==================================================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/mint, 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_unsqueeze.py . [hook] pytest_runtest_teardown:test_unsqueeze_empty_tensor[pynative] tests/st/mint/test_unsqueeze.py::test_unsqueeze_empty_tensor[pynative],max_mem:2.0M TotalTime = 0.471502, [30] [bootstrap]: 0.00126623 [type_inference]: 0.454533 [event_method]: 1.298e-05 [auto_monad]: 0.00015107 [graph_reusing]: 6.19999e-06 [pre_auto_parallel]: 1.457e-05 [py_interpret_to_execute]: 2.654e-05 [rewriter_before_opt_a]: 5.491e-05 [expand_dump_flag]: 3.15998e-06 [jit_opt_a]: 0.0119388, [2] [Cycle 1]: 0.00177799, [27] [switch_simplify]: 5.93e-05 [loop_unroll]: 2.269e-05 [a_1]: 0.00046765 [with_stream_mark]: 2.522e-05 [recompute_prepare]: 9.59e-06 [updatestate_depend_eliminate]: 6.32001e-06 [updatestate_assign_eliminate]: 7.75e-06 [updatestate_loads_eliminate]: 5.29e-06 [parameter_eliminate]: 2.11e-06 [specialize_transform]: 9.36998e-06 [updatestate_useless_node_eliminater]: 1.093e-05 [accelerated_algorithm]: 8.79e-06 [meta_shard_fg_expand]: 2.97002e-06 [get_grad_eliminate_]: 8.07e-06 [merge_forward]: 5.29e-06 [cell_reuse_recompute_pass]: 1.06002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.355e-05 [j_node_and_user_rematch]: 1.383e-05 [meta_fg_expand]: 3.56001e-06 [replace_old_param]: 1.233e-05 [inline_without_move]: 7.45e-06 [renormalize]: 0.00072553 [add_forward_monad_depend]: 1.123e-05 [auto_monad_grad]: 2.29001e-06 [auto_monad_eliminator]: 2.3e-05 [cse]: 5.41e-05 [replace_applicator]: 2.232e-05 [Cycle 2]: 0.00047037, [27] [switch_simplify]: 9.07999e-06 [loop_unroll]: 8.18999e-06 [a_1]: 0.00016499 [with_stream_mark]: 1.158e-05 [recompute_prepare]: 7.93001e-06 [updatestate_depend_eliminate]: 5.35001e-06 [updatestate_assign_eliminate]: 4.47e-06 [updatestate_loads_eliminate]: 3.85e-06 [parameter_eliminate]: 1.22e-06 [specialize_transform]: 7.68001e-06 [updatestate_useless_node_eliminater]: 1.085e-05 [accelerated_algorithm]: 7.90998e-06 [meta_shard_fg_expand]: 1.76e-06 [get_grad_eliminate_]: 7.11001e-06 [merge_forward]: 4.52e-06 [cell_reuse_recompute_pass]: 1.96e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.636e-05 [j_node_and_user_rematch]: 1.225e-05 [meta_fg_expand]: 2.90998e-06 [replace_old_param]: 9.59e-06 [inline_without_move]: 7.03998e-06 [renormalize]: 7.99773e-08 [add_forward_monad_depend]: 1.65001e-06 [auto_monad_grad]: 1.54998e-06 [auto_monad_eliminator]: 1.223e-05 [cse]: 1.765e-05 [replace_applicator]: 7.78001e-06 [py_interpret_to_execute_after_opt_a]: 1.401e-05 [rewriter_after_opt_a]: 0.00058029 [convert_after_rewriter]: 1.342e-05 [order_py_execute_after_rewriter]: 6.69999e-06 [mutable_eliminate]: 0.0007408 [jit_opt_b]: 7.076e-05, [1] [Cycle 1]: 6.283e-05, [2] [frontend_op_eliminate]: 2.467e-05 [inline_after_opt_a]: 2.506e-05 [cconv]: 2.533e-05 [loop_unroll]: 0.00047871 [jit_opt_after_cconv]: 0.00021792, [1] [Cycle 1]: 0.00021022, [11] [c_1]: 5.033e-05 [parameter_eliminate]: 3.51001e-06 [updatestate_depend_eliminate]: 1.073e-05 [updatestate_assign_eliminate]: 5.01002e-06 [updatestate_loads_eliminate]: 4.42998e-06 [cse]: 3.793e-05 [call_graph_tuple_transform]: 2.363e-05 [tuple_list_get_item_eliminator]: 8.22e-06 [none_parameter_eliminate]: 1.45999e-06 [renormalize]: 4.10015e-07 [switch_simplify]: 8.48999e-06 [remove_dup_value]: 1.904e-05 [partial_unused_args_eliminate]: 2.18998e-06 [environ_conv]: 1.913e-05 [add_recomputation]: 7.566e-05 [cse_after_recomputation]: 2.926e-05, [1] [Cycle 1]: 2.317e-05, [1] [cse]: 1.697e-05 [auto_monad_reorder]: 3.383e-05 [get_jit_bprop_graph]: 2.00002e-06 [rewriter_after_jit_bprop_graph]: 0.0001392 [opt_after_jit_grad]: 0.000534 [symbol_engine_optimizer]: 9.671e-05, [1] [Cycle 1]: 8.922e-05, [6] [build]: 5.87001e-06 [elim_shapecalc]: 1.166e-05 [elim_not_effective]: 1.891e-05 [opt_reshape]: 8.85001e-06 [fold_const_symbol]: 1.304e-05 [renormalize]: 5.3001e-07 [validate]: 7.471e-05 Sums bootstrap : 0.001266s : 0.27% type_inference : 0.454533s : 98.60% event_method : 0.000013s : 0.00% auto_monad : 0.000151s : 0.03% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000015s : 0.00% py_interpret_to_execute : 0.000027s : 0.01% rewriter_before_opt_a : 0.000055s : 0.01% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000068s : 0.01% jit_opt_a.loop_unroll : 0.000031s : 0.01% jit_opt_a.a_1 : 0.000633s : 0.14% jit_opt_a.with_stream_mark : 0.000037s : 0.01% jit_opt_a.recompute_prepare : 0.000018s : 0.00% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.00% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000017s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000022s : 0.00% jit_opt_a.accelerated_algorithm : 0.000017s : 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 : 0.000040s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000026s : 0.01% jit_opt_a.meta_fg_expand : 0.000006s : 0.00% jit_opt_a.replace_old_param : 0.000022s : 0.00% jit_opt_a.inline_without_move : 0.000014s : 0.00% jit_opt_a.renormalize : 0.000726s : 0.16% 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 : 0.000035s : 0.01% jit_opt_a.cse : 0.000072s : 0.02% jit_opt_a.replace_applicator : 0.000030s : 0.01% py_interpret_to_execute_after_opt_a : 0.000014s : 0.00% rewriter_after_opt_a : 0.000580s : 0.13% convert_after_rewriter : 0.000013s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000741s : 0.16% jit_opt_b.frontend_op_eliminate : 0.000025s : 0.01% jit_opt_b.inline_after_opt_a : 0.000025s : 0.01% cconv : 0.000025s : 0.01% loop_unroll : 0.000479s : 0.10% jit_opt_after_cconv.c_1 : 0.000050s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.00% 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 : 0.000038s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000008s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.00% jit_opt_after_cconv.renormalize : 0.000000s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000008s : 0.00% remove_dup_value : 0.000019s : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000019s : 0.00% add_recomputation : 0.000076s : 0.02% cse_after_recomputation.cse : 0.000017s : 0.00% auto_monad_reorder : 0.000034s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000139s : 0.03% opt_after_jit_grad : 0.000534s : 0.12% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000019s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000075s : 0.02% Time group info: ------[substitution.] 0.000214 44 3.92% : 0.000008s : 2: substitution.depend_value_elim 1.27% : 0.000003s : 4: substitution.elim_not_effective 0.98% : 0.000002s : 4: substitution.fold_const_symbol 3.28% : 0.000007s : 5: substitution.graph_param_transform 72.45% : 0.000155s : 3: substitution.inline 2.36% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.32% : 0.000007s : 8: substitution.remove_not_recompute_node 2.23% : 0.000005s : 2: substitution.replace_old_param 5.25% : 0.000011s : 3: substitution.updatestate_pure_node_eliminater 4.94% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.454460 2 58.85% : 0.267440s : 1: type_inference.infer 41.15% : 0.187020s : 1: type_inference.specialize ------[replace.] 0.000035 3 100.00% : 0.000035s : 3: replace.inline ------[match.] 0.000153 3 100.00% : 0.000153s : 3: match.inline ------[predicate.] 0.000153 825 1.22% : 0.000002s : 12: predicate.accumulaten_eliminater 1.23% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.22% : 0.000002s : 12: predicate.addn_check_dump 1.15% : 0.000002s : 12: predicate.addn_zero_filter 1.69% : 0.000003s : 12: predicate.arithmetic_simplify 1.29% : 0.000002s : 12: predicate.cast_eliminate 0.67% : 0.000001s : 5: predicate.check_bprop_eliminate 1.25% : 0.000002s : 12: predicate.compare_switch_simplify 1.44% : 0.000002s : 12: predicate.depend_value_elim 1.03% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.17% : 0.000002s : 12: predicate.dict_get_item_eliminator 1.28% : 0.000002s : 12: predicate.dict_set_item_eliminator 1.30% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.51% : 0.000001s : 5: predicate.elim_not_effective 1.11% : 0.000002s : 5: predicate.elim_shapecalc_of_broadcastargs 1.25% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.20% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.06% : 0.000002s : 12: predicate.environ_get_depend_swap 1.32% : 0.000002s : 12: predicate.environ_get_eliminate 1.10% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.28% : 0.000000s : 5: predicate.fold_const_symbol 1.27% : 0.000002s : 10: predicate.get_grad_eliminate 0.44% : 0.000001s : 5: predicate.graph_param_transform 5.15% : 0.000008s : 25: predicate.inline 1.23% : 0.000002s : 10: predicate.inline_without_move 0.52% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.69% : 0.000003s : 10: predicate.less_batch_normalization 1.20% : 0.000002s : 12: predicate.list_to_tuple_eliminator_ 1.86% : 0.000003s : 17: predicate.load_eliminater 1.74% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.57% : 0.000004s : 25: predicate.loop_unroll_before_grad 2.13% : 0.000003s : 17: predicate.make_slice_get_slice_eliminator 1.14% : 0.000002s : 12: predicate.merge_addn 1.15% : 0.000002s : 12: predicate.minmaximum_grad 2.25% : 0.000003s : 5: predicate.mutable_eliminate 0.72% : 0.000001s : 5: predicate.opt_reshape 2.25% : 0.000003s : 17: predicate.partial_eliminate 1.14% : 0.000002s : 12: predicate.print_const_string_wrapper 1.62% : 0.000002s : 12: predicate.reduce_eliminate 1.49% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.86% : 0.000001s : 10: predicate.remove_not_recompute_node 1.90% : 0.000003s : 22: predicate.replace_applicator 0.81% : 0.000001s : 10: predicate.replace_old_param 0.35% : 0.000001s : 5: predicate.reset_defer_inline 1.25% : 0.000002s : 12: predicate.reshape_eliminate 1.33% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 1.07% : 0.000002s : 5: predicate.row_tensor_eliminate 1.31% : 0.000002s : 12: predicate.same_eliminate 0.66% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.27% : 0.000002s : 10: predicate.special_op_eliminate 1.33% : 0.000002s : 10: predicate.specialize_transform 1.40% : 0.000002s : 12: predicate.split_environ_get_set_with_tuple_value 1.07% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.78% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.80% : 0.000003s : 15: predicate.switch_defer_inline 1.68% : 0.000003s : 15: predicate.switch_layer_defer_inline 6.30% : 0.000010s : 45: predicate.switch_simplify 1.12% : 0.000002s : 12: predicate.tile_eliminate 1.24% : 0.000002s : 12: predicate.transpose_eliminate 1.52% : 0.000002s : 12: predicate.tuple_list_convert_item_index_to_positive 1.29% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.55% : 0.000005s : 22: predicate.tuple_list_get_item_eliminator 1.70% : 0.000003s : 12: predicate.tuple_list_set_item_eliminator 1.10% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.75% : 0.000003s : 17: predicate.updatestate_pure_node_eliminater 3.26% : 0.000005s : 27: predicate.updatestate_useless_node_eliminater 1.46% : 0.000002s : 12: predicate.value_based_eliminate 0.55% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.94% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000326 6 5.65% : 0.000018s : 1: func_graph_cloner_run.FuncGraphClonerGraph 94.35% : 0.000308s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.473134 72 0.02% : 0.000079s : 1: add_recomputation 0.03% : 0.000155s : 1: auto_monad 0.01% : 0.000037s : 1: auto_monad_reorder 0.27% : 0.001297s : 1: bootstrap 0.01% : 0.000028s : 1: cconv 0.00% : 0.000017s : 1: convert_after_rewriter 0.01% : 0.000032s : 1: cse_after_recomputation 0.00% : 0.000022s : 1: environ_conv 0.00% : 0.000017s : 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 2.52% : 0.011942s : 1: jit_opt_a 0.05% : 0.000221s : 1: jit_opt_after_cconv 0.02% : 0.000074s : 1: jit_opt_b 0.10% : 0.000488s : 1: loop_unroll 0.16% : 0.000752s : 1: mutable_eliminate 0.19% : 0.000912s : 26: opt.transform.jit_opt_a 0.02% : 0.000086s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000043s : 4: opt.transform.jit_opt_b 0.00% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000022s : 1: opt.transform.mutable_eliminate 0.01% : 0.000032s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000049s : 4: opt.transform.symbol_engine_opt 0.11% : 0.000544s : 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% : 0.000017s : 1: pre_auto_parallel 0.01% : 0.000029s : 1: py_interpret_to_execute 0.00% : 0.000017s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000022s : 1: remove_dup_value 0.08% : 0.000401s : 1: renormalize.infer 0.07% : 0.000316s : 1: renormalize.specialize 0.03% : 0.000143s : 1: rewriter_after_jit_bprop_graph 0.12% : 0.000586s : 1: rewriter_after_opt_a 0.01% : 0.000058s : 1: rewriter_before_opt_a 0.02% : 0.000100s : 1: symbol_engine_optimizer 96.07% : 0.454550s : 1: type_inference TotalTime = 0.962147, [30] [bootstrap]: 0.0004918 [type_inference]: 0.477543 [event_method]: 0.00012064 [auto_monad]: 0.00026919 [graph_reusing]: 1.067e-05 [pre_auto_parallel]: 3.95e-06 [py_interpret_to_execute]: 5.096e-05 [rewriter_before_opt_a]: 0.00015041 [expand_dump_flag]: 4.57998e-06 [jit_opt_a]: 0.478535, [3] [Cycle 1]: 0.438293, [27] [switch_simplify]: 0.00022332 [loop_unroll]: 6.119e-05 [a_1]: 0.00137566 [with_stream_mark]: 4.229e-05 [recompute_prepare]: 2.721e-05 [updatestate_depend_eliminate]: 1.401e-05 [updatestate_assign_eliminate]: 1.124e-05 [updatestate_loads_eliminate]: 9.67999e-06 [parameter_eliminate]: 3.14999e-06 [specialize_transform]: 1.94e-05 [updatestate_useless_node_eliminater]: 2.309e-05 [accelerated_algorithm]: 1.876e-05 [meta_shard_fg_expand]: 5.50001e-06 [get_grad_eliminate_]: 1.729e-05 [merge_forward]: 1.131e-05 [cell_reuse_recompute_pass]: 1.50999e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.809e-05 [j_node_and_user_rematch]: 3.233e-05 [meta_fg_expand]: 0.392118 [replace_old_param]: 0.00012813 [inline_without_move]: 0.00011888 [renormalize]: 0.0430229 [add_forward_monad_depend]: 2.844e-05 [auto_monad_grad]: 1.139e-05 [auto_monad_eliminator]: 8.724e-05 [cse]: 0.00031377 [replace_applicator]: 0.00020202 [Cycle 2]: 0.00325955, [27] [switch_simplify]: 6.073e-05 [loop_unroll]: 5.662e-05 [a_1]: 0.00103323 [with_stream_mark]: 2.6e-05 [recompute_prepare]: 1.478e-05 [updatestate_depend_eliminate]: 3.008e-05 [updatestate_assign_eliminate]: 5.77999e-06 [updatestate_loads_eliminate]: 4.66002e-06 [parameter_eliminate]: 2.68e-06 [specialize_transform]: 1.031e-05 [updatestate_useless_node_eliminater]: 1.256e-05 [accelerated_algorithm]: 8.71002e-06 [meta_shard_fg_expand]: 2.94001e-06 [get_grad_eliminate_]: 8.14002e-06 [merge_forward]: 6.41e-06 [cell_reuse_recompute_pass]: 1.54e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.978e-05 [j_node_and_user_rematch]: 1.279e-05 [meta_fg_expand]: 0.00011829 [replace_old_param]: 1.612e-05 [inline_without_move]: 8.82e-06 [renormalize]: 0.00149336 [add_forward_monad_depend]: 8.25999e-06 [auto_monad_grad]: 2.50997e-06 [auto_monad_eliminator]: 2.562e-05 [cse]: 4.17e-05 [replace_applicator]: 2.316e-05 [Cycle 3]: 0.00049994, [27] [switch_simplify]: 9.31e-06 [loop_unroll]: 8.74e-06 [a_1]: 0.00018266 [with_stream_mark]: 1.697e-05 [recompute_prepare]: 8.25999e-06 [updatestate_depend_eliminate]: 5.69e-06 [updatestate_assign_eliminate]: 5.15999e-06 [updatestate_loads_eliminate]: 4.30999e-06 [parameter_eliminate]: 1.10999e-06 [specialize_transform]: 7.78001e-06 [updatestate_useless_node_eliminater]: 1.043e-05 [accelerated_algorithm]: 8.1e-06 [meta_shard_fg_expand]: 2.26003e-06 [get_grad_eliminate_]: 7.14001e-06 [merge_forward]: 5.04998e-06 [cell_reuse_recompute_pass]: 2.43e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.825e-05 [j_node_and_user_rematch]: 1.257e-05 [meta_fg_expand]: 3.26001e-06 [replace_old_param]: 1.068e-05 [inline_without_move]: 7.22002e-06 [renormalize]: 8.9989e-08 [add_forward_monad_depend]: 1.20001e-06 [auto_monad_grad]: 9.70002e-07 [auto_monad_eliminator]: 1.02e-05 [cse]: 2.148e-05 [replace_applicator]: 8.47e-06 [py_interpret_to_execute_after_opt_a]: 1.868e-05 [rewriter_after_opt_a]: 0.00024778 [convert_after_rewriter]: 1.147e-05 [order_py_execute_after_rewriter]: 6.29001e-06 [mutable_eliminate]: 0.00074138 [jit_opt_b]: 6.944e-05, [1] [Cycle 1]: 6.086e-05, [2] [frontend_op_eliminate]: 2.435e-05 [inline_after_opt_a]: 2.402e-05 [cconv]: 3.265e-05 [loop_unroll]: 0.00047676 [jit_opt_after_cconv]: 0.00190942, [1] [Cycle 1]: 0.00189896, [11] [c_1]: 5.063e-05 [parameter_eliminate]: 3.95998e-06 [updatestate_depend_eliminate]: 9.37001e-06 [updatestate_assign_eliminate]: 5.65001e-06 [updatestate_loads_eliminate]: 4.3e-06 [cse]: 3.576e-05 [call_graph_tuple_transform]: 2.312e-05 [tuple_list_get_item_eliminator]: 8.43999e-06 [none_parameter_eliminate]: 1.64e-06 [renormalize]: 5.8001e-07 [switch_simplify]: 3.94e-05 [remove_dup_value]: 3.803e-05 [partial_unused_args_eliminate]: 5.76e-06 [environ_conv]: 1.336e-05 [add_recomputation]: 9.081e-05 [cse_after_recomputation]: 5.786e-05, [1] [Cycle 1]: 4.65e-05, [1] [cse]: 3.711e-05 [auto_monad_reorder]: 3.036e-05 [get_jit_bprop_graph]: 2.89001e-06 [rewriter_after_jit_bprop_graph]: 1.035e-05 [opt_after_jit_grad]: 0.00078476 [symbol_engine_optimizer]: 0.00010834, [1] [Cycle 1]: 0.00010009, [6] [build]: 6.06998e-06 [elim_shapecalc]: 1.142e-05 [elim_not_effective]: 2.55e-05 [opt_reshape]: 9.41998e-06 [fold_const_symbol]: 1.371e-05 [renormalize]: 1.08001e-06 [validate]: 6.682e-05 Sums bootstrap : 0.000492s : 0.05% type_inference : 0.477543s : 51.74% event_method : 0.000121s : 0.01% auto_monad : 0.000269s : 0.03% graph_reusing : 0.000011s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000051s : 0.01% rewriter_before_opt_a : 0.000150s : 0.02% expand_dump_flag : 0.000005s : 0.00% jit_opt_a.switch_simplify : 0.000293s : 0.03% jit_opt_a.loop_unroll : 0.000127s : 0.01% jit_opt_a.a_1 : 0.002592s : 0.28% jit_opt_a.with_stream_mark : 0.000085s : 0.01% jit_opt_a.recompute_prepare : 0.000050s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000050s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000022s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000019s : 0.00% jit_opt_a.parameter_eliminate : 0.000007s : 0.00% jit_opt_a.specialize_transform : 0.000037s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000046s : 0.00% jit_opt_a.accelerated_algorithm : 0.000036s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000011s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000033s : 0.00% jit_opt_a.merge_forward : 0.000023s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000076s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000058s : 0.01% jit_opt_a.meta_fg_expand : 0.392239s : 42.50% jit_opt_a.replace_old_param : 0.000155s : 0.02% jit_opt_a.inline_without_move : 0.000135s : 0.01% jit_opt_a.renormalize : 0.044516s : 4.82% jit_opt_a.add_forward_monad_depend : 0.000038s : 0.00% jit_opt_a.auto_monad_grad : 0.000015s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000123s : 0.01% jit_opt_a.cse : 0.000377s : 0.04% jit_opt_a.replace_applicator : 0.000234s : 0.03% py_interpret_to_execute_after_opt_a : 0.000019s : 0.00% rewriter_after_opt_a : 0.000248s : 0.03% convert_after_rewriter : 0.000011s : 0.00% order_py_execute_after_rewriter : 0.000006s : 0.00% mutable_eliminate : 0.000741s : 0.08% jit_opt_b.frontend_op_eliminate : 0.000024s : 0.00% jit_opt_b.inline_after_opt_a : 0.000024s : 0.00% cconv : 0.000033s : 0.00% loop_unroll : 0.000477s : 0.05% jit_opt_after_cconv.c_1 : 0.000051s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000009s : 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 : 0.000036s : 0.00% jit_opt_after_cconv.call_graph_tuple_transform : 0.000023s : 0.00% 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 : 0.000039s : 0.00% remove_dup_value : 0.000038s : 0.00% partial_unused_args_eliminate : 0.000006s : 0.00% environ_conv : 0.000013s : 0.00% add_recomputation : 0.000091s : 0.01% cse_after_recomputation.cse : 0.000037s : 0.00% auto_monad_reorder : 0.000030s : 0.00% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.00% opt_after_jit_grad : 0.000785s : 0.09% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000026s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000067s : 0.01% Time group info: ------[substitution.] 0.001654 170 1.39% : 0.000023s : 8: substitution.depend_value_elim 0.21% : 0.000003s : 4: substitution.elim_not_effective 0.13% : 0.000002s : 4: substitution.fold_const_symbol 50.54% : 0.000836s : 4: substitution.getattr_setattr_resolve 0.42% : 0.000007s : 5: substitution.graph_param_transform 30.14% : 0.000499s : 16: substitution.inline 2.18% : 0.000036s : 4: substitution.inline_without_move 0.70% : 0.000012s : 20: substitution.j_node_and_user_rematch 0.59% : 0.000010s : 5: substitution.minmaximum_grad 0.49% : 0.000008s : 9: substitution.partial_eliminate 0.90% : 0.000015s : 20: substitution.remove_not_recompute_node 2.97% : 0.000049s : 12: substitution.replace_applicator 0.97% : 0.000016s : 16: substitution.replace_old_param 0.15% : 0.000002s : 1: substitution.set_cell_output_no_recompute 0.91% : 0.000015s : 3: substitution.switch_simplify 1.26% : 0.000021s : 5: substitution.tuple_list_convert_item_index_to_positive 0.87% : 0.000014s : 5: substitution.tuple_list_get_item_depend_reorder 1.99% : 0.000033s : 8: substitution.tuple_list_get_item_eliminator 1.13% : 0.000019s : 8: substitution.updatestate_pure_node_eliminater 2.08% : 0.000034s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.477431 2 99.47% : 0.474905s : 1: type_inference.infer 0.53% : 0.002526s : 1: type_inference.specialize ------[replace.] 0.000426 27 16.10% : 0.000069s : 3: replace.getattr_setattr_resolve 30.33% : 0.000129s : 16: replace.inline 12.46% : 0.000053s : 1: replace.replace_applicator 17.26% : 0.000074s : 3: replace.switch_simplify 17.96% : 0.000077s : 3: replace.tuple_list_get_item_eliminator 5.89% : 0.000025s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001307 27 58.95% : 0.000771s : 3: match.getattr_setattr_resolve 37.45% : 0.000490s : 16: match.inline 1.07% : 0.000014s : 1: match.replace_applicator 1.01% : 0.000013s : 3: match.switch_simplify 0.56% : 0.000007s : 3: match.tuple_list_get_item_eliminator 0.96% : 0.000013s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000500 3164 1.46% : 0.000007s : 50: predicate.accumulaten_eliminater 0.53% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 1.30% : 0.000006s : 50: predicate.addn_check_dump 1.41% : 0.000007s : 50: predicate.addn_zero_filter 1.90% : 0.000010s : 50: predicate.arithmetic_simplify 1.65% : 0.000008s : 50: predicate.cast_eliminate 0.22% : 0.000001s : 5: predicate.check_bprop_eliminate 1.36% : 0.000007s : 50: predicate.compare_switch_simplify 1.67% : 0.000008s : 50: predicate.depend_value_elim 1.27% : 0.000006s : 50: predicate.dict_get_item_const_eliminator 1.36% : 0.000007s : 50: predicate.dict_get_item_eliminator 1.43% : 0.000007s : 50: predicate.dict_set_item_eliminator 0.33% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.18% : 0.000001s : 5: predicate.elim_not_effective 0.24% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.37% : 0.000007s : 50: predicate.environ_add_const_eliminate 1.31% : 0.000007s : 50: predicate.environ_get_add_eliminate 1.37% : 0.000007s : 50: predicate.environ_get_depend_swap 1.54% : 0.000008s : 50: predicate.environ_get_eliminate 1.41% : 0.000007s : 50: predicate.environ_get_set_eliminate 0.09% : 0.000000s : 5: predicate.fold_const_symbol 0.88% : 0.000004s : 26: predicate.get_grad_eliminate 1.35% : 0.000007s : 20: predicate.getattr_setattr_resolve 0.13% : 0.000001s : 5: predicate.graph_param_transform 3.92% : 0.000020s : 80: predicate.inline 3.06% : 0.000015s : 87: predicate.inline_without_move 0.39% : 0.000002s : 26: predicate.j_node_and_user_rematch 1.11% : 0.000006s : 26: predicate.less_batch_normalization 1.58% : 0.000008s : 53: predicate.list_to_tuple_eliminator_ 1.68% : 0.000008s : 58: predicate.load_eliminater 0.50% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.90% : 0.000020s : 132: predicate.loop_unroll_before_grad 1.78% : 0.000009s : 55: predicate.make_slice_get_slice_eliminator 1.39% : 0.000007s : 50: predicate.merge_addn 1.40% : 0.000007s : 50: predicate.minmaximum_grad 0.49% : 0.000002s : 5: predicate.mutable_eliminate 0.21% : 0.000001s : 5: predicate.opt_reshape 2.02% : 0.000010s : 58: predicate.partial_eliminate 1.35% : 0.000007s : 50: predicate.print_const_string_wrapper 1.82% : 0.000009s : 50: predicate.reduce_eliminate 1.62% : 0.000008s : 53: predicate.redundant_stop_gradient_eliminater 0.51% : 0.000003s : 26: predicate.remove_not_recompute_node 2.67% : 0.000013s : 126: predicate.replace_applicator 1.55% : 0.000008s : 87: predicate.replace_old_param 0.17% : 0.000001s : 5: predicate.reset_defer_inline 1.48% : 0.000007s : 50: predicate.reshape_eliminate 1.53% : 0.000008s : 50: predicate.row_tensor_add_zeros_like 0.27% : 0.000001s : 5: predicate.row_tensor_eliminate 1.46% : 0.000007s : 50: predicate.same_eliminate 0.51% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.38% : 0.000002s : 10: predicate.special_op_eliminate 1.00% : 0.000005s : 26: predicate.specialize_transform 1.71% : 0.000009s : 50: predicate.split_environ_get_set_with_tuple_value 1.37% : 0.000007s : 50: predicate.stack_unstack_eliminate 0.22% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.35% : 0.000012s : 70: predicate.switch_defer_inline 2.26% : 0.000011s : 70: predicate.switch_layer_defer_inline 7.51% : 0.000038s : 213: predicate.switch_simplify 1.49% : 0.000007s : 50: predicate.tile_eliminate 1.41% : 0.000007s : 50: predicate.transpose_eliminate 1.82% : 0.000009s : 50: predicate.tuple_list_convert_item_index_to_positive 1.56% : 0.000008s : 50: predicate.tuple_list_get_item_depend_reorder 2.67% : 0.000013s : 63: predicate.tuple_list_get_item_eliminator 1.70% : 0.000009s : 50: predicate.tuple_list_set_item_eliminator 1.68% : 0.000008s : 53: predicate.tuple_to_list_eliminator_ 1.67% : 0.000008s : 58: predicate.updatestate_pure_node_eliminater 2.86% : 0.000014s : 85: predicate.updatestate_useless_node_eliminater 1.80% : 0.000009s : 50: predicate.value_based_eliminate 0.18% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.25% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.200069 47 99.31% : 0.198697s : 20: func_graph_cloner_run.FuncGraphClonerGraph 0.69% : 0.001372s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.011561 89 0.01% : 0.000095s : 1: add_recomputation 0.03% : 0.000278s : 1: auto_monad 0.00% : 0.000033s : 1: auto_monad_reorder 0.05% : 0.000520s : 1: bootstrap 0.00% : 0.000035s : 1: cconv 0.00% : 0.000014s : 1: convert_after_rewriter 0.01% : 0.000060s : 1: cse_after_recomputation 0.00% : 0.000016s : 1: environ_conv 0.01% : 0.000129s : 1: event_method 0.00% : 0.000007s : 1: expand_dump_flag 0.00% : 0.000006s : 1: get_jit_bprop_graph 0.00% : 0.000014s : 1: graph_reusing 47.31% : 0.478539s : 1: jit_opt_a 0.19% : 0.001915s : 1: jit_opt_after_cconv 0.01% : 0.000072s : 1: jit_opt_b 0.05% : 0.000486s : 1: loop_unroll 0.07% : 0.000751s : 1: mutable_eliminate 0.38% : 0.003813s : 39: opt.transform.jit_opt_a 0.01% : 0.000110s : 4: opt.transform.jit_opt_after_cconv 0.00% : 0.000042s : 4: opt.transform.jit_opt_b 0.00% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000019s : 1: opt.transform.mutable_eliminate 0.00% : 0.000036s : 1: opt.transform.opt_after_jit_grad 0.10% : 0.000971s : 2: opt.transform.opt_resolve 0.01% : 0.000056s : 4: opt.transform.symbol_engine_opt 0.08% : 0.000797s : 1: opt_after_jit_grad 0.00% : 0.000009s : 1: order_py_execute_after_rewriter 0.00% : 0.000008s : 1: partial_unused_args_eliminate 0.00% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000055s : 1: py_interpret_to_execute 0.00% : 0.000021s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000043s : 1: remove_dup_value 4.06% : 0.041105s : 2: renormalize.infer 0.33% : 0.003385s : 2: renormalize.specialize 0.00% : 0.000013s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000253s : 1: rewriter_after_opt_a 0.02% : 0.000154s : 1: rewriter_before_opt_a 0.01% : 0.000112s : 1: symbol_engine_optimizer 47.21% : 0.477565s : 1: type_inference TotalTime = 0.0198751, [30] [bootstrap]: 0.00032476 [type_inference]: 0.00944866 [event_method]: 1.571e-05 [auto_monad]: 0.00015386 [graph_reusing]: 6.39999e-06 [pre_auto_parallel]: 2.75002e-06 [py_interpret_to_execute]: 2.543e-05 [rewriter_before_opt_a]: 5.798e-05 [expand_dump_flag]: 3.45e-06 [jit_opt_a]: 0.00621504, [2] [Cycle 1]: 0.00204799, [27] [switch_simplify]: 5.443e-05 [loop_unroll]: 2.229e-05 [a_1]: 0.00054061 [with_stream_mark]: 2.971e-05 [recompute_prepare]: 1.227e-05 [updatestate_depend_eliminate]: 6.80002e-06 [updatestate_assign_eliminate]: 5.57999e-06 [updatestate_loads_eliminate]: 5.10999e-06 [parameter_eliminate]: 2.31e-06 [specialize_transform]: 9.39e-06 [updatestate_useless_node_eliminater]: 1.203e-05 [accelerated_algorithm]: 8.42e-06 [meta_shard_fg_expand]: 2.59999e-06 [get_grad_eliminate_]: 7.71999e-06 [merge_forward]: 6.23e-06 [cell_reuse_recompute_pass]: 1.13001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.11e-05 [j_node_and_user_rematch]: 1.416e-05 [meta_fg_expand]: 3.86999e-06 [replace_old_param]: 1.295e-05 [inline_without_move]: 7.63001e-06 [renormalize]: 0.00094328 [add_forward_monad_depend]: 6.79001e-06 [auto_monad_grad]: 2.71999e-06 [auto_monad_eliminator]: 2.554e-05 [cse]: 3.96e-05 [replace_applicator]: 2.168e-05 [Cycle 2]: 0.00052432, [27] [switch_simplify]: 9.20999e-06 [loop_unroll]: 7.68999e-06 [a_1]: 0.00017198 [with_stream_mark]: 1.765e-05 [recompute_prepare]: 8.82e-06 [updatestate_depend_eliminate]: 6.00002e-06 [updatestate_assign_eliminate]: 5.40999e-06 [updatestate_loads_eliminate]: 4.25e-06 [parameter_eliminate]: 1.54e-06 [specialize_transform]: 8.23001e-06 [updatestate_useless_node_eliminater]: 1.077e-05 [accelerated_algorithm]: 8.27e-06 [meta_shard_fg_expand]: 2.72001e-06 [get_grad_eliminate_]: 8.32998e-06 [merge_forward]: 5.40001e-06 [cell_reuse_recompute_pass]: 2.59999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.022e-05 [j_node_and_user_rematch]: 1.335e-05 [meta_fg_expand]: 3.3e-06 [replace_old_param]: 1.172e-05 [inline_without_move]: 7.78999e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 1.81998e-06 [auto_monad_grad]: 1.94e-06 [auto_monad_eliminator]: 1.369e-05 [cse]: 2.085e-05 [replace_applicator]: 8.18001e-06 [py_interpret_to_execute_after_opt_a]: 1.944e-05 [rewriter_after_opt_a]: 0.00061777 [convert_after_rewriter]: 2.031e-05 [order_py_execute_after_rewriter]: 7.82e-06 [mutable_eliminate]: 0.00080149 [jit_opt_b]: 0.0001078, [1] [Cycle 1]: 9.656e-05, [2] [frontend_op_eliminate]: 2.597e-05 [inline_after_opt_a]: 5.552e-05 [cconv]: 4.16e-05 [loop_unroll]: 0.00053118 [jit_opt_after_cconv]: 0.00024125, [1] [Cycle 1]: 0.00023306, [11] [c_1]: 5.658e-05 [parameter_eliminate]: 6.29001e-06 [updatestate_depend_eliminate]: 1.414e-05 [updatestate_assign_eliminate]: 5.62001e-06 [updatestate_loads_eliminate]: 4.88001e-06 [cse]: 4.393e-05 [call_graph_tuple_transform]: 2.508e-05 [tuple_list_get_item_eliminator]: 8.35001e-06 [none_parameter_eliminate]: 1.49e-06 [renormalize]: 9.80013e-07 [switch_simplify]: 8.45001e-06 [remove_dup_value]: 2.041e-05 [partial_unused_args_eliminate]: 2.68e-06 [environ_conv]: 9.52999e-06 [add_recomputation]: 7.827e-05 [cse_after_recomputation]: 3.384e-05, [1] [Cycle 1]: 2.641e-05, [1] [cse]: 1.813e-05 [auto_monad_reorder]: 3.142e-05 [get_jit_bprop_graph]: 2.29999e-06 [rewriter_after_jit_bprop_graph]: 8.24002e-06 [opt_after_jit_grad]: 0.00062927 [symbol_engine_optimizer]: 0.00010667, [1] [Cycle 1]: 9.778e-05, [6] [build]: 7.07002e-06 [elim_shapecalc]: 1.216e-05 [elim_not_effective]: 2.376e-05 [opt_reshape]: 8.85999e-06 [fold_const_symbol]: 1.452e-05 [renormalize]: 7.59988e-07 [validate]: 6.283e-05 Sums bootstrap : 0.000325s : 2.10% type_inference : 0.009449s : 61.06% event_method : 0.000016s : 0.10% auto_monad : 0.000154s : 0.99% graph_reusing : 0.000006s : 0.04% pre_auto_parallel : 0.000003s : 0.02% py_interpret_to_execute : 0.000025s : 0.16% rewriter_before_opt_a : 0.000058s : 0.37% expand_dump_flag : 0.000003s : 0.02% jit_opt_a.switch_simplify : 0.000064s : 0.41% jit_opt_a.loop_unroll : 0.000030s : 0.19% jit_opt_a.a_1 : 0.000713s : 4.61% jit_opt_a.with_stream_mark : 0.000047s : 0.31% jit_opt_a.recompute_prepare : 0.000021s : 0.14% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.06% jit_opt_a.parameter_eliminate : 0.000004s : 0.02% jit_opt_a.specialize_transform : 0.000018s : 0.11% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.15% jit_opt_a.accelerated_algorithm : 0.000017s : 0.11% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.03% jit_opt_a.get_grad_eliminate_ : 0.000016s : 0.10% jit_opt_a.merge_forward : 0.000012s : 0.08% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.02% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000041s : 0.27% jit_opt_a.j_node_and_user_rematch : 0.000028s : 0.18% jit_opt_a.meta_fg_expand : 0.000007s : 0.05% jit_opt_a.replace_old_param : 0.000025s : 0.16% jit_opt_a.inline_without_move : 0.000015s : 0.10% jit_opt_a.renormalize : 0.000943s : 6.10% jit_opt_a.add_forward_monad_depend : 0.000009s : 0.06% jit_opt_a.auto_monad_grad : 0.000005s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000039s : 0.25% jit_opt_a.cse : 0.000060s : 0.39% jit_opt_a.replace_applicator : 0.000030s : 0.19% py_interpret_to_execute_after_opt_a : 0.000019s : 0.13% rewriter_after_opt_a : 0.000618s : 3.99% convert_after_rewriter : 0.000020s : 0.13% order_py_execute_after_rewriter : 0.000008s : 0.05% mutable_eliminate : 0.000801s : 5.18% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.17% jit_opt_b.inline_after_opt_a : 0.000056s : 0.36% cconv : 0.000042s : 0.27% loop_unroll : 0.000531s : 3.43% jit_opt_after_cconv.c_1 : 0.000057s : 0.37% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.04% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.09% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.03% jit_opt_after_cconv.cse : 0.000044s : 0.28% jit_opt_after_cconv.call_graph_tuple_transform : 0.000025s : 0.16% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000008s : 0.05% 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 : 0.05% remove_dup_value : 0.000020s : 0.13% partial_unused_args_eliminate : 0.000003s : 0.02% environ_conv : 0.000010s : 0.06% add_recomputation : 0.000078s : 0.51% cse_after_recomputation.cse : 0.000018s : 0.12% auto_monad_reorder : 0.000031s : 0.20% get_jit_bprop_graph : 0.000002s : 0.01% rewriter_after_jit_bprop_graph : 0.000008s : 0.05% opt_after_jit_grad : 0.000629s : 4.07% symbol_engine_optimizer.build : 0.000007s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.08% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.15% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.06% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.09% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000063s : 0.41% Time group info: ------[substitution.] 0.000242 44 4.17% : 0.000010s : 2: substitution.depend_value_elim 1.38% : 0.000003s : 4: substitution.elim_not_effective 0.85% : 0.000002s : 4: substitution.fold_const_symbol 2.94% : 0.000007s : 5: substitution.graph_param_transform 71.57% : 0.000173s : 3: substitution.inline 2.14% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.41% : 0.000008s : 8: substitution.remove_not_recompute_node 2.54% : 0.000006s : 2: substitution.replace_old_param 6.31% : 0.000015s : 3: substitution.updatestate_pure_node_eliminater 4.67% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.009388 2 94.12% : 0.008836s : 1: type_inference.infer 5.88% : 0.000552s : 1: type_inference.specialize ------[replace.] 0.000037 3 100.00% : 0.000037s : 3: replace.inline ------[match.] 0.000171 3 100.00% : 0.000171s : 3: match.inline ------[predicate.] 0.000153 825 1.19% : 0.000002s : 12: predicate.accumulaten_eliminater 1.77% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 0.98% : 0.000002s : 12: predicate.addn_check_dump 1.14% : 0.000002s : 12: predicate.addn_zero_filter 1.91% : 0.000003s : 12: predicate.arithmetic_simplify 1.25% : 0.000002s : 12: predicate.cast_eliminate 0.48% : 0.000001s : 5: predicate.check_bprop_eliminate 1.14% : 0.000002s : 12: predicate.compare_switch_simplify 1.53% : 0.000002s : 12: predicate.depend_value_elim 1.25% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.10% : 0.000002s : 12: predicate.dict_get_item_eliminator 1.16% : 0.000002s : 12: predicate.dict_set_item_eliminator 1.53% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.54% : 0.000001s : 5: predicate.elim_not_effective 0.92% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.17% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.04% : 0.000002s : 12: predicate.environ_get_add_eliminate 0.99% : 0.000002s : 12: predicate.environ_get_depend_swap 1.14% : 0.000002s : 12: predicate.environ_get_eliminate 1.04% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.43% : 0.000001s : 5: predicate.fold_const_symbol 1.32% : 0.000002s : 10: predicate.get_grad_eliminate 0.42% : 0.000001s : 5: predicate.graph_param_transform 5.79% : 0.000009s : 25: predicate.inline 1.28% : 0.000002s : 10: predicate.inline_without_move 0.50% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.29% : 0.000002s : 10: predicate.less_batch_normalization 1.27% : 0.000002s : 12: predicate.list_to_tuple_eliminator_ 1.79% : 0.000003s : 17: predicate.load_eliminater 2.04% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.86% : 0.000004s : 25: predicate.loop_unroll_before_grad 1.76% : 0.000003s : 17: predicate.make_slice_get_slice_eliminator 1.03% : 0.000002s : 12: predicate.merge_addn 1.10% : 0.000002s : 12: predicate.minmaximum_grad 2.87% : 0.000004s : 5: predicate.mutable_eliminate 0.59% : 0.000001s : 5: predicate.opt_reshape 2.48% : 0.000004s : 17: predicate.partial_eliminate 1.58% : 0.000002s : 12: predicate.print_const_string_wrapper 1.59% : 0.000002s : 12: predicate.reduce_eliminate 1.20% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 1.00% : 0.000002s : 10: predicate.remove_not_recompute_node 1.57% : 0.000002s : 22: predicate.replace_applicator 0.84% : 0.000001s : 10: predicate.replace_old_param 0.55% : 0.000001s : 5: predicate.reset_defer_inline 1.14% : 0.000002s : 12: predicate.reshape_eliminate 1.17% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 1.02% : 0.000002s : 5: predicate.row_tensor_eliminate 1.16% : 0.000002s : 12: predicate.same_eliminate 0.64% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.36% : 0.000002s : 10: predicate.special_op_eliminate 1.50% : 0.000002s : 10: predicate.specialize_transform 1.23% : 0.000002s : 12: predicate.split_environ_get_set_with_tuple_value 1.12% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.52% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.58% : 0.000002s : 15: predicate.switch_defer_inline 1.43% : 0.000002s : 15: predicate.switch_layer_defer_inline 6.24% : 0.000010s : 45: predicate.switch_simplify 1.12% : 0.000002s : 12: predicate.tile_eliminate 1.40% : 0.000002s : 12: predicate.transpose_eliminate 1.57% : 0.000002s : 12: predicate.tuple_list_convert_item_index_to_positive 1.32% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.37% : 0.000005s : 22: predicate.tuple_list_get_item_eliminator 1.53% : 0.000002s : 12: predicate.tuple_list_set_item_eliminator 1.26% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.61% : 0.000002s : 17: predicate.updatestate_pure_node_eliminater 3.18% : 0.000005s : 27: predicate.updatestate_useless_node_eliminater 1.77% : 0.000003s : 12: predicate.value_based_eliminate 0.60% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.77% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000307 6 8.22% : 0.000025s : 1: func_graph_cloner_run.FuncGraphClonerGraph 91.78% : 0.000282s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.021960 72 0.38% : 0.000083s : 1: add_recomputation 0.73% : 0.000159s : 1: auto_monad 0.16% : 0.000034s : 1: auto_monad_reorder 1.62% : 0.000356s : 1: bootstrap 0.20% : 0.000045s : 1: cconv 0.11% : 0.000025s : 1: convert_after_rewriter 0.16% : 0.000036s : 1: cse_after_recomputation 0.06% : 0.000012s : 1: environ_conv 0.09% : 0.000020s : 1: event_method 0.03% : 0.000006s : 1: expand_dump_flag 0.02% : 0.000005s : 1: get_jit_bprop_graph 0.04% : 0.000009s : 1: graph_reusing 28.32% : 0.006219s : 1: jit_opt_a 1.12% : 0.000246s : 1: jit_opt_after_cconv 0.51% : 0.000112s : 1: jit_opt_b 2.47% : 0.000543s : 1: loop_unroll 3.72% : 0.000817s : 1: mutable_eliminate 4.57% : 0.001003s : 26: opt.transform.jit_opt_a 0.43% : 0.000095s : 4: opt.transform.jit_opt_after_cconv 0.21% : 0.000045s : 4: opt.transform.jit_opt_b 0.09% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.14% : 0.000030s : 1: opt.transform.mutable_eliminate 0.18% : 0.000039s : 1: opt.transform.opt_after_jit_grad 0.25% : 0.000055s : 4: opt.transform.symbol_engine_opt 2.93% : 0.000643s : 1: opt_after_jit_grad 0.05% : 0.000010s : 1: order_py_execute_after_rewriter 0.02% : 0.000005s : 1: partial_unused_args_eliminate 0.02% : 0.000005s : 1: pre_auto_parallel 0.13% : 0.000028s : 1: py_interpret_to_execute 0.10% : 0.000022s : 1: py_interpret_to_execute_after_opt_a 0.11% : 0.000023s : 1: remove_dup_value 2.41% : 0.000528s : 1: renormalize.infer 1.84% : 0.000405s : 1: renormalize.specialize 0.05% : 0.000011s : 1: rewriter_after_jit_bprop_graph 2.86% : 0.000628s : 1: rewriter_after_opt_a 0.28% : 0.000061s : 1: rewriter_before_opt_a 0.50% : 0.000110s : 1: symbol_engine_optimizer 43.11% : 0.009467s : 1: type_inference TotalTime = 0.587479, [30] [bootstrap]: 0.00029265 [type_inference]: 0.283136 [event_method]: 0.00012523 [auto_monad]: 0.0002855 [graph_reusing]: 1.179e-05 [pre_auto_parallel]: 3.61001e-06 [py_interpret_to_execute]: 4.848e-05 [rewriter_before_opt_a]: 0.00015179 [expand_dump_flag]: 4.52e-06 [jit_opt_a]: 0.299638, [3] [Cycle 1]: 0.152193, [27] [switch_simplify]: 0.00022966 [loop_unroll]: 6.247e-05 [a_1]: 0.0014248 [with_stream_mark]: 4.297e-05 [recompute_prepare]: 3.056e-05 [updatestate_depend_eliminate]: 1.436e-05 [updatestate_assign_eliminate]: 1.008e-05 [updatestate_loads_eliminate]: 1.001e-05 [parameter_eliminate]: 3.13e-06 [specialize_transform]: 2.27e-05 [updatestate_useless_node_eliminater]: 2.584e-05 [accelerated_algorithm]: 1.939e-05 [meta_shard_fg_expand]: 6.39999e-06 [get_grad_eliminate_]: 1.837e-05 [merge_forward]: 1.369e-05 [cell_reuse_recompute_pass]: 1.55999e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.215e-05 [j_node_and_user_rematch]: 3.337e-05 [meta_fg_expand]: 0.134869 [replace_old_param]: 0.00012462 [inline_without_move]: 0.00011984 [renormalize]: 0.0140167 [add_forward_monad_depend]: 2.154e-05 [auto_monad_grad]: 1.111e-05 [auto_monad_eliminator]: 8.984e-05 [cse]: 0.00030375 [replace_applicator]: 0.0002098 [Cycle 2]: 0.143042, [27] [switch_simplify]: 5.962e-05 [loop_unroll]: 5.659e-05 [a_1]: 0.00105051 [with_stream_mark]: 2.754e-05 [recompute_prepare]: 1.477e-05 [updatestate_depend_eliminate]: 3.144e-05 [updatestate_assign_eliminate]: 6.29999e-06 [updatestate_loads_eliminate]: 5.22e-06 [parameter_eliminate]: 2.22999e-06 [specialize_transform]: 9.96e-06 [updatestate_useless_node_eliminater]: 1.257e-05 [accelerated_algorithm]: 8.15999e-06 [meta_shard_fg_expand]: 3.06999e-06 [get_grad_eliminate_]: 8.63001e-06 [merge_forward]: 5.52999e-06 [cell_reuse_recompute_pass]: 1.30999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.98e-05 [j_node_and_user_rematch]: 1.351e-05 [meta_fg_expand]: 0.00011673 [replace_old_param]: 1.67e-05 [inline_without_move]: 7.92003e-06 [renormalize]: 0.141189 [add_forward_monad_depend]: 1.288e-05 [auto_monad_grad]: 2.84001e-06 [auto_monad_eliminator]: 3.506e-05 [cse]: 5.127e-05 [replace_applicator]: 3.17e-05 [Cycle 3]: 0.00057109, [27] [switch_simplify]: 1.029e-05 [loop_unroll]: 8.29998e-06 [a_1]: 0.00019541 [with_stream_mark]: 2.483e-05 [recompute_prepare]: 9.85002e-06 [updatestate_depend_eliminate]: 7.3e-06 [updatestate_assign_eliminate]: 5.22999e-06 [updatestate_loads_eliminate]: 5.04e-06 [parameter_eliminate]: 1.97001e-06 [specialize_transform]: 8.98002e-06 [updatestate_useless_node_eliminater]: 1.162e-05 [accelerated_algorithm]: 9.54e-06 [meta_shard_fg_expand]: 2.88e-06 [get_grad_eliminate_]: 8e-06 [merge_forward]: 5.96e-06 [cell_reuse_recompute_pass]: 3.41001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.281e-05 [j_node_and_user_rematch]: 1.454e-05 [meta_fg_expand]: 3.92002e-06 [replace_old_param]: 1.327e-05 [inline_without_move]: 7.40998e-06 [renormalize]: 8.9989e-08 [add_forward_monad_depend]: 2.71e-06 [auto_monad_grad]: 1.68002e-06 [auto_monad_eliminator]: 1.664e-05 [cse]: 2.454e-05 [replace_applicator]: 9.44e-06 [py_interpret_to_execute_after_opt_a]: 2.366e-05 [rewriter_after_opt_a]: 0.0002928 [convert_after_rewriter]: 1.534e-05 [order_py_execute_after_rewriter]: 6.93e-06 [mutable_eliminate]: 0.00083618 [jit_opt_b]: 7.902e-05, [1] [Cycle 1]: 6.813e-05, [2] [frontend_op_eliminate]: 2.721e-05 [inline_after_opt_a]: 2.707e-05 [cconv]: 4.071e-05 [loop_unroll]: 0.00052772 [jit_opt_after_cconv]: 0.00027689, [1] [Cycle 1]: 0.00026737, [11] [c_1]: 5.869e-05 [parameter_eliminate]: 6.46e-06 [updatestate_depend_eliminate]: 1.445e-05 [updatestate_assign_eliminate]: 6.73e-06 [updatestate_loads_eliminate]: 4.85999e-06 [cse]: 4.722e-05 [call_graph_tuple_transform]: 2.625e-05 [tuple_list_get_item_eliminator]: 2.822e-05 [none_parameter_eliminate]: 2.12999e-06 [renormalize]: 1.00001e-06 [switch_simplify]: 9.83998e-06 [remove_dup_value]: 2.528e-05 [partial_unused_args_eliminate]: 2.26998e-06 [environ_conv]: 9.44e-06 [add_recomputation]: 0.0004071 [cse_after_recomputation]: 5.791e-05, [1] [Cycle 1]: 4.574e-05, [1] [cse]: 3.17e-05 [auto_monad_reorder]: 3.332e-05 [get_jit_bprop_graph]: 2.19001e-06 [rewriter_after_jit_bprop_graph]: 1.081e-05 [opt_after_jit_grad]: 0.00067844 [symbol_engine_optimizer]: 0.00010862, [1] [Cycle 1]: 0.00010001, [6] [build]: 7.77e-06 [elim_shapecalc]: 1.238e-05 [elim_not_effective]: 2.387e-05 [opt_reshape]: 9.30001e-06 [fold_const_symbol]: 1.345e-05 [renormalize]: 6.60017e-07 [validate]: 5.988e-05 Sums bootstrap : 0.000293s : 0.05% type_inference : 0.283136s : 48.61% event_method : 0.000125s : 0.02% auto_monad : 0.000286s : 0.05% graph_reusing : 0.000012s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000048s : 0.01% rewriter_before_opt_a : 0.000152s : 0.03% expand_dump_flag : 0.000005s : 0.00% jit_opt_a.switch_simplify : 0.000300s : 0.05% jit_opt_a.loop_unroll : 0.000127s : 0.02% jit_opt_a.a_1 : 0.002671s : 0.46% jit_opt_a.with_stream_mark : 0.000095s : 0.02% jit_opt_a.recompute_prepare : 0.000055s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000053s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000022s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000020s : 0.00% jit_opt_a.parameter_eliminate : 0.000007s : 0.00% jit_opt_a.specialize_transform : 0.000042s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000050s : 0.01% jit_opt_a.accelerated_algorithm : 0.000037s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000012s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000035s : 0.01% jit_opt_a.merge_forward : 0.000025s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000006s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000085s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000061s : 0.01% jit_opt_a.meta_fg_expand : 0.134989s : 23.18% jit_opt_a.replace_old_param : 0.000155s : 0.03% jit_opt_a.inline_without_move : 0.000135s : 0.02% jit_opt_a.renormalize : 0.155206s : 26.65% jit_opt_a.add_forward_monad_depend : 0.000037s : 0.01% jit_opt_a.auto_monad_grad : 0.000016s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000142s : 0.02% jit_opt_a.cse : 0.000380s : 0.07% jit_opt_a.replace_applicator : 0.000251s : 0.04% py_interpret_to_execute_after_opt_a : 0.000024s : 0.00% rewriter_after_opt_a : 0.000293s : 0.05% convert_after_rewriter : 0.000015s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000836s : 0.14% jit_opt_b.frontend_op_eliminate : 0.000027s : 0.00% jit_opt_b.inline_after_opt_a : 0.000027s : 0.00% cconv : 0.000041s : 0.01% loop_unroll : 0.000528s : 0.09% jit_opt_after_cconv.c_1 : 0.000059s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 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 : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000047s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.00% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000028s : 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 : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000407s : 0.07% 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 : 0.000011s : 0.00% opt_after_jit_grad : 0.000678s : 0.12% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000024s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000013s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000060s : 0.01% Time group info: ------[substitution.] 0.001851 170 1.38% : 0.000025s : 8: substitution.depend_value_elim 0.19% : 0.000004s : 4: substitution.elim_not_effective 0.11% : 0.000002s : 4: substitution.fold_const_symbol 52.84% : 0.000978s : 4: substitution.getattr_setattr_resolve 0.42% : 0.000008s : 5: substitution.graph_param_transform 28.72% : 0.000532s : 16: substitution.inline 1.94% : 0.000036s : 4: substitution.inline_without_move 0.66% : 0.000012s : 20: substitution.j_node_and_user_rematch 0.49% : 0.000009s : 5: substitution.minmaximum_grad 0.44% : 0.000008s : 9: substitution.partial_eliminate 0.87% : 0.000016s : 20: substitution.remove_not_recompute_node 2.80% : 0.000052s : 12: substitution.replace_applicator 0.95% : 0.000018s : 16: substitution.replace_old_param 0.23% : 0.000004s : 1: substitution.set_cell_output_no_recompute 0.85% : 0.000016s : 3: substitution.switch_simplify 1.10% : 0.000020s : 5: substitution.tuple_list_convert_item_index_to_positive 0.80% : 0.000015s : 5: substitution.tuple_list_get_item_depend_reorder 1.79% : 0.000033s : 8: substitution.tuple_list_get_item_eliminator 1.32% : 0.000024s : 8: substitution.updatestate_pure_node_eliminater 2.11% : 0.000039s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.283016 2 99.15% : 0.280612s : 1: type_inference.infer 0.85% : 0.002404s : 1: type_inference.specialize ------[replace.] 0.128851 27 99.71% : 0.128475s : 3: replace.getattr_setattr_resolve 0.11% : 0.000138s : 16: replace.inline 0.04% : 0.000058s : 1: replace.replace_applicator 0.06% : 0.000078s : 3: replace.switch_simplify 0.06% : 0.000077s : 3: replace.tuple_list_get_item_eliminator 0.02% : 0.000026s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001428 27 59.74% : 0.000853s : 3: match.getattr_setattr_resolve 36.56% : 0.000522s : 16: match.inline 1.05% : 0.000015s : 1: match.replace_applicator 0.97% : 0.000014s : 3: match.switch_simplify 0.52% : 0.000007s : 3: match.tuple_list_get_item_eliminator 1.16% : 0.000016s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000509 3164 1.47% : 0.000007s : 50: predicate.accumulaten_eliminater 0.48% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.27% : 0.000006s : 50: predicate.addn_check_dump 1.52% : 0.000008s : 50: predicate.addn_zero_filter 1.95% : 0.000010s : 50: predicate.arithmetic_simplify 1.32% : 0.000007s : 50: predicate.cast_eliminate 0.17% : 0.000001s : 5: predicate.check_bprop_eliminate 1.33% : 0.000007s : 50: predicate.compare_switch_simplify 1.56% : 0.000008s : 50: predicate.depend_value_elim 1.33% : 0.000007s : 50: predicate.dict_get_item_const_eliminator 1.30% : 0.000007s : 50: predicate.dict_get_item_eliminator 1.31% : 0.000007s : 50: predicate.dict_set_item_eliminator 0.44% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.15% : 0.000001s : 5: predicate.elim_not_effective 0.26% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.36% : 0.000007s : 50: predicate.environ_add_const_eliminate 1.30% : 0.000007s : 50: predicate.environ_get_add_eliminate 1.47% : 0.000007s : 50: predicate.environ_get_depend_swap 1.35% : 0.000007s : 50: predicate.environ_get_eliminate 1.33% : 0.000007s : 50: predicate.environ_get_set_eliminate 0.08% : 0.000000s : 5: predicate.fold_const_symbol 0.92% : 0.000005s : 26: predicate.get_grad_eliminate 2.24% : 0.000011s : 20: predicate.getattr_setattr_resolve 0.13% : 0.000001s : 5: predicate.graph_param_transform 4.22% : 0.000021s : 80: predicate.inline 3.00% : 0.000015s : 87: predicate.inline_without_move 0.39% : 0.000002s : 26: predicate.j_node_and_user_rematch 1.27% : 0.000006s : 26: predicate.less_batch_normalization 1.66% : 0.000008s : 53: predicate.list_to_tuple_eliminator_ 1.87% : 0.000010s : 58: predicate.load_eliminater 0.59% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.82% : 0.000019s : 132: predicate.loop_unroll_before_grad 1.69% : 0.000009s : 55: predicate.make_slice_get_slice_eliminator 1.26% : 0.000006s : 50: predicate.merge_addn 1.30% : 0.000007s : 50: predicate.minmaximum_grad 0.78% : 0.000004s : 5: predicate.mutable_eliminate 0.26% : 0.000001s : 5: predicate.opt_reshape 2.13% : 0.000011s : 58: predicate.partial_eliminate 1.34% : 0.000007s : 50: predicate.print_const_string_wrapper 1.68% : 0.000009s : 50: predicate.reduce_eliminate 1.56% : 0.000008s : 53: predicate.redundant_stop_gradient_eliminater 0.46% : 0.000002s : 26: predicate.remove_not_recompute_node 2.61% : 0.000013s : 126: predicate.replace_applicator 1.45% : 0.000007s : 87: predicate.replace_old_param 0.16% : 0.000001s : 5: predicate.reset_defer_inline 1.54% : 0.000008s : 50: predicate.reshape_eliminate 1.43% : 0.000007s : 50: predicate.row_tensor_add_zeros_like 0.37% : 0.000002s : 5: predicate.row_tensor_eliminate 1.41% : 0.000007s : 50: predicate.same_eliminate 0.53% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.39% : 0.000002s : 10: predicate.special_op_eliminate 1.00% : 0.000005s : 26: predicate.specialize_transform 1.64% : 0.000008s : 50: predicate.split_environ_get_set_with_tuple_value 1.40% : 0.000007s : 50: predicate.stack_unstack_eliminate 0.19% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.62% : 0.000013s : 70: predicate.switch_defer_inline 2.14% : 0.000011s : 70: predicate.switch_layer_defer_inline 7.00% : 0.000036s : 213: predicate.switch_simplify 1.37% : 0.000007s : 50: predicate.tile_eliminate 1.40% : 0.000007s : 50: predicate.transpose_eliminate 1.74% : 0.000009s : 50: predicate.tuple_list_convert_item_index_to_positive 1.62% : 0.000008s : 50: predicate.tuple_list_get_item_depend_reorder 2.85% : 0.000015s : 63: predicate.tuple_list_get_item_eliminator 1.67% : 0.000009s : 50: predicate.tuple_list_set_item_eliminator 1.46% : 0.000007s : 53: predicate.tuple_to_list_eliminator_ 1.61% : 0.000008s : 58: predicate.updatestate_pure_node_eliminater 2.97% : 0.000015s : 85: predicate.updatestate_useless_node_eliminater 1.71% : 0.000009s : 50: predicate.value_based_eliminate 0.17% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.23% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.003732 47 58.41% : 0.002180s : 20: func_graph_cloner_run.FuncGraphClonerGraph 41.59% : 0.001552s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.876310 89 0.05% : 0.000417s : 1: add_recomputation 0.03% : 0.000296s : 1: auto_monad 0.00% : 0.000037s : 1: auto_monad_reorder 0.04% : 0.000317s : 1: bootstrap 0.01% : 0.000045s : 1: cconv 0.00% : 0.000020s : 1: convert_after_rewriter 0.01% : 0.000062s : 1: cse_after_recomputation 0.00% : 0.000012s : 1: environ_conv 0.02% : 0.000134s : 1: event_method 0.00% : 0.000007s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000016s : 1: graph_reusing 34.19% : 0.299643s : 1: jit_opt_a 0.03% : 0.000282s : 1: jit_opt_after_cconv 0.01% : 0.000082s : 1: jit_opt_b 0.06% : 0.000540s : 1: loop_unroll 0.10% : 0.000854s : 1: mutable_eliminate 0.45% : 0.003940s : 39: opt.transform.jit_opt_a 0.01% : 0.000118s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000046s : 4: opt.transform.jit_opt_b 0.00% : 0.000021s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000030s : 1: opt.transform.mutable_eliminate 0.00% : 0.000040s : 1: opt.transform.opt_after_jit_grad 14.78% : 0.129554s : 2: opt.transform.opt_resolve 0.01% : 0.000054s : 4: opt.transform.symbol_engine_opt 0.08% : 0.000693s : 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% : 0.000006s : 1: pre_auto_parallel 0.01% : 0.000052s : 1: py_interpret_to_execute 0.00% : 0.000027s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000028s : 1: remove_dup_value 17.26% : 0.151212s : 2: renormalize.infer 0.45% : 0.003958s : 2: renormalize.specialize 0.00% : 0.000013s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000300s : 1: rewriter_after_opt_a 0.02% : 0.000156s : 1: rewriter_before_opt_a 0.01% : 0.000112s : 1: symbol_engine_optimizer 32.31% : 0.283169s : 1: type_inference TotalTime = 0.0200616, [30] [bootstrap]: 0.00031332 [type_inference]: 0.00953115 [event_method]: 1.805e-05 [auto_monad]: 0.00014562 [graph_reusing]: 7.22002e-06 [pre_auto_parallel]: 2.69999e-06 [py_interpret_to_execute]: 2.724e-05 [rewriter_before_opt_a]: 5.841e-05 [expand_dump_flag]: 3.65e-06 [jit_opt_a]: 0.00638221, [2] [Cycle 1]: 0.00204814, [27] [switch_simplify]: 5.432e-05 [loop_unroll]: 2.255e-05 [a_1]: 0.00051542 [with_stream_mark]: 3.337e-05 [recompute_prepare]: 1.34e-05 [updatestate_depend_eliminate]: 6.64999e-06 [updatestate_assign_eliminate]: 6.28e-06 [updatestate_loads_eliminate]: 4.80001e-06 [parameter_eliminate]: 1.92999e-06 [specialize_transform]: 9.44e-06 [updatestate_useless_node_eliminater]: 1.258e-05 [accelerated_algorithm]: 9.04e-06 [meta_shard_fg_expand]: 3.11001e-06 [get_grad_eliminate_]: 7.98001e-06 [merge_forward]: 6.09999e-06 [cell_reuse_recompute_pass]: 1.30999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.2e-05 [j_node_and_user_rematch]: 1.354e-05 [meta_fg_expand]: 3.78999e-06 [replace_old_param]: 1.322e-05 [inline_without_move]: 8.38001e-06 [renormalize]: 0.00095227 [add_forward_monad_depend]: 8.33999e-06 [auto_monad_grad]: 2.68998e-06 [auto_monad_eliminator]: 2.657e-05 [cse]: 4.116e-05 [replace_applicator]: 2.353e-05 [Cycle 2]: 0.00051864, [27] [switch_simplify]: 8.70999e-06 [loop_unroll]: 7.65e-06 [a_1]: 0.00017076 [with_stream_mark]: 2.051e-05 [recompute_prepare]: 1.001e-05 [updatestate_depend_eliminate]: 6.43e-06 [updatestate_assign_eliminate]: 4.96997e-06 [updatestate_loads_eliminate]: 4.42e-06 [parameter_eliminate]: 1.50999e-06 [specialize_transform]: 8.35001e-06 [updatestate_useless_node_eliminater]: 1.044e-05 [accelerated_algorithm]: 7.96001e-06 [meta_shard_fg_expand]: 1.97999e-06 [get_grad_eliminate_]: 7.29001e-06 [merge_forward]: 5.89999e-06 [cell_reuse_recompute_pass]: 2.46e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.889e-05 [j_node_and_user_rematch]: 1.219e-05 [meta_fg_expand]: 2.86e-06 [replace_old_param]: 1.22e-05 [inline_without_move]: 8.48001e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 2.88e-06 [auto_monad_grad]: 1.76e-06 [auto_monad_eliminator]: 1.489e-05 [cse]: 2.067e-05 [replace_applicator]: 8.59e-06 [py_interpret_to_execute_after_opt_a]: 1.918e-05 [rewriter_after_opt_a]: 0.0005852 [convert_after_rewriter]: 1.773e-05 [order_py_execute_after_rewriter]: 7e-06 [mutable_eliminate]: 0.00077893 [jit_opt_b]: 8.049e-05, [1] [Cycle 1]: 6.9e-05, [2] [frontend_op_eliminate]: 2.564e-05 [inline_after_opt_a]: 2.919e-05 [cconv]: 3.898e-05 [loop_unroll]: 0.00057307 [jit_opt_after_cconv]: 0.00025069, [1] [Cycle 1]: 0.0002415, [11] [c_1]: 5.708e-05 [parameter_eliminate]: 5.20001e-06 [updatestate_depend_eliminate]: 1.404e-05 [updatestate_assign_eliminate]: 6.01e-06 [updatestate_loads_eliminate]: 5.62001e-06 [cse]: 4.823e-05 [call_graph_tuple_transform]: 2.739e-05 [tuple_list_get_item_eliminator]: 8.55001e-06 [none_parameter_eliminate]: 2.19001e-06 [renormalize]: 6.60017e-07 [switch_simplify]: 9.00999e-06 [remove_dup_value]: 1.976e-05 [partial_unused_args_eliminate]: 2.98e-06 [environ_conv]: 8.72e-06 [add_recomputation]: 8.384e-05 [cse_after_recomputation]: 3.368e-05, [1] [Cycle 1]: 2.469e-05, [1] [cse]: 1.657e-05 [auto_monad_reorder]: 3.085e-05 [get_jit_bprop_graph]: 3.16001e-06 [rewriter_after_jit_bprop_graph]: 8.60999e-06 [opt_after_jit_grad]: 0.00060943 [symbol_engine_optimizer]: 0.00011052, [1] [Cycle 1]: 0.0001013, [6] [build]: 9.61e-06 [elim_shapecalc]: 1.269e-05 [elim_not_effective]: 2.11e-05 [opt_reshape]: 8.63001e-06 [fold_const_symbol]: 1.522e-05 [renormalize]: 1.07998e-06 [validate]: 6.333e-05 Sums bootstrap : 0.000313s : 2.02% type_inference : 0.009531s : 61.54% event_method : 0.000018s : 0.12% auto_monad : 0.000146s : 0.94% graph_reusing : 0.000007s : 0.05% pre_auto_parallel : 0.000003s : 0.02% py_interpret_to_execute : 0.000027s : 0.18% rewriter_before_opt_a : 0.000058s : 0.38% expand_dump_flag : 0.000004s : 0.02% jit_opt_a.switch_simplify : 0.000063s : 0.41% jit_opt_a.loop_unroll : 0.000030s : 0.19% jit_opt_a.a_1 : 0.000686s : 4.43% jit_opt_a.with_stream_mark : 0.000054s : 0.35% jit_opt_a.recompute_prepare : 0.000023s : 0.15% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.06% jit_opt_a.parameter_eliminate : 0.000003s : 0.02% jit_opt_a.specialize_transform : 0.000018s : 0.11% jit_opt_a.updatestate_useless_node_eliminater : 0.000023s : 0.15% jit_opt_a.accelerated_algorithm : 0.000017s : 0.11% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.03% jit_opt_a.get_grad_eliminate_ : 0.000015s : 0.10% jit_opt_a.merge_forward : 0.000012s : 0.08% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.02% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000041s : 0.26% jit_opt_a.j_node_and_user_rematch : 0.000026s : 0.17% jit_opt_a.meta_fg_expand : 0.000007s : 0.04% jit_opt_a.replace_old_param : 0.000025s : 0.16% jit_opt_a.inline_without_move : 0.000017s : 0.11% jit_opt_a.renormalize : 0.000952s : 6.15% jit_opt_a.add_forward_monad_depend : 0.000011s : 0.07% jit_opt_a.auto_monad_grad : 0.000004s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000041s : 0.27% jit_opt_a.cse : 0.000062s : 0.40% jit_opt_a.replace_applicator : 0.000032s : 0.21% py_interpret_to_execute_after_opt_a : 0.000019s : 0.12% rewriter_after_opt_a : 0.000585s : 3.78% convert_after_rewriter : 0.000018s : 0.11% order_py_execute_after_rewriter : 0.000007s : 0.05% mutable_eliminate : 0.000779s : 5.03% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.17% jit_opt_b.inline_after_opt_a : 0.000029s : 0.19% cconv : 0.000039s : 0.25% loop_unroll : 0.000573s : 3.70% jit_opt_after_cconv.c_1 : 0.000057s : 0.37% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.03% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000014s : 0.09% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.04% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.04% jit_opt_after_cconv.cse : 0.000048s : 0.31% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.18% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000009s : 0.06% 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 : 0.000009s : 0.06% remove_dup_value : 0.000020s : 0.13% partial_unused_args_eliminate : 0.000003s : 0.02% environ_conv : 0.000009s : 0.06% add_recomputation : 0.000084s : 0.54% cse_after_recomputation.cse : 0.000017s : 0.11% auto_monad_reorder : 0.000031s : 0.20% get_jit_bprop_graph : 0.000003s : 0.02% rewriter_after_jit_bprop_graph : 0.000009s : 0.06% opt_after_jit_grad : 0.000609s : 3.93% symbol_engine_optimizer.build : 0.000010s : 0.06% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.08% symbol_engine_optimizer.elim_not_effective : 0.000021s : 0.14% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.06% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.10% symbol_engine_optimizer.renormalize : 0.000001s : 0.01% validate : 0.000063s : 0.41% Time group info: ------[substitution.] 0.000262 44 3.76% : 0.000010s : 2: substitution.depend_value_elim 1.17% : 0.000003s : 4: substitution.elim_not_effective 0.86% : 0.000002s : 4: substitution.fold_const_symbol 3.44% : 0.000009s : 5: substitution.graph_param_transform 73.68% : 0.000193s : 3: substitution.inline 1.79% : 0.000005s : 8: substitution.j_node_and_user_rematch 2.77% : 0.000007s : 8: substitution.remove_not_recompute_node 2.47% : 0.000006s : 2: substitution.replace_old_param 5.25% : 0.000014s : 3: substitution.updatestate_pure_node_eliminater 4.79% : 0.000013s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.009461 2 93.67% : 0.008862s : 1: type_inference.infer 6.33% : 0.000599s : 1: type_inference.specialize ------[replace.] 0.000038 3 100.00% : 0.000038s : 3: replace.inline ------[match.] 0.000190 3 100.00% : 0.000190s : 3: match.inline ------[predicate.] 0.000157 825 1.14% : 0.000002s : 12: predicate.accumulaten_eliminater 1.70% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 1.05% : 0.000002s : 12: predicate.addn_check_dump 1.29% : 0.000002s : 12: predicate.addn_zero_filter 1.75% : 0.000003s : 12: predicate.arithmetic_simplify 1.16% : 0.000002s : 12: predicate.cast_eliminate 0.58% : 0.000001s : 5: predicate.check_bprop_eliminate 0.99% : 0.000002s : 12: predicate.compare_switch_simplify 1.35% : 0.000002s : 12: predicate.depend_value_elim 1.09% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.04% : 0.000002s : 12: predicate.dict_get_item_eliminator 1.28% : 0.000002s : 12: predicate.dict_set_item_eliminator 2.21% : 0.000003s : 5: predicate.dumpgradient_eliminate 0.55% : 0.000001s : 5: predicate.elim_not_effective 0.81% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.06% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.14% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.12% : 0.000002s : 12: predicate.environ_get_depend_swap 1.16% : 0.000002s : 12: predicate.environ_get_eliminate 1.00% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.31% : 0.000000s : 5: predicate.fold_const_symbol 1.21% : 0.000002s : 10: predicate.get_grad_eliminate 0.39% : 0.000001s : 5: predicate.graph_param_transform 6.26% : 0.000010s : 25: predicate.inline 1.71% : 0.000003s : 10: predicate.inline_without_move 0.48% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.68% : 0.000003s : 10: predicate.less_batch_normalization 1.09% : 0.000002s : 12: predicate.list_to_tuple_eliminator_ 1.69% : 0.000003s : 17: predicate.load_eliminater 2.23% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.53% : 0.000004s : 25: predicate.loop_unroll_before_grad 1.98% : 0.000003s : 17: predicate.make_slice_get_slice_eliminator 0.96% : 0.000002s : 12: predicate.merge_addn 0.97% : 0.000002s : 12: predicate.minmaximum_grad 2.52% : 0.000004s : 5: predicate.mutable_eliminate 0.57% : 0.000001s : 5: predicate.opt_reshape 2.18% : 0.000003s : 17: predicate.partial_eliminate 1.08% : 0.000002s : 12: predicate.print_const_string_wrapper 1.58% : 0.000002s : 12: predicate.reduce_eliminate 1.16% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.74% : 0.000001s : 10: predicate.remove_not_recompute_node 1.74% : 0.000003s : 22: predicate.replace_applicator 0.73% : 0.000001s : 10: predicate.replace_old_param 0.73% : 0.000001s : 5: predicate.reset_defer_inline 1.18% : 0.000002s : 12: predicate.reshape_eliminate 1.27% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 1.01% : 0.000002s : 5: predicate.row_tensor_eliminate 1.15% : 0.000002s : 12: predicate.same_eliminate 0.78% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.67% : 0.000003s : 10: predicate.special_op_eliminate 1.20% : 0.000002s : 10: predicate.specialize_transform 1.35% : 0.000002s : 12: predicate.split_environ_get_set_with_tuple_value 1.16% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.69% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.89% : 0.000003s : 15: predicate.switch_defer_inline 1.47% : 0.000002s : 15: predicate.switch_layer_defer_inline 6.33% : 0.000010s : 45: predicate.switch_simplify 1.16% : 0.000002s : 12: predicate.tile_eliminate 1.03% : 0.000002s : 12: predicate.transpose_eliminate 1.48% : 0.000002s : 12: predicate.tuple_list_convert_item_index_to_positive 1.46% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.28% : 0.000005s : 22: predicate.tuple_list_get_item_eliminator 1.42% : 0.000002s : 12: predicate.tuple_list_set_item_eliminator 1.14% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.53% : 0.000002s : 17: predicate.updatestate_pure_node_eliminater 3.40% : 0.000005s : 27: predicate.updatestate_useless_node_eliminater 1.41% : 0.000002s : 12: predicate.value_based_eliminate 0.48% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 1.10% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000314 6 7.78% : 0.000024s : 1: func_graph_cloner_run.FuncGraphClonerGraph 92.22% : 0.000290s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.022126 72 0.39% : 0.000087s : 1: add_recomputation 0.68% : 0.000151s : 1: auto_monad 0.16% : 0.000034s : 1: auto_monad_reorder 1.55% : 0.000343s : 1: bootstrap 0.19% : 0.000042s : 1: cconv 0.10% : 0.000022s : 1: convert_after_rewriter 0.16% : 0.000036s : 1: cse_after_recomputation 0.05% : 0.000011s : 1: environ_conv 0.10% : 0.000023s : 1: event_method 0.03% : 0.000006s : 1: expand_dump_flag 0.02% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000010s : 1: graph_reusing 28.86% : 0.006386s : 1: jit_opt_a 1.15% : 0.000254s : 1: jit_opt_after_cconv 0.38% : 0.000083s : 1: jit_opt_b 2.64% : 0.000585s : 1: loop_unroll 3.57% : 0.000789s : 1: mutable_eliminate 4.42% : 0.000979s : 26: opt.transform.jit_opt_a 0.44% : 0.000098s : 4: opt.transform.jit_opt_after_cconv 0.21% : 0.000046s : 4: opt.transform.jit_opt_b 0.10% : 0.000023s : 1: opt.transform.loop_unroll_optimizer 0.12% : 0.000026s : 1: opt.transform.mutable_eliminate 0.18% : 0.000040s : 1: opt.transform.opt_after_jit_grad 0.24% : 0.000054s : 4: opt.transform.symbol_engine_opt 2.81% : 0.000623s : 1: opt_after_jit_grad 0.04% : 0.000009s : 1: order_py_execute_after_rewriter 0.02% : 0.000005s : 1: partial_unused_args_eliminate 0.02% : 0.000005s : 1: pre_auto_parallel 0.14% : 0.000030s : 1: py_interpret_to_execute 0.10% : 0.000023s : 1: py_interpret_to_execute_after_opt_a 0.10% : 0.000022s : 1: remove_dup_value 2.45% : 0.000542s : 1: renormalize.infer 1.80% : 0.000399s : 1: renormalize.specialize 0.05% : 0.000011s : 1: rewriter_after_jit_bprop_graph 2.69% : 0.000595s : 1: rewriter_after_opt_a 0.28% : 0.000062s : 1: rewriter_before_opt_a 0.52% : 0.000114s : 1: symbol_engine_optimizer 43.17% : 0.009553s : 1: type_inference TotalTime = 0.51818, [30] [bootstrap]: 0.00032253 [type_inference]: 0.218798 [event_method]: 0.00012358 [auto_monad]: 0.00025037 [graph_reusing]: 1.03e-05 [pre_auto_parallel]: 3.66001e-06 [py_interpret_to_execute]: 4.106e-05 [rewriter_before_opt_a]: 0.00014505 [expand_dump_flag]: 3.8e-06 [jit_opt_a]: 0.295396, [3] [Cycle 1]: 0.287731, [27] [switch_simplify]: 0.00020685 [loop_unroll]: 6.195e-05 [a_1]: 0.00139222 [with_stream_mark]: 3.73e-05 [recompute_prepare]: 3.239e-05 [updatestate_depend_eliminate]: 1.365e-05 [updatestate_assign_eliminate]: 1.071e-05 [updatestate_loads_eliminate]: 9.57999e-06 [parameter_eliminate]: 2.98998e-06 [specialize_transform]: 1.903e-05 [updatestate_useless_node_eliminater]: 2.26e-05 [accelerated_algorithm]: 1.846e-05 [meta_shard_fg_expand]: 5.45001e-06 [get_grad_eliminate_]: 1.763e-05 [merge_forward]: 1.249e-05 [cell_reuse_recompute_pass]: 1.00999e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.821e-05 [j_node_and_user_rematch]: 3.271e-05 [meta_fg_expand]: 0.270663 [replace_old_param]: 0.00012762 [inline_without_move]: 0.00012181 [renormalize]: 0.0138226 [add_forward_monad_depend]: 2.286e-05 [auto_monad_grad]: 1.152e-05 [auto_monad_eliminator]: 9.54e-05 [cse]: 0.00034599 [replace_applicator]: 0.00022726 [Cycle 2]: 0.0035057, [27] [switch_simplify]: 6.579e-05 [loop_unroll]: 5.711e-05 [a_1]: 0.00111777 [with_stream_mark]: 3.249e-05 [recompute_prepare]: 1.614e-05 [updatestate_depend_eliminate]: 3.138e-05 [updatestate_assign_eliminate]: 5.50001e-06 [updatestate_loads_eliminate]: 4.72e-06 [parameter_eliminate]: 2.47001e-06 [specialize_transform]: 1.084e-05 [updatestate_useless_node_eliminater]: 1.273e-05 [accelerated_algorithm]: 8.69e-06 [meta_shard_fg_expand]: 2.71e-06 [get_grad_eliminate_]: 8.88002e-06 [merge_forward]: 6.01998e-06 [cell_reuse_recompute_pass]: 1.79e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.029e-05 [j_node_and_user_rematch]: 1.347e-05 [meta_fg_expand]: 0.00013132 [replace_old_param]: 2.035e-05 [inline_without_move]: 8.16002e-06 [renormalize]: 0.00159622 [add_forward_monad_depend]: 9.29e-06 [auto_monad_grad]: 3.58999e-06 [auto_monad_eliminator]: 3.019e-05 [cse]: 4.481e-05 [replace_applicator]: 2.548e-05 [Cycle 3]: 0.00050008, [27] [switch_simplify]: 9.69e-06 [loop_unroll]: 8.07e-06 [a_1]: 0.00017346 [with_stream_mark]: 1.844e-05 [recompute_prepare]: 8.32e-06 [updatestate_depend_eliminate]: 6.69001e-06 [updatestate_assign_eliminate]: 5.20999e-06 [updatestate_loads_eliminate]: 4.70999e-06 [parameter_eliminate]: 1.98997e-06 [specialize_transform]: 8.12e-06 [updatestate_useless_node_eliminater]: 1.101e-05 [accelerated_algorithm]: 8.74998e-06 [meta_shard_fg_expand]: 2.27001e-06 [get_grad_eliminate_]: 7.08e-06 [merge_forward]: 5.39e-06 [cell_reuse_recompute_pass]: 2.46e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.926e-05 [j_node_and_user_rematch]: 1.326e-05 [meta_fg_expand]: 3.4e-06 [replace_old_param]: 1.166e-05 [inline_without_move]: 7.70998e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.24e-06 [auto_monad_grad]: 1.15999e-06 [auto_monad_eliminator]: 1.057e-05 [cse]: 2.038e-05 [replace_applicator]: 7.84002e-06 [py_interpret_to_execute_after_opt_a]: 1.898e-05 [rewriter_after_opt_a]: 0.00024966 [convert_after_rewriter]: 1.27e-05 [order_py_execute_after_rewriter]: 6.64999e-06 [mutable_eliminate]: 0.00078521 [jit_opt_b]: 7.41e-05, [1] [Cycle 1]: 6.463e-05, [2] [frontend_op_eliminate]: 2.538e-05 [inline_after_opt_a]: 2.538e-05 [cconv]: 3.715e-05 [loop_unroll]: 0.00050351 [jit_opt_after_cconv]: 0.00022782, [1] [Cycle 1]: 0.00022042, [11] [c_1]: 5.242e-05 [parameter_eliminate]: 4.27e-06 [updatestate_depend_eliminate]: 1.285e-05 [updatestate_assign_eliminate]: 5.55001e-06 [updatestate_loads_eliminate]: 4.68001e-06 [cse]: 4.085e-05 [call_graph_tuple_transform]: 2.335e-05 [tuple_list_get_item_eliminator]: 8.44998e-06 [none_parameter_eliminate]: 2.12999e-06 [renormalize]: 7.7e-07 [switch_simplify]: 9.34998e-06 [remove_dup_value]: 2.042e-05 [partial_unused_args_eliminate]: 2.41e-06 [environ_conv]: 8.67e-06 [add_recomputation]: 7.332e-05 [cse_after_recomputation]: 3.34e-05, [1] [Cycle 1]: 2.708e-05, [1] [cse]: 1.961e-05 [auto_monad_reorder]: 2.743e-05 [get_jit_bprop_graph]: 2.21998e-06 [rewriter_after_jit_bprop_graph]: 7.35e-06 [opt_after_jit_grad]: 0.00056166 [symbol_engine_optimizer]: 0.0001043, [1] [Cycle 1]: 9.662e-05, [6] [build]: 7.28e-06 [elim_shapecalc]: 1.216e-05 [elim_not_effective]: 2.225e-05 [opt_reshape]: 8.99e-06 [fold_const_symbol]: 1.401e-05 [renormalize]: 5.19998e-07 [validate]: 7.576e-05 Sums bootstrap : 0.000323s : 0.06% type_inference : 0.218798s : 42.61% event_method : 0.000124s : 0.02% auto_monad : 0.000250s : 0.05% graph_reusing : 0.000010s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000041s : 0.01% rewriter_before_opt_a : 0.000145s : 0.03% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000282s : 0.05% jit_opt_a.loop_unroll : 0.000127s : 0.02% jit_opt_a.a_1 : 0.002683s : 0.52% jit_opt_a.with_stream_mark : 0.000088s : 0.02% jit_opt_a.recompute_prepare : 0.000057s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000052s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000021s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000019s : 0.00% jit_opt_a.parameter_eliminate : 0.000007s : 0.00% jit_opt_a.specialize_transform : 0.000038s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000046s : 0.01% jit_opt_a.accelerated_algorithm : 0.000036s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000010s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000034s : 0.01% jit_opt_a.merge_forward : 0.000024s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000078s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000059s : 0.01% jit_opt_a.meta_fg_expand : 0.270798s : 52.74% jit_opt_a.replace_old_param : 0.000160s : 0.03% jit_opt_a.inline_without_move : 0.000138s : 0.03% jit_opt_a.renormalize : 0.015419s : 3.00% jit_opt_a.add_forward_monad_depend : 0.000033s : 0.01% jit_opt_a.auto_monad_grad : 0.000016s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000136s : 0.03% jit_opt_a.cse : 0.000411s : 0.08% jit_opt_a.replace_applicator : 0.000261s : 0.05% py_interpret_to_execute_after_opt_a : 0.000019s : 0.00% rewriter_after_opt_a : 0.000250s : 0.05% convert_after_rewriter : 0.000013s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000785s : 0.15% jit_opt_b.frontend_op_eliminate : 0.000025s : 0.00% jit_opt_b.inline_after_opt_a : 0.000025s : 0.00% cconv : 0.000037s : 0.01% loop_unroll : 0.000504s : 0.10% jit_opt_after_cconv.c_1 : 0.000052s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000013s : 0.00% 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 : 0.000041s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000023s : 0.00% 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 : 0.000009s : 0.00% remove_dup_value : 0.000020s : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000073s : 0.01% cse_after_recomputation.cse : 0.000020s : 0.00% auto_monad_reorder : 0.000027s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.00% opt_after_jit_grad : 0.000562s : 0.11% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000076s : 0.01% Time group info: ------[substitution.] 0.001623 170 1.54% : 0.000025s : 8: substitution.depend_value_elim 0.26% : 0.000004s : 4: substitution.elim_not_effective 0.14% : 0.000002s : 4: substitution.fold_const_symbol 46.27% : 0.000751s : 4: substitution.getattr_setattr_resolve 0.42% : 0.000007s : 5: substitution.graph_param_transform 32.58% : 0.000529s : 16: substitution.inline 2.29% : 0.000037s : 4: substitution.inline_without_move 0.73% : 0.000012s : 20: substitution.j_node_and_user_rematch 0.55% : 0.000009s : 5: substitution.minmaximum_grad 0.57% : 0.000009s : 9: substitution.partial_eliminate 0.92% : 0.000015s : 20: substitution.remove_not_recompute_node 3.38% : 0.000055s : 12: substitution.replace_applicator 1.06% : 0.000017s : 16: substitution.replace_old_param 0.25% : 0.000004s : 1: substitution.set_cell_output_no_recompute 0.86% : 0.000014s : 3: substitution.switch_simplify 1.40% : 0.000023s : 5: substitution.tuple_list_convert_item_index_to_positive 0.90% : 0.000015s : 5: substitution.tuple_list_get_item_depend_reorder 2.06% : 0.000033s : 8: substitution.tuple_list_get_item_eliminator 1.32% : 0.000021s : 8: substitution.updatestate_pure_node_eliminater 2.48% : 0.000040s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.218699 2 98.97% : 0.216452s : 1: type_inference.infer 1.03% : 0.002247s : 1: type_inference.specialize ------[replace.] 0.000437 27 14.00% : 0.000061s : 3: replace.getattr_setattr_resolve 30.69% : 0.000134s : 16: replace.inline 14.54% : 0.000064s : 1: replace.replace_applicator 15.04% : 0.000066s : 3: replace.switch_simplify 19.22% : 0.000084s : 3: replace.tuple_list_get_item_eliminator 6.50% : 0.000028s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001279 27 55.18% : 0.000706s : 3: match.getattr_setattr_resolve 40.65% : 0.000520s : 16: match.inline 1.18% : 0.000015s : 1: match.replace_applicator 0.96% : 0.000012s : 3: match.switch_simplify 0.55% : 0.000007s : 3: match.tuple_list_get_item_eliminator 1.48% : 0.000019s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000501 3164 1.42% : 0.000007s : 50: predicate.accumulaten_eliminater 0.55% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 1.34% : 0.000007s : 50: predicate.addn_check_dump 1.41% : 0.000007s : 50: predicate.addn_zero_filter 2.02% : 0.000010s : 50: predicate.arithmetic_simplify 1.43% : 0.000007s : 50: predicate.cast_eliminate 0.17% : 0.000001s : 5: predicate.check_bprop_eliminate 1.35% : 0.000007s : 50: predicate.compare_switch_simplify 1.51% : 0.000008s : 50: predicate.depend_value_elim 1.39% : 0.000007s : 50: predicate.dict_get_item_const_eliminator 1.32% : 0.000007s : 50: predicate.dict_get_item_eliminator 1.45% : 0.000007s : 50: predicate.dict_set_item_eliminator 0.48% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.11% : 0.000001s : 5: predicate.elim_not_effective 0.32% : 0.000002s : 5: predicate.elim_shapecalc_of_broadcastargs 1.34% : 0.000007s : 50: predicate.environ_add_const_eliminate 1.26% : 0.000006s : 50: predicate.environ_get_add_eliminate 1.32% : 0.000007s : 50: predicate.environ_get_depend_swap 1.42% : 0.000007s : 50: predicate.environ_get_eliminate 1.27% : 0.000006s : 50: predicate.environ_get_set_eliminate 0.09% : 0.000000s : 5: predicate.fold_const_symbol 0.87% : 0.000004s : 26: predicate.get_grad_eliminate 1.40% : 0.000007s : 20: predicate.getattr_setattr_resolve 0.12% : 0.000001s : 5: predicate.graph_param_transform 4.28% : 0.000021s : 80: predicate.inline 3.11% : 0.000016s : 87: predicate.inline_without_move 0.38% : 0.000002s : 26: predicate.j_node_and_user_rematch 1.09% : 0.000005s : 26: predicate.less_batch_normalization 1.51% : 0.000008s : 53: predicate.list_to_tuple_eliminator_ 1.69% : 0.000008s : 58: predicate.load_eliminater 0.64% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.76% : 0.000019s : 132: predicate.loop_unroll_before_grad 1.71% : 0.000009s : 55: predicate.make_slice_get_slice_eliminator 1.30% : 0.000006s : 50: predicate.merge_addn 1.33% : 0.000007s : 50: predicate.minmaximum_grad 0.78% : 0.000004s : 5: predicate.mutable_eliminate 0.21% : 0.000001s : 5: predicate.opt_reshape 2.12% : 0.000011s : 58: predicate.partial_eliminate 1.45% : 0.000007s : 50: predicate.print_const_string_wrapper 1.88% : 0.000009s : 50: predicate.reduce_eliminate 1.62% : 0.000008s : 53: predicate.redundant_stop_gradient_eliminater 0.47% : 0.000002s : 26: predicate.remove_not_recompute_node 2.68% : 0.000013s : 126: predicate.replace_applicator 1.56% : 0.000008s : 87: predicate.replace_old_param 0.18% : 0.000001s : 5: predicate.reset_defer_inline 1.49% : 0.000007s : 50: predicate.reshape_eliminate 1.33% : 0.000007s : 50: predicate.row_tensor_add_zeros_like 0.31% : 0.000002s : 5: predicate.row_tensor_eliminate 1.40% : 0.000007s : 50: predicate.same_eliminate 0.55% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.38% : 0.000002s : 10: predicate.special_op_eliminate 0.96% : 0.000005s : 26: predicate.specialize_transform 1.67% : 0.000008s : 50: predicate.split_environ_get_set_with_tuple_value 1.38% : 0.000007s : 50: predicate.stack_unstack_eliminate 0.23% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.50% : 0.000013s : 70: predicate.switch_defer_inline 2.16% : 0.000011s : 70: predicate.switch_layer_defer_inline 7.31% : 0.000037s : 213: predicate.switch_simplify 1.56% : 0.000008s : 50: predicate.tile_eliminate 1.33% : 0.000007s : 50: predicate.transpose_eliminate 1.79% : 0.000009s : 50: predicate.tuple_list_convert_item_index_to_positive 1.63% : 0.000008s : 50: predicate.tuple_list_get_item_depend_reorder 2.85% : 0.000014s : 63: predicate.tuple_list_get_item_eliminator 1.67% : 0.000008s : 50: predicate.tuple_list_set_item_eliminator 1.56% : 0.000008s : 53: predicate.tuple_to_list_eliminator_ 1.67% : 0.000008s : 58: predicate.updatestate_pure_node_eliminater 2.84% : 0.000014s : 85: predicate.updatestate_useless_node_eliminater 1.85% : 0.000009s : 50: predicate.value_based_eliminate 0.16% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.33% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.267959 47 99.48% : 0.266566s : 20: func_graph_cloner_run.FuncGraphClonerGraph 0.52% : 0.001394s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.538497 89 0.01% : 0.000077s : 1: add_recomputation 0.05% : 0.000259s : 1: auto_monad 0.01% : 0.000030s : 1: auto_monad_reorder 0.07% : 0.000352s : 1: bootstrap 0.01% : 0.000040s : 1: cconv 0.00% : 0.000016s : 1: convert_after_rewriter 0.01% : 0.000036s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 0.02% : 0.000132s : 1: event_method 0.00% : 0.000007s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000013s : 1: graph_reusing 54.86% : 0.295400s : 1: jit_opt_a 0.04% : 0.000231s : 1: jit_opt_after_cconv 0.01% : 0.000078s : 1: jit_opt_b 0.10% : 0.000515s : 1: loop_unroll 0.15% : 0.000799s : 1: mutable_eliminate 0.73% : 0.003938s : 39: opt.transform.jit_opt_a 0.02% : 0.000090s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000043s : 4: opt.transform.jit_opt_b 0.00% : 0.000022s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000024s : 1: opt.transform.mutable_eliminate 0.01% : 0.000036s : 1: opt.transform.opt_after_jit_grad 0.16% : 0.000871s : 2: opt.transform.opt_resolve 0.01% : 0.000054s : 4: opt.transform.symbol_engine_opt 0.11% : 0.000574s : 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% : 0.000044s : 1: py_interpret_to_execute 0.00% : 0.000022s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000023s : 1: remove_dup_value 2.16% : 0.011627s : 2: renormalize.infer 0.70% : 0.003762s : 2: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.05% : 0.000256s : 1: rewriter_after_opt_a 0.03% : 0.000149s : 1: rewriter_before_opt_a 0.02% : 0.000107s : 1: symbol_engine_optimizer 40.64% : 0.218824s : 1: type_inference TotalTime = 0.112636, [30] [bootstrap]: 0.00030373 [type_inference]: 0.00926363 [event_method]: 1.522e-05 [auto_monad]: 0.00013274 [graph_reusing]: 6.20002e-06 [pre_auto_parallel]: 2.46e-06 [py_interpret_to_execute]: 2.461e-05 [rewriter_before_opt_a]: 5.538e-05 [expand_dump_flag]: 3.31001e-06 [jit_opt_a]: 0.0175866, [2] [Cycle 1]: 0.0133155, [27] [switch_simplify]: 5.074e-05 [loop_unroll]: 2.178e-05 [a_1]: 0.00049746 [with_stream_mark]: 3.116e-05 [recompute_prepare]: 1.123e-05 [updatestate_depend_eliminate]: 7.73001e-06 [updatestate_assign_eliminate]: 5.77001e-06 [updatestate_loads_eliminate]: 4.84998e-06 [parameter_eliminate]: 1.63002e-06 [specialize_transform]: 8.75999e-06 [updatestate_useless_node_eliminater]: 1.085e-05 [accelerated_algorithm]: 8.52e-06 [meta_shard_fg_expand]: 2.76e-06 [get_grad_eliminate_]: 7.93001e-06 [merge_forward]: 5.72999e-06 [cell_reuse_recompute_pass]: 1.12999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.14e-05 [j_node_and_user_rematch]: 1.314e-05 [meta_fg_expand]: 3.84002e-06 [replace_old_param]: 1.229e-05 [inline_without_move]: 7.88001e-06 [renormalize]: 0.0122378 [add_forward_monad_depend]: 9.43002e-06 [auto_monad_grad]: 2.55997e-06 [auto_monad_eliminator]: 3.143e-05 [cse]: 3.959e-05 [replace_applicator]: 2.739e-05 [Cycle 2]: 0.00050384, [27] [switch_simplify]: 9.49999e-06 [loop_unroll]: 8.32e-06 [a_1]: 0.00018027 [with_stream_mark]: 1.9e-05 [recompute_prepare]: 7.95998e-06 [updatestate_depend_eliminate]: 5.68997e-06 [updatestate_assign_eliminate]: 6.18998e-06 [updatestate_loads_eliminate]: 4.53999e-06 [parameter_eliminate]: 1.85001e-06 [specialize_transform]: 7.88999e-06 [updatestate_useless_node_eliminater]: 1.034e-05 [accelerated_algorithm]: 8.3e-06 [meta_shard_fg_expand]: 2.65997e-06 [get_grad_eliminate_]: 7.35e-06 [merge_forward]: 5.51e-06 [cell_reuse_recompute_pass]: 2.66e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.878e-05 [j_node_and_user_rematch]: 1.287e-05 [meta_fg_expand]: 3.34001e-06 [replace_old_param]: 1.18e-05 [inline_without_move]: 7.21001e-06 [renormalize]: 1.00001e-07 [add_forward_monad_depend]: 1.36998e-06 [auto_monad_grad]: 1.35001e-06 [auto_monad_eliminator]: 1.004e-05 [cse]: 1.672e-05 [replace_applicator]: 7.87e-06 [py_interpret_to_execute_after_opt_a]: 1.787e-05 [rewriter_after_opt_a]: 0.00058702 [convert_after_rewriter]: 1.294e-05 [order_py_execute_after_rewriter]: 7.75e-06 [mutable_eliminate]: 0.0824074 [jit_opt_b]: 0.00010691, [1] [Cycle 1]: 9.465e-05, [2] [frontend_op_eliminate]: 3.328e-05 [inline_after_opt_a]: 4.543e-05 [cconv]: 4.497e-05 [loop_unroll]: 0.00070201 [jit_opt_after_cconv]: 0.0002457, [1] [Cycle 1]: 0.00023737, [11] [c_1]: 5.88e-05 [parameter_eliminate]: 6.22001e-06 [updatestate_depend_eliminate]: 1.588e-05 [updatestate_assign_eliminate]: 5.88002e-06 [updatestate_loads_eliminate]: 5.08002e-06 [cse]: 4.497e-05 [call_graph_tuple_transform]: 2.433e-05 [tuple_list_get_item_eliminator]: 8.97999e-06 [none_parameter_eliminate]: 2.00002e-06 [renormalize]: 5.3001e-07 [switch_simplify]: 9.34e-06 [remove_dup_value]: 2.127e-05 [partial_unused_args_eliminate]: 2.79001e-06 [environ_conv]: 9.79999e-06 [add_recomputation]: 7.764e-05 [cse_after_recomputation]: 3.019e-05, [1] [Cycle 1]: 2.308e-05, [1] [cse]: 1.598e-05 [auto_monad_reorder]: 2.891e-05 [get_jit_bprop_graph]: 3.03e-06 [rewriter_after_jit_bprop_graph]: 8.69e-06 [opt_after_jit_grad]: 0.00051073 [symbol_engine_optimizer]: 0.00010619, [1] [Cycle 1]: 9.783e-05, [6] [build]: 7.9e-06 [elim_shapecalc]: 1.202e-05 [elim_not_effective]: 2.137e-05 [opt_reshape]: 9.54e-06 [fold_const_symbol]: 1.445e-05 [renormalize]: 3.39991e-07 [validate]: 6.186e-05 Sums bootstrap : 0.000304s : 0.28% type_inference : 0.009264s : 8.57% event_method : 0.000015s : 0.01% auto_monad : 0.000133s : 0.12% graph_reusing : 0.000006s : 0.01% pre_auto_parallel : 0.000002s : 0.00% py_interpret_to_execute : 0.000025s : 0.02% rewriter_before_opt_a : 0.000055s : 0.05% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000060s : 0.06% jit_opt_a.loop_unroll : 0.000030s : 0.03% jit_opt_a.a_1 : 0.000678s : 0.63% jit_opt_a.with_stream_mark : 0.000050s : 0.05% jit_opt_a.recompute_prepare : 0.000019s : 0.02% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000012s : 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 : 0.02% jit_opt_a.updatestate_useless_node_eliminater : 0.000021s : 0.02% jit_opt_a.accelerated_algorithm : 0.000017s : 0.02% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.01% jit_opt_a.get_grad_eliminate_ : 0.000015s : 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 : 0.04% jit_opt_a.j_node_and_user_rematch : 0.000026s : 0.02% jit_opt_a.meta_fg_expand : 0.000007s : 0.01% jit_opt_a.replace_old_param : 0.000024s : 0.02% jit_opt_a.inline_without_move : 0.000015s : 0.01% jit_opt_a.renormalize : 0.012238s : 11.32% 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 : 0.000041s : 0.04% jit_opt_a.cse : 0.000056s : 0.05% jit_opt_a.replace_applicator : 0.000035s : 0.03% py_interpret_to_execute_after_opt_a : 0.000018s : 0.02% rewriter_after_opt_a : 0.000587s : 0.54% convert_after_rewriter : 0.000013s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.01% mutable_eliminate : 0.082407s : 76.22% jit_opt_b.frontend_op_eliminate : 0.000033s : 0.03% jit_opt_b.inline_after_opt_a : 0.000045s : 0.04% cconv : 0.000045s : 0.04% loop_unroll : 0.000702s : 0.65% jit_opt_after_cconv.c_1 : 0.000059s : 0.05% jit_opt_after_cconv.parameter_eliminate : 0.000006s : 0.01% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000016s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.01% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000045s : 0.04% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 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 : 0.000021s : 0.02% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000010s : 0.01% add_recomputation : 0.000078s : 0.07% cse_after_recomputation.cse : 0.000016s : 0.01% auto_monad_reorder : 0.000029s : 0.03% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.01% opt_after_jit_grad : 0.000511s : 0.47% symbol_engine_optimizer.build : 0.000008s : 0.01% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 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 : 0.000000s : 0.00% validate : 0.000062s : 0.06% Time group info: ------[substitution.] 0.000229 44 4.93% : 0.000011s : 2: substitution.depend_value_elim 1.46% : 0.000003s : 4: substitution.elim_not_effective 0.89% : 0.000002s : 4: substitution.fold_const_symbol 3.47% : 0.000008s : 5: substitution.graph_param_transform 70.66% : 0.000162s : 3: substitution.inline 2.08% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.21% : 0.000007s : 8: substitution.remove_not_recompute_node 2.65% : 0.000006s : 2: substitution.replace_old_param 5.95% : 0.000014s : 3: substitution.updatestate_pure_node_eliminater 4.71% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.009198 2 93.54% : 0.008604s : 1: type_inference.infer 6.46% : 0.000594s : 1: type_inference.specialize ------[replace.] 0.000034 3 100.00% : 0.000034s : 3: replace.inline ------[match.] 0.000159 3 100.00% : 0.000159s : 3: match.inline ------[predicate.] 0.000160 825 1.11% : 0.000002s : 12: predicate.accumulaten_eliminater 1.38% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.03% : 0.000002s : 12: predicate.addn_check_dump 1.23% : 0.000002s : 12: predicate.addn_zero_filter 1.99% : 0.000003s : 12: predicate.arithmetic_simplify 1.13% : 0.000002s : 12: predicate.cast_eliminate 0.59% : 0.000001s : 5: predicate.check_bprop_eliminate 1.01% : 0.000002s : 12: predicate.compare_switch_simplify 1.39% : 0.000002s : 12: predicate.depend_value_elim 1.28% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.26% : 0.000002s : 12: predicate.dict_get_item_eliminator 1.05% : 0.000002s : 12: predicate.dict_set_item_eliminator 1.03% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.45% : 0.000001s : 5: predicate.elim_not_effective 0.72% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.11% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.05% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.03% : 0.000002s : 12: predicate.environ_get_depend_swap 1.31% : 0.000002s : 12: predicate.environ_get_eliminate 1.02% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.28% : 0.000000s : 5: predicate.fold_const_symbol 1.14% : 0.000002s : 10: predicate.get_grad_eliminate 0.41% : 0.000001s : 5: predicate.graph_param_transform 5.72% : 0.000009s : 25: predicate.inline 1.14% : 0.000002s : 10: predicate.inline_without_move 0.48% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.58% : 0.000003s : 10: predicate.less_batch_normalization 1.22% : 0.000002s : 12: predicate.list_to_tuple_eliminator_ 1.75% : 0.000003s : 17: predicate.load_eliminater 1.81% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.58% : 0.000004s : 25: predicate.loop_unroll_before_grad 1.98% : 0.000003s : 17: predicate.make_slice_get_slice_eliminator 1.07% : 0.000002s : 12: predicate.merge_addn 1.00% : 0.000002s : 12: predicate.minmaximum_grad 4.98% : 0.000008s : 5: predicate.mutable_eliminate 0.79% : 0.000001s : 5: predicate.opt_reshape 2.11% : 0.000003s : 17: predicate.partial_eliminate 1.19% : 0.000002s : 12: predicate.print_const_string_wrapper 1.60% : 0.000003s : 12: predicate.reduce_eliminate 1.18% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.92% : 0.000001s : 10: predicate.remove_not_recompute_node 1.73% : 0.000003s : 22: predicate.replace_applicator 0.91% : 0.000001s : 10: predicate.replace_old_param 0.79% : 0.000001s : 5: predicate.reset_defer_inline 1.14% : 0.000002s : 12: predicate.reshape_eliminate 1.18% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 1.35% : 0.000002s : 5: predicate.row_tensor_eliminate 1.11% : 0.000002s : 12: predicate.same_eliminate 0.79% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.41% : 0.000002s : 10: predicate.special_op_eliminate 1.23% : 0.000002s : 10: predicate.specialize_transform 1.25% : 0.000002s : 12: predicate.split_environ_get_set_with_tuple_value 1.18% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.73% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.73% : 0.000003s : 15: predicate.switch_defer_inline 1.60% : 0.000003s : 15: predicate.switch_layer_defer_inline 5.72% : 0.000009s : 45: predicate.switch_simplify 1.21% : 0.000002s : 12: predicate.tile_eliminate 1.18% : 0.000002s : 12: predicate.transpose_eliminate 1.58% : 0.000003s : 12: predicate.tuple_list_convert_item_index_to_positive 1.11% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.47% : 0.000006s : 22: predicate.tuple_list_get_item_eliminator 1.41% : 0.000002s : 12: predicate.tuple_list_set_item_eliminator 1.12% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.66% : 0.000003s : 17: predicate.updatestate_pure_node_eliminater 3.35% : 0.000005s : 27: predicate.updatestate_useless_node_eliminater 1.54% : 0.000002s : 12: predicate.value_based_eliminate 0.48% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.93% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000364 6 7.48% : 0.000027s : 1: func_graph_cloner_run.FuncGraphClonerGraph 92.52% : 0.000336s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.126009 72 0.06% : 0.000081s : 1: add_recomputation 0.11% : 0.000138s : 1: auto_monad 0.03% : 0.000032s : 1: auto_monad_reorder 0.26% : 0.000330s : 1: bootstrap 0.04% : 0.000048s : 1: cconv 0.01% : 0.000016s : 1: convert_after_rewriter 0.03% : 0.000033s : 1: cse_after_recomputation 0.01% : 0.000012s : 1: environ_conv 0.02% : 0.000020s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000006s : 1: get_jit_bprop_graph 0.01% : 0.000009s : 1: graph_reusing 13.96% : 0.017592s : 1: jit_opt_a 0.20% : 0.000249s : 1: jit_opt_after_cconv 0.09% : 0.000111s : 1: jit_opt_b 0.57% : 0.000713s : 1: loop_unroll 65.42% : 0.082441s : 1: mutable_eliminate 0.76% : 0.000962s : 26: opt.transform.jit_opt_a 0.08% : 0.000097s : 4: opt.transform.jit_opt_after_cconv 0.05% : 0.000069s : 4: opt.transform.jit_opt_b 0.02% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.04% : 0.000048s : 1: opt.transform.mutable_eliminate 0.03% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.04% : 0.000054s : 4: opt.transform.symbol_engine_opt 0.41% : 0.000522s : 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 0.02% : 0.000027s : 1: py_interpret_to_execute 0.02% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.02% : 0.000024s : 1: remove_dup_value 9.30% : 0.011724s : 1: renormalize.infer 0.39% : 0.000497s : 1: renormalize.specialize 0.01% : 0.000011s : 1: rewriter_after_jit_bprop_graph 0.47% : 0.000593s : 1: rewriter_after_opt_a 0.05% : 0.000058s : 1: rewriter_before_opt_a 0.09% : 0.000110s : 1: symbol_engine_optimizer 7.37% : 0.009284s : 1: type_inference TotalTime = 0.4699, [30] [bootstrap]: 0.00031654 [type_inference]: 0.324841 [event_method]: 0.00013657 [auto_monad]: 0.0002717 [graph_reusing]: 1.091e-05 [pre_auto_parallel]: 3.56999e-06 [py_interpret_to_execute]: 4.557e-05 [rewriter_before_opt_a]: 0.00014945 [expand_dump_flag]: 5.42999e-06 [jit_opt_a]: 0.140864, [3] [Cycle 1]: 0.133261, [27] [switch_simplify]: 0.00022816 [loop_unroll]: 5.967e-05 [a_1]: 0.00181928 [with_stream_mark]: 4.849e-05 [recompute_prepare]: 3.33e-05 [updatestate_depend_eliminate]: 1.415e-05 [updatestate_assign_eliminate]: 1.113e-05 [updatestate_loads_eliminate]: 9.85002e-06 [parameter_eliminate]: 3.85998e-06 [specialize_transform]: 2.015e-05 [updatestate_useless_node_eliminater]: 2.37e-05 [accelerated_algorithm]: 1.832e-05 [meta_shard_fg_expand]: 7.66999e-06 [get_grad_eliminate_]: 1.741e-05 [merge_forward]: 1.286e-05 [cell_reuse_recompute_pass]: 1.10999e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.869e-05 [j_node_and_user_rematch]: 3.257e-05 [meta_fg_expand]: 0.0195213 [replace_old_param]: 0.00012165 [inline_without_move]: 0.00011491 [renormalize]: 0.109938 [add_forward_monad_depend]: 2.134e-05 [auto_monad_grad]: 0.00012557 [auto_monad_eliminator]: 9.235e-05 [cse]: 0.00033894 [replace_applicator]: 0.00022621 [Cycle 2]: 0.00326849, [27] [switch_simplify]: 6.38e-05 [loop_unroll]: 6.093e-05 [a_1]: 0.00116569 [with_stream_mark]: 2.721e-05 [recompute_prepare]: 1.48e-05 [updatestate_depend_eliminate]: 3.068e-05 [updatestate_assign_eliminate]: 5.92999e-06 [updatestate_loads_eliminate]: 4.55999e-06 [parameter_eliminate]: 2.44001e-06 [specialize_transform]: 1.081e-05 [updatestate_useless_node_eliminater]: 1.25e-05 [accelerated_algorithm]: 8.40999e-06 [meta_shard_fg_expand]: 2.92002e-06 [get_grad_eliminate_]: 8.2e-06 [merge_forward]: 6.17001e-06 [cell_reuse_recompute_pass]: 1.15999e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.93e-05 [j_node_and_user_rematch]: 1.481e-05 [meta_fg_expand]: 0.00012525 [replace_old_param]: 1.867e-05 [inline_without_move]: 8.82e-06 [renormalize]: 0.00137048 [add_forward_monad_depend]: 6.83e-06 [auto_monad_grad]: 3.13e-06 [auto_monad_eliminator]: 2.26e-05 [cse]: 4.13e-05 [replace_applicator]: 2.101e-05 [Cycle 3]: 0.00051025, [27] [switch_simplify]: 8.90999e-06 [loop_unroll]: 8.55999e-06 [a_1]: 0.00017813 [with_stream_mark]: 1.692e-05 [recompute_prepare]: 8.04002e-06 [updatestate_depend_eliminate]: 6.30002e-06 [updatestate_assign_eliminate]: 4.68001e-06 [updatestate_loads_eliminate]: 4.25e-06 [parameter_eliminate]: 1.31002e-06 [specialize_transform]: 8.50001e-06 [updatestate_useless_node_eliminater]: 1.106e-05 [accelerated_algorithm]: 8.32e-06 [meta_shard_fg_expand]: 2.55002e-06 [get_grad_eliminate_]: 8.38001e-06 [merge_forward]: 6.02999e-06 [cell_reuse_recompute_pass]: 2.26e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.886e-05 [j_node_and_user_rematch]: 1.34e-05 [meta_fg_expand]: 3.66001e-06 [replace_old_param]: 1.119e-05 [inline_without_move]: 8.17e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.45999e-06 [auto_monad_grad]: 1.49998e-06 [auto_monad_eliminator]: 1.2e-05 [cse]: 2.161e-05 [replace_applicator]: 9.22001e-06 [py_interpret_to_execute_after_opt_a]: 1.71e-05 [rewriter_after_opt_a]: 0.00025501 [convert_after_rewriter]: 1.357e-05 [order_py_execute_after_rewriter]: 7.06999e-06 [mutable_eliminate]: 0.00105143 [jit_opt_b]: 7.538e-05, [1] [Cycle 1]: 6.53e-05, [2] [frontend_op_eliminate]: 2.614e-05 [inline_after_opt_a]: 2.559e-05 [cconv]: 3.247e-05 [loop_unroll]: 0.00047532 [jit_opt_after_cconv]: 0.00022046, [1] [Cycle 1]: 0.00021358, [11] [c_1]: 4.992e-05 [parameter_eliminate]: 3.07002e-06 [updatestate_depend_eliminate]: 1.058e-05 [updatestate_assign_eliminate]: 5.25001e-06 [updatestate_loads_eliminate]: 4.58999e-06 [cse]: 4.102e-05 [call_graph_tuple_transform]: 2.454e-05 [tuple_list_get_item_eliminator]: 9.29e-06 [none_parameter_eliminate]: 1.82001e-06 [renormalize]: 6.59988e-07 [switch_simplify]: 7.99997e-06 [remove_dup_value]: 2.283e-05 [partial_unused_args_eliminate]: 2.46e-06 [environ_conv]: 7.82e-06 [add_recomputation]: 6.703e-05 [cse_after_recomputation]: 3.242e-05, [1] [Cycle 1]: 2.64e-05, [1] [cse]: 1.896e-05 [auto_monad_reorder]: 2.699e-05 [get_jit_bprop_graph]: 2.04e-06 [rewriter_after_jit_bprop_graph]: 5.33002e-06 [opt_after_jit_grad]: 0.00056482 [symbol_engine_optimizer]: 9.961e-05, [1] [Cycle 1]: 9.227e-05, [6] [build]: 6.31e-06 [elim_shapecalc]: 1.188e-05 [elim_not_effective]: 2.042e-05 [opt_reshape]: 9.23002e-06 [fold_const_symbol]: 1.354e-05 [renormalize]: 4.10015e-07 [validate]: 4.838e-05 Sums bootstrap : 0.000317s : 0.07% type_inference : 0.324841s : 69.85% event_method : 0.000137s : 0.03% auto_monad : 0.000272s : 0.06% graph_reusing : 0.000011s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000046s : 0.01% rewriter_before_opt_a : 0.000149s : 0.03% expand_dump_flag : 0.000005s : 0.00% jit_opt_a.switch_simplify : 0.000301s : 0.06% jit_opt_a.loop_unroll : 0.000129s : 0.03% jit_opt_a.a_1 : 0.003163s : 0.68% jit_opt_a.with_stream_mark : 0.000093s : 0.02% jit_opt_a.recompute_prepare : 0.000056s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000051s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000022s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000019s : 0.00% jit_opt_a.parameter_eliminate : 0.000008s : 0.00% jit_opt_a.specialize_transform : 0.000039s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000047s : 0.01% jit_opt_a.accelerated_algorithm : 0.000035s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000013s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000034s : 0.01% jit_opt_a.merge_forward : 0.000025s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000077s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000061s : 0.01% jit_opt_a.meta_fg_expand : 0.019650s : 4.23% jit_opt_a.replace_old_param : 0.000152s : 0.03% jit_opt_a.inline_without_move : 0.000132s : 0.03% jit_opt_a.renormalize : 0.111308s : 23.94% jit_opt_a.add_forward_monad_depend : 0.000030s : 0.01% jit_opt_a.auto_monad_grad : 0.000130s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000127s : 0.03% jit_opt_a.cse : 0.000402s : 0.09% jit_opt_a.replace_applicator : 0.000256s : 0.06% py_interpret_to_execute_after_opt_a : 0.000017s : 0.00% rewriter_after_opt_a : 0.000255s : 0.05% convert_after_rewriter : 0.000014s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.001051s : 0.23% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.01% jit_opt_b.inline_after_opt_a : 0.000026s : 0.01% cconv : 0.000032s : 0.01% loop_unroll : 0.000475s : 0.10% jit_opt_after_cconv.c_1 : 0.000050s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000011s : 0.00% 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 : 0.000041s : 0.01% 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 : 0.000008s : 0.00% remove_dup_value : 0.000023s : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000008s : 0.00% add_recomputation : 0.000067s : 0.01% cse_after_recomputation.cse : 0.000019s : 0.00% auto_monad_reorder : 0.000027s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000005s : 0.00% opt_after_jit_grad : 0.000565s : 0.12% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000020s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000009s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000014s : 0.00% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% validate : 0.000048s : 0.01% Time group info: ------[substitution.] 0.001751 170 1.49% : 0.000026s : 8: substitution.depend_value_elim 0.17% : 0.000003s : 4: substitution.elim_not_effective 0.12% : 0.000002s : 4: substitution.fold_const_symbol 44.65% : 0.000782s : 4: substitution.getattr_setattr_resolve 0.38% : 0.000007s : 5: substitution.graph_param_transform 36.31% : 0.000636s : 16: substitution.inline 1.89% : 0.000033s : 4: substitution.inline_without_move 0.72% : 0.000013s : 20: substitution.j_node_and_user_rematch 0.51% : 0.000009s : 5: substitution.minmaximum_grad 0.48% : 0.000008s : 9: substitution.partial_eliminate 0.86% : 0.000015s : 20: substitution.remove_not_recompute_node 3.12% : 0.000055s : 12: substitution.replace_applicator 0.92% : 0.000016s : 16: substitution.replace_old_param 0.20% : 0.000003s : 1: substitution.set_cell_output_no_recompute 0.89% : 0.000016s : 3: substitution.switch_simplify 1.22% : 0.000021s : 5: substitution.tuple_list_convert_item_index_to_positive 0.86% : 0.000015s : 5: substitution.tuple_list_get_item_depend_reorder 1.96% : 0.000034s : 8: substitution.tuple_list_get_item_eliminator 1.12% : 0.000020s : 8: substitution.updatestate_pure_node_eliminater 2.11% : 0.000037s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.324726 2 99.27% : 0.322364s : 1: type_inference.infer 0.73% : 0.002361s : 1: type_inference.specialize ------[replace.] 0.000459 27 12.24% : 0.000056s : 3: replace.getattr_setattr_resolve 35.49% : 0.000163s : 16: replace.inline 11.69% : 0.000054s : 1: replace.replace_applicator 16.44% : 0.000075s : 3: replace.switch_simplify 18.46% : 0.000085s : 3: replace.tuple_list_get_item_eliminator 5.68% : 0.000026s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001413 27 52.01% : 0.000735s : 3: match.getattr_setattr_resolve 44.25% : 0.000625s : 16: match.inline 1.22% : 0.000017s : 1: match.replace_applicator 0.98% : 0.000014s : 3: match.switch_simplify 0.52% : 0.000007s : 3: match.tuple_list_get_item_eliminator 1.03% : 0.000015s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000537 3164 1.29% : 0.000007s : 50: predicate.accumulaten_eliminater 0.41% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.17% : 0.000006s : 50: predicate.addn_check_dump 1.35% : 0.000007s : 50: predicate.addn_zero_filter 1.83% : 0.000010s : 50: predicate.arithmetic_simplify 1.32% : 0.000007s : 50: predicate.cast_eliminate 0.17% : 0.000001s : 5: predicate.check_bprop_eliminate 1.20% : 0.000006s : 50: predicate.compare_switch_simplify 1.38% : 0.000007s : 50: predicate.depend_value_elim 1.21% : 0.000006s : 50: predicate.dict_get_item_const_eliminator 1.38% : 0.000007s : 50: predicate.dict_get_item_eliminator 7.96% : 0.000043s : 50: predicate.dict_set_item_eliminator 0.30% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.13% : 0.000001s : 5: predicate.elim_not_effective 0.28% : 0.000002s : 5: predicate.elim_shapecalc_of_broadcastargs 1.28% : 0.000007s : 50: predicate.environ_add_const_eliminate 1.25% : 0.000007s : 50: predicate.environ_get_add_eliminate 1.28% : 0.000007s : 50: predicate.environ_get_depend_swap 1.43% : 0.000008s : 50: predicate.environ_get_eliminate 1.19% : 0.000006s : 50: predicate.environ_get_set_eliminate 0.09% : 0.000000s : 5: predicate.fold_const_symbol 0.82% : 0.000004s : 26: predicate.get_grad_eliminate 1.25% : 0.000007s : 20: predicate.getattr_setattr_resolve 0.09% : 0.000001s : 5: predicate.graph_param_transform 4.43% : 0.000024s : 80: predicate.inline 2.84% : 0.000015s : 87: predicate.inline_without_move 0.36% : 0.000002s : 26: predicate.j_node_and_user_rematch 0.96% : 0.000005s : 26: predicate.less_batch_normalization 1.37% : 0.000007s : 53: predicate.list_to_tuple_eliminator_ 1.49% : 0.000008s : 58: predicate.load_eliminater 0.49% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.51% : 0.000019s : 132: predicate.loop_unroll_before_grad 1.67% : 0.000009s : 55: predicate.make_slice_get_slice_eliminator 1.16% : 0.000006s : 50: predicate.merge_addn 1.24% : 0.000007s : 50: predicate.minmaximum_grad 0.59% : 0.000003s : 5: predicate.mutable_eliminate 0.20% : 0.000001s : 5: predicate.opt_reshape 1.97% : 0.000011s : 58: predicate.partial_eliminate 1.24% : 0.000007s : 50: predicate.print_const_string_wrapper 1.72% : 0.000009s : 50: predicate.reduce_eliminate 1.43% : 0.000008s : 53: predicate.redundant_stop_gradient_eliminater 0.55% : 0.000003s : 26: predicate.remove_not_recompute_node 2.61% : 0.000014s : 126: predicate.replace_applicator 1.38% : 0.000007s : 87: predicate.replace_old_param 0.15% : 0.000001s : 5: predicate.reset_defer_inline 1.34% : 0.000007s : 50: predicate.reshape_eliminate 1.29% : 0.000007s : 50: predicate.row_tensor_add_zeros_like 0.27% : 0.000001s : 5: predicate.row_tensor_eliminate 1.43% : 0.000008s : 50: predicate.same_eliminate 0.51% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.41% : 0.000002s : 10: predicate.special_op_eliminate 0.89% : 0.000005s : 26: predicate.specialize_transform 1.48% : 0.000008s : 50: predicate.split_environ_get_set_with_tuple_value 1.23% : 0.000007s : 50: predicate.stack_unstack_eliminate 0.20% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.68% : 0.000014s : 70: predicate.switch_defer_inline 2.09% : 0.000011s : 70: predicate.switch_layer_defer_inline 6.76% : 0.000036s : 213: predicate.switch_simplify 1.27% : 0.000007s : 50: predicate.tile_eliminate 1.31% : 0.000007s : 50: predicate.transpose_eliminate 1.64% : 0.000009s : 50: predicate.tuple_list_convert_item_index_to_positive 1.47% : 0.000008s : 50: predicate.tuple_list_get_item_depend_reorder 2.89% : 0.000016s : 63: predicate.tuple_list_get_item_eliminator 1.70% : 0.000009s : 50: predicate.tuple_list_set_item_eliminator 1.38% : 0.000007s : 53: predicate.tuple_to_list_eliminator_ 1.58% : 0.000009s : 58: predicate.updatestate_pure_node_eliminater 2.75% : 0.000015s : 85: predicate.updatestate_useless_node_eliminater 1.59% : 0.000009s : 50: predicate.value_based_eliminate 0.15% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.26% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.003748 47 63.53% : 0.002381s : 20: func_graph_cloner_run.FuncGraphClonerGraph 36.47% : 0.001367s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.586639 89 0.01% : 0.000070s : 1: add_recomputation 0.05% : 0.000280s : 1: auto_monad 0.01% : 0.000030s : 1: auto_monad_reorder 0.06% : 0.000340s : 1: bootstrap 0.01% : 0.000035s : 1: cconv 0.00% : 0.000017s : 1: convert_after_rewriter 0.01% : 0.000035s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 0.02% : 0.000145s : 1: event_method 0.00% : 0.000008s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000015s : 1: graph_reusing 24.01% : 0.140869s : 1: jit_opt_a 0.04% : 0.000224s : 1: jit_opt_after_cconv 0.01% : 0.000079s : 1: jit_opt_b 0.08% : 0.000485s : 1: loop_unroll 0.18% : 0.001063s : 1: mutable_eliminate 0.75% : 0.004420s : 39: opt.transform.jit_opt_a 0.01% : 0.000088s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000044s : 4: opt.transform.jit_opt_b 0.00% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000022s : 1: opt.transform.mutable_eliminate 0.01% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.15% : 0.000898s : 2: opt.transform.opt_resolve 0.01% : 0.000051s : 4: opt.transform.symbol_engine_opt 0.10% : 0.000574s : 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% : 0.000048s : 1: py_interpret_to_execute 0.00% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000026s : 1: remove_dup_value 18.37% : 0.107741s : 2: renormalize.infer 0.60% : 0.003541s : 2: renormalize.specialize 0.00% : 0.000007s : 1: rewriter_after_jit_bprop_graph 0.04% : 0.000261s : 1: rewriter_after_opt_a 0.03% : 0.000153s : 1: rewriter_before_opt_a 0.02% : 0.000103s : 1: symbol_engine_optimizer 55.38% : 0.324862s : 1: type_inference TotalTime = 0.206423, [30] [bootstrap]: 0.0003047 [type_inference]: 0.00964974 [event_method]: 1.938e-05 [auto_monad]: 0.00013771 [graph_reusing]: 6.68e-06 [pre_auto_parallel]: 2.85002e-06 [py_interpret_to_execute]: 2.506e-05 [rewriter_before_opt_a]: 5.954e-05 [expand_dump_flag]: 3.20998e-06 [jit_opt_a]: 0.192868, [2] [Cycle 1]: 0.188839, [27] [switch_simplify]: 4.791e-05 [loop_unroll]: 2.136e-05 [a_1]: 0.00056804 [with_stream_mark]: 2.891e-05 [recompute_prepare]: 1.159e-05 [updatestate_depend_eliminate]: 6.83e-06 [updatestate_assign_eliminate]: 5.46998e-06 [updatestate_loads_eliminate]: 4.68999e-06 [parameter_eliminate]: 1.72999e-06 [specialize_transform]: 8.68001e-06 [updatestate_useless_node_eliminater]: 1.169e-05 [accelerated_algorithm]: 8.53001e-06 [meta_shard_fg_expand]: 2.74001e-06 [get_grad_eliminate_]: 8.81997e-06 [merge_forward]: 5.52999e-06 [cell_reuse_recompute_pass]: 1.25999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.105e-05 [j_node_and_user_rematch]: 1.358e-05 [meta_fg_expand]: 3.36999e-06 [replace_old_param]: 1.221e-05 [inline_without_move]: 7.7e-06 [renormalize]: 0.187673 [add_forward_monad_depend]: 1.303e-05 [auto_monad_grad]: 2.41e-06 [auto_monad_eliminator]: 3.548e-05 [cse]: 4.299e-05 [replace_applicator]: 3.046e-05 [Cycle 2]: 0.00054031, [27] [switch_simplify]: 1.026e-05 [loop_unroll]: 8.79e-06 [a_1]: 0.00019794 [with_stream_mark]: 2.317e-05 [recompute_prepare]: 8.74e-06 [updatestate_depend_eliminate]: 6.21e-06 [updatestate_assign_eliminate]: 5.66998e-06 [updatestate_loads_eliminate]: 4.72e-06 [parameter_eliminate]: 1.52999e-06 [specialize_transform]: 7.90998e-06 [updatestate_useless_node_eliminater]: 1.148e-05 [accelerated_algorithm]: 8.99e-06 [meta_shard_fg_expand]: 2.37999e-06 [get_grad_eliminate_]: 7.9e-06 [merge_forward]: 5.92001e-06 [cell_reuse_recompute_pass]: 2.81999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2e-05 [j_node_and_user_rematch]: 1.326e-05 [meta_fg_expand]: 3.6e-06 [replace_old_param]: 1.161e-05 [inline_without_move]: 7.45e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.45001e-06 [auto_monad_grad]: 1.40001e-06 [auto_monad_eliminator]: 1.237e-05 [cse]: 1.804e-05 [replace_applicator]: 8.47e-06 [py_interpret_to_execute_after_opt_a]: 2.114e-05 [rewriter_after_opt_a]: 0.00058852 [convert_after_rewriter]: 1.361e-05 [order_py_execute_after_rewriter]: 7.30998e-06 [mutable_eliminate]: 0.00075681 [jit_opt_b]: 7.576e-05, [1] [Cycle 1]: 6.557e-05, [2] [frontend_op_eliminate]: 2.525e-05 [inline_after_opt_a]: 2.592e-05 [cconv]: 3.4e-05 [loop_unroll]: 0.00047234 [jit_opt_after_cconv]: 0.00022276, [1] [Cycle 1]: 0.00021522, [11] [c_1]: 5.196e-05 [parameter_eliminate]: 4.32e-06 [updatestate_depend_eliminate]: 1.217e-05 [updatestate_assign_eliminate]: 5.59998e-06 [updatestate_loads_eliminate]: 4.90001e-06 [cse]: 3.661e-05 [call_graph_tuple_transform]: 2.433e-05 [tuple_list_get_item_eliminator]: 8.52e-06 [none_parameter_eliminate]: 1.65001e-06 [renormalize]: 5.19998e-07 [switch_simplify]: 8.65001e-06 [remove_dup_value]: 2.101e-05 [partial_unused_args_eliminate]: 2.93e-06 [environ_conv]: 8.37e-06 [add_recomputation]: 7.555e-05 [cse_after_recomputation]: 3.125e-05, [1] [Cycle 1]: 2.419e-05, [1] [cse]: 1.701e-05 [auto_monad_reorder]: 2.803e-05 [get_jit_bprop_graph]: 2.83e-06 [rewriter_after_jit_bprop_graph]: 8.26002e-06 [opt_after_jit_grad]: 0.00058324 [symbol_engine_optimizer]: 0.00010072, [1] [Cycle 1]: 9.359e-05, [6] [build]: 6.97002e-06 [elim_shapecalc]: 1.141e-05 [elim_not_effective]: 2.024e-05 [opt_reshape]: 8.85999e-06 [fold_const_symbol]: 1.472e-05 [renormalize]: 1.12999e-06 [validate]: 5.927e-05 Sums bootstrap : 0.000305s : 0.15% type_inference : 0.009650s : 4.77% event_method : 0.000019s : 0.01% auto_monad : 0.000138s : 0.07% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000025s : 0.01% rewriter_before_opt_a : 0.000060s : 0.03% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000058s : 0.03% jit_opt_a.loop_unroll : 0.000030s : 0.01% jit_opt_a.a_1 : 0.000766s : 0.38% jit_opt_a.with_stream_mark : 0.000052s : 0.03% jit_opt_a.recompute_prepare : 0.000020s : 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 : 0.000009s : 0.00% 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 : 0.000023s : 0.01% 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 : 0.000011s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000004s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000041s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000027s : 0.01% 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 : 0.01% jit_opt_a.renormalize : 0.187673s : 92.82% 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 : 0.000048s : 0.02% jit_opt_a.cse : 0.000061s : 0.03% jit_opt_a.replace_applicator : 0.000039s : 0.02% py_interpret_to_execute_after_opt_a : 0.000021s : 0.01% rewriter_after_opt_a : 0.000589s : 0.29% convert_after_rewriter : 0.000014s : 0.01% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000757s : 0.37% jit_opt_b.frontend_op_eliminate : 0.000025s : 0.01% jit_opt_b.inline_after_opt_a : 0.000026s : 0.01% cconv : 0.000034s : 0.02% loop_unroll : 0.000472s : 0.23% jit_opt_after_cconv.c_1 : 0.000052s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000004s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 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 : 0.000037s : 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 : 0.000021s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000008s : 0.00% add_recomputation : 0.000076s : 0.04% cse_after_recomputation.cse : 0.000017s : 0.01% auto_monad_reorder : 0.000028s : 0.01% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.00% opt_after_jit_grad : 0.000583s : 0.29% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000011s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000020s : 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% validate : 0.000059s : 0.03% Time group info: ------[substitution.] 0.000315 44 3.83% : 0.000012s : 2: substitution.depend_value_elim 1.14% : 0.000004s : 4: substitution.elim_not_effective 0.75% : 0.000002s : 4: substitution.fold_const_symbol 2.27% : 0.000007s : 5: substitution.graph_param_transform 78.27% : 0.000246s : 3: substitution.inline 1.64% : 0.000005s : 8: substitution.j_node_and_user_rematch 2.57% : 0.000008s : 8: substitution.remove_not_recompute_node 1.81% : 0.000006s : 2: substitution.replace_old_param 4.22% : 0.000013s : 3: substitution.updatestate_pure_node_eliminater 3.52% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.009589 2 94.05% : 0.009019s : 1: type_inference.infer 5.95% : 0.000571s : 1: type_inference.specialize ------[replace.] 0.000039 3 100.00% : 0.000039s : 3: replace.inline ------[match.] 0.000244 3 100.00% : 0.000244s : 3: match.inline ------[predicate.] 0.000160 825 1.30% : 0.000002s : 12: predicate.accumulaten_eliminater 1.49% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.04% : 0.000002s : 12: predicate.addn_check_dump 1.22% : 0.000002s : 12: predicate.addn_zero_filter 2.08% : 0.000003s : 12: predicate.arithmetic_simplify 1.25% : 0.000002s : 12: predicate.cast_eliminate 0.58% : 0.000001s : 5: predicate.check_bprop_eliminate 1.05% : 0.000002s : 12: predicate.compare_switch_simplify 1.27% : 0.000002s : 12: predicate.depend_value_elim 1.23% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.73% : 0.000003s : 12: predicate.dict_get_item_eliminator 1.34% : 0.000002s : 12: predicate.dict_set_item_eliminator 1.27% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.51% : 0.000001s : 5: predicate.elim_not_effective 0.59% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.11% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.04% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.03% : 0.000002s : 12: predicate.environ_get_depend_swap 1.15% : 0.000002s : 12: predicate.environ_get_eliminate 1.01% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.26% : 0.000000s : 5: predicate.fold_const_symbol 1.41% : 0.000002s : 10: predicate.get_grad_eliminate 0.53% : 0.000001s : 5: predicate.graph_param_transform 5.01% : 0.000008s : 25: predicate.inline 1.08% : 0.000002s : 10: predicate.inline_without_move 0.49% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.59% : 0.000003s : 10: predicate.less_batch_normalization 1.87% : 0.000003s : 12: predicate.list_to_tuple_eliminator_ 1.89% : 0.000003s : 17: predicate.load_eliminater 1.76% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.44% : 0.000004s : 25: predicate.loop_unroll_before_grad 2.09% : 0.000003s : 17: predicate.make_slice_get_slice_eliminator 1.28% : 0.000002s : 12: predicate.merge_addn 0.99% : 0.000002s : 12: predicate.minmaximum_grad 2.53% : 0.000004s : 5: predicate.mutable_eliminate 0.75% : 0.000001s : 5: predicate.opt_reshape 2.06% : 0.000003s : 17: predicate.partial_eliminate 1.10% : 0.000002s : 12: predicate.print_const_string_wrapper 1.77% : 0.000003s : 12: predicate.reduce_eliminate 1.40% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.80% : 0.000001s : 10: predicate.remove_not_recompute_node 1.78% : 0.000003s : 22: predicate.replace_applicator 0.90% : 0.000001s : 10: predicate.replace_old_param 0.57% : 0.000001s : 5: predicate.reset_defer_inline 1.61% : 0.000003s : 12: predicate.reshape_eliminate 1.21% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 0.98% : 0.000002s : 5: predicate.row_tensor_eliminate 1.13% : 0.000002s : 12: predicate.same_eliminate 0.73% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.39% : 0.000002s : 10: predicate.special_op_eliminate 1.16% : 0.000002s : 10: predicate.specialize_transform 1.52% : 0.000002s : 12: predicate.split_environ_get_set_with_tuple_value 1.46% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.69% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.62% : 0.000003s : 15: predicate.switch_defer_inline 1.67% : 0.000003s : 15: predicate.switch_layer_defer_inline 5.79% : 0.000009s : 45: predicate.switch_simplify 1.28% : 0.000002s : 12: predicate.tile_eliminate 1.10% : 0.000002s : 12: predicate.transpose_eliminate 1.33% : 0.000002s : 12: predicate.tuple_list_convert_item_index_to_positive 1.21% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.62% : 0.000006s : 22: predicate.tuple_list_get_item_eliminator 1.80% : 0.000003s : 12: predicate.tuple_list_set_item_eliminator 1.23% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.58% : 0.000003s : 17: predicate.updatestate_pure_node_eliminater 3.19% : 0.000005s : 27: predicate.updatestate_useless_node_eliminater 1.62% : 0.000003s : 12: predicate.value_based_eliminate 0.50% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.94% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000370 6 5.89% : 0.000022s : 1: func_graph_cloner_run.FuncGraphClonerGraph 94.11% : 0.000348s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.395270 72 0.02% : 0.000079s : 1: add_recomputation 0.04% : 0.000142s : 1: auto_monad 0.01% : 0.000031s : 1: auto_monad_reorder 0.08% : 0.000324s : 1: bootstrap 0.01% : 0.000037s : 1: cconv 0.00% : 0.000018s : 1: convert_after_rewriter 0.01% : 0.000034s : 1: cse_after_recomputation 0.00% : 0.000011s : 1: environ_conv 0.01% : 0.000040s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000010s : 1: graph_reusing 48.80% : 0.192873s : 1: jit_opt_a 0.06% : 0.000226s : 1: jit_opt_after_cconv 0.02% : 0.000079s : 1: jit_opt_b 0.12% : 0.000483s : 1: loop_unroll 0.19% : 0.000769s : 1: mutable_eliminate 0.27% : 0.001058s : 26: opt.transform.jit_opt_a 0.02% : 0.000090s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000043s : 4: opt.transform.jit_opt_b 0.00% : 0.000019s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000023s : 1: opt.transform.mutable_eliminate 0.01% : 0.000036s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000051s : 4: opt.transform.symbol_engine_opt 0.15% : 0.000596s : 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% : 0.000028s : 1: py_interpret_to_execute 0.01% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000024s : 1: remove_dup_value 47.32% : 0.187054s : 1: renormalize.infer 0.15% : 0.000600s : 1: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.15% : 0.000595s : 1: rewriter_after_opt_a 0.02% : 0.000063s : 1: rewriter_before_opt_a 0.03% : 0.000104s : 1: symbol_engine_optimizer 2.45% : 0.009667s : 1: type_inference TotalTime = 0.80929, [30] [bootstrap]: 0.00029396 [type_inference]: 0.314748 [event_method]: 0.00016306 [auto_monad]: 0.00031192 [graph_reusing]: 1.213e-05 [pre_auto_parallel]: 3.80998e-06 [py_interpret_to_execute]: 5.18e-05 [rewriter_before_opt_a]: 0.00015911 [expand_dump_flag]: 5.44e-06 [jit_opt_a]: 0.490291, [3] [Cycle 1]: 0.361368, [27] [switch_simplify]: 0.00022637 [loop_unroll]: 6.057e-05 [a_1]: 0.00143447 [with_stream_mark]: 4.024e-05 [recompute_prepare]: 2.864e-05 [updatestate_depend_eliminate]: 1.324e-05 [updatestate_assign_eliminate]: 1.044e-05 [updatestate_loads_eliminate]: 9.81e-06 [parameter_eliminate]: 2.59999e-06 [specialize_transform]: 1.958e-05 [updatestate_useless_node_eliminater]: 2.335e-05 [accelerated_algorithm]: 1.834e-05 [meta_shard_fg_expand]: 6.11998e-06 [get_grad_eliminate_]: 1.833e-05 [merge_forward]: 1.112e-05 [cell_reuse_recompute_pass]: 9.70002e-07 [cell_reuse_handle_not_recompute_node_pass]: 3.786e-05 [j_node_and_user_rematch]: 3.305e-05 [meta_fg_expand]: 0.195336 [replace_old_param]: 0.00011649 [inline_without_move]: 0.00011799 [renormalize]: 0.162805 [add_forward_monad_depend]: 2.062e-05 [auto_monad_grad]: 1.087e-05 [auto_monad_eliminator]: 9.266e-05 [cse]: 0.00032488 [replace_applicator]: 0.00021238 [Cycle 2]: 0.124248, [27] [switch_simplify]: 6.035e-05 [loop_unroll]: 5.511e-05 [a_1]: 0.00107978 [with_stream_mark]: 2.835e-05 [recompute_prepare]: 1.401e-05 [updatestate_depend_eliminate]: 2.857e-05 [updatestate_assign_eliminate]: 5.91998e-06 [updatestate_loads_eliminate]: 4.77e-06 [parameter_eliminate]: 2.81e-06 [specialize_transform]: 9.54e-06 [updatestate_useless_node_eliminater]: 1.218e-05 [accelerated_algorithm]: 9.19e-06 [meta_shard_fg_expand]: 2.89999e-06 [get_grad_eliminate_]: 8.44002e-06 [merge_forward]: 5.55001e-06 [cell_reuse_recompute_pass]: 1.34e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.059e-05 [j_node_and_user_rematch]: 1.378e-05 [meta_fg_expand]: 0.0002335 [replace_old_param]: 2.121e-05 [inline_without_move]: 8.87e-06 [renormalize]: 0.122266 [add_forward_monad_depend]: 1.193e-05 [auto_monad_grad]: 2.68998e-06 [auto_monad_eliminator]: 3.313e-05 [cse]: 4.935e-05 [replace_applicator]: 2.989e-05 [Cycle 3]: 0.00053556, [27] [switch_simplify]: 1.08e-05 [loop_unroll]: 8.97999e-06 [a_1]: 0.00018971 [with_stream_mark]: 2.057e-05 [recompute_prepare]: 8.70999e-06 [updatestate_depend_eliminate]: 7.16999e-06 [updatestate_assign_eliminate]: 5.72001e-06 [updatestate_loads_eliminate]: 5.12e-06 [parameter_eliminate]: 2.02999e-06 [specialize_transform]: 8.89998e-06 [updatestate_useless_node_eliminater]: 1.088e-05 [accelerated_algorithm]: 9.09e-06 [meta_shard_fg_expand]: 2.84999e-06 [get_grad_eliminate_]: 7.68999e-06 [merge_forward]: 5.99999e-06 [cell_reuse_recompute_pass]: 3.31999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.188e-05 [j_node_and_user_rematch]: 1.369e-05 [meta_fg_expand]: 3.36999e-06 [replace_old_param]: 1.221e-05 [inline_without_move]: 7.90998e-06 [renormalize]: 1.00001e-07 [add_forward_monad_depend]: 1.63002e-06 [auto_monad_grad]: 1.26997e-06 [auto_monad_eliminator]: 1.062e-05 [cse]: 2.38e-05 [replace_applicator]: 8.27e-06 [py_interpret_to_execute_after_opt_a]: 2.15e-05 [rewriter_after_opt_a]: 0.00031319 [convert_after_rewriter]: 1.332e-05 [order_py_execute_after_rewriter]: 7.45e-06 [mutable_eliminate]: 0.00078067 [jit_opt_b]: 7.589e-05, [1] [Cycle 1]: 6.633e-05, [2] [frontend_op_eliminate]: 2.62e-05 [inline_after_opt_a]: 2.537e-05 [cconv]: 3.649e-05 [loop_unroll]: 0.00053547 [jit_opt_after_cconv]: 0.00023984, [1] [Cycle 1]: 0.0002322, [11] [c_1]: 5.564e-05 [parameter_eliminate]: 5.43002e-06 [updatestate_depend_eliminate]: 1.226e-05 [updatestate_assign_eliminate]: 6.47001e-06 [updatestate_loads_eliminate]: 4.48001e-06 [cse]: 4.512e-05 [call_graph_tuple_transform]: 2.419e-05 [tuple_list_get_item_eliminator]: 9.69999e-06 [none_parameter_eliminate]: 1.99e-06 [renormalize]: 7.29982e-07 [switch_simplify]: 8.70999e-06 [remove_dup_value]: 2.375e-05 [partial_unused_args_eliminate]: 2.26e-06 [environ_conv]: 9.49e-06 [add_recomputation]: 7.507e-05 [cse_after_recomputation]: 3.248e-05, [1] [Cycle 1]: 2.635e-05, [1] [cse]: 1.964e-05 [auto_monad_reorder]: 2.833e-05 [get_jit_bprop_graph]: 2.14e-06 [rewriter_after_jit_bprop_graph]: 7.53e-06 [opt_after_jit_grad]: 0.00060238 [symbol_engine_optimizer]: 0.00011147, [1] [Cycle 1]: 0.00010295, [6] [build]: 7.71999e-06 [elim_shapecalc]: 1.249e-05 [elim_not_effective]: 2.373e-05 [opt_reshape]: 1.013e-05 [fold_const_symbol]: 1.552e-05 [renormalize]: 5.49975e-07 [validate]: 6.107e-05 Sums bootstrap : 0.000294s : 0.04% type_inference : 0.314748s : 39.15% event_method : 0.000163s : 0.02% auto_monad : 0.000312s : 0.04% graph_reusing : 0.000012s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000052s : 0.01% rewriter_before_opt_a : 0.000159s : 0.02% expand_dump_flag : 0.000005s : 0.00% jit_opt_a.switch_simplify : 0.000298s : 0.04% jit_opt_a.loop_unroll : 0.000125s : 0.02% jit_opt_a.a_1 : 0.002704s : 0.34% jit_opt_a.with_stream_mark : 0.000089s : 0.01% jit_opt_a.recompute_prepare : 0.000051s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000049s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000022s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000020s : 0.00% jit_opt_a.parameter_eliminate : 0.000007s : 0.00% jit_opt_a.specialize_transform : 0.000038s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000046s : 0.01% jit_opt_a.accelerated_algorithm : 0.000037s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000012s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000034s : 0.00% jit_opt_a.merge_forward : 0.000023s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000006s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000080s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000061s : 0.01% jit_opt_a.meta_fg_expand : 0.195573s : 24.32% jit_opt_a.replace_old_param : 0.000150s : 0.02% jit_opt_a.inline_without_move : 0.000135s : 0.02% jit_opt_a.renormalize : 0.285072s : 35.45% jit_opt_a.add_forward_monad_depend : 0.000034s : 0.00% jit_opt_a.auto_monad_grad : 0.000015s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000136s : 0.02% jit_opt_a.cse : 0.000398s : 0.05% jit_opt_a.replace_applicator : 0.000251s : 0.03% py_interpret_to_execute_after_opt_a : 0.000021s : 0.00% rewriter_after_opt_a : 0.000313s : 0.04% convert_after_rewriter : 0.000013s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000781s : 0.10% jit_opt_b.frontend_op_eliminate : 0.000026s : 0.00% jit_opt_b.inline_after_opt_a : 0.000025s : 0.00% cconv : 0.000036s : 0.00% loop_unroll : 0.000535s : 0.07% jit_opt_after_cconv.c_1 : 0.000056s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 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 : 0.000045s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000024s : 0.00% 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 : 0.000024s : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000075s : 0.01% cse_after_recomputation.cse : 0.000020s : 0.00% auto_monad_reorder : 0.000028s : 0.00% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000008s : 0.00% opt_after_jit_grad : 0.000602s : 0.07% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000012s : 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 : 0.000016s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000061s : 0.01% Time group info: ------[substitution.] 0.001697 170 1.49% : 0.000025s : 8: substitution.depend_value_elim 0.22% : 0.000004s : 4: substitution.elim_not_effective 0.14% : 0.000002s : 4: substitution.fold_const_symbol 47.31% : 0.000803s : 4: substitution.getattr_setattr_resolve 0.41% : 0.000007s : 5: substitution.graph_param_transform 33.25% : 0.000564s : 16: substitution.inline 2.12% : 0.000036s : 4: substitution.inline_without_move 0.73% : 0.000012s : 20: substitution.j_node_and_user_rematch 0.53% : 0.000009s : 5: substitution.minmaximum_grad 0.49% : 0.000008s : 9: substitution.partial_eliminate 0.91% : 0.000015s : 20: substitution.remove_not_recompute_node 2.96% : 0.000050s : 12: substitution.replace_applicator 0.98% : 0.000017s : 16: substitution.replace_old_param 0.17% : 0.000003s : 1: substitution.set_cell_output_no_recompute 0.88% : 0.000015s : 3: substitution.switch_simplify 1.23% : 0.000021s : 5: substitution.tuple_list_convert_item_index_to_positive 0.85% : 0.000014s : 5: substitution.tuple_list_get_item_depend_reorder 2.02% : 0.000034s : 8: substitution.tuple_list_get_item_eliminator 1.19% : 0.000020s : 8: substitution.updatestate_pure_node_eliminater 2.11% : 0.000036s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.314623 2 99.23% : 0.312198s : 1: type_inference.infer 0.77% : 0.002424s : 1: type_inference.specialize ------[replace.] 0.000448 27 14.61% : 0.000066s : 3: replace.getattr_setattr_resolve 31.06% : 0.000139s : 16: replace.inline 12.67% : 0.000057s : 1: replace.replace_applicator 17.18% : 0.000077s : 3: replace.switch_simplify 18.92% : 0.000085s : 3: replace.tuple_list_get_item_eliminator 5.56% : 0.000025s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001355 27 55.49% : 0.000752s : 3: match.getattr_setattr_resolve 40.90% : 0.000554s : 16: match.inline 1.04% : 0.000014s : 1: match.replace_applicator 0.97% : 0.000013s : 3: match.switch_simplify 0.54% : 0.000007s : 3: match.tuple_list_get_item_eliminator 1.05% : 0.000014s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000500 3164 1.44% : 0.000007s : 50: predicate.accumulaten_eliminater 0.45% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.34% : 0.000007s : 50: predicate.addn_check_dump 1.40% : 0.000007s : 50: predicate.addn_zero_filter 1.96% : 0.000010s : 50: predicate.arithmetic_simplify 1.45% : 0.000007s : 50: predicate.cast_eliminate 0.15% : 0.000001s : 5: predicate.check_bprop_eliminate 1.28% : 0.000006s : 50: predicate.compare_switch_simplify 1.54% : 0.000008s : 50: predicate.depend_value_elim 1.24% : 0.000006s : 50: predicate.dict_get_item_const_eliminator 1.37% : 0.000007s : 50: predicate.dict_get_item_eliminator 1.46% : 0.000007s : 50: predicate.dict_set_item_eliminator 0.34% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.18% : 0.000001s : 5: predicate.elim_not_effective 0.26% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.35% : 0.000007s : 50: predicate.environ_add_const_eliminate 1.34% : 0.000007s : 50: predicate.environ_get_add_eliminate 1.36% : 0.000007s : 50: predicate.environ_get_depend_swap 1.43% : 0.000007s : 50: predicate.environ_get_eliminate 1.27% : 0.000006s : 50: predicate.environ_get_set_eliminate 0.09% : 0.000000s : 5: predicate.fold_const_symbol 0.87% : 0.000004s : 26: predicate.get_grad_eliminate 1.36% : 0.000007s : 20: predicate.getattr_setattr_resolve 0.14% : 0.000001s : 5: predicate.graph_param_transform 4.26% : 0.000021s : 80: predicate.inline 3.20% : 0.000016s : 87: predicate.inline_without_move 0.40% : 0.000002s : 26: predicate.j_node_and_user_rematch 1.22% : 0.000006s : 26: predicate.less_batch_normalization 1.56% : 0.000008s : 53: predicate.list_to_tuple_eliminator_ 1.68% : 0.000008s : 58: predicate.load_eliminater 0.64% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.78% : 0.000019s : 132: predicate.loop_unroll_before_grad 1.76% : 0.000009s : 55: predicate.make_slice_get_slice_eliminator 1.30% : 0.000007s : 50: predicate.merge_addn 1.50% : 0.000007s : 50: predicate.minmaximum_grad 0.68% : 0.000003s : 5: predicate.mutable_eliminate 0.20% : 0.000001s : 5: predicate.opt_reshape 2.08% : 0.000010s : 58: predicate.partial_eliminate 1.34% : 0.000007s : 50: predicate.print_const_string_wrapper 1.84% : 0.000009s : 50: predicate.reduce_eliminate 1.65% : 0.000008s : 53: predicate.redundant_stop_gradient_eliminater 0.48% : 0.000002s : 26: predicate.remove_not_recompute_node 2.68% : 0.000013s : 126: predicate.replace_applicator 1.48% : 0.000007s : 87: predicate.replace_old_param 0.14% : 0.000001s : 5: predicate.reset_defer_inline 1.68% : 0.000008s : 50: predicate.reshape_eliminate 1.35% : 0.000007s : 50: predicate.row_tensor_add_zeros_like 0.27% : 0.000001s : 5: predicate.row_tensor_eliminate 1.45% : 0.000007s : 50: predicate.same_eliminate 0.62% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.44% : 0.000002s : 10: predicate.special_op_eliminate 0.88% : 0.000004s : 26: predicate.specialize_transform 1.68% : 0.000008s : 50: predicate.split_environ_get_set_with_tuple_value 1.51% : 0.000008s : 50: predicate.stack_unstack_eliminate 0.19% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.53% : 0.000013s : 70: predicate.switch_defer_inline 2.30% : 0.000011s : 70: predicate.switch_layer_defer_inline 6.95% : 0.000035s : 213: predicate.switch_simplify 1.37% : 0.000007s : 50: predicate.tile_eliminate 1.45% : 0.000007s : 50: predicate.transpose_eliminate 1.73% : 0.000009s : 50: predicate.tuple_list_convert_item_index_to_positive 1.59% : 0.000008s : 50: predicate.tuple_list_get_item_depend_reorder 2.88% : 0.000014s : 63: predicate.tuple_list_get_item_eliminator 1.73% : 0.000009s : 50: predicate.tuple_list_set_item_eliminator 1.50% : 0.000008s : 53: predicate.tuple_to_list_eliminator_ 1.70% : 0.000008s : 58: predicate.updatestate_pure_node_eliminater 2.81% : 0.000014s : 85: predicate.updatestate_useless_node_eliminater 2.00% : 0.000010s : 50: predicate.value_based_eliminate 0.18% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.28% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.003726 47 59.83% : 0.002229s : 20: func_graph_cloner_run.FuncGraphClonerGraph 40.17% : 0.001497s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.099341 89 0.01% : 0.000078s : 1: add_recomputation 0.03% : 0.000325s : 1: auto_monad 0.00% : 0.000031s : 1: auto_monad_reorder 0.03% : 0.000317s : 1: bootstrap 0.00% : 0.000040s : 1: cconv 0.00% : 0.000017s : 1: convert_after_rewriter 0.00% : 0.000035s : 1: cse_after_recomputation 0.00% : 0.000013s : 1: environ_conv 0.02% : 0.000175s : 1: event_method 0.00% : 0.000008s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000017s : 1: graph_reusing 44.60% : 0.490295s : 1: jit_opt_a 0.02% : 0.000245s : 1: jit_opt_after_cconv 0.01% : 0.000079s : 1: jit_opt_b 0.05% : 0.000545s : 1: loop_unroll 0.07% : 0.000795s : 1: mutable_eliminate 0.36% : 0.003946s : 39: opt.transform.jit_opt_a 0.01% : 0.000094s : 4: opt.transform.jit_opt_after_cconv 0.00% : 0.000044s : 4: opt.transform.jit_opt_b 0.00% : 0.000022s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000022s : 1: opt.transform.mutable_eliminate 0.00% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.08% : 0.000933s : 2: opt.transform.opt_resolve 0.01% : 0.000058s : 4: opt.transform.symbol_engine_opt 0.06% : 0.000613s : 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% : 0.000007s : 1: pre_auto_parallel 0.01% : 0.000056s : 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 25.56% : 0.281036s : 2: renormalize.infer 0.36% : 0.004000s : 2: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000319s : 1: rewriter_after_opt_a 0.01% : 0.000165s : 1: rewriter_before_opt_a 0.01% : 0.000115s : 1: symbol_engine_optimizer 28.63% : 0.314783s : 1: type_inference . [hook] pytest_runtest_teardown:test_unsqueeze_empty_tensor[KBK] tests/st/mint/test_unsqueeze.py::test_unsqueeze_empty_tensor[KBK],max_mem:4.0M =============================== 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 296.63s (0:04:56) ==================