allreduce_reducescatter]: 7.21001e-06 [bias_add_comm_swap]: 2.89999e-06 [label_micro_interleaved_index]: 4.75999e-06 [label_fine_grained_interleaved_index]: 2.63e-06 [merge_cast_opt]: 1.43002e-06 [slice_recompute_activation]: 2.41e-06 [micro_interleaved_order_control]: 2.20002e-06 [assign_add_opt]: 1.40001e-06 [ForceFp32Comm]: 8.09989e-07 [remove_cast_before_assign_add]: 1.36998e-06 [full_micro_interleaved_order_control]: 2.32001e-06 [reorder_send_recv_between_fp_bp]: 2.98e-06 [comm_op_add_attrs]: 1.15001e-06 [add_comm_op_reuse_tag]: 9.20001e-07 [interleave_split_concat_branches]: 1.15999e-06 [interleave_parallel_branches]: 1.09e-06 [overlap_opt_shard_in_pipeline]: 0.00041437 [overlap_opt_shard_grad_in_pipeline]: 2.35002e-06 [control_data_broadcast_order]: 1.748e-05 [grouped_pairwise_exchange_alltoall]: 1.96998e-06 [offloading_packed_experts]: 5.57001e-06 [overlap_recompute_and_grad_model_parallel]: 5.85002e-06 [overlap_grad_matmul_and_grad_allreduce]: 1.19998e-06 [overlap_recompute_allgather_and_fa_grad]: 1.43002e-06 [overlap_recompute_comm]: 2.48e-06 [overlap_grad_ring_attention]: 0.0002505 [overlap_grad_flash_sp]: 7.344e-05 [begin_end_overlap_inline]: 5.29981e-07 [split_matmul_comm_elemetwise]: 2.54001e-06 [split_layernorm_comm]: 1.97999e-06 [handle_group_info]: 1.19e-06 [symbol_engine_optimizer]: 9.268e-05, [1] [Cycle 1]: 8.67e-05, [6] [build]: 4.68999e-06 [elim_shapecalc]: 1.313e-05 [elim_not_effective]: 1.663e-05 [opt_reshape]: 9.18002e-06 [fold_const_symbol]: 1.315e-05 [renormalize]: 3.30008e-07 [detach_backward]: 2.34001e-06 [pipeline_parallel_scheduler]: 1.52001e-06 [auto_monad_reorder]: 2.7e-05 [get_jit_bprop_graph]: 2.19999e-06 [rewriter_after_jit_bprop_graph]: 4.82998e-06 [opt_after_jit_grad]: 0.00566482 [process_offload_annotation]: 1.897e-05 [validate]: 0.00011068 Sums bootstrap : 0.001346s : 0.76% type_inference : 0.161989s : 91.20% event_method : 0.000016s : 0.01% auto_monad : 0.000202s : 0.11% graph_reusing : 0.000051s : 0.03% inline : 0.000003s : 0.00% add_attr.add_attr_with_inline.tag_attr : 0.000019s : 0.01% add_attr.add_attr_with_inline.meta_addattr_fg_expand : 0.000004s : 0.00% parallel-infer-symbol : 0.000004s : 0.00% pre_auto_parallel : 0.000138s : 0.08% insert-virtual-dataset : 0.000003s : 0.00% parallel-infer-symbol-second : 0.000001s : 0.00% dataset_repeat_opt : 0.000002s : 0.00% pipeline_split : 0.000002s : 0.00% optimize.py_interpret_to_execute : 0.000070s : 0.04% optimize.rewriter_before_opt_a : 0.000116s : 0.07% optimize.opt_a.expand_dump_flag : 0.000008s : 0.00% optimize.opt_a.switch_simplify : 0.000046s : 0.03% optimize.opt_a.loop_unroll : 0.000025s : 0.01% optimize.opt_a.a_1 : 0.000723s : 0.41% optimize.opt_a.with_stream_mark : 0.000045s : 0.03% optimize.opt_a.recompute_prepare : 0.000019s : 0.01% optimize.opt_a.updatestate_depend_eliminate : 0.000011s : 0.01% optimize.opt_a.updatestate_assign_eliminate : 0.000026s : 0.01% optimize.opt_a.updatestate_loads_eliminate : 0.000009s : 0.01% optimize.opt_a.parameter_eliminate : 0.000004s : 0.00% optimize.opt_a.a_2 : 0.000216s : 0.12% optimize.opt_a.accelerated_algorithm : 0.000017s : 0.01% optimize.opt_a.shard : 0.000004s : 0.00% optimize.opt_a.meta_shard_fg_expand : 0.000005s : 0.00% optimize.opt_a.shard_inline : 0.000016s : 0.01% optimize.opt_a.merge_send_recv : 0.000017s : 0.01% optimize.opt_a.auto_parallel : 0.000020s : 0.01% optimize.opt_a.parallel : 0.001114s : 0.63% optimize.opt_a.flash_sp : 0.000017s : 0.01% optimize.opt_a.merge_comm : 0.000012s : 0.01% optimize.opt_a.allreduce_fusion : 0.000009s : 0.01% optimize.opt_a.matmul_add_comm_reduction : 0.000020s : 0.01% optimize.opt_a.allreduce_slice_to_reducescatter : 0.000001s : 0.00% optimize.opt_a.virtual_shard_identity : 0.000020s : 0.01% optimize.opt_a.virtual_dataset : 0.000053s : 0.03% optimize.opt_a.get_grad_eliminate_ : 0.000016s : 0.01% optimize.opt_a.virtual_output : 0.000015s : 0.01% optimize.opt_a.merge_forward : 0.000010s : 0.01% optimize.opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% optimize.opt_a.offload_activation : 0.000021s : 0.01% optimize.opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000033s : 0.02% optimize.opt_a.merge_recompute_call_nodes : 0.000003s : 0.00% optimize.opt_a.before_grad : 0.000025s : 0.01% optimize.opt_a.set_forward_comm_id_for_comm_node_pass : 0.000010s : 0.01% optimize.opt_a.meta_fg_expand : 0.000006s : 0.00% optimize.opt_a.flash_sp_send_recv_attached : 0.000003s : 0.00% optimize.opt_a.receive_attached : 0.000003s : 0.00% optimize.opt_a.after_resolve : 0.000024s : 0.01% optimize.opt_a.a_after_grad : 0.000022s : 0.01% optimize.opt_a.renormalize : 0.000927s : 0.52% optimize.opt_a.add_forward_monad_depend : 0.000007s : 0.00% optimize.opt_a.auto_monad_grad : 0.000004s : 0.00% optimize.opt_a.auto_monad_eliminator : 0.000030s : 0.02% optimize.opt_a.cse : 0.000059s : 0.03% optimize.opt_a.a_3 : 0.000223s : 0.13% optimize.py_interpret_to_execute_after_opt_a : 0.000012s : 0.01% optimize.slice_cell_reuse_recomputed_activation : 0.000002s : 0.00% optimize.rewriter_after_opt_a : 0.001119s : 0.63% optimize.convert_after_rewriter : 0.000018s : 0.01% optimize.order_py_execute_after_rewriter : 0.000007s : 0.00% optimize.mutable_eliminate : 0.000743s : 0.42% optimize.opt_b.b_1 : 0.000196s : 0.11% optimize.opt_b.b_2 : 0.000012s : 0.01% optimize.opt_b.updatestate_depend_eliminate : 0.000009s : 0.01% optimize.opt_b.updatestate_assign_eliminate : 0.000005s : 0.00% optimize.opt_b.updatestate_loads_eliminate : 0.000005s : 0.00% optimize.opt_b.renormalize : 0.000001s : 0.00% optimize.opt_b.cse : 0.000031s : 0.02% optimize.optimize_parallel_all_gather_comm : 0.000052s : 0.03% optimize.overlap_param_gather : 0.000020s : 0.01% optimize.cconv : 0.000032s : 0.02% optimize.loop_unroll : 0.000446s : 0.25% optimize.opt_after_cconv.c_1 : 0.000046s : 0.03% optimize.opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% optimize.opt_after_cconv.updatestate_depend_eliminate : 0.000007s : 0.00% optimize.opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.00% optimize.opt_after_cconv.updatestate_loads_eliminate : 0.000004s : 0.00% optimize.opt_after_cconv.cse : 0.000022s : 0.01% optimize.opt_after_cconv.renormalize : 0.000000s : 0.00% optimize.remove_dup_value : 0.000017s : 0.01% optimize.tuple_transform.d_1 : 0.000057s : 0.03% optimize.tuple_transform.none_parameter_eliminate : 0.000002s : 0.00% optimize.tuple_transform.renormalize : 0.000000s : 0.00% optimize.tuple_transform.switch_simplify : 0.000008s : 0.00% optimize.partial_unused_args_eliminate : 0.000002s : 0.00% optimize.add_recomputation : 0.000140s : 0.08% optimize.cse_after_recomputation.cse : 0.000016s : 0.01% optimize.environ_conv : 0.000007s : 0.00% optimize.swap_dp_allreduce_reducescatter : 0.000007s : 0.00% optimize.bias_add_comm_swap : 0.000003s : 0.00% optimize.label_micro_interleaved_index : 0.000005s : 0.00% optimize.label_fine_grained_interleaved_index : 0.000003s : 0.00% optimize.merge_cast_opt : 0.000001s : 0.00% optimize.slice_recompute_activation : 0.000002s : 0.00% optimize.micro_interleaved_order_control : 0.000002s : 0.00% optimize.assign_add_opt : 0.000001s : 0.00% optimize.ForceFp32Comm : 0.000001s : 0.00% optimize.remove_cast_before_assign_add : 0.000001s : 0.00% optimize.full_micro_interleaved_order_control : 0.000002s : 0.00% optimize.reorder_send_recv_between_fp_bp : 0.000003s : 0.00% optimize.comm_op_add_attrs : 0.000001s : 0.00% optimize.add_comm_op_reuse_tag : 0.000001s : 0.00% optimize.interleave_split_concat_branches : 0.000001s : 0.00% optimize.interleave_parallel_branches : 0.000001s : 0.00% optimize.overlap_opt_shard_in_pipeline : 0.000414s : 0.23% optimize.overlap_opt_shard_grad_in_pipeline : 0.000002s : 0.00% optimize.control_data_broadcast_order : 0.000017s : 0.01% optimize.grouped_pairwise_exchange_alltoall : 0.000002s : 0.00% optimize.offloading_packed_experts : 0.000006s : 0.00% optimize.overlap_recompute_and_grad_model_parallel : 0.000006s : 0.00% optimize.overlap_grad_matmul_and_grad_allreduce : 0.000001s : 0.00% optimize.overlap_recompute_allgather_and_fa_grad : 0.000001s : 0.00% optimize.overlap_recompute_comm : 0.000002s : 0.00% optimize.overlap_grad_ring_attention : 0.000250s : 0.14% optimize.overlap_grad_flash_sp : 0.000073s : 0.04% optimize.begin_end_overlap_inline : 0.000001s : 0.00% optimize.split_matmul_comm_elemetwise : 0.000003s : 0.00% optimize.split_layernorm_comm : 0.000002s : 0.00% optimize.handle_group_info : 0.000001s : 0.00% optimize.symbol_engine_optimizer.build : 0.000005s : 0.00% optimize.symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.01% optimize.symbol_engine_optimizer.elim_not_effective : 0.000017s : 0.01% optimize.symbol_engine_optimizer.opt_reshape : 0.000009s : 0.01% optimize.symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.01% optimize.symbol_engine_optimizer.renormalize : 0.000000s : 0.00% detach_backward : 0.000002s : 0.00% pipeline_parallel_scheduler : 0.000002s : 0.00% auto_monad_reorder : 0.000027s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000005s : 0.00% opt_after_jit_grad : 0.005665s : 3.19% process_offload_annotation : 0.000019s : 0.01% validate : 0.000111s : 0.06% Time group info: ------[substitution.] 0.000326 49 2.72% : 0.000009s : 2: substitution.depend_value_elim 0.84% : 0.000003s : 4: substitution.elim_not_effective 0.63% : 0.000002s : 4: substitution.fold_const_symbol 5.16% : 0.000017s : 5: substitution.graph_param_transform 69.62% : 0.000227s : 2: substitution.inline 1.40% : 0.000005s : 8: substitution.j_node_and_user_rematch 2.09% : 0.000007s : 8: substitution.remove_not_recompute_node 1.39% : 0.000005s : 2: substitution.replace_old_param 12.08% : 0.000039s : 6: substitution.updatestate_pure_node_eliminater 4.07% : 0.000013s : 8: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.161855 2 98.83% : 0.159954s : 1: type_inference.infer 1.17% : 0.001901s : 1: type_inference.specialize ------[replace.] 0.000028 2 100.00% : 0.000028s : 2: replace.inline ------[match.] 0.000225 2 100.00% : 0.000225s : 2: match.inline ------[predicate.] 0.005307 1210 0.04% : 0.000002s : 11: predicate.accumulaten_eliminater 0.07% : 0.000004s : 5: predicate.ad_related_special_op_eliminate 0.03% : 0.000001s : 10: predicate.addn_check_dump 0.04% : 0.000002s : 11: predicate.addn_zero_filter 0.03% : 0.000002s : 11: predicate.adjust_all_reduce_mul_add 0.09% : 0.000005s : 21: predicate.arithmetic_simplify 0.03% : 0.000002s : 11: predicate.cast_eliminate 0.03% : 0.000001s : 10: predicate.check_bprop_eliminate 0.03% : 0.000001s : 10: predicate.compare_switch_simplify 0.01% : 0.000000s : 5: predicate.const_output_eliminate 0.03% : 0.000002s : 10: predicate.depend_value_elim 0.03% : 0.000002s : 11: predicate.dict_get_item_const_eliminator 0.04% : 0.000002s : 11: predicate.dict_get_item_eliminator 0.03% : 0.000002s : 11: predicate.dict_set_item_eliminator 95.72% : 0.005080s : 10: predicate.dumpgradient_eliminate 0.01% : 0.000001s : 5: predicate.elim_not_effective 0.02% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 0.04% : 0.000002s : 16: predicate.environ_add_const_eliminate 0.04% : 0.000002s : 16: predicate.environ_get_add_eliminate 0.04% : 0.000002s : 16: predicate.environ_get_depend_swap 0.07% : 0.000004s : 26: predicate.environ_get_eliminate 0.04% : 0.000002s : 16: predicate.environ_get_set_eliminate 0.03% : 0.000002s : 13: predicate.exchange_switch_depend_value 0.07% : 0.000004s : 13: predicate.float_depend_g_call 0.02% : 0.000001s : 10: predicate.float_environ_get_switch 0.04% : 0.000002s : 15: predicate.float_tuple_getitem_switch 0.01% : 0.000000s : 5: predicate.fold_const_symbol 0.04% : 0.000002s : 10: predicate.get_grad_eliminate 0.01% : 0.000000s : 5: predicate.graph_param_transform 0.03% : 0.000001s : 10: predicate.incorporate_call 0.02% : 0.000001s : 10: predicate.incorporate_call_switch 0.21% : 0.000011s : 54: predicate.inline 0.04% : 0.000002s : 10: predicate.inline_without_move 0.01% : 0.000001s : 10: predicate.j_node_and_user_rematch 0.04% : 0.000002s : 10: predicate.less_batch_normalization 0.07% : 0.000003s : 21: predicate.list_to_tuple_eliminator_ 0.09% : 0.000005s : 32: predicate.load_eliminater 0.04% : 0.000002s : 5: predicate.loop_unroll_after_grad 0.05% : 0.000003s : 20: predicate.loop_unroll_before_grad 0.07% : 0.000004s : 21: predicate.make_slice_get_slice_eliminator 0.03% : 0.000001s : 10: predicate.merge_addn 0.03% : 0.000002s : 10: predicate.micro_step_allgather_replace 0.03% : 0.000002s : 10: predicate.mini_step_allgather_replace 0.03% : 0.000002s : 11: predicate.minmaximum_grad 0.04% : 0.000002s : 5: predicate.mutable_eliminate 0.02% : 0.000001s : 5: predicate.opt_reshape 0.02% : 0.000001s : 5: predicate.parallel_virtual_node 0.05% : 0.000002s : 13: predicate.partial_defer_inline 0.05% : 0.000002s : 16: predicate.partial_eliminate 0.03% : 0.000002s : 11: predicate.print_const_string_wrapper 0.03% : 0.000002s : 10: predicate.reduce_all_const_elim 0.04% : 0.000002s : 11: predicate.reduce_eliminate 0.08% : 0.000004s : 32: predicate.redundant_stop_gradient_eliminater 0.02% : 0.000001s : 10: predicate.remove_not_recompute_node 0.04% : 0.000002s : 21: predicate.replace_applicator 0.02% : 0.000001s : 10: predicate.replace_old_param 0.02% : 0.000001s : 5: predicate.reset_defer_inline 0.03% : 0.000002s : 11: predicate.reshape_eliminate 0.03% : 0.000002s : 10: predicate.row_tensor_add_zeros_like 0.03% : 0.000001s : 5: predicate.row_tensor_eliminate 0.03% : 0.000002s : 10: predicate.same_eliminate 0.02% : 0.000001s : 10: predicate.set_cell_output_no_recompute 0.03% : 0.000002s : 10: predicate.shard_identity_eliminate 0.03% : 0.000002s : 10: predicate.special_op_eliminate 0.04% : 0.000002s : 10: predicate.specialize_transform 0.04% : 0.000002s : 10: predicate.split_environ_get_set_with_tuple_value 0.03% : 0.000002s : 10: predicate.stack_unstack_eliminate 0.02% : 0.000001s : 5: predicate.switch_call_monad_eliminater 0.04% : 0.000002s : 13: predicate.switch_defer_inline 0.06% : 0.000003s : 23: predicate.switch_layer_defer_inline 0.15% : 0.000008s : 48: predicate.switch_simplify 0.03% : 0.000002s : 11: predicate.tile_eliminate 0.03% : 0.000002s : 11: predicate.transpose_eliminate 0.07% : 0.000003s : 21: predicate.tuple_list_convert_item_index_to_positive 0.06% : 0.000003s : 21: predicate.tuple_list_get_item_const_eliminator 0.06% : 0.000003s : 21: predicate.tuple_list_get_item_depend_reorder 0.12% : 0.000006s : 31: predicate.tuple_list_get_item_eliminator 0.06% : 0.000003s : 21: predicate.tuple_list_get_set_item_eliminator 0.09% : 0.000005s : 31: predicate.tuple_list_set_item_eliminator 0.07% : 0.000003s : 21: predicate.tuple_to_list_eliminator_ 0.08% : 0.000004s : 32: predicate.updatestate_pure_node_eliminater 0.13% : 0.000007s : 42: predicate.updatestate_useless_node_eliminater 0.50% : 0.000026s : 5: predicate.value_based_eliminate 0.03% : 0.000002s : 10: predicate.virtual_dataset_eliminate 0.04% : 0.000002s : 10: predicate.virtual_output_eliminate 0.08% : 0.000004s : 5: predicate.virtual_view_grad_eliminate 0.02% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000854 6 18.09% : 0.000155s : 2: func_graph_cloner_run.FuncGraphClonerGraph 81.91% : 0.000700s : 4: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.317451 193 0.00% : 0.000004s : 1: ForceFp32Comm 2.30% : 0.007314s : 1: add_attr 2.16% : 0.006844s : 1: add_attr_with_inline 0.00% : 0.000004s : 1: add_comm_op_reuse_tag 0.05% : 0.000144s : 1: add_recomputation 0.00% : 0.000004s : 1: assign_add_opt 0.07% : 0.000210s : 1: auto_monad 0.01% : 0.000031s : 1: auto_monad_reorder 0.00% : 0.000004s : 1: begin_end_overlap_inline 0.00% : 0.000006s : 1: bias_add_comm_swap 0.45% : 0.001421s : 1: bootstrap 0.01% : 0.000035s : 1: cconv 0.00% : 0.000004s : 1: comm_op_add_attrs 0.01% : 0.000021s : 1: control_data_broadcast_order 0.01% : 0.000022s : 1: convert_after_rewriter 0.01% : 0.000030s : 1: cse_after_recomputation 0.00% : 0.000005s : 1: dataset_repeat_opt 0.00% : 0.000006s : 1: detach_backward 0.00% : 0.000010s : 1: environ_conv 0.01% : 0.000023s : 1: event_method 0.00% : 0.000005s : 1: full_micro_interleaved_order_control 0.00% : 0.000006s : 1: get_jit_bprop_graph 0.02% : 0.000056s : 1: graph_reusing 0.00% : 0.000005s : 1: grouped_pairwise_exchange_alltoall 0.00% : 0.000004s : 1: handle_group_info 0.00% : 0.000006s : 1: inline 0.00% : 0.000006s : 1: insert-virtual-dataset 0.00% : 0.000004s : 1: interleave_parallel_branches 0.00% : 0.000004s : 1: interleave_split_concat_branches 0.00% : 0.000006s : 1: label_fine_grained_interleaved_index 0.00% : 0.000008s : 1: label_micro_interleaved_index 0.14% : 0.000456s : 1: loop_unroll 0.00% : 0.000004s : 1: merge_cast_opt 0.00% : 0.000005s : 1: micro_interleaved_order_control 0.24% : 0.000756s : 1: mutable_eliminate 0.00% : 0.000008s : 1: offloading_packed_experts 0.00% : 0.000015s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000021s : 1: opt.transform.mutable_eliminate 0.44% : 0.001406s : 78: opt.transform.opt_a 0.01% : 0.000045s : 1: opt.transform.opt_after_cconv 1.62% : 0.005148s : 1: opt.transform.opt_after_jit_grad 0.06% : 0.000179s : 28: opt.transform.opt_b 0.02% : 0.000063s : 2: opt.transform.opt_trans_graph 0.02% : 0.000049s : 4: opt.transform.symbol_engine_opt 1.38% : 0.004376s : 1: opt_a 0.04% : 0.000134s : 1: opt_after_cconv 1.79% : 0.005695s : 1: opt_after_jit_grad 0.10% : 0.000309s : 1: opt_b 36.82% : 0.116894s : 1: optimize 0.02% : 0.000056s : 1: optimize_parallel_all_gather_comm 0.00% : 0.000011s : 1: order_py_execute_after_rewriter 0.02% : 0.000077s : 1: overlap_grad_flash_sp 0.00% : 0.000004s : 1: overlap_grad_matmul_and_grad_allreduce 0.08% : 0.000254s : 1: overlap_grad_ring_attention 0.00% : 0.000006s : 1: overlap_opt_shard_grad_in_pipeline 0.13% : 0.000419s : 1: overlap_opt_shard_in_pipeline 0.01% : 0.000024s : 1: overlap_param_gather 0.00% : 0.000004s : 1: overlap_recompute_allgather_and_fa_grad 0.00% : 0.000009s : 1: overlap_recompute_and_grad_model_parallel 0.00% : 0.000005s : 1: overlap_recompute_comm 0.00% : 0.000007s : 1: parallel-infer-symbol 0.00% : 0.000004s : 1: parallel-infer-symbol-second 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000007s : 1: pipeline_parallel_scheduler 0.00% : 0.000005s : 1: pipeline_split 0.05% : 0.000143s : 1: pre_auto_parallel 0.01% : 0.000025s : 1: process_offload_annotation 0.04% : 0.000116s : 1: py_interpret_to_execute 0.00% : 0.000016s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000004s : 1: remove_cast_before_assign_add 0.01% : 0.000021s : 1: remove_dup_value 0.17% : 0.000531s : 1: renormalize.infer 0.12% : 0.000387s : 1: renormalize.specialize 0.00% : 0.000006s : 1: reorder_send_recv_between_fp_bp 0.00% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.35% : 0.001127s : 1: rewriter_after_opt_a 0.04% : 0.000122s : 1: rewriter_before_opt_a 0.00% : 0.000005s : 1: slice_cell_reuse_recomputed_activation 0.00% : 0.000005s : 1: slice_recompute_activation 0.00% : 0.000005s : 1: split_layernorm_comm 0.00% : 0.000006s : 1: split_matmul_comm_elemetwise 0.00% : 0.000010s : 1: swap_dp_allreduce_reducescatter 0.03% : 0.000095s : 1: symbol_engine_optimizer 0.03% : 0.000092s : 1: tuple_transform 51.04% : 0.162018s : 1: type_inference TotalTime = 0.140686, [22] [bootstrap]: 0.00039697 [type_inference]: 0.127417 [event_method]: 2.113e-05 [auto_monad]: 0.00019089 [graph_reusing]: 6.69001e-06 [inline]: 2.94001e-06 [add_attr]: 0.00373439, [1] [add_attr_with_inline]: 0.00371944, [1] [Cycle 1]: 8.478e-05, [2] [tag_attr]: 3.179e-05 [meta_addattr_fg_expand]: 6.47001e-06 [parallel-infer-symbol]: 3.61001e-06 [pre_auto_parallel]: 5.228e-05 [insert-virtual-dataset]: 2.74001e-06 [parallel-infer-symbol-second]: 8.99978e-07 [dataset_repeat_opt]: 2.84001e-06 [pipeline_split]: 1.86998e-06 [optimize]: 0.00797938, [53] [py_interpret_to_execute]: 3.697e-05 [rewriter_before_opt_a]: 0.0001131 [opt_a]: 0.00509118, [2] [Cycle 1]: 0.00397266, [45] [expand_dump_flag]: 3.63e-06 [switch_simplify]: 5.21e-05 [loop_unroll]: 3.545e-05 [a_1]: 0.00121688 [with_stream_mark]: 3.394e-05 [recompute_prepare]: 2.088e-05 [updatestate_depend_eliminate]: 0.00026466 [updatestate_assign_eliminate]: 1.358e-05 [updatestate_loads_eliminate]: 7.24001e-06 [parameter_eliminate]: 3.44001e-06 [a_2]: 0.00018349 [accelerated_algorithm]: 3.262e-05 [shard]: 2.40002e-06 [meta_shard_fg_expand]: 3.33e-06 [shard_inline]: 1.237e-05 [merge_send_recv]: 1.372e-05 [auto_parallel]: 1.517e-05 [parallel]: 2.443e-05 [flash_sp]: 1.413e-05 [merge_comm]: 7.54002e-06 [allreduce_fusion]: 6.41e-06 [matmul_add_comm_reduction]: 1.838e-05 [allreduce_slice_to_reducescatter]: 8.99978e-07 [virtual_shard_identity]: 1.344e-05 [virtual_dataset]: 1.105e-05 [get_grad_eliminate_]: 1.044e-05 [virtual_output]: 1.037e-05 [merge_forward]: 7.57002e-06 [cell_reuse_recompute_pass]: 2.21998e-06 [offload_activation]: 1.809e-05 [cell_reuse_handle_not_recompute_node_pass]: 2.349e-05 [merge_recompute_call_nodes]: 1.74e-06 [before_grad]: 1.952e-05 [set_forward_comm_id_for_comm_node_pass]: 7.32002e-06 [meta_fg_expand]: 4.74e-06 [flash_sp_send_recv_attached]: 5.41998e-06 [receive_attached]: 2.48e-06 [after_resolve]: 1.459e-05 [a_after_grad]: 1.623e-05 [renormalize]: 0.00128813 [add_forward_monad_depend]: 8.34998e-06 [auto_monad_grad]: 3.39001e-06 [auto_monad_eliminator]: 3.132e-05 [cse]: 9.194e-05 [a_3]: 8.734e-05 [Cycle 2]: 0.00110351, [45] [expand_dump_flag]: 2.71999e-06 [switch_simplify]: 1.35e-05 [loop_unroll]: 1.038e-05 [a_1]: 0.00027999 [with_stream_mark]: 1.833e-05 [recompute_prepare]: 1.127e-05 [updatestate_depend_eliminate]: 7.55e-06 [updatestate_assign_eliminate]: 6.44001e-06 [updatestate_loads_eliminate]: 5.91e-06 [parameter_eliminate]: 1.61002e-06 [a_2]: 0.00016812 [accelerated_algorithm]: 1.503e-05 [shard]: 2.42001e-06 [meta_shard_fg_expand]: 3.51999e-06 [shard_inline]: 1.072e-05 [merge_send_recv]: 1.165e-05 [auto_parallel]: 1.371e-05 [parallel]: 7.25003e-06 [flash_sp]: 4.22998e-06 [merge_comm]: 7.18e-06 [allreduce_fusion]: 6.39001e-06 [matmul_add_comm_reduction]: 1.273e-05 [allreduce_slice_to_reducescatter]: 8.00006e-07 [virtual_shard_identity]: 1.249e-05 [virtual_dataset]: 1.048e-05 [get_grad_eliminate_]: 1.056e-05 [virtual_output]: 9.37999e-06 [merge_forward]: 7.18998e-06 [cell_reuse_recompute_pass]: 3.45e-06 [offload_activation]: 1.488e-05 [cell_reuse_handle_not_recompute_node_pass]: 2.271e-05 [merge_recompute_call_nodes]: 1.29998e-06 [before_grad]: 1.742e-05 [set_forward_comm_id_for_comm_node_pass]: 7.15e-06 [meta_fg_expand]: 4.32e-06 [flash_sp_send_recv_attached]: 1.87001e-06 [receive_attached]: 2.64001e-06 [after_resolve]: 1.442e-05 [a_after_grad]: 1.566e-05 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 2.05002e-06 [auto_monad_grad]: 1.86e-06 [auto_monad_eliminator]: 1.775e-05 [cse]: 3.456e-05 [a_3]: 6.611e-05 [py_interpret_to_execute_after_opt_a]: 1.907e-05 [slice_cell_reuse_recomputed_activation]: 2.10002e-06 [rewriter_after_opt_a]: 0.00019761 [convert_after_rewriter]: 1.422e-05 [order_py_execute_after_rewriter]: 7.71999e-06 [mutable_eliminate]: 0.00065537 [opt_b]: 0.00037209, [1] [Cycle 1]: 0.00036349, [7] [b_1]: 0.00024673 [b_2]: 1.292e-05 [updatestate_depend_eliminate]: 1.134e-05 [updatestate_assign_eliminate]: 6.48e-06 [updatestate_loads_eliminate]: 6.23e-06 [renormalize]: 8.30012e-07 [cse]: 4.175e-05 [optimize_parallel_all_gather_comm]: 2.964e-05 [overlap_param_gather]: 2.02001e-06 [cconv]: 3.485e-05 [loop_unroll]: 0.0004534 [opt_after_cconv]: 0.00017163, [1] [Cycle 1]: 0.00016455, [7] [c_1]: 6.782e-05 [parameter_eliminate]: 4.95001e-06 [updatestate_depend_eliminate]: 1.005e-05 [updatestate_assign_eliminate]: 6.05002e-06 [updatestate_loads_eliminate]: 5.65001e-06 [cse]: 3.605e-05 [renormalize]: 5.39992e-07 [remove_dup_value]: 5.38e-05 [tuple_transform]: 0.00010773, [1] [Cycle 1]: 0.00010228, [4] [d_1]: 6.994e-05 [none_parameter_eliminate]: 2.16e-06 [renormalize]: 1.8999e-07 [switch_simplify]: 1.093e-05 [partial_unused_args_eliminate]: 1.84e-06 [add_recomputation]: 9.025e-05 [cse_after_recomputation]: 3.608e-05, [1] [Cycle 1]: 3.098e-05, [1] [cse]: 2.529e-05 [environ_conv]: 7.88001e-06 [swap_dp_allreduce_reducescatter]: 9.36e-06 [bias_add_comm_swap]: 3.06001e-06 [label_micro_interleaved_index]: 5.02e-06 [label_fine_grained_interleaved_index]: 2.71999e-06 [merge_cast_opt]: 1.52001e-06 [slice_recompute_activation]: 2.29001e-06 [micro_interleaved_order_control]: 2.61e-06 [assign_add_opt]: 1.58002e-06 [ForceFp32Comm]: 1.10001e-06 [remove_cast_before_assign_add]: 1.07e-06 [full_micro_interleaved_order_control]: 2.11e-06 [reorder_send_recv_between_fp_bp]: 2.86e-06 [comm_op_add_attrs]: 1.03001e-06 [add_comm_op_reuse_tag]: 9.80013e-07 [interleave_split_concat_branches]: 1.40001e-06 [interleave_parallel_branches]: 1.07998e-06 [overlap_opt_shard_in_pipeline]: 1.15001e-06 [overlap_opt_shard_grad_in_pipeline]: 2.36e-06 [control_data_broadcast_order]: 2.155e-05 [grouped_pairwise_exchange_alltoall]: 1.52999e-06 [offloading_packed_experts]: 6.89999e-06 [overlap_recompute_and_grad_model_parallel]: 6.56999e-06 [overlap_grad_matmul_and_grad_allreduce]: 1.34e-06 [overlap_recompute_allgather_and_fa_grad]: 1.75001e-06 [overlap_recompute_comm]: 2.33998e-06 [overlap_grad_ring_attention]: 6.53e-06 [overlap_grad_flash_sp]: 4.045e-05 [begin_end_overlap_inline]: 5.50004e-07 [split_matmul_comm_elemetwise]: 2.39001e-06 [split_layernorm_comm]: 1.70001e-06 [handle_group_info]: 1.15001e-06 [symbol_engine_optimizer]: 0.0001007, [1] [Cycle 1]: 9.594e-05, [6] [build]: 3.76999e-06 [elim_shapecalc]: 1.576e-05 [elim_not_effective]: 2.026e-05 [opt_reshape]: 1.081e-05 [fold_const_symbol]: 1.671e-05 [renormalize]: 1.80007e-07 [detach_backward]: 2.41998e-06 [pipeline_parallel_scheduler]: 2.14e-06 [auto_monad_reorder]: 3.103e-05 [get_jit_bprop_graph]: 2.07001e-06 [rewriter_after_jit_bprop_graph]: 5.18002e-06 [opt_after_jit_grad]: 0.00050311 [process_offload_annotation]: 8.573e-05 [validate]: 5.178e-05 Sums bootstrap : 0.000397s : 0.29% type_inference : 0.127417s : 93.77% event_method : 0.000021s : 0.02% auto_monad : 0.000191s : 0.14% graph_reusing : 0.000007s : 0.00% inline : 0.000003s : 0.00% add_attr.add_attr_with_inline.tag_attr : 0.000032s : 0.02% add_attr.add_attr_with_inline.meta_addattr_fg_expand : 0.000006s : 0.00% parallel-infer-symbol : 0.000004s : 0.00% pre_auto_parallel : 0.000052s : 0.04% insert-virtual-dataset : 0.000003s : 0.00% parallel-infer-symbol-second : 0.000001s : 0.00% dataset_repeat_opt : 0.000003s : 0.00% pipeline_split : 0.000002s : 0.00% optimize.py_interpret_to_execute : 0.000037s : 0.03% optimize.rewriter_before_opt_a : 0.000113s : 0.08% optimize.opt_a.expand_dump_flag : 0.000006s : 0.00% optimize.opt_a.switch_simplify : 0.000066s : 0.05% optimize.opt_a.loop_unroll : 0.000046s : 0.03% optimize.opt_a.a_1 : 0.001497s : 1.10% optimize.opt_a.with_stream_mark : 0.000052s : 0.04% optimize.opt_a.recompute_prepare : 0.000032s : 0.02% optimize.opt_a.updatestate_depend_eliminate : 0.000272s : 0.20% optimize.opt_a.updatestate_assign_eliminate : 0.000020s : 0.01% optimize.opt_a.updatestate_loads_eliminate : 0.000013s : 0.01% optimize.opt_a.parameter_eliminate : 0.000005s : 0.00% optimize.opt_a.a_2 : 0.000352s : 0.26% optimize.opt_a.accelerated_algorithm : 0.000048s : 0.04% optimize.opt_a.shard : 0.000005s : 0.00% optimize.opt_a.meta_shard_fg_expand : 0.000007s : 0.01% optimize.opt_a.shard_inline : 0.000023s : 0.02% optimize.opt_a.merge_send_recv : 0.000025s : 0.02% optimize.opt_a.auto_parallel : 0.000029s : 0.02% optimize.opt_a.parallel : 0.000032s : 0.02% optimize.opt_a.flash_sp : 0.000018s : 0.01% optimize.opt_a.merge_comm : 0.000015s : 0.01% optimize.opt_a.allreduce_fusion : 0.000013s : 0.01% optimize.opt_a.matmul_add_comm_reduction : 0.000031s : 0.02% optimize.opt_a.allreduce_slice_to_reducescatter : 0.000002s : 0.00% optimize.opt_a.virtual_shard_identity : 0.000026s : 0.02% optimize.opt_a.virtual_dataset : 0.000022s : 0.02% optimize.opt_a.get_grad_eliminate_ : 0.000021s : 0.02% optimize.opt_a.virtual_output : 0.000020s : 0.01% optimize.opt_a.merge_forward : 0.000015s : 0.01% optimize.opt_a.cell_reuse_recompute_pass : 0.000006s : 0.00% optimize.opt_a.offload_activation : 0.000033s : 0.02% optimize.opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000046s : 0.03% optimize.opt_a.merge_recompute_call_nodes : 0.000003s : 0.00% optimize.opt_a.before_grad : 0.000037s : 0.03% optimize.opt_a.set_forward_comm_id_for_comm_node_pass : 0.000014s : 0.01% optimize.opt_a.meta_fg_expand : 0.000009s : 0.01% optimize.opt_a.flash_sp_send_recv_attached : 0.000007s : 0.01% optimize.opt_a.receive_attached : 0.000005s : 0.00% optimize.opt_a.after_resolve : 0.000029s : 0.02% optimize.opt_a.a_after_grad : 0.000032s : 0.02% optimize.opt_a.renormalize : 0.001288s : 0.95% optimize.opt_a.add_forward_monad_depend : 0.000010s : 0.01% optimize.opt_a.auto_monad_grad : 0.000005s : 0.00% optimize.opt_a.auto_monad_eliminator : 0.000049s : 0.04% optimize.opt_a.cse : 0.000127s : 0.09% optimize.opt_a.a_3 : 0.000153s : 0.11% optimize.py_interpret_to_execute_after_opt_a : 0.000019s : 0.01% optimize.slice_cell_reuse_recomputed_activation : 0.000002s : 0.00% optimize.rewriter_after_opt_a : 0.000198s : 0.15% optimize.convert_after_rewriter : 0.000014s : 0.01% optimize.order_py_execute_after_rewriter : 0.000008s : 0.01% optimize.mutable_eliminate : 0.000655s : 0.48% optimize.opt_b.b_1 : 0.000247s : 0.18% optimize.opt_b.b_2 : 0.000013s : 0.01% optimize.opt_b.updatestate_depend_eliminate : 0.000011s : 0.01% optimize.opt_b.updatestate_assign_eliminate : 0.000006s : 0.00% optimize.opt_b.updatestate_loads_eliminate : 0.000006s : 0.00% optimize.opt_b.renormalize : 0.000001s : 0.00% optimize.opt_b.cse : 0.000042s : 0.03% optimize.optimize_parallel_all_gather_comm : 0.000030s : 0.02% optimize.overlap_param_gather : 0.000002s : 0.00% optimize.cconv : 0.000035s : 0.03% optimize.loop_unroll : 0.000453s : 0.33% optimize.opt_after_cconv.c_1 : 0.000068s : 0.05% optimize.opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% optimize.opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.01% optimize.opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% optimize.opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% optimize.opt_after_cconv.cse : 0.000036s : 0.03% optimize.opt_after_cconv.renormalize : 0.000001s : 0.00% optimize.remove_dup_value : 0.000054s : 0.04% optimize.tuple_transform.d_1 : 0.000070s : 0.05% optimize.tuple_transform.none_parameter_eliminate : 0.000002s : 0.00% optimize.tuple_transform.renormalize : 0.000000s : 0.00% optimize.tuple_transform.switch_simplify : 0.000011s : 0.01% optimize.partial_unused_args_eliminate : 0.000002s : 0.00% optimize.add_recomputation : 0.000090s : 0.07% optimize.cse_after_recomputation.cse : 0.000025s : 0.02% optimize.environ_conv : 0.000008s : 0.01% optimize.swap_dp_allreduce_reducescatter : 0.000009s : 0.01% optimize.bias_add_comm_swap : 0.000003s : 0.00% optimize.label_micro_interleaved_index : 0.000005s : 0.00% optimize.label_fine_grained_interleaved_index : 0.000003s : 0.00% optimize.merge_cast_opt : 0.000002s : 0.00% optimize.slice_recompute_activation : 0.000002s : 0.00% optimize.micro_interleaved_order_control : 0.000003s : 0.00% optimize.assign_add_opt : 0.000002s : 0.00% optimize.ForceFp32Comm : 0.000001s : 0.00% optimize.remove_cast_before_assign_add : 0.000001s : 0.00% optimize.full_micro_interleaved_order_control : 0.000002s : 0.00% optimize.reorder_send_recv_between_fp_bp : 0.000003s : 0.00% optimize.comm_op_add_attrs : 0.000001s : 0.00% optimize.add_comm_op_reuse_tag : 0.000001s : 0.00% optimize.interleave_split_concat_branches : 0.000001s : 0.00% optimize.interleave_parallel_branches : 0.000001s : 0.00% optimize.overlap_opt_shard_in_pipeline : 0.000001s : 0.00% optimize.overlap_opt_shard_grad_in_pipeline : 0.000002s : 0.00% optimize.control_data_broadcast_order : 0.000022s : 0.02% optimize.grouped_pairwise_exchange_alltoall : 0.000002s : 0.00% optimize.offloading_packed_experts : 0.000007s : 0.01% optimize.overlap_recompute_and_grad_model_parallel : 0.000007s : 0.00% optimize.overlap_grad_matmul_and_grad_allreduce : 0.000001s : 0.00% optimize.overlap_recompute_allgather_and_fa_grad : 0.000002s : 0.00% optimize.overlap_recompute_comm : 0.000002s : 0.00% optimize.overlap_grad_ring_attention : 0.000007s : 0.00% optimize.overlap_grad_flash_sp : 0.000040s : 0.03% optimize.begin_end_overlap_inline : 0.000001s : 0.00% optimize.split_matmul_comm_elemetwise : 0.000002s : 0.00% optimize.split_layernorm_comm : 0.000002s : 0.00% optimize.handle_group_info : 0.000001s : 0.00% optimize.symbol_engine_optimizer.build : 0.000004s : 0.00% optimize.symbol_engine_optimizer.elim_shapecalc : 0.000016s : 0.01% optimize.symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.01% optimize.symbol_engine_optimizer.opt_reshape : 0.000011s : 0.01% optimize.symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.01% optimize.symbol_engine_optimizer.renormalize : 0.000000s : 0.00% detach_backward : 0.000002s : 0.00% pipeline_parallel_scheduler : 0.000002s : 0.00% auto_monad_reorder : 0.000031s : 0.02% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000005s : 0.00% opt_after_jit_grad : 0.000503s : 0.37% process_offload_annotation : 0.000086s : 0.06% validate : 0.000052s : 0.04% Time group info: ------[substitution.] 0.000650 109 5.82% : 0.000038s : 4: substitution.arithmetic_simplify 1.63% : 0.000011s : 2: substitution.depend_value_elim 0.42% : 0.000003s : 7: substitution.elim_not_effective 0.39% : 0.000003s : 7: substitution.fold_const_symbol 1.41% : 0.000009s : 8: substitution.graph_param_transform 47.26% : 0.000307s : 5: substitution.inline 1.10% : 0.000007s : 14: substitution.j_node_and_user_rematch 2.99% : 0.000019s : 2: substitution.less_batch_normalization 1.62% : 0.000011s : 14: substitution.remove_not_recompute_node 0.83% : 0.000005s : 2: substitution.replace_old_param 31.75% : 0.000207s : 20: substitution.updatestate_pure_node_eliminater 4.79% : 0.000031s : 24: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.127352 2 99.28% : 0.126430s : 1: type_inference.infer 0.72% : 0.000923s : 1: type_inference.specialize ------[replace.] 0.000061 5 100.00% : 0.000061s : 5: replace.inline ------[match.] 0.000304 5 100.00% : 0.000304s : 5: match.inline ------[predicate.] 0.000373 2319 1.01% : 0.000004s : 25: predicate.accumulaten_eliminater 0.69% : 0.000003s : 8: predicate.ad_related_special_op_eliminate 0.61% : 0.000002s : 16: predicate.addn_check_dump 0.98% : 0.000004s : 25: predicate.addn_zero_filter 0.91% : 0.000003s : 25: predicate.adjust_all_reduce_mul_add 2.43% : 0.000009s : 41: predicate.arithmetic_simplify 1.03% : 0.000004s : 25: predicate.cast_eliminate 0.66% : 0.000002s : 16: predicate.check_bprop_eliminate 0.61% : 0.000002s : 16: predicate.compare_switch_simplify 0.19% : 0.000001s : 8: predicate.const_output_eliminate 0.76% : 0.000003s : 16: predicate.depend_value_elim 0.97% : 0.000004s : 25: predicate.dict_get_item_const_eliminator 1.18% : 0.000004s : 25: predicate.dict_get_item_eliminator 1.10% : 0.000004s : 25: predicate.dict_set_item_eliminator 0.90% : 0.000003s : 16: predicate.dumpgradient_eliminate 0.21% : 0.000001s : 8: predicate.elim_not_effective 0.37% : 0.000001s : 8: predicate.elim_shapecalc_of_broadcastargs 1.22% : 0.000005s : 33: predicate.environ_add_const_eliminate 1.19% : 0.000004s : 33: predicate.environ_get_add_eliminate 1.24% : 0.000005s : 33: predicate.environ_get_depend_swap 1.87% : 0.000007s : 49: predicate.environ_get_eliminate 1.31% : 0.000005s : 33: predicate.environ_get_set_eliminate 1.16% : 0.000004s : 30: predicate.exchange_switch_depend_value 1.73% : 0.000006s : 30: predicate.float_depend_g_call 0.61% : 0.000002s : 16: predicate.float_environ_get_switch 0.89% : 0.000003s : 24: predicate.float_tuple_getitem_switch 0.16% : 0.000001s : 8: predicate.fold_const_symbol 0.68% : 0.000003s : 16: predicate.get_grad_eliminate 0.21% : 0.000001s : 8: predicate.graph_param_transform 0.71% : 0.000003s : 16: predicate.incorporate_call 0.56% : 0.000002s : 16: predicate.incorporate_call_switch 5.63% : 0.000021s : 103: predicate.inline 0.79% : 0.000003s : 16: predicate.inline_without_move 0.29% : 0.000001s : 16: predicate.j_node_and_user_rematch 0.97% : 0.000004s : 16: predicate.less_batch_normalization 1.58% : 0.000006s : 41: predicate.list_to_tuple_eliminator_ 2.81% : 0.000011s : 66: predicate.load_eliminater 0.68% : 0.000003s : 8: predicate.loop_unroll_after_grad 1.68% : 0.000006s : 45: predicate.loop_unroll_before_grad 1.68% : 0.000006s : 41: predicate.make_slice_get_slice_eliminator 0.74% : 0.000003s : 16: predicate.merge_addn 0.63% : 0.000002s : 16: predicate.micro_step_allgather_replace 0.63% : 0.000002s : 16: predicate.mini_step_allgather_replace 0.93% : 0.000003s : 25: predicate.minmaximum_grad 0.86% : 0.000003s : 8: predicate.mutable_eliminate 0.36% : 0.000001s : 8: predicate.opt_reshape 0.35% : 0.000001s : 8: predicate.parallel_virtual_node 1.46% : 0.000005s : 30: predicate.partial_defer_inline 1.39% : 0.000005s : 33: predicate.partial_eliminate 0.95% : 0.000004s : 25: predicate.print_const_string_wrapper 0.65% : 0.000002s : 16: predicate.reduce_all_const_elim 1.22% : 0.000005s : 25: predicate.reduce_eliminate 2.53% : 0.000009s : 66: predicate.redundant_stop_gradient_eliminater 0.58% : 0.000002s : 16: predicate.remove_not_recompute_node 1.10% : 0.000004s : 41: predicate.replace_applicator 0.48% : 0.000002s : 16: predicate.replace_old_param 0.38% : 0.000001s : 8: predicate.reset_defer_inline 0.97% : 0.000004s : 25: predicate.reshape_eliminate 0.65% : 0.000002s : 16: predicate.row_tensor_add_zeros_like 0.45% : 0.000002s : 8: predicate.row_tensor_eliminate 0.77% : 0.000003s : 16: predicate.same_eliminate 0.52% : 0.000002s : 20: predicate.set_cell_output_no_recompute 0.85% : 0.000003s : 16: predicate.shard_identity_eliminate 0.80% : 0.000003s : 16: predicate.special_op_eliminate 0.80% : 0.000003s : 16: predicate.specialize_transform 0.99% : 0.000004s : 16: predicate.split_environ_get_set_with_tuple_value 0.78% : 0.000003s : 16: predicate.stack_unstack_eliminate 0.38% : 0.000001s : 8: predicate.switch_call_monad_eliminater 1.21% : 0.000005s : 30: predicate.switch_defer_inline 1.81% : 0.000007s : 46: predicate.switch_layer_defer_inline 4.42% : 0.000017s : 99: predicate.switch_simplify 0.95% : 0.000004s : 25: predicate.tile_eliminate 0.96% : 0.000004s : 25: predicate.transpose_eliminate 1.74% : 0.000007s : 41: predicate.tuple_list_convert_item_index_to_positive 1.56% : 0.000006s : 41: predicate.tuple_list_get_item_const_eliminator 1.55% : 0.000006s : 41: predicate.tuple_list_get_item_depend_reorder 3.02% : 0.000011s : 57: predicate.tuple_list_get_item_eliminator 1.55% : 0.000006s : 41: predicate.tuple_list_get_set_item_eliminator 2.31% : 0.000009s : 57: predicate.tuple_list_set_item_eliminator 1.59% : 0.000006s : 41: predicate.tuple_to_list_eliminator_ 2.54% : 0.000009s : 66: predicate.updatestate_pure_node_eliminater 3.60% : 0.000013s : 82: predicate.updatestate_useless_node_eliminater 1.52% : 0.000006s : 8: predicate.value_based_eliminate 0.76% : 0.000003s : 16: predicate.virtual_dataset_eliminate 0.67% : 0.000002s : 16: predicate.virtual_output_eliminate 0.33% : 0.000001s : 8: predicate.virtual_view_grad_eliminate 0.42% : 0.000002s : 8: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000667 11 42.37% : 0.000282s : 4: func_graph_cloner_run.FuncGraphClonerGraph 57.63% : 0.000384s : 7: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.156386 193 0.00% : 0.000004s : 1: ForceFp32Comm 2.39% : 0.003741s : 1: add_attr 2.38% : 0.003724s : 1: add_attr_with_inline 0.00% : 0.000004s : 1: add_comm_op_reuse_tag 0.06% : 0.000095s : 1: add_recomputation 0.00% : 0.000005s : 1: assign_add_opt 0.13% : 0.000199s : 1: auto_monad 0.02% : 0.000035s : 1: auto_monad_reorder 0.00% : 0.000003s : 1: begin_end_overlap_inline 0.00% : 0.000006s : 1: bias_add_comm_swap 0.28% : 0.000433s : 1: bootstrap 0.02% : 0.000039s : 1: cconv 0.00% : 0.000004s : 1: comm_op_add_attrs 0.02% : 0.000025s : 1: control_data_broadcast_order 0.01% : 0.000019s : 1: convert_after_rewriter 0.02% : 0.000039s : 1: cse_after_recomputation 0.00% : 0.000006s : 1: dataset_repeat_opt 0.00% : 0.000006s : 1: detach_backward 0.01% : 0.000011s : 1: environ_conv 0.02% : 0.000028s : 1: event_method 0.00% : 0.000005s : 1: full_micro_interleaved_order_control 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000011s : 1: graph_reusing 0.00% : 0.000004s : 1: grouped_pairwise_exchange_alltoall 0.00% : 0.000004s : 1: handle_group_info 0.00% : 0.000006s : 1: inline 0.00% : 0.000006s : 1: insert-virtual-dataset 0.00% : 0.000004s : 1: interleave_parallel_branches 0.00% : 0.000004s : 1: interleave_split_concat_branches 0.00% : 0.000006s : 1: label_fine_grained_interleaved_index 0.01% : 0.000008s : 1: label_micro_interleaved_index 0.30% : 0.000464s : 1: loop_unroll 0.00% : 0.000005s : 1: merge_cast_opt 0.00% : 0.000005s : 1: micro_interleaved_order_control 0.43% : 0.000669s : 1: mutable_eliminate 0.01% : 0.000010s : 1: offloading_packed_experts 0.01% : 0.000019s : 1: opt.transform.loop_unroll_optimizer 0.02% : 0.000023s : 1: opt.transform.mutable_eliminate 1.50% : 0.002342s : 78: opt.transform.opt_a 0.04% : 0.000067s : 1: opt.transform.opt_after_cconv 0.02% : 0.000037s : 1: opt.transform.opt_after_jit_grad 0.15% : 0.000228s : 28: opt.transform.opt_b 0.05% : 0.000079s : 2: opt.transform.opt_trans_graph 0.04% : 0.000060s : 4: opt.transform.symbol_engine_opt 3.26% : 0.005095s : 1: opt_a 0.11% : 0.000175s : 1: opt_after_cconv 0.33% : 0.000514s : 1: opt_after_jit_grad 0.24% : 0.000376s : 1: opt_b 5.11% : 0.007985s : 1: optimize 0.02% : 0.000033s : 1: optimize_parallel_all_gather_comm 0.01% : 0.000011s : 1: order_py_execute_after_rewriter 0.03% : 0.000044s : 1: overlap_grad_flash_sp 0.00% : 0.000004s : 1: overlap_grad_matmul_and_grad_allreduce 0.01% : 0.000010s : 1: overlap_grad_ring_attention 0.00% : 0.000006s : 1: overlap_opt_shard_grad_in_pipeline 0.00% : 0.000004s : 1: overlap_opt_shard_in_pipeline 0.00% : 0.000005s : 1: overlap_param_gather 0.00% : 0.000004s : 1: overlap_recompute_allgather_and_fa_grad 0.01% : 0.000010s : 1: overlap_recompute_and_grad_model_parallel 0.00% : 0.000005s : 1: overlap_recompute_comm 0.00% : 0.000008s : 1: parallel-infer-symbol 0.00% : 0.000004s : 1: parallel-infer-symbol-second 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pipeline_parallel_scheduler 0.00% : 0.000005s : 1: pipeline_split 0.04% : 0.000057s : 1: pre_auto_parallel 0.06% : 0.000091s : 1: process_offload_annotation 0.03% : 0.000042s : 1: py_interpret_to_execute 0.01% : 0.000023s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000004s : 1: remove_cast_before_assign_add 0.04% : 0.000058s : 1: remove_dup_value 0.46% : 0.000717s : 1: renormalize.infer 0.36% : 0.000560s : 1: renormalize.specialize 0.00% : 0.000006s : 1: reorder_send_recv_between_fp_bp 0.01% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.13% : 0.000204s : 1: rewriter_after_opt_a 0.08% : 0.000118s : 1: rewriter_before_opt_a 0.00% : 0.000005s : 1: slice_cell_reuse_recomputed_activation 0.00% : 0.000005s : 1: slice_recompute_activation 0.00% : 0.000005s : 1: split_layernorm_comm 0.00% : 0.000005s : 1: split_matmul_comm_elemetwise 0.01% : 0.000012s : 1: swap_dp_allreduce_reducescatter 0.07% : 0.000103s : 1: symbol_engine_optimizer 0.07% : 0.000111s : 1: tuple_transform 81.49% : 0.127447s : 1: type_inference TotalTime = 0.338707, [22] [bootstrap]: 0.00036509 [type_inference]: 0.17538 [event_method]: 1.989e-05 [auto_monad]: 0.0002477 [graph_reusing]: 7.19001e-06 [inline]: 3.69002e-06 [add_attr]: 0.00373375, [1] [add_attr_with_inline]: 0.00372098, [1] [Cycle 1]: 8.19e-05, [2] [tag_attr]: 2.729e-05 [meta_addattr_fg_expand]: 5.66003e-06 [parallel-infer-symbol]: 3.98001e-06 [pre_auto_parallel]: 4.333e-05 [insert-virtual-dataset]: 2.41998e-06 [parallel-infer-symbol-second]: 9.40025e-07 [dataset_repeat_opt]: 2.27001e-06 [pipeline_split]: 1.77001e-06 [optimize]: 0.15807, [53] [py_interpret_to_execute]: 2.99e-05 [rewriter_before_opt_a]: 8.806e-05 [opt_a]: 0.00354525, [2] [Cycle 1]: 0.00265256, [45] [expand_dump_flag]: 3.28e-06 [switch_simplify]: 4.071e-05 [loop_unroll]: 2.542e-05 [a_1]: 0.00067695 [with_stream_mark]: 2.296e-05 [recompute_prepare]: 1.299e-05 [updatestate_depend_eliminate]: 3.129e-05 [updatestate_assign_eliminate]: 5.97999e-06 [updatestate_loads_eliminate]: 5.34e-06 [parameter_eliminate]: 2.34001e-06 [a_2]: 0.00012925 [accelerated_algorithm]: 2.731e-05 [shard]: 2.11998e-06 [meta_shard_fg_expand]: 2.43002e-06 [shard_inline]: 8.99e-06 [merge_send_recv]: 1.126e-05 [auto_parallel]: 9.17001e-06 [parallel]: 2.174e-05 [flash_sp]: 1.029e-05 [merge_comm]: 6.01e-06 [allreduce_fusion]: 4.89998e-06 [matmul_add_comm_reduction]: 1.497e-05 [allreduce_slice_to_reducescatter]: 7.10017e-07 [virtual_shard_identity]: 1.126e-05 [virtual_dataset]: 8.99998e-06 [get_grad_eliminate_]: 9.35001e-06 [virtual_output]: 8.18001e-06 [merge_forward]: 5.98002e-06 [cell_reuse_recompute_pass]: 1.19003e-06 [offload_activation]: 1.399e-05 [cell_reuse_handle_not_recompute_node_pass]: 1.929e-05 [merge_recompute_call_nodes]: 1.62001e-06 [before_grad]: 1.583e-05 [set_forward_comm_id_for_comm_node_pass]: 6.11998e-06 [meta_fg_expand]: 3.66001e-06 [flash_sp_send_recv_attached]: 4.92e-06 [receive_attached]: 3.72002e-06 [after_resolve]: 1.266e-05 [a_after_grad]: 1.285e-05 [renormalize]: 0.00100036 [add_forward_monad_depend]: 7.46999e-06 [auto_monad_grad]: 3.38999e-06 [auto_monad_eliminator]: 2.535e-05 [cse]: 6.9e-05 [a_3]: 7.155e-05 [Cycle 2]: 0.00087881, [45] [expand_dump_flag]: 2.86999e-06 [switch_simplify]: 1.112e-05 [loop_unroll]: 8.88002e-06 [a_1]: 0.00020676 [with_stream_mark]: 1.64e-05 [recompute_prepare]: 8.95999e-06 [updatestate_depend_eliminate]: 6.58998e-06 [updatestate_assign_eliminate]: 4.82e-06 [updatestate_loads_eliminate]: 4.73001e-06 [parameter_eliminate]: 1.69e-06 [a_2]: 0.00011619 [accelerated_algorithm]: 1.157e-05 [shard]: 1.69998e-06 [meta_shard_fg_expand]: 2.19999e-06 [shard_inline]: 8.17e-06 [merge_send_recv]: 9.69e-06 [auto_parallel]: 9.89999e-06 [parallel]: 6.84001e-06 [flash_sp]: 3.45e-06 [merge_comm]: 5.71e-06 [allreduce_fusion]: 4.97999e-06 [matmul_add_comm_reduction]: 1.148e-05 [allreduce_slice_to_reducescatter]: 5.00004e-07 [virtual_shard_identity]: 9.41998e-06 [virtual_dataset]: 8.29998e-06 [get_grad_eliminate_]: 8.72e-06 [virtual_output]: 7.53e-06 [merge_forward]: 5.40001e-06 [cell_reuse_recompute_pass]: 2.84999e-06 [offload_activation]: 1.108e-05 [cell_reuse_handle_not_recompute_node_pass]: 1.635e-05 [merge_recompute_call_nodes]: 1.24e-06 [before_grad]: 1.408e-05 [set_forward_comm_id_for_comm_node_pass]: 6.33e-06 [meta_fg_expand]: 3.37997e-06 [flash_sp_send_recv_attached]: 1.78002e-06 [receive_attached]: 2.19999e-06 [after_resolve]: 1.2e-05 [a_after_grad]: 1.2e-05 [renormalize]: 5.9983e-08 [add_forward_monad_depend]: 1.37e-06 [auto_monad_grad]: 1.39e-06 [auto_monad_eliminator]: 1.295e-05 [cse]: 2.917e-05 [a_3]: 5.153e-05 [py_interpret_to_execute_after_opt_a]: 1.828e-05 [slice_cell_reuse_recomputed_activation]: 2.54001e-06 [rewriter_after_opt_a]: 0.00019353 [convert_after_rewriter]: 1.059e-05 [order_py_execute_after_rewriter]: 7.06001e-06 [mutable_eliminate]: 0.152291 [opt_b]: 0.00037308, [1] [Cycle 1]: 0.00036157, [7] [b_1]: 0.00021844 [b_2]: 1.243e-05 [updatestate_depend_eliminate]: 1.738e-05 [updatestate_assign_eliminate]: 5.81998e-06 [updatestate_loads_eliminate]: 5.18002e-06 [renormalize]: 1.09e-06 [cse]: 6.098e-05 [optimize_parallel_all_gather_comm]: 3.268e-05 [overlap_param_gather]: 2.14e-06 [cconv]: 4.503e-05 [loop_unroll]: 0.00052132 [opt_after_cconv]: 0.0001628, [1] [Cycle 1]: 0.00015538, [7] [c_1]: 5.67e-05 [parameter_eliminate]: 6.73998e-06 [updatestate_depend_eliminate]: 9.66e-06 [updatestate_assign_eliminate]: 4.47e-06 [updatestate_loads_eliminate]: 4.62e-06 [cse]: 3.55e-05 [renormalize]: 7.59988e-07 [remove_dup_value]: 2.145e-05 [tuple_transform]: 9.554e-05, [1] [Cycle 1]: 9.016e-05, [4] [d_1]: 5.934e-05 [none_parameter_eliminate]: 1.72999e-06 [renormalize]: 1.50001e-07 [switch_simplify]: 9.54e-06 [partial_unused_args_eliminate]: 2.15002e-06 [add_recomputation]: 7.968e-05 [cse_after_recomputation]: 3.047e-05, [1] [Cycle 1]: 2.58e-05, [1] [cse]: 2.05e-05 [environ_conv]: 9.69e-06 [swap_dp_allreduce_reducescatter]: 7.98999e-06 [bias_add_comm_swap]: 3.53e-06 [label_micro_interleaved_index]: 4.87e-06 [label_fine_grained_interleaved_index]: 2.95998e-06 [merge_cast_opt]: 1.16997e-06 [slice_recompute_activation]: 2.19999e-06 [micro_interleaved_order_control]: 3.08e-06 [assign_add_opt]: 1.50999e-06 [ForceFp32Comm]: 9.09989e-07 [remove_cast_before_assign_add]: 9.29984e-07 [full_micro_interleaved_order_control]: 2.14999e-06 [reorder_send_recv_between_fp_bp]: 2.58998e-06 [comm_op_add_attrs]: 9.89996e-07 [add_comm_op_reuse_tag]: 1.13001e-06 [interleave_split_concat_branches]: 1.32999e-06 [interleave_parallel_branches]: 1.23002e-06 [overlap_opt_shard_in_pipeline]: 1.22e-06 [overlap_opt_shard_grad_in_pipeline]: 2.09999e-06 [control_data_broadcast_order]: 1.906e-05 [grouped_pairwise_exchange_alltoall]: 1.55999e-06 [offloading_packed_experts]: 5.62001e-06 [overlap_recompute_and_grad_model_parallel]: 6.88998e-06 [overlap_grad_matmul_and_grad_allreduce]: 1.40001e-06 [overlap_recompute_allgather_and_fa_grad]: 1.40999e-06 [overlap_recompute_comm]: 2.53e-06 [overlap_grad_ring_attention]: 5.99e-06 [overlap_grad_flash_sp]: 2.934e-05 [begin_end_overlap_inline]: 4.89992e-07 [split_matmul_comm_elemetwise]: 2.37001e-06 [split_layernorm_comm]: 1.81998e-06 [handle_group_info]: 1.10999e-06 [symbol_engine_optimizer]: 9.992e-05, [1] [Cycle 1]: 9.456e-05, [6] [build]: 5.97999e-06 [elim_shapecalc]: 1.489e-05 [elim_not_effective]: 1.865e-05 [opt_reshape]: 1.062e-05 [fold_const_symbol]: 1.565e-05 [renormalize]: 1.69995e-07 [detach_backward]: 2.69001e-06 [pipeline_parallel_scheduler]: 1.86003e-06 [auto_monad_reorder]: 3.15e-05 [get_jit_bprop_graph]: 2.16e-06 [rewriter_after_jit_bprop_graph]: 7.21999e-06 [opt_after_jit_grad]: 0.00052395 [process_offload_annotation]: 1.842e-05 [validate]: 5.749e-05 Sums bootstrap : 0.000365s : 0.11% type_inference : 0.175380s : 52.52% event_method : 0.000020s : 0.01% auto_monad : 0.000248s : 0.07% graph_reusing : 0.000007s : 0.00% inline : 0.000004s : 0.00% add_attr.add_attr_with_inline.tag_attr : 0.000027s : 0.01% add_attr.add_attr_with_inline.meta_addattr_fg_expand : 0.000006s : 0.00% parallel-infer-symbol : 0.000004s : 0.00% pre_auto_parallel : 0.000043s : 0.01% insert-virtual-dataset : 0.000002s : 0.00% parallel-infer-symbol-second : 0.000001s : 0.00% dataset_repeat_opt : 0.000002s : 0.00% pipeline_split : 0.000002s : 0.00% optimize.py_interpret_to_execute : 0.000030s : 0.01% optimize.rewriter_before_opt_a : 0.000088s : 0.03% optimize.opt_a.expand_dump_flag : 0.000006s : 0.00% optimize.opt_a.switch_simplify : 0.000052s : 0.02% optimize.opt_a.loop_unroll : 0.000034s : 0.01% optimize.opt_a.a_1 : 0.000884s : 0.26% optimize.opt_a.with_stream_mark : 0.000039s : 0.01% optimize.opt_a.recompute_prepare : 0.000022s : 0.01% optimize.opt_a.updatestate_depend_eliminate : 0.000038s : 0.01% optimize.opt_a.updatestate_assign_eliminate : 0.000011s : 0.00% optimize.opt_a.updatestate_loads_eliminate : 0.000010s : 0.00% optimize.opt_a.parameter_eliminate : 0.000004s : 0.00% optimize.opt_a.a_2 : 0.000245s : 0.07% optimize.opt_a.accelerated_algorithm : 0.000039s : 0.01% optimize.opt_a.shard : 0.000004s : 0.00% optimize.opt_a.meta_shard_fg_expand : 0.000005s : 0.00% optimize.opt_a.shard_inline : 0.000017s : 0.01% optimize.opt_a.merge_send_recv : 0.000021s : 0.01% optimize.opt_a.auto_parallel : 0.000019s : 0.01% optimize.opt_a.parallel : 0.000029s : 0.01% optimize.opt_a.flash_sp : 0.000014s : 0.00% optimize.opt_a.merge_comm : 0.000012s : 0.00% optimize.opt_a.allreduce_fusion : 0.000010s : 0.00% optimize.opt_a.matmul_add_comm_reduction : 0.000026s : 0.01% optimize.opt_a.allreduce_slice_to_reducescatter : 0.000001s : 0.00% optimize.opt_a.virtual_shard_identity : 0.000021s : 0.01% optimize.opt_a.virtual_dataset : 0.000017s : 0.01% optimize.opt_a.get_grad_eliminate_ : 0.000018s : 0.01% optimize.opt_a.virtual_output : 0.000016s : 0.00% optimize.opt_a.merge_forward : 0.000011s : 0.00% optimize.opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% optimize.opt_a.offload_activation : 0.000025s : 0.01% optimize.opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000036s : 0.01% optimize.opt_a.merge_recompute_call_nodes : 0.000003s : 0.00% optimize.opt_a.before_grad : 0.000030s : 0.01% optimize.opt_a.set_forward_comm_id_for_comm_node_pass : 0.000012s : 0.00% optimize.opt_a.meta_fg_expand : 0.000007s : 0.00% optimize.opt_a.flash_sp_send_recv_attached : 0.000007s : 0.00% optimize.opt_a.receive_attached : 0.000006s : 0.00% optimize.opt_a.after_resolve : 0.000025s : 0.01% optimize.opt_a.a_after_grad : 0.000025s : 0.01% optimize.opt_a.renormalize : 0.001000s : 0.30% optimize.opt_a.add_forward_monad_depend : 0.000009s : 0.00% optimize.opt_a.auto_monad_grad : 0.000005s : 0.00% optimize.opt_a.auto_monad_eliminator : 0.000038s : 0.01% optimize.opt_a.cse : 0.000098s : 0.03% optimize.opt_a.a_3 : 0.000123s : 0.04% optimize.py_interpret_to_execute_after_opt_a : 0.000018s : 0.01% optimize.slice_cell_reuse_recomputed_activation : 0.000003s : 0.00% optimize.rewriter_after_opt_a : 0.000194s : 0.06% optimize.convert_after_rewriter : 0.000011s : 0.00% optimize.order_py_execute_after_rewriter : 0.000007s : 0.00% optimize.mutable_eliminate : 0.152291s : 45.61% optimize.opt_b.b_1 : 0.000218s : 0.07% optimize.opt_b.b_2 : 0.000012s : 0.00% optimize.opt_b.updatestate_depend_eliminate : 0.000017s : 0.01% optimize.opt_b.updatestate_assign_eliminate : 0.000006s : 0.00% optimize.opt_b.updatestate_loads_eliminate : 0.000005s : 0.00% optimize.opt_b.renormalize : 0.000001s : 0.00% optimize.opt_b.cse : 0.000061s : 0.02% optimize.optimize_parallel_all_gather_comm : 0.000033s : 0.01% optimize.overlap_param_gather : 0.000002s : 0.00% optimize.cconv : 0.000045s : 0.01% optimize.loop_unroll : 0.000521s : 0.16% optimize.opt_after_cconv.c_1 : 0.000057s : 0.02% optimize.opt_after_cconv.parameter_eliminate : 0.000007s : 0.00% optimize.opt_after_cconv.updatestate_depend_eliminate : 0.000010s : 0.00% optimize.opt_after_cconv.updatestate_assign_eliminate : 0.000004s : 0.00% optimize.opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% optimize.opt_after_cconv.cse : 0.000036s : 0.01% optimize.opt_after_cconv.renormalize : 0.000001s : 0.00% optimize.remove_dup_value : 0.000021s : 0.01% optimize.tuple_transform.d_1 : 0.000059s : 0.02% optimize.tuple_transform.none_parameter_eliminate : 0.000002s : 0.00% optimize.tuple_transform.renormalize : 0.000000s : 0.00% optimize.tuple_transform.switch_simplify : 0.000010s : 0.00% optimize.partial_unused_args_eliminate : 0.000002s : 0.00% optimize.add_recomputation : 0.000080s : 0.02% optimize.cse_after_recomputation.cse : 0.000020s : 0.01% optimize.environ_conv : 0.000010s : 0.00% optimize.swap_dp_allreduce_reducescatter : 0.000008s : 0.00% optimize.bias_add_comm_swap : 0.000004s : 0.00% optimize.label_micro_interleaved_index : 0.000005s : 0.00% optimize.label_fine_grained_interleaved_index : 0.000003s : 0.00% optimize.merge_cast_opt : 0.000001s : 0.00% optimize.slice_recompute_activation : 0.000002s : 0.00% optimize.micro_interleaved_order_control : 0.000003s : 0.00% optimize.assign_add_opt : 0.000002s : 0.00% optimize.ForceFp32Comm : 0.000001s : 0.00% optimize.remove_cast_before_assign_add : 0.000001s : 0.00% optimize.full_micro_interleaved_order_control : 0.000002s : 0.00% optimize.reorder_send_recv_between_fp_bp : 0.000003s : 0.00% optimize.comm_op_add_attrs : 0.000001s : 0.00% optimize.add_comm_op_reuse_tag : 0.000001s : 0.00% optimize.interleave_split_concat_branches : 0.000001s : 0.00% optimize.interleave_parallel_branches : 0.000001s : 0.00% optimize.overlap_opt_shard_in_pipeline : 0.000001s : 0.00% optimize.overlap_opt_shard_grad_in_pipeline : 0.000002s : 0.00% optimize.control_data_broadcast_order : 0.000019s : 0.01% optimize.grouped_pairwise_exchange_alltoall : 0.000002s : 0.00% optimize.offloading_packed_experts : 0.000006s : 0.00% optimize.overlap_recompute_and_grad_model_parallel : 0.000007s : 0.00% optimize.overlap_grad_matmul_and_grad_allreduce : 0.000001s : 0.00% optimize.overlap_recompute_allgather_and_fa_grad : 0.000001s : 0.00% optimize.overlap_recompute_comm : 0.000003s : 0.00% optimize.overlap_grad_ring_attention : 0.000006s : 0.00% optimize.overlap_grad_flash_sp : 0.000029s : 0.01% optimize.begin_end_overlap_inline : 0.000000s : 0.00% optimize.split_matmul_comm_elemetwise : 0.000002s : 0.00% optimize.split_layernorm_comm : 0.000002s : 0.00% optimize.handle_group_info : 0.000001s : 0.00% optimize.symbol_engine_optimizer.build : 0.000006s : 0.00% optimize.symbol_engine_optimizer.elim_shapecalc : 0.000015s : 0.00% optimize.symbol_engine_optimizer.elim_not_effective : 0.000019s : 0.01% optimize.symbol_engine_optimizer.opt_reshape : 0.000011s : 0.00% optimize.symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.00% optimize.symbol_engine_optimizer.renormalize : 0.000000s : 0.00% detach_backward : 0.000003s : 0.00% pipeline_parallel_scheduler : 0.000002s : 0.00% auto_monad_reorder : 0.000032s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.00% opt_after_jit_grad : 0.000524s : 0.16% process_offload_annotation : 0.000018s : 0.01% validate : 0.000057s : 0.02% Time group info: ------[substitution.] 0.000316 72 10.02% : 0.000032s : 4: substitution.arithmetic_simplify 3.09% : 0.000010s : 2: substitution.depend_value_elim 0.94% : 0.000003s : 5: substitution.elim_not_effective 0.85% : 0.000003s : 5: substitution.fold_const_symbol 2.58% : 0.000008s : 6: substitution.graph_param_transform 57.79% : 0.000183s : 4: substitution.inline 1.92% : 0.000006s : 10: substitution.j_node_and_user_rematch 4.98% : 0.000016s : 2: substitution.less_batch_normalization 2.53% : 0.000008s : 10: substitution.remove_not_recompute_node 1.40% : 0.000004s : 2: substitution.replace_old_param 8.01% : 0.000025s : 10: substitution.updatestate_pure_node_eliminater 5.90% : 0.000019s : 12: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.175316 2 99.58% : 0.174574s : 1: type_inference.infer 0.42% : 0.000742s : 1: type_inference.specialize ------[replace.] 0.000042 4 100.00% : 0.000042s : 4: replace.inline ------[match.] 0.000180 4 100.00% : 0.000180s : 4: match.inline ------[predicate.] 0.000275 1706 0.90% : 0.000002s : 18: predicate.accumulaten_eliminater 0.83% : 0.000002s : 6: predicate.ad_related_special_op_eliminate 0.58% : 0.000002s : 12: predicate.addn_check_dump 0.91% : 0.000003s : 18: predicate.addn_zero_filter 0.84% : 0.000002s : 18: predicate.adjust_all_reduce_mul_add 2.28% : 0.000006s : 30: predicate.arithmetic_simplify 0.94% : 0.000003s : 18: predicate.cast_eliminate 0.64% : 0.000002s : 12: predicate.check_bprop_eliminate 0.58% : 0.000002s : 12: predicate.compare_switch_simplify 0.17% : 0.000000s : 6: predicate.const_output_eliminate 0.61% : 0.000002s : 12: predicate.depend_value_elim 0.94% : 0.000003s : 18: predicate.dict_get_item_const_eliminator 1.08% : 0.000003s : 18: predicate.dict_get_item_eliminator 0.90% : 0.000002s : 18: predicate.dict_set_item_eliminator 1.05% : 0.000003s : 12: predicate.dumpgradient_eliminate 0.28% : 0.000001s : 6: predicate.elim_not_effective 0.40% : 0.000001s : 6: predicate.elim_shapecalc_of_broadcastargs 1.26% : 0.000003s : 24: predicate.environ_add_const_eliminate 1.17% : 0.000003s : 24: predicate.environ_get_add_eliminate 1.16% : 0.000003s : 24: predicate.environ_get_depend_swap 1.91% : 0.000005s : 36: predicate.environ_get_eliminate 1.15% : 0.000003s : 24: predicate.environ_get_set_eliminate 1.10% : 0.000003s : 22: predicate.exchange_switch_depend_value 1.83% : 0.000005s : 22: predicate.float_depend_g_call 0.57% : 0.000002s : 12: predicate.float_environ_get_switch 0.88% : 0.000002s : 18: predicate.float_tuple_getitem_switch 0.16% : 0.000000s : 6: predicate.fold_const_symbol 0.81% : 0.000002s : 12: predicate.get_grad_eliminate 0.25% : 0.000001s : 6: predicate.graph_param_transform 0.66% : 0.000002s : 12: predicate.incorporate_call 0.54% : 0.000001s : 12: predicate.incorporate_call_switch 6.19% : 0.000017s : 76: predicate.inline 0.76% : 0.000002s : 12: predicate.inline_without_move 0.31% : 0.000001s : 12: predicate.j_node_and_user_rematch 0.86% : 0.000002s : 12: predicate.less_batch_normalization 1.69% : 0.000005s : 30: predicate.list_to_tuple_eliminator_ 2.36% : 0.000006s : 48: predicate.load_eliminater 1.14% : 0.000003s : 6: predicate.loop_unroll_after_grad 1.75% : 0.000005s : 34: predicate.loop_unroll_before_grad 1.66% : 0.000005s : 30: predicate.make_slice_get_slice_eliminator 0.61% : 0.000002s : 12: predicate.merge_addn 0.60% : 0.000002s : 12: predicate.micro_step_allgather_replace 0.63% : 0.000002s : 12: predicate.mini_step_allgather_replace 0.82% : 0.000002s : 18: predicate.minmaximum_grad 2.67% : 0.000007s : 6: predicate.mutable_eliminate 0.37% : 0.000001s : 6: predicate.opt_reshape 0.36% : 0.000001s : 6: predicate.parallel_virtual_node 1.34% : 0.000004s : 22: predicate.partial_defer_inline 1.34% : 0.000004s : 24: predicate.partial_eliminate 0.88% : 0.000002s : 18: predicate.print_const_string_wrapper 0.63% : 0.000002s : 12: predicate.reduce_all_const_elim 1.21% : 0.000003s : 18: predicate.reduce_eliminate 2.46% : 0.000007s : 48: predicate.redundant_stop_gradient_eliminater 0.64% : 0.000002s : 12: predicate.remove_not_recompute_node 1.08% : 0.000003s : 30: predicate.replace_applicator 0.57% : 0.000002s : 12: predicate.replace_old_param 0.48% : 0.000001s : 6: predicate.reset_defer_inline 0.92% : 0.000003s : 18: predicate.reshape_eliminate 0.66% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 0.46% : 0.000001s : 6: predicate.row_tensor_eliminate 0.83% : 0.000002s : 12: predicate.same_eliminate 0.47% : 0.000001s : 14: predicate.set_cell_output_no_recompute 0.86% : 0.000002s : 12: predicate.shard_identity_eliminate 0.81% : 0.000002s : 12: predicate.special_op_eliminate 0.78% : 0.000002s : 12: predicate.specialize_transform 1.07% : 0.000003s : 12: predicate.split_environ_get_set_with_tuple_value 0.72% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.44% : 0.000001s : 6: predicate.switch_call_monad_eliminater 1.15% : 0.000003s : 22: predicate.switch_defer_inline 1.82% : 0.000005s : 34: predicate.switch_layer_defer_inline 4.11% : 0.000011s : 74: predicate.switch_simplify 0.91% : 0.000003s : 18: predicate.tile_eliminate 0.93% : 0.000003s : 18: predicate.transpose_eliminate 1.58% : 0.000004s : 30: predicate.tuple_list_convert_item_index_to_positive 1.58% : 0.000004s : 30: predicate.tuple_list_get_item_const_eliminator 1.48% : 0.000004s : 30: predicate.tuple_list_get_item_depend_reorder 3.34% : 0.000009s : 42: predicate.tuple_list_get_item_eliminator 1.50% : 0.000004s : 30: predicate.tuple_list_get_set_item_eliminator 2.39% : 0.000007s : 42: predicate.tuple_list_set_item_eliminator 1.86% : 0.000005s : 30: predicate.tuple_to_list_eliminator_ 2.46% : 0.000007s : 48: predicate.updatestate_pure_node_eliminater 3.48% : 0.000010s : 60: predicate.updatestate_useless_node_eliminater 0.36% : 0.000001s : 6: predicate.value_based_eliminate 0.78% : 0.000002s : 12: predicate.virtual_dataset_eliminate 0.63% : 0.000002s : 12: predicate.virtual_output_eliminate 0.33% : 0.000001s : 6: predicate.virtual_view_grad_eliminate 0.49% : 0.000001s : 6: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000518 9 38.39% : 0.000199s : 3: func_graph_cloner_run.FuncGraphClonerGraph 61.61% : 0.000319s : 6: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.503333 193 0.00% : 0.000004s : 1: ForceFp32Comm 0.74% : 0.003741s : 1: add_attr 0.74% : 0.003726s : 1: add_attr_with_inline 0.00% : 0.000004s : 1: add_comm_op_reuse_tag 0.02% : 0.000084s : 1: add_recomputation 0.00% : 0.000004s : 1: assign_add_opt 0.05% : 0.000256s : 1: auto_monad 0.01% : 0.000036s : 1: auto_monad_reorder 0.00% : 0.000003s : 1: begin_end_overlap_inline 0.00% : 0.000006s : 1: bias_add_comm_swap 0.08% : 0.000391s : 1: bootstrap 0.01% : 0.000049s : 1: cconv 0.00% : 0.000004s : 1: comm_op_add_attrs 0.00% : 0.000022s : 1: control_data_broadcast_order 0.00% : 0.000015s : 1: convert_after_rewriter 0.01% : 0.000034s : 1: cse_after_recomputation 0.00% : 0.000005s : 1: dataset_repeat_opt 0.00% : 0.000006s : 1: detach_backward 0.00% : 0.000013s : 1: environ_conv 0.01% : 0.000027s : 1: event_method 0.00% : 0.000005s : 1: full_micro_interleaved_order_control 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000011s : 1: graph_reusing 0.00% : 0.000005s : 1: grouped_pairwise_exchange_alltoall 0.00% : 0.000004s : 1: handle_group_info 0.00% : 0.000007s : 1: inline 0.00% : 0.000006s : 1: insert-virtual-dataset 0.00% : 0.000004s : 1: interleave_parallel_branches 0.00% : 0.000004s : 1: interleave_split_concat_branches 0.00% : 0.000006s : 1: label_fine_grained_interleaved_index 0.00% : 0.000008s : 1: label_micro_interleaved_index 0.11% : 0.000534s : 1: loop_unroll 0.00% : 0.000004s : 1: merge_cast_opt 0.00% : 0.000006s : 1: micro_interleaved_order_control 30.26% : 0.152314s : 1: mutable_eliminate 0.00% : 0.000009s : 1: offloading_packed_experts 0.00% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000042s : 1: opt.transform.mutable_eliminate 0.30% : 0.001515s : 78: opt.transform.opt_a 0.01% : 0.000056s : 1: opt.transform.opt_after_cconv 0.01% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000195s : 28: opt.transform.opt_b 0.01% : 0.000067s : 2: opt.transform.opt_trans_graph 0.01% : 0.000056s : 4: opt.transform.symbol_engine_opt 0.71% : 0.003549s : 1: opt_a 0.03% : 0.000167s : 1: opt_after_cconv 0.11% : 0.000536s : 1: opt_after_jit_grad 0.08% : 0.000379s : 1: opt_b 31.41% : 0.158075s : 1: optimize 0.01% : 0.000036s : 1: optimize_parallel_all_gather_comm 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.01% : 0.000033s : 1: overlap_grad_flash_sp 0.00% : 0.000004s : 1: overlap_grad_matmul_and_grad_allreduce 0.00% : 0.000009s : 1: overlap_grad_ring_attention 0.00% : 0.000005s : 1: overlap_opt_shard_grad_in_pipeline 0.00% : 0.000004s : 1: overlap_opt_shard_in_pipeline 0.00% : 0.000006s : 1: overlap_param_gather 0.00% : 0.000004s : 1: overlap_recompute_allgather_and_fa_grad 0.00% : 0.000011s : 1: overlap_recompute_and_grad_model_parallel 0.00% : 0.000005s : 1: overlap_recompute_comm 0.00% : 0.000008s : 1: parallel-infer-symbol 0.00% : 0.000004s : 1: parallel-infer-symbol-second 0.00% : 0.000006s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pipeline_parallel_scheduler 0.00% : 0.000005s : 1: pipeline_split 0.01% : 0.000048s : 1: pre_auto_parallel 0.00% : 0.000023s : 1: process_offload_annotation 0.01% : 0.000063s : 1: py_interpret_to_execute 0.00% : 0.000022s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000004s : 1: remove_cast_before_assign_add 0.00% : 0.000025s : 1: remove_dup_value 0.11% : 0.000547s : 1: renormalize.infer 0.09% : 0.000443s : 1: renormalize.specialize 0.00% : 0.000006s : 1: reorder_send_recv_between_fp_bp 0.00% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.04% : 0.000201s : 1: rewriter_after_opt_a 0.02% : 0.000093s : 1: rewriter_before_opt_a 0.00% : 0.000005s : 1: slice_cell_reuse_recomputed_activation 0.00% : 0.000005s : 1: slice_recompute_activation 0.00% : 0.000005s : 1: split_layernorm_comm 0.00% : 0.000005s : 1: split_matmul_comm_elemetwise 0.00% : 0.000011s : 1: swap_dp_allreduce_reducescatter 0.02% : 0.000103s : 1: symbol_engine_optimizer 0.02% : 0.000099s : 1: tuple_transform 34.85% : 0.175407s : 1: type_inference . [hook] pytest_runtest_teardown:test_tensor_to[0] tests/st/tensor/test_to.py::test_tensor_to[0],max_mem:30.0M =============================== warnings summary =============================== ../../../../../../../../usr/local/Ascend/cann-8.5.0/python/site-packages/tbe/dsl/classifier/transdata/transdata_classifier.py:222 /usr/local/Ascend/cann-8.5.0/python/site-packages/tbe/dsl/classifier/transdata/transdata_classifier.py:222: DeprecationWarning: invalid escape sequence \B """ ../../../../../../../../usr/local/Ascend/cann-8.5.0/python/site-packages/tbe/dsl/unify_schedule/vector/transdata/common/graph/transdata_graph_info.py:143 /usr/local/Ascend/cann-8.5.0/python/site-packages/tbe/dsl/unify_schedule/vector/transdata/common/graph/transdata_graph_info.py:143: DeprecationWarning: invalid escape sequence \c """ ../../../../../../../../usr/local/Ascend/cann-8.5.0/python/site-packages/tbe/dsl/unify_schedule/vector/transdata/common/graph/transdata_graph_info.py:170 /usr/local/Ascend/cann-8.5.0/python/site-packages/tbe/dsl/unify_schedule/vector/transdata/common/graph/transdata_graph_info.py:170: DeprecationWarning: invalid escape sequence \c """ ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:549 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:549: UserWarning: The value of the smallest subnormal for type is zero. setattr(self, word, getattr(machar, word).flat[0]) ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:89 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero. return self._float_to_str(self.smallest_subnormal) ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:549 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:549: UserWarning: The value of the smallest subnormal for type is zero. setattr(self, word, getattr(machar, word).flat[0]) ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:89 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/numpy/core/getlimits.py:89: UserWarning: The value of the smallest subnormal for type is zero. return self._float_to_str(self.smallest_subnormal) ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/batchnorm_fold2.py:57 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/batchnorm_fold2.py:57: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("batchnorm_fold2") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/batchnorm_fold2_grad.py:56 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/batchnorm_fold2_grad.py:56: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("batchnorm_fold2_grad") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/batchnorm_fold2_grad_reduce.py:48 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/batchnorm_fold2_grad_reduce.py:48: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("batchnorm_fold2_grad_reduce") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/correction_mul.py:51 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/correction_mul.py:51: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("correction_mul") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/correction_mul_grad.py:51 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/correction_mul_grad.py:51: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("correction_mul_grad") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/correction_mul_grad.py:143 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/correction_mul_grad.py:143: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("correction_mul_grad_reduce") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perlayer.py:50 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perlayer.py:50: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_learned_scale_quant_perlayer") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perlayer_grad.py:92 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perlayer_grad.py:92: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_learned_scale_quant_perlayer_grad_d") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perlayer_grad_reduce.py:49 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perlayer_grad_reduce.py:49: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_learned_scale_quant_perlayer_grad_d_reduce") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perchannel.py:50 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perchannel.py:50: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_learned_scale_quant_perchannel") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perchannel_grad.py:91 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perchannel_grad.py:91: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_learned_scale_quant_perchannel_grad_d") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perchannel_grad_reduce.py:48 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_learned_scale_quant_perchannel_grad_reduce.py:48: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_learned_scale_quant_perchannel_grad_d_reduce") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perchannel.py:52 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perchannel.py:52: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_quant_perchannel") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perchannel_grad.py:81 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perchannel_grad.py:81: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_quant_perchannel_grad") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perlayer.py:54 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perlayer.py:54: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_quant_per_layer") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perlayer_grad.py:81 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/fake_quant_perlayer_grad.py:81: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("fake_quant_per_layer_grad") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/minmax_update_perchannel.py:50 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/minmax_update_perchannel.py:50: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("minmax_update_perchannel") ../../../../../../anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/minmax_update_perlayer.py:50 /home/jenkins/anaconda3/envs/ci39/lib/python3.9/site-packages/mindspore/ops/_op_impl/_custom_op/minmax_update_perlayer.py:50: DeprecationWarning: te_fusion.fusion_manager.fusion_manager.register is deprecated,please replace it with tbe.common.register.register_op_compute @fusion_manager.register("minmax_update_perlayer") -- Docs: https://docs.pytest.org/en/stable/warnings.html ================== 2 passed, 25 warnings in 270.13s (0:04:30) ==================