==================================================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_001/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 4 items test_unsqueeze.py . [hook] pytest_runtest_teardown:test_unsqueeze_dynamic_shape_advanced[False-pynative] tests/st/mint/test_unsqueeze.py::test_unsqueeze_dynamic_shape_advanced[False-pynative],max_mem:2.0M TotalTime = 0.615378, [30] [bootstrap]: 0.00148747 [type_inference]: 0.357385 [event_method]: 1.565e-05 [auto_monad]: 0.00016297 [graph_reusing]: 6.25002e-06 [pre_auto_parallel]: 1.147e-05 [py_interpret_to_execute]: 2.8e-05 [rewriter_before_opt_a]: 7.349e-05 [expand_dump_flag]: 2.99999e-06 [jit_opt_a]: 0.0138378, [2] [Cycle 1]: 0.00219618, [27] [switch_simplify]: 6.9e-05 [loop_unroll]: 2.684e-05 [a_1]: 0.0006056 [with_stream_mark]: 3.29e-05 [recompute_prepare]: 1.248e-05 [updatestate_depend_eliminate]: 6.58e-06 [updatestate_assign_eliminate]: 8.00999e-06 [updatestate_loads_eliminate]: 5.42999e-06 [parameter_eliminate]: 2.01e-06 [specialize_transform]: 1.06e-05 [updatestate_useless_node_eliminater]: 1.304e-05 [accelerated_algorithm]: 9.36e-06 [meta_shard_fg_expand]: 3.4e-06 [get_grad_eliminate_]: 9.24e-06 [merge_forward]: 5.77001e-06 [cell_reuse_recompute_pass]: 1.32999e-06 [cell_reuse_handle_not_recompute_node_pass]: 3.737e-05 [j_node_and_user_rematch]: 1.603e-05 [meta_fg_expand]: 4.00998e-06 [replace_old_param]: 1.494e-05 [inline_without_move]: 8.98002e-06 [renormalize]: 0.0009308 [add_forward_monad_depend]: 1.058e-05 [auto_monad_grad]: 3.11001e-06 [auto_monad_eliminator]: 4.856e-05 [cse]: 4.02e-05 [replace_applicator]: 2.128e-05 [Cycle 2]: 0.00052895, [27] [switch_simplify]: 1.069e-05 [loop_unroll]: 8.54e-06 [a_1]: 0.00019249 [with_stream_mark]: 1.461e-05 [recompute_prepare]: 9.11002e-06 [updatestate_depend_eliminate]: 5.67001e-06 [updatestate_assign_eliminate]: 4.83001e-06 [updatestate_loads_eliminate]: 4.70001e-06 [parameter_eliminate]: 1.71e-06 [specialize_transform]: 8.99e-06 [updatestate_useless_node_eliminater]: 1.22e-05 [accelerated_algorithm]: 8.22003e-06 [meta_shard_fg_expand]: 2.59999e-06 [get_grad_eliminate_]: 8.23999e-06 [merge_forward]: 5.05999e-06 [cell_reuse_recompute_pass]: 1.90001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.828e-05 [j_node_and_user_rematch]: 1.426e-05 [meta_fg_expand]: 3.09001e-06 [replace_old_param]: 1.114e-05 [inline_without_move]: 8.25e-06 [renormalize]: 1.29978e-07 [add_forward_monad_depend]: 1.44e-06 [auto_monad_grad]: 1.07998e-06 [auto_monad_eliminator]: 1.272e-05 [cse]: 1.697e-05 [replace_applicator]: 9.12001e-06 [py_interpret_to_execute_after_opt_a]: 1.769e-05 [rewriter_after_opt_a]: 0.00058731 [convert_after_rewriter]: 1.497e-05 [order_py_execute_after_rewriter]: 7.59002e-06 [mutable_eliminate]: 0.00084501 [jit_opt_b]: 9.32e-05, [1] [Cycle 1]: 8.148e-05, [2] [frontend_op_eliminate]: 3.351e-05 [inline_after_opt_a]: 3.071e-05 [cconv]: 3.936e-05 [loop_unroll]: 0.00052661 [jit_opt_after_cconv]: 0.00027127, [1] [Cycle 1]: 0.00026222, [11] [c_1]: 6.42e-05 [parameter_eliminate]: 7.58001e-06 [updatestate_depend_eliminate]: 1.488e-05 [updatestate_assign_eliminate]: 6.11e-06 [updatestate_loads_eliminate]: 6.22001e-06 [cse]: 4.471e-05 [call_graph_tuple_transform]: 2.913e-05 [tuple_list_get_item_eliminator]: 1.047e-05 [none_parameter_eliminate]: 1.50999e-06 [renormalize]: 1.40999e-06 [switch_simplify]: 1.065e-05 [remove_dup_value]: 2.409e-05 [partial_unused_args_eliminate]: 2.64999e-06 [environ_conv]: 2.605e-05 [add_recomputation]: 8.503e-05 [cse_after_recomputation]: 3.481e-05, [1] [Cycle 1]: 2.676e-05, [1] [cse]: 1.819e-05 [auto_monad_reorder]: 3.922e-05 [get_jit_bprop_graph]: 2.81e-06 [rewriter_after_jit_bprop_graph]: 0.00015587 [opt_after_jit_grad]: 0.238989 [symbol_engine_optimizer]: 0.00013504, [1] [Cycle 1]: 0.00012304, [6] [build]: 1.372e-05 [elim_shapecalc]: 1.493e-05 [elim_not_effective]: 2.93e-05 [opt_reshape]: 1.098e-05 [fold_const_symbol]: 1.63e-05 [renormalize]: 1.85001e-06 [validate]: 9.012e-05 Sums bootstrap : 0.001487s : 0.25% type_inference : 0.357385s : 59.23% event_method : 0.000016s : 0.00% auto_monad : 0.000163s : 0.03% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000011s : 0.00% py_interpret_to_execute : 0.000028s : 0.00% rewriter_before_opt_a : 0.000073s : 0.01% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000080s : 0.01% jit_opt_a.loop_unroll : 0.000035s : 0.01% jit_opt_a.a_1 : 0.000798s : 0.13% jit_opt_a.with_stream_mark : 0.000048s : 0.01% jit_opt_a.recompute_prepare : 0.000022s : 0.00% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000020s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000025s : 0.00% jit_opt_a.accelerated_algorithm : 0.000018s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000006s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.00% jit_opt_a.merge_forward : 0.000011s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000056s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.01% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000026s : 0.00% jit_opt_a.inline_without_move : 0.000017s : 0.00% jit_opt_a.renormalize : 0.000931s : 0.15% jit_opt_a.add_forward_monad_depend : 0.000012s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000061s : 0.01% jit_opt_a.cse : 0.000057s : 0.01% jit_opt_a.replace_applicator : 0.000030s : 0.01% py_interpret_to_execute_after_opt_a : 0.000018s : 0.00% rewriter_after_opt_a : 0.000587s : 0.10% convert_after_rewriter : 0.000015s : 0.00% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000845s : 0.14% jit_opt_b.frontend_op_eliminate : 0.000034s : 0.01% jit_opt_b.inline_after_opt_a : 0.000031s : 0.01% cconv : 0.000039s : 0.01% loop_unroll : 0.000527s : 0.09% jit_opt_after_cconv.c_1 : 0.000064s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000015s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000045s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 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 : 0.000011s : 0.00% remove_dup_value : 0.000024s : 0.00% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000026s : 0.00% add_recomputation : 0.000085s : 0.01% cse_after_recomputation.cse : 0.000018s : 0.00% auto_monad_reorder : 0.000039s : 0.01% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000156s : 0.03% opt_after_jit_grad : 0.238989s : 39.61% symbol_engine_optimizer.build : 0.000014s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000015s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000029s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.00% symbol_engine_optimizer.renormalize : 0.000002s : 0.00% validate : 0.000090s : 0.01% Time group info: ------[substitution.] 0.000304 44 3.71% : 0.000011s : 2: substitution.depend_value_elim 1.25% : 0.000004s : 4: substitution.elim_not_effective 0.83% : 0.000003s : 4: substitution.fold_const_symbol 2.83% : 0.000009s : 5: substitution.graph_param_transform 72.59% : 0.000221s : 3: substitution.inline 2.12% : 0.000006s : 8: substitution.j_node_and_user_rematch 6.01% : 0.000018s : 8: substitution.remove_not_recompute_node 1.95% : 0.000006s : 2: substitution.replace_old_param 5.00% : 0.000015s : 3: substitution.updatestate_pure_node_eliminater 3.71% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.357311 2 99.75% : 0.356413s : 1: type_inference.infer 0.25% : 0.000898s : 1: type_inference.specialize ------[replace.] 0.000043 3 100.00% : 0.000043s : 3: replace.inline ------[match.] 0.000218 3 100.00% : 0.000218s : 3: match.inline ------[predicate.] 0.000189 825 1.30% : 0.000002s : 12: predicate.accumulaten_eliminater 3.35% : 0.000006s : 5: predicate.ad_related_special_op_eliminate 1.07% : 0.000002s : 12: predicate.addn_check_dump 1.23% : 0.000002s : 12: predicate.addn_zero_filter 1.99% : 0.000004s : 12: predicate.arithmetic_simplify 1.20% : 0.000002s : 12: predicate.cast_eliminate 0.60% : 0.000001s : 5: predicate.check_bprop_eliminate 1.05% : 0.000002s : 12: predicate.compare_switch_simplify 1.41% : 0.000003s : 12: predicate.depend_value_elim 1.05% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.15% : 0.000002s : 12: predicate.dict_get_item_eliminator 1.14% : 0.000002s : 12: predicate.dict_set_item_eliminator 1.81% : 0.000003s : 5: predicate.dumpgradient_eliminate 0.54% : 0.000001s : 5: predicate.elim_not_effective 0.95% : 0.000002s : 5: predicate.elim_shapecalc_of_broadcastargs 1.08% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.08% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.13% : 0.000002s : 12: predicate.environ_get_depend_swap 1.10% : 0.000002s : 12: predicate.environ_get_eliminate 1.05% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.31% : 0.000001s : 5: predicate.fold_const_symbol 1.24% : 0.000002s : 10: predicate.get_grad_eliminate 0.45% : 0.000001s : 5: predicate.graph_param_transform 5.10% : 0.000010s : 25: predicate.inline 1.37% : 0.000003s : 10: predicate.inline_without_move 0.49% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.34% : 0.000003s : 10: predicate.less_batch_normalization 1.33% : 0.000003s : 12: predicate.list_to_tuple_eliminator_ 1.92% : 0.000004s : 17: predicate.load_eliminater 1.65% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.70% : 0.000005s : 25: predicate.loop_unroll_before_grad 2.04% : 0.000004s : 17: predicate.make_slice_get_slice_eliminator 1.07% : 0.000002s : 12: predicate.merge_addn 1.11% : 0.000002s : 12: predicate.minmaximum_grad 2.03% : 0.000004s : 5: predicate.mutable_eliminate 0.76% : 0.000001s : 5: predicate.opt_reshape 2.08% : 0.000004s : 17: predicate.partial_eliminate 1.29% : 0.000002s : 12: predicate.print_const_string_wrapper 1.40% : 0.000003s : 12: predicate.reduce_eliminate 1.16% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.68% : 0.000001s : 10: predicate.remove_not_recompute_node 1.57% : 0.000003s : 22: predicate.replace_applicator 0.91% : 0.000002s : 10: predicate.replace_old_param 0.48% : 0.000001s : 5: predicate.reset_defer_inline 1.13% : 0.000002s : 12: predicate.reshape_eliminate 1.31% : 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 0.59% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.42% : 0.000003s : 10: predicate.special_op_eliminate 1.25% : 0.000002s : 10: predicate.specialize_transform 1.49% : 0.000003s : 12: predicate.split_environ_get_set_with_tuple_value 1.02% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.65% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.72% : 0.000003s : 15: predicate.switch_defer_inline 1.58% : 0.000003s : 15: predicate.switch_layer_defer_inline 6.13% : 0.000012s : 45: predicate.switch_simplify 1.15% : 0.000002s : 12: predicate.tile_eliminate 1.18% : 0.000002s : 12: predicate.transpose_eliminate 1.26% : 0.000002s : 12: predicate.tuple_list_convert_item_index_to_positive 1.40% : 0.000003s : 12: predicate.tuple_list_get_item_depend_reorder 3.61% : 0.000007s : 22: predicate.tuple_list_get_item_eliminator 1.63% : 0.000003s : 12: predicate.tuple_list_set_item_eliminator 1.11% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.80% : 0.000003s : 17: predicate.updatestate_pure_node_eliminater 3.63% : 0.000007s : 27: predicate.updatestate_useless_node_eliminater 1.38% : 0.000003s : 12: predicate.value_based_eliminate 0.64% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 1.06% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000517 6 4.78% : 0.000025s : 1: func_graph_cloner_run.FuncGraphClonerGraph 95.22% : 0.000492s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.617489 72 0.01% : 0.000088s : 1: add_recomputation 0.03% : 0.000169s : 1: auto_monad 0.01% : 0.000043s : 1: auto_monad_reorder 0.25% : 0.001524s : 1: bootstrap 0.01% : 0.000043s : 1: cconv 0.00% : 0.000018s : 1: convert_after_rewriter 0.01% : 0.000038s : 1: cse_after_recomputation 0.00% : 0.000029s : 1: environ_conv 0.00% : 0.000021s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000009s : 1: graph_reusing 2.24% : 0.013842s : 1: jit_opt_a 0.04% : 0.000275s : 1: jit_opt_after_cconv 0.02% : 0.000097s : 1: jit_opt_b 0.09% : 0.000539s : 1: loop_unroll 0.14% : 0.000862s : 1: mutable_eliminate 0.18% : 0.001125s : 26: opt.transform.jit_opt_a 0.02% : 0.000109s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000054s : 4: opt.transform.jit_opt_b 0.00% : 0.000019s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000029s : 1: opt.transform.mutable_eliminate 0.01% : 0.000066s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000066s : 4: opt.transform.symbol_engine_opt 38.71% : 0.239011s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000014s : 1: pre_auto_parallel 0.01% : 0.000031s : 1: py_interpret_to_execute 0.00% : 0.000020s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000027s : 1: remove_dup_value 0.08% : 0.000520s : 1: renormalize.infer 0.06% : 0.000401s : 1: renormalize.specialize 0.03% : 0.000160s : 1: rewriter_after_jit_bprop_graph 0.10% : 0.000593s : 1: rewriter_after_opt_a 0.01% : 0.000077s : 1: rewriter_before_opt_a 0.02% : 0.000139s : 1: symbol_engine_optimizer 57.88% : 0.357404s : 1: type_inference TotalTime = 5.72612, [30] [bootstrap]: 0.00051472 [type_inference]: 1.30429 [event_method]: 0.0001281 [auto_monad]: 0.0002778 [graph_reusing]: 1.075e-05 [pre_auto_parallel]: 4.33999e-06 [py_interpret_to_execute]: 9.503e-05 [rewriter_before_opt_a]: 0.00017211 [expand_dump_flag]: 4.72998e-06 [jit_opt_a]: 4.25462, [3] [Cycle 1]: 4.07786, [27] [switch_simplify]: 0.00033318 [loop_unroll]: 6.876e-05 [a_1]: 0.00186775 [with_stream_mark]: 4.59e-05 [recompute_prepare]: 3.343e-05 [updatestate_depend_eliminate]: 1.445e-05 [updatestate_assign_eliminate]: 1.103e-05 [updatestate_loads_eliminate]: 1.096e-05 [parameter_eliminate]: 3.85e-06 [specialize_transform]: 2.22e-05 [updatestate_useless_node_eliminater]: 2.735e-05 [accelerated_algorithm]: 2.043e-05 [meta_shard_fg_expand]: 7.06001e-06 [get_grad_eliminate_]: 1.958e-05 [merge_forward]: 1.385e-05 [cell_reuse_recompute_pass]: 1.55999e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.89e-05 [j_node_and_user_rematch]: 4.147e-05 [meta_fg_expand]: 3.65031 [replace_old_param]: 0.00015692 [inline_without_move]: 0.00014119 [renormalize]: 0.423119 [add_forward_monad_depend]: 9.131e-05 [auto_monad_grad]: 1.191e-05 [auto_monad_eliminator]: 0.00053628 [cse]: 0.00032554 [replace_applicator]: 0.00020823 [Cycle 2]: 0.00441799, [27] [switch_simplify]: 6.979e-05 [loop_unroll]: 6.29e-05 [a_1]: 0.00183467 [with_stream_mark]: 2.511e-05 [recompute_prepare]: 1.523e-05 [updatestate_depend_eliminate]: 3.233e-05 [updatestate_assign_eliminate]: 6.04001e-06 [updatestate_loads_eliminate]: 5.42999e-06 [parameter_eliminate]: 2.21e-06 [specialize_transform]: 1.143e-05 [updatestate_useless_node_eliminater]: 1.311e-05 [accelerated_algorithm]: 9.91998e-06 [meta_shard_fg_expand]: 3.14999e-06 [get_grad_eliminate_]: 9.76e-06 [merge_forward]: 5.91e-06 [cell_reuse_recompute_pass]: 1.50001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.122e-05 [j_node_and_user_rematch]: 1.599e-05 [meta_fg_expand]: 0.00013196 [replace_old_param]: 1.749e-05 [inline_without_move]: 9.34998e-06 [renormalize]: 0.00184217 [add_forward_monad_depend]: 5.25999e-06 [auto_monad_grad]: 2.63998e-06 [auto_monad_eliminator]: 2.001e-05 [cse]: 3.292e-05 [replace_applicator]: 1.813e-05 [Cycle 3]: 0.0005194, [27] [switch_simplify]: 9.93998e-06 [loop_unroll]: 8.97999e-06 [a_1]: 0.0001917 [with_stream_mark]: 1.251e-05 [recompute_prepare]: 8.97e-06 [updatestate_depend_eliminate]: 6.23002e-06 [updatestate_assign_eliminate]: 4.35999e-06 [updatestate_loads_eliminate]: 4.1e-06 [parameter_eliminate]: 1.50001e-06 [specialize_transform]: 9.19998e-06 [updatestate_useless_node_eliminater]: 1.188e-05 [accelerated_algorithm]: 8.86002e-06 [meta_shard_fg_expand]: 2.27001e-06 [get_grad_eliminate_]: 8.2e-06 [merge_forward]: 4.16001e-06 [cell_reuse_recompute_pass]: 1.69998e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.929e-05 [j_node_and_user_rematch]: 1.488e-05 [meta_fg_expand]: 3.06999e-06 [replace_old_param]: 1.132e-05 [inline_without_move]: 8.32e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 1.35999e-06 [auto_monad_grad]: 9.50007e-07 [auto_monad_eliminator]: 1.048e-05 [cse]: 1.961e-05 [replace_applicator]: 8.60001e-06 [py_interpret_to_execute_after_opt_a]: 1.651e-05 [rewriter_after_opt_a]: 0.00120133 [convert_after_rewriter]: 1.259e-05 [order_py_execute_after_rewriter]: 6.83e-06 [mutable_eliminate]: 0.162485 [jit_opt_b]: 0.00010026, [1] [Cycle 1]: 8.736e-05, [2] [frontend_op_eliminate]: 3.487e-05 [inline_after_opt_a]: 3.25e-05 [cconv]: 4.657e-05 [loop_unroll]: 0.00054388 [jit_opt_after_cconv]: 0.00027838, [1] [Cycle 1]: 0.00027053, [11] [c_1]: 6.6e-05 [parameter_eliminate]: 6.77002e-06 [updatestate_depend_eliminate]: 1.461e-05 [updatestate_assign_eliminate]: 7.68001e-06 [updatestate_loads_eliminate]: 5.45001e-06 [cse]: 5.687e-05 [call_graph_tuple_transform]: 2.699e-05 [tuple_list_get_item_eliminator]: 1.026e-05 [none_parameter_eliminate]: 1.39998e-06 [renormalize]: 6.10016e-07 [switch_simplify]: 1.114e-05 [remove_dup_value]: 2.568e-05 [partial_unused_args_eliminate]: 2.59001e-06 [environ_conv]: 1.173e-05 [add_recomputation]: 8.48e-05 [cse_after_recomputation]: 3.836e-05, [1] [Cycle 1]: 3.116e-05, [1] [cse]: 2.326e-05 [auto_monad_reorder]: 2.723e-05 [get_jit_bprop_graph]: 2.90002e-06 [rewriter_after_jit_bprop_graph]: 1.163e-05 [opt_after_jit_grad]: 0.00059692 [symbol_engine_optimizer]: 0.0001605, [1] [Cycle 1]: 0.00015329, [6] [build]: 8.08999e-06 [elim_shapecalc]: 1.365e-05 [elim_not_effective]: 2.299e-05 [opt_reshape]: 1.056e-05 [fold_const_symbol]: 1.633e-05 [renormalize]: 5.29981e-07 [validate]: 6.419e-05 Sums bootstrap : 0.000515s : 0.01% type_inference : 1.304290s : 23.49% event_method : 0.000128s : 0.00% auto_monad : 0.000278s : 0.01% graph_reusing : 0.000011s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000095s : 0.00% rewriter_before_opt_a : 0.000172s : 0.00% expand_dump_flag : 0.000005s : 0.00% jit_opt_a.switch_simplify : 0.000413s : 0.01% jit_opt_a.loop_unroll : 0.000141s : 0.00% jit_opt_a.a_1 : 0.003894s : 0.07% jit_opt_a.with_stream_mark : 0.000084s : 0.00% jit_opt_a.recompute_prepare : 0.000058s : 0.00% jit_opt_a.updatestate_depend_eliminate : 0.000053s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000021s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000020s : 0.00% jit_opt_a.parameter_eliminate : 0.000008s : 0.00% jit_opt_a.specialize_transform : 0.000043s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000052s : 0.00% jit_opt_a.accelerated_algorithm : 0.000039s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000012s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000038s : 0.00% 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 : 0.000089s : 0.00% jit_opt_a.j_node_and_user_rematch : 0.000072s : 0.00% jit_opt_a.meta_fg_expand : 3.650447s : 65.74% jit_opt_a.replace_old_param : 0.000186s : 0.00% jit_opt_a.inline_without_move : 0.000159s : 0.00% jit_opt_a.renormalize : 0.424961s : 7.65% jit_opt_a.add_forward_monad_depend : 0.000098s : 0.00% jit_opt_a.auto_monad_grad : 0.000015s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000567s : 0.01% jit_opt_a.cse : 0.000378s : 0.01% jit_opt_a.replace_applicator : 0.000235s : 0.00% py_interpret_to_execute_after_opt_a : 0.000017s : 0.00% rewriter_after_opt_a : 0.001201s : 0.02% convert_after_rewriter : 0.000013s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.162485s : 2.93% jit_opt_b.frontend_op_eliminate : 0.000035s : 0.00% jit_opt_b.inline_after_opt_a : 0.000033s : 0.00% cconv : 0.000047s : 0.00% loop_unroll : 0.000544s : 0.01% jit_opt_after_cconv.c_1 : 0.000066s : 0.00% jit_opt_after_cconv.parameter_eliminate : 0.000007s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000015s : 0.00% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000057s : 0.00% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.00% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000011s : 0.00% remove_dup_value : 0.000026s : 0.00% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000012s : 0.00% add_recomputation : 0.000085s : 0.00% cse_after_recomputation.cse : 0.000023s : 0.00% auto_monad_reorder : 0.000027s : 0.00% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000012s : 0.00% opt_after_jit_grad : 0.000597s : 0.01% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000023s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000064s : 0.00% Time group info: ------[substitution.] 0.002677 170 0.88% : 0.000024s : 8: substitution.depend_value_elim 0.13% : 0.000003s : 4: substitution.elim_not_effective 0.10% : 0.000003s : 4: substitution.fold_const_symbol 64.70% : 0.001732s : 4: substitution.getattr_setattr_resolve 0.28% : 0.000007s : 5: substitution.graph_param_transform 22.00% : 0.000589s : 16: substitution.inline 1.66% : 0.000044s : 4: substitution.inline_without_move 0.53% : 0.000014s : 20: substitution.j_node_and_user_rematch 0.40% : 0.000011s : 5: substitution.minmaximum_grad 0.37% : 0.000010s : 9: substitution.partial_eliminate 0.64% : 0.000017s : 20: substitution.remove_not_recompute_node 1.95% : 0.000052s : 12: substitution.replace_applicator 0.66% : 0.000018s : 16: substitution.replace_old_param 0.12% : 0.000003s : 1: substitution.set_cell_output_no_recompute 0.67% : 0.000018s : 3: substitution.switch_simplify 0.81% : 0.000022s : 5: substitution.tuple_list_convert_item_index_to_positive 0.57% : 0.000015s : 5: substitution.tuple_list_get_item_depend_reorder 1.30% : 0.000035s : 8: substitution.tuple_list_get_item_eliminator 0.89% : 0.000024s : 8: substitution.updatestate_pure_node_eliminater 1.33% : 0.000036s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 1.304189 2 99.47% : 1.297264s : 1: type_inference.infer 0.53% : 0.006925s : 1: type_inference.specialize ------[replace.] 0.000459 27 15.36% : 0.000071s : 3: replace.getattr_setattr_resolve 31.15% : 0.000143s : 16: replace.inline 10.43% : 0.000048s : 1: replace.replace_applicator 19.59% : 0.000090s : 3: replace.switch_simplify 17.92% : 0.000082s : 3: replace.tuple_list_get_item_eliminator 5.55% : 0.000025s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.002005 27 68.74% : 0.001378s : 3: match.getattr_setattr_resolve 28.82% : 0.000578s : 16: match.inline 0.65% : 0.000013s : 1: match.replace_applicator 0.79% : 0.000016s : 3: match.switch_simplify 0.40% : 0.000008s : 3: match.tuple_list_get_item_eliminator 0.60% : 0.000012s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000954 3164 0.89% : 0.000008s : 50: predicate.accumulaten_eliminater 0.23% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 0.92% : 0.000009s : 50: predicate.addn_check_dump 0.95% : 0.000009s : 50: predicate.addn_zero_filter 1.16% : 0.000011s : 50: predicate.arithmetic_simplify 1.05% : 0.000010s : 50: predicate.cast_eliminate 0.11% : 0.000001s : 5: predicate.check_bprop_eliminate 0.93% : 0.000009s : 50: predicate.compare_switch_simplify 0.94% : 0.000009s : 50: predicate.depend_value_elim 0.93% : 0.000009s : 50: predicate.dict_get_item_const_eliminator 1.00% : 0.000010s : 50: predicate.dict_get_item_eliminator 0.90% : 0.000009s : 50: predicate.dict_set_item_eliminator 0.16% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.06% : 0.000001s : 5: predicate.elim_not_effective 0.15% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 0.93% : 0.000009s : 50: predicate.environ_add_const_eliminate 7.75% : 0.000074s : 50: predicate.environ_get_add_eliminate 0.91% : 0.000009s : 50: predicate.environ_get_depend_swap 0.92% : 0.000009s : 50: predicate.environ_get_eliminate 0.89% : 0.000009s : 50: predicate.environ_get_set_eliminate 0.05% : 0.000001s : 5: predicate.fold_const_symbol 0.61% : 0.000006s : 26: predicate.get_grad_eliminate 0.81% : 0.000008s : 20: predicate.getattr_setattr_resolve 0.07% : 0.000001s : 5: predicate.graph_param_transform 2.62% : 0.000025s : 80: predicate.inline 2.04% : 0.000019s : 87: predicate.inline_without_move 0.25% : 0.000002s : 26: predicate.j_node_and_user_rematch 0.64% : 0.000006s : 26: predicate.less_batch_normalization 1.04% : 0.000010s : 53: predicate.list_to_tuple_eliminator_ 1.14% : 0.000011s : 58: predicate.load_eliminater 0.24% : 0.000002s : 5: predicate.loop_unroll_after_grad 2.45% : 0.000023s : 132: predicate.loop_unroll_before_grad 1.15% : 0.000011s : 55: predicate.make_slice_get_slice_eliminator 0.89% : 0.000009s : 50: predicate.merge_addn 0.95% : 0.000009s : 50: predicate.minmaximum_grad 0.96% : 0.000009s : 5: predicate.mutable_eliminate 0.14% : 0.000001s : 5: predicate.opt_reshape 1.37% : 0.000013s : 58: predicate.partial_eliminate 0.97% : 0.000009s : 50: predicate.print_const_string_wrapper 1.14% : 0.000011s : 50: predicate.reduce_eliminate 1.01% : 0.000010s : 53: predicate.redundant_stop_gradient_eliminater 0.29% : 0.000003s : 26: predicate.remove_not_recompute_node 1.57% : 0.000015s : 126: predicate.replace_applicator 0.98% : 0.000009s : 87: predicate.replace_old_param 0.13% : 0.000001s : 5: predicate.reset_defer_inline 1.04% : 0.000010s : 50: predicate.reshape_eliminate 0.92% : 0.000009s : 50: predicate.row_tensor_add_zeros_like 0.26% : 0.000002s : 5: predicate.row_tensor_eliminate 0.99% : 0.000009s : 50: predicate.same_eliminate 0.32% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.24% : 0.000002s : 10: predicate.special_op_eliminate 0.60% : 0.000006s : 26: predicate.specialize_transform 1.01% : 0.000010s : 50: predicate.split_environ_get_set_with_tuple_value 0.87% : 0.000008s : 50: predicate.stack_unstack_eliminate 0.13% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.84% : 0.000018s : 70: predicate.switch_defer_inline 1.58% : 0.000015s : 70: predicate.switch_layer_defer_inline 4.62% : 0.000044s : 213: predicate.switch_simplify 1.00% : 0.000010s : 50: predicate.tile_eliminate 0.95% : 0.000009s : 50: predicate.transpose_eliminate 1.18% : 0.000011s : 50: predicate.tuple_list_convert_item_index_to_positive 1.17% : 0.000011s : 50: predicate.tuple_list_get_item_depend_reorder 1.90% : 0.000018s : 63: predicate.tuple_list_get_item_eliminator 1.14% : 0.000011s : 50: predicate.tuple_list_set_item_eliminator 28.44% : 0.000271s : 53: predicate.tuple_to_list_eliminator_ 1.29% : 0.000012s : 58: predicate.updatestate_pure_node_eliminater 1.88% : 0.000018s : 85: predicate.updatestate_useless_node_eliminater 1.07% : 0.000010s : 50: predicate.value_based_eliminate 0.10% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.14% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.013869 47 39.83% : 0.005524s : 20: func_graph_cloner_run.FuncGraphClonerGraph 60.17% : 0.008345s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 6.158620 89 0.00% : 0.000088s : 1: add_recomputation 0.00% : 0.000286s : 1: auto_monad 0.00% : 0.000030s : 1: auto_monad_reorder 0.01% : 0.000542s : 1: bootstrap 0.00% : 0.000049s : 1: cconv 0.00% : 0.000016s : 1: convert_after_rewriter 0.00% : 0.000041s : 1: cse_after_recomputation 0.00% : 0.000015s : 1: environ_conv 0.00% : 0.000135s : 1: event_method 0.00% : 0.000007s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000014s : 1: graph_reusing 69.08% : 4.254619s : 1: jit_opt_a 0.00% : 0.000282s : 1: jit_opt_after_cconv 0.00% : 0.000105s : 1: jit_opt_b 0.01% : 0.000553s : 1: loop_unroll 2.64% : 0.162538s : 1: mutable_eliminate 0.09% : 0.005351s : 39: opt.transform.jit_opt_a 0.00% : 0.000110s : 4: opt.transform.jit_opt_after_cconv 0.00% : 0.000057s : 4: opt.transform.jit_opt_b 0.00% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000049s : 1: opt.transform.mutable_eliminate 0.00% : 0.000032s : 1: opt.transform.opt_after_jit_grad 0.03% : 0.002038s : 2: opt.transform.opt_resolve 0.00% : 0.000059s : 4: opt.transform.symbol_engine_opt 0.01% : 0.000606s : 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% : 0.000007s : 1: pre_auto_parallel 0.00% : 0.000099s : 1: py_interpret_to_execute 0.00% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000029s : 1: remove_dup_value 6.71% : 0.413205s : 2: renormalize.infer 0.19% : 0.011727s : 2: renormalize.specialize 0.00% : 0.000014s : 1: rewriter_after_jit_bprop_graph 0.02% : 0.001207s : 1: rewriter_after_opt_a 0.00% : 0.000176s : 1: rewriter_before_opt_a 0.00% : 0.000164s : 1: symbol_engine_optimizer 21.18% : 1.304312s : 1: type_inference TotalTime = 0.182345, [30] [bootstrap]: 0.00043504 [type_inference]: 0.0131031 [event_method]: 1.532e-05 [auto_monad]: 0.00013949 [graph_reusing]: 7.33e-06 [pre_auto_parallel]: 0.15421 [py_interpret_to_execute]: 9.044e-05 [rewriter_before_opt_a]: 9.789e-05 [expand_dump_flag]: 3.74002e-06 [jit_opt_a]: 0.00757359, [2] [Cycle 1]: 0.00247284, [27] [switch_simplify]: 5.35e-05 [loop_unroll]: 2.398e-05 [a_1]: 0.00052714 [with_stream_mark]: 2.843e-05 [recompute_prepare]: 1.152e-05 [updatestate_depend_eliminate]: 7.15e-06 [updatestate_assign_eliminate]: 5.71e-06 [updatestate_loads_eliminate]: 5.04003e-06 [parameter_eliminate]: 1.81e-06 [specialize_transform]: 1.027e-05 [updatestate_useless_node_eliminater]: 1.186e-05 [accelerated_algorithm]: 9.09e-06 [meta_shard_fg_expand]: 2.84001e-06 [get_grad_eliminate_]: 8.64998e-06 [merge_forward]: 5.62999e-06 [cell_reuse_recompute_pass]: 1.19e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.417e-05 [j_node_and_user_rematch]: 1.58e-05 [meta_fg_expand]: 3.95e-06 [replace_old_param]: 1.379e-05 [inline_without_move]: 8.55001e-06 [renormalize]: 0.00139011 [add_forward_monad_depend]: 5.96998e-06 [auto_monad_grad]: 2.71999e-06 [auto_monad_eliminator]: 2.411e-05 [cse]: 3.744e-05 [replace_applicator]: 1.994e-05 [Cycle 2]: 0.0005467, [27] [switch_simplify]: 1.035e-05 [loop_unroll]: 9.07999e-06 [a_1]: 0.00019624 [with_stream_mark]: 1.244e-05 [recompute_prepare]: 1.285e-05 [updatestate_depend_eliminate]: 5.00001e-06 [updatestate_assign_eliminate]: 4.91002e-06 [updatestate_loads_eliminate]: 4.1e-06 [parameter_eliminate]: 1.51998e-06 [specialize_transform]: 9.76998e-06 [updatestate_useless_node_eliminater]: 1.208e-05 [accelerated_algorithm]: 8.97999e-06 [meta_shard_fg_expand]: 1.93997e-06 [get_grad_eliminate_]: 8.47e-06 [merge_forward]: 1.1e-05 [cell_reuse_recompute_pass]: 1.76e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.043e-05 [j_node_and_user_rematch]: 1.411e-05 [meta_fg_expand]: 3.06999e-06 [replace_old_param]: 1.103e-05 [inline_without_move]: 8.48999e-06 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.27e-06 [auto_monad_grad]: 8.70001e-07 [auto_monad_eliminator]: 1.202e-05 [cse]: 1.984e-05 [replace_applicator]: 8.77e-06 [py_interpret_to_execute_after_opt_a]: 1.663e-05 [rewriter_after_opt_a]: 0.0029671 [convert_after_rewriter]: 2.089e-05 [order_py_execute_after_rewriter]: 8.28999e-06 [mutable_eliminate]: 0.00087769 [jit_opt_b]: 8.764e-05, [1] [Cycle 1]: 7.663e-05, [2] [frontend_op_eliminate]: 3.177e-05 [inline_after_opt_a]: 2.984e-05 [cconv]: 4.057e-05 [loop_unroll]: 0.00060982 [jit_opt_after_cconv]: 0.00025042, [1] [Cycle 1]: 0.00024195, [11] [c_1]: 5.796e-05 [parameter_eliminate]: 4.72998e-06 [updatestate_depend_eliminate]: 1.166e-05 [updatestate_assign_eliminate]: 7.72002e-06 [updatestate_loads_eliminate]: 5.04e-06 [cse]: 4.352e-05 [call_graph_tuple_transform]: 2.679e-05 [tuple_list_get_item_eliminator]: 9.76e-06 [none_parameter_eliminate]: 1.54e-06 [renormalize]: 1.47001e-06 [switch_simplify]: 1.078e-05 [remove_dup_value]: 2.351e-05 [partial_unused_args_eliminate]: 3.16001e-06 [environ_conv]: 8.89e-06 [add_recomputation]: 7.709e-05 [cse_after_recomputation]: 2.918e-05, [1] [Cycle 1]: 2.251e-05, [1] [cse]: 1.564e-05 [auto_monad_reorder]: 2.928e-05 [get_jit_bprop_graph]: 2.59001e-06 [rewriter_after_jit_bprop_graph]: 9.07999e-06 [opt_after_jit_grad]: 0.00081819 [symbol_engine_optimizer]: 0.00011629, [1] [Cycle 1]: 0.00010845, [6] [build]: 7.55998e-06 [elim_shapecalc]: 1.389e-05 [elim_not_effective]: 2.461e-05 [opt_reshape]: 1.08e-05 [fold_const_symbol]: 1.667e-05 [renormalize]: 3.60014e-07 [validate]: 0.00036959 Sums bootstrap : 0.000435s : 0.25% type_inference : 0.013103s : 7.40% event_method : 0.000015s : 0.01% auto_monad : 0.000139s : 0.08% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.154210s : 87.13% py_interpret_to_execute : 0.000090s : 0.05% rewriter_before_opt_a : 0.000098s : 0.06% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000064s : 0.04% jit_opt_a.loop_unroll : 0.000033s : 0.02% jit_opt_a.a_1 : 0.000723s : 0.41% jit_opt_a.with_stream_mark : 0.000041s : 0.02% jit_opt_a.recompute_prepare : 0.000024s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.01% jit_opt_a.updatestate_loads_eliminate : 0.000009s : 0.01% jit_opt_a.parameter_eliminate : 0.000003s : 0.00% jit_opt_a.specialize_transform : 0.000020s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 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 : 0.000017s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000045s : 0.03% jit_opt_a.j_node_and_user_rematch : 0.000030s : 0.02% jit_opt_a.meta_fg_expand : 0.000007s : 0.00% jit_opt_a.replace_old_param : 0.000025s : 0.01% jit_opt_a.inline_without_move : 0.000017s : 0.01% jit_opt_a.renormalize : 0.001390s : 0.79% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000036s : 0.02% jit_opt_a.cse : 0.000057s : 0.03% jit_opt_a.replace_applicator : 0.000029s : 0.02% py_interpret_to_execute_after_opt_a : 0.000017s : 0.01% rewriter_after_opt_a : 0.002967s : 1.68% convert_after_rewriter : 0.000021s : 0.01% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000878s : 0.50% jit_opt_b.frontend_op_eliminate : 0.000032s : 0.02% jit_opt_b.inline_after_opt_a : 0.000030s : 0.02% cconv : 0.000041s : 0.02% loop_unroll : 0.000610s : 0.34% jit_opt_after_cconv.c_1 : 0.000058s : 0.03% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.01% jit_opt_after_cconv.updatestate_assign_eliminate : 0.000008s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000044s : 0.02% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 0.02% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.01% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000011s : 0.01% remove_dup_value : 0.000024s : 0.01% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000009s : 0.01% add_recomputation : 0.000077s : 0.04% cse_after_recomputation.cse : 0.000016s : 0.01% auto_monad_reorder : 0.000029s : 0.02% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000009s : 0.01% opt_after_jit_grad : 0.000818s : 0.46% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.01% symbol_engine_optimizer.elim_not_effective : 0.000025s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.01% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.01% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% validate : 0.000370s : 0.21% Time group info: ------[substitution.] 0.000239 44 3.90% : 0.000009s : 2: substitution.depend_value_elim 1.51% : 0.000004s : 4: substitution.elim_not_effective 1.15% : 0.000003s : 4: substitution.fold_const_symbol 3.28% : 0.000008s : 5: substitution.graph_param_transform 72.26% : 0.000173s : 3: substitution.inline 2.18% : 0.000005s : 8: substitution.j_node_and_user_rematch 3.43% : 0.000008s : 8: substitution.remove_not_recompute_node 2.19% : 0.000005s : 2: substitution.replace_old_param 5.60% : 0.000013s : 3: substitution.updatestate_pure_node_eliminater 4.51% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.013040 2 94.95% : 0.012382s : 1: type_inference.infer 5.05% : 0.000658s : 1: type_inference.specialize ------[replace.] 0.000035 3 100.00% : 0.000035s : 3: replace.inline ------[match.] 0.000170 3 100.00% : 0.000170s : 3: match.inline ------[predicate.] 0.000175 825 1.42% : 0.000002s : 12: predicate.accumulaten_eliminater 1.33% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.19% : 0.000002s : 12: predicate.addn_check_dump 1.23% : 0.000002s : 12: predicate.addn_zero_filter 2.37% : 0.000004s : 12: predicate.arithmetic_simplify 1.24% : 0.000002s : 12: predicate.cast_eliminate 0.64% : 0.000001s : 5: predicate.check_bprop_eliminate 1.13% : 0.000002s : 12: predicate.compare_switch_simplify 1.32% : 0.000002s : 12: predicate.depend_value_elim 1.11% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.23% : 0.000002s : 12: predicate.dict_get_item_eliminator 1.19% : 0.000002s : 12: predicate.dict_set_item_eliminator 0.95% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.48% : 0.000001s : 5: predicate.elim_not_effective 0.85% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.23% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.12% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.19% : 0.000002s : 12: predicate.environ_get_depend_swap 1.19% : 0.000002s : 12: predicate.environ_get_eliminate 1.13% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.30% : 0.000001s : 5: predicate.fold_const_symbol 1.25% : 0.000002s : 10: predicate.get_grad_eliminate 0.42% : 0.000001s : 5: predicate.graph_param_transform 5.19% : 0.000009s : 25: predicate.inline 1.32% : 0.000002s : 10: predicate.inline_without_move 0.54% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.42% : 0.000002s : 10: predicate.less_batch_normalization 1.46% : 0.000003s : 12: predicate.list_to_tuple_eliminator_ 1.74% : 0.000003s : 17: predicate.load_eliminater 2.18% : 0.000004s : 5: predicate.loop_unroll_after_grad 2.80% : 0.000005s : 25: predicate.loop_unroll_before_grad 2.39% : 0.000004s : 17: predicate.make_slice_get_slice_eliminator 1.52% : 0.000003s : 12: predicate.merge_addn 1.12% : 0.000002s : 12: predicate.minmaximum_grad 2.06% : 0.000004s : 5: predicate.mutable_eliminate 0.60% : 0.000001s : 5: predicate.opt_reshape 2.15% : 0.000004s : 17: predicate.partial_eliminate 1.15% : 0.000002s : 12: predicate.print_const_string_wrapper 1.52% : 0.000003s : 12: predicate.reduce_eliminate 1.19% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.94% : 0.000002s : 10: predicate.remove_not_recompute_node 1.77% : 0.000003s : 22: predicate.replace_applicator 0.76% : 0.000001s : 10: predicate.replace_old_param 0.44% : 0.000001s : 5: predicate.reset_defer_inline 1.28% : 0.000002s : 12: predicate.reshape_eliminate 1.23% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 1.04% : 0.000002s : 5: predicate.row_tensor_eliminate 1.38% : 0.000002s : 12: predicate.same_eliminate 0.64% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.32% : 0.000002s : 10: predicate.special_op_eliminate 1.38% : 0.000002s : 10: predicate.specialize_transform 1.38% : 0.000002s : 12: predicate.split_environ_get_set_with_tuple_value 1.26% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.61% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.73% : 0.000003s : 15: predicate.switch_defer_inline 1.68% : 0.000003s : 15: predicate.switch_layer_defer_inline 5.92% : 0.000010s : 45: predicate.switch_simplify 1.29% : 0.000002s : 12: predicate.tile_eliminate 1.21% : 0.000002s : 12: predicate.transpose_eliminate 1.43% : 0.000003s : 12: predicate.tuple_list_convert_item_index_to_positive 1.23% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.48% : 0.000006s : 22: predicate.tuple_list_get_item_eliminator 1.45% : 0.000003s : 12: predicate.tuple_list_set_item_eliminator 1.23% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.64% : 0.000003s : 17: predicate.updatestate_pure_node_eliminater 3.44% : 0.000006s : 27: predicate.updatestate_useless_node_eliminater 1.72% : 0.000003s : 12: predicate.value_based_eliminate 0.52% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.74% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000348 6 7.26% : 0.000025s : 1: func_graph_cloner_run.FuncGraphClonerGraph 92.74% : 0.000323s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.184595 72 0.04% : 0.000080s : 1: add_recomputation 0.08% : 0.000145s : 1: auto_monad 0.02% : 0.000032s : 1: auto_monad_reorder 0.25% : 0.000463s : 1: bootstrap 0.02% : 0.000045s : 1: cconv 0.01% : 0.000026s : 1: convert_after_rewriter 0.02% : 0.000032s : 1: cse_after_recomputation 0.01% : 0.000011s : 1: environ_conv 0.01% : 0.000021s : 1: event_method 0.00% : 0.000006s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.01% : 0.000010s : 1: graph_reusing 4.11% : 0.007578s : 1: jit_opt_a 0.14% : 0.000255s : 1: jit_opt_after_cconv 0.05% : 0.000091s : 1: jit_opt_b 0.34% : 0.000622s : 1: loop_unroll 0.48% : 0.000894s : 1: mutable_eliminate 0.56% : 0.001033s : 26: opt.transform.jit_opt_a 0.05% : 0.000101s : 4: opt.transform.jit_opt_after_cconv 0.03% : 0.000052s : 4: opt.transform.jit_opt_b 0.01% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.01% : 0.000026s : 1: opt.transform.mutable_eliminate 0.02% : 0.000036s : 1: opt.transform.opt_after_jit_grad 0.03% : 0.000061s : 4: opt.transform.symbol_engine_opt 0.45% : 0.000829s : 1: opt_after_jit_grad 0.01% : 0.000011s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 83.56% : 0.154245s : 1: pre_auto_parallel 0.05% : 0.000098s : 1: py_interpret_to_execute 0.01% : 0.000019s : 1: py_interpret_to_execute_after_opt_a 0.01% : 0.000026s : 1: remove_dup_value 0.51% : 0.000945s : 1: renormalize.infer 0.24% : 0.000435s : 1: renormalize.specialize 0.01% : 0.000011s : 1: rewriter_after_jit_bprop_graph 1.62% : 0.002981s : 1: rewriter_after_opt_a 0.06% : 0.000102s : 1: rewriter_before_opt_a 0.06% : 0.000119s : 1: symbol_engine_optimizer 7.11% : 0.013124s : 1: type_inference TotalTime = 0.74251, [30] [bootstrap]: 0.00031849 [type_inference]: 0.335938 [event_method]: 0.0001795 [auto_monad]: 0.00031626 [graph_reusing]: 1.054e-05 [pre_auto_parallel]: 4.4e-06 [py_interpret_to_execute]: 5.229e-05 [rewriter_before_opt_a]: 0.00018147 [expand_dump_flag]: 4.01001e-06 [jit_opt_a]: 0.400435, [3] [Cycle 1]: 0.184676, [27] [switch_simplify]: 0.00027066 [loop_unroll]: 6.833e-05 [a_1]: 0.00168743 [with_stream_mark]: 4.113e-05 [recompute_prepare]: 2.727e-05 [updatestate_depend_eliminate]: 1.395e-05 [updatestate_assign_eliminate]: 1.136e-05 [updatestate_loads_eliminate]: 9.97999e-06 [parameter_eliminate]: 3.76001e-06 [specialize_transform]: 2.131e-05 [updatestate_useless_node_eliminater]: 2.633e-05 [accelerated_algorithm]: 1.939e-05 [meta_shard_fg_expand]: 5.91998e-06 [get_grad_eliminate_]: 2.027e-05 [merge_forward]: 1.246e-05 [cell_reuse_recompute_pass]: 1.50999e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.489e-05 [j_node_and_user_rematch]: 3.838e-05 [meta_fg_expand]: 0.159433 [replace_old_param]: 0.00016003 [inline_without_move]: 0.00014028 [renormalize]: 0.0214569 [add_forward_monad_depend]: 1.796e-05 [auto_monad_grad]: 1.108e-05 [auto_monad_eliminator]: 9.281e-05 [cse]: 0.00033118 [replace_applicator]: 0.00037318 [Cycle 2]: 0.208849, [27] [switch_simplify]: 6.928e-05 [loop_unroll]: 6.274e-05 [a_1]: 0.00113892 [with_stream_mark]: 1.99e-05 [recompute_prepare]: 1.284e-05 [updatestate_depend_eliminate]: 2.758e-05 [updatestate_assign_eliminate]: 5.82999e-06 [updatestate_loads_eliminate]: 4.84e-06 [parameter_eliminate]: 2.14e-06 [specialize_transform]: 9.92001e-06 [updatestate_useless_node_eliminater]: 1.27e-05 [accelerated_algorithm]: 9.62001e-06 [meta_shard_fg_expand]: 3.12002e-06 [get_grad_eliminate_]: 9.56e-06 [merge_forward]: 5.89999e-06 [cell_reuse_recompute_pass]: 1.45999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.279e-05 [j_node_and_user_rematch]: 1.563e-05 [meta_fg_expand]: 0.00014046 [replace_old_param]: 1.539e-05 [inline_without_move]: 8.82e-06 [renormalize]: 0.206894 [add_forward_monad_depend]: 1.17e-05 [auto_monad_grad]: 2.78e-06 [auto_monad_eliminator]: 3.379e-05 [cse]: 4.78e-05 [replace_applicator]: 3.266e-05 [Cycle 3]: 0.00068582, [27] [switch_simplify]: 1.192e-05 [loop_unroll]: 9.40001e-06 [a_1]: 0.00022457 [with_stream_mark]: 2.01e-05 [recompute_prepare]: 9.87999e-06 [updatestate_depend_eliminate]: 7.15998e-06 [updatestate_assign_eliminate]: 5.61e-06 [updatestate_loads_eliminate]: 5.27999e-06 [parameter_eliminate]: 2.12001e-06 [specialize_transform]: 9.89999e-06 [updatestate_useless_node_eliminater]: 1.256e-05 [accelerated_algorithm]: 9.89001e-06 [meta_shard_fg_expand]: 3.18e-06 [get_grad_eliminate_]: 9.17999e-06 [merge_forward]: 5.43002e-06 [cell_reuse_recompute_pass]: 4.08999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.354e-05 [j_node_and_user_rematch]: 1.598e-05 [meta_fg_expand]: 3.96001e-06 [replace_old_param]: 1.421e-05 [inline_without_move]: 3.268e-05 [renormalize]: 8.00064e-08 [add_forward_monad_depend]: 1.69998e-06 [auto_monad_grad]: 1.23002e-06 [auto_monad_eliminator]: 1.147e-05 [cse]: 5.237e-05 [replace_applicator]: 9.34e-06 [py_interpret_to_execute_after_opt_a]: 2.281e-05 [rewriter_after_opt_a]: 0.00202372 [convert_after_rewriter]: 1.593e-05 [order_py_execute_after_rewriter]: 7.15998e-06 [mutable_eliminate]: 0.00098647 [jit_opt_b]: 7.903e-05, [1] [Cycle 1]: 7.019e-05, [2] [frontend_op_eliminate]: 2.819e-05 [inline_after_opt_a]: 2.753e-05 [cconv]: 3.453e-05 [loop_unroll]: 0.00047033 [jit_opt_after_cconv]: 0.00023623, [1] [Cycle 1]: 0.00022896, [11] [c_1]: 5.592e-05 [parameter_eliminate]: 4.20999e-06 [updatestate_depend_eliminate]: 1.075e-05 [updatestate_assign_eliminate]: 6.28002e-06 [updatestate_loads_eliminate]: 5.13002e-06 [cse]: 3.927e-05 [call_graph_tuple_transform]: 2.745e-05 [tuple_list_get_item_eliminator]: 1.008e-05 [none_parameter_eliminate]: 1.84e-06 [renormalize]: 8.30012e-07 [switch_simplify]: 9.20999e-06 [remove_dup_value]: 2.261e-05 [partial_unused_args_eliminate]: 2.22999e-06 [environ_conv]: 8.76002e-06 [add_recomputation]: 8.628e-05 [cse_after_recomputation]: 4.492e-05, [1] [Cycle 1]: 3.677e-05, [1] [cse]: 2.275e-05 [auto_monad_reorder]: 2.999e-05 [get_jit_bprop_graph]: 2.56998e-06 [rewriter_after_jit_bprop_graph]: 6.51e-06 [opt_after_jit_grad]: 0.00052815 [symbol_engine_optimizer]: 0.00011008, [1] [Cycle 1]: 0.00010275, [6] [build]: 6.24001e-06 [elim_shapecalc]: 1.309e-05 [elim_not_effective]: 2.314e-05 [opt_reshape]: 1.034e-05 [fold_const_symbol]: 1.624e-05 [renormalize]: 6.69999e-07 [validate]: 6.203e-05 Sums bootstrap : 0.000318s : 0.04% type_inference : 0.335938s : 45.70% event_method : 0.000179s : 0.02% auto_monad : 0.000316s : 0.04% graph_reusing : 0.000011s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000052s : 0.01% rewriter_before_opt_a : 0.000181s : 0.02% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000352s : 0.05% jit_opt_a.loop_unroll : 0.000140s : 0.02% jit_opt_a.a_1 : 0.003051s : 0.42% jit_opt_a.with_stream_mark : 0.000081s : 0.01% jit_opt_a.recompute_prepare : 0.000050s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000049s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000023s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000020s : 0.00% jit_opt_a.parameter_eliminate : 0.000008s : 0.00% jit_opt_a.specialize_transform : 0.000041s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000052s : 0.01% jit_opt_a.accelerated_algorithm : 0.000039s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000012s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000039s : 0.01% jit_opt_a.merge_forward : 0.000024s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000007s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000091s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000070s : 0.01% jit_opt_a.meta_fg_expand : 0.159578s : 21.71% jit_opt_a.replace_old_param : 0.000190s : 0.03% jit_opt_a.inline_without_move : 0.000182s : 0.02% jit_opt_a.renormalize : 0.228351s : 31.06% jit_opt_a.add_forward_monad_depend : 0.000031s : 0.00% jit_opt_a.auto_monad_grad : 0.000015s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000138s : 0.02% jit_opt_a.cse : 0.000431s : 0.06% jit_opt_a.replace_applicator : 0.000415s : 0.06% py_interpret_to_execute_after_opt_a : 0.000023s : 0.00% rewriter_after_opt_a : 0.002024s : 0.28% convert_after_rewriter : 0.000016s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000986s : 0.13% jit_opt_b.frontend_op_eliminate : 0.000028s : 0.00% jit_opt_b.inline_after_opt_a : 0.000028s : 0.00% cconv : 0.000035s : 0.00% loop_unroll : 0.000470s : 0.06% jit_opt_after_cconv.c_1 : 0.000056s : 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 : 0.000006s : 0.00% jit_opt_after_cconv.updatestate_loads_eliminate : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000039s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000027s : 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 : 0.000023s : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000086s : 0.01% cse_after_recomputation.cse : 0.000023s : 0.00% auto_monad_reorder : 0.000030s : 0.00% get_jit_bprop_graph : 0.000003s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.00% opt_after_jit_grad : 0.000528s : 0.07% symbol_engine_optimizer.build : 0.000006s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000023s : 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 : 0.000062s : 0.01% Time group info: ------[substitution.] 0.002110 170 1.17% : 0.000025s : 8: substitution.depend_value_elim 0.17% : 0.000004s : 4: substitution.elim_not_effective 0.14% : 0.000003s : 4: substitution.fold_const_symbol 44.46% : 0.000938s : 4: substitution.getattr_setattr_resolve 0.39% : 0.000008s : 5: substitution.graph_param_transform 31.00% : 0.000654s : 16: substitution.inline 2.16% : 0.000046s : 4: substitution.inline_without_move 0.65% : 0.000014s : 20: substitution.j_node_and_user_rematch 0.49% : 0.000010s : 5: substitution.minmaximum_grad 0.41% : 0.000009s : 9: substitution.partial_eliminate 0.81% : 0.000017s : 20: substitution.remove_not_recompute_node 9.96% : 0.000210s : 12: substitution.replace_applicator 0.90% : 0.000019s : 16: substitution.replace_old_param 0.13% : 0.000003s : 1: substitution.set_cell_output_no_recompute 1.38% : 0.000029s : 3: substitution.switch_simplify 0.96% : 0.000020s : 5: substitution.tuple_list_convert_item_index_to_positive 0.69% : 0.000015s : 5: substitution.tuple_list_get_item_depend_reorder 1.51% : 0.000032s : 8: substitution.tuple_list_get_item_eliminator 0.87% : 0.000018s : 8: substitution.updatestate_pure_node_eliminater 1.76% : 0.000037s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.335808 2 98.69% : 0.331409s : 1: type_inference.infer 1.31% : 0.004399s : 1: type_inference.specialize ------[replace.] 0.000435 27 15.17% : 0.000066s : 3: replace.getattr_setattr_resolve 31.18% : 0.000136s : 16: replace.inline 11.29% : 0.000049s : 1: replace.replace_applicator 19.35% : 0.000084s : 3: replace.switch_simplify 17.44% : 0.000076s : 3: replace.tuple_list_get_item_eliminator 5.57% : 0.000024s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001594 27 55.87% : 0.000890s : 3: match.getattr_setattr_resolve 40.42% : 0.000644s : 16: match.inline 0.81% : 0.000013s : 1: match.replace_applicator 1.72% : 0.000027s : 3: match.switch_simplify 0.45% : 0.000007s : 3: match.tuple_list_get_item_eliminator 0.73% : 0.000012s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000612 3164 1.44% : 0.000009s : 50: predicate.accumulaten_eliminater 0.40% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.39% : 0.000008s : 50: predicate.addn_check_dump 1.52% : 0.000009s : 50: predicate.addn_zero_filter 1.91% : 0.000012s : 50: predicate.arithmetic_simplify 1.52% : 0.000009s : 50: predicate.cast_eliminate 0.15% : 0.000001s : 5: predicate.check_bprop_eliminate 1.39% : 0.000008s : 50: predicate.compare_switch_simplify 1.56% : 0.000010s : 50: predicate.depend_value_elim 1.52% : 0.000009s : 50: predicate.dict_get_item_const_eliminator 1.50% : 0.000009s : 50: predicate.dict_get_item_eliminator 1.49% : 0.000009s : 50: predicate.dict_set_item_eliminator 0.29% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.11% : 0.000001s : 5: predicate.elim_not_effective 0.19% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.53% : 0.000009s : 50: predicate.environ_add_const_eliminate 1.49% : 0.000009s : 50: predicate.environ_get_add_eliminate 1.42% : 0.000009s : 50: predicate.environ_get_depend_swap 1.42% : 0.000009s : 50: predicate.environ_get_eliminate 1.38% : 0.000008s : 50: predicate.environ_get_set_eliminate 0.09% : 0.000001s : 5: predicate.fold_const_symbol 0.96% : 0.000006s : 26: predicate.get_grad_eliminate 1.23% : 0.000008s : 20: predicate.getattr_setattr_resolve 0.11% : 0.000001s : 5: predicate.graph_param_transform 3.85% : 0.000024s : 80: predicate.inline 3.07% : 0.000019s : 87: predicate.inline_without_move 0.40% : 0.000002s : 26: predicate.j_node_and_user_rematch 0.93% : 0.000006s : 26: predicate.less_batch_normalization 1.66% : 0.000010s : 53: predicate.list_to_tuple_eliminator_ 1.72% : 0.000011s : 58: predicate.load_eliminater 0.48% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.87% : 0.000024s : 132: predicate.loop_unroll_before_grad 1.74% : 0.000011s : 55: predicate.make_slice_get_slice_eliminator 1.41% : 0.000009s : 50: predicate.merge_addn 1.51% : 0.000009s : 50: predicate.minmaximum_grad 0.78% : 0.000005s : 5: predicate.mutable_eliminate 0.20% : 0.000001s : 5: predicate.opt_reshape 2.11% : 0.000013s : 58: predicate.partial_eliminate 1.46% : 0.000009s : 50: predicate.print_const_string_wrapper 1.77% : 0.000011s : 50: predicate.reduce_eliminate 1.62% : 0.000010s : 53: predicate.redundant_stop_gradient_eliminater 0.48% : 0.000003s : 26: predicate.remove_not_recompute_node 2.63% : 0.000016s : 126: predicate.replace_applicator 1.57% : 0.000010s : 87: predicate.replace_old_param 0.11% : 0.000001s : 5: predicate.reset_defer_inline 1.51% : 0.000009s : 50: predicate.reshape_eliminate 1.53% : 0.000009s : 50: predicate.row_tensor_add_zeros_like 0.25% : 0.000002s : 5: predicate.row_tensor_eliminate 1.57% : 0.000010s : 50: predicate.same_eliminate 0.49% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.47% : 0.000003s : 10: predicate.special_op_eliminate 0.99% : 0.000006s : 26: predicate.specialize_transform 1.52% : 0.000009s : 50: predicate.split_environ_get_set_with_tuple_value 1.54% : 0.000009s : 50: predicate.stack_unstack_eliminate 0.20% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.42% : 0.000015s : 70: predicate.switch_defer_inline 2.24% : 0.000014s : 70: predicate.switch_layer_defer_inline 7.15% : 0.000044s : 213: predicate.switch_simplify 1.47% : 0.000009s : 50: predicate.tile_eliminate 1.44% : 0.000009s : 50: predicate.transpose_eliminate 1.68% : 0.000010s : 50: predicate.tuple_list_convert_item_index_to_positive 1.52% : 0.000009s : 50: predicate.tuple_list_get_item_depend_reorder 2.66% : 0.000016s : 63: predicate.tuple_list_get_item_eliminator 1.73% : 0.000011s : 50: predicate.tuple_list_set_item_eliminator 1.58% : 0.000010s : 53: predicate.tuple_to_list_eliminator_ 1.74% : 0.000011s : 58: predicate.updatestate_pure_node_eliminater 2.88% : 0.000018s : 85: predicate.updatestate_useless_node_eliminater 1.67% : 0.000010s : 50: predicate.value_based_eliminate 0.16% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.22% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.006317 47 41.06% : 0.002594s : 20: func_graph_cloner_run.FuncGraphClonerGraph 58.94% : 0.003723s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.976675 89 0.01% : 0.000091s : 1: add_recomputation 0.03% : 0.000326s : 1: auto_monad 0.00% : 0.000034s : 1: auto_monad_reorder 0.04% : 0.000358s : 1: bootstrap 0.00% : 0.000037s : 1: cconv 0.00% : 0.000021s : 1: convert_after_rewriter 0.00% : 0.000048s : 1: cse_after_recomputation 0.00% : 0.000012s : 1: environ_conv 0.02% : 0.000188s : 1: event_method 0.00% : 0.000007s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000014s : 1: graph_reusing 41.00% : 0.400440s : 1: jit_opt_a 0.02% : 0.000240s : 1: jit_opt_after_cconv 0.01% : 0.000082s : 1: jit_opt_b 0.05% : 0.000479s : 1: loop_unroll 0.10% : 0.000999s : 1: mutable_eliminate 0.48% : 0.004643s : 39: opt.transform.jit_opt_a 0.01% : 0.000098s : 4: opt.transform.jit_opt_after_cconv 0.00% : 0.000048s : 4: opt.transform.jit_opt_b 0.00% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000026s : 1: opt.transform.mutable_eliminate 0.00% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.11% : 0.001073s : 2: opt.transform.opt_resolve 0.01% : 0.000058s : 4: opt.transform.symbol_engine_opt 0.06% : 0.000539s : 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% : 0.000055s : 1: py_interpret_to_execute 0.00% : 0.000025s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000025s : 1: remove_dup_value 22.52% : 0.219900s : 2: renormalize.infer 0.86% : 0.008411s : 2: renormalize.specialize 0.00% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.21% : 0.002031s : 1: rewriter_after_opt_a 0.02% : 0.000185s : 1: rewriter_before_opt_a 0.01% : 0.000113s : 1: symbol_engine_optimizer 34.40% : 0.335981s : 1: type_inference TotalTime = 0.383463, [30] [bootstrap]: 0.0003157 [type_inference]: 0.195499 [event_method]: 1.526e-05 [auto_monad]: 0.00013631 [graph_reusing]: 5.78002e-06 [pre_auto_parallel]: 2.81e-06 [py_interpret_to_execute]: 2.661e-05 [rewriter_before_opt_a]: 6.949e-05 [expand_dump_flag]: 2.84999e-06 [jit_opt_a]: 0.179809, [2] [Cycle 1]: 0.175136, [27] [switch_simplify]: 5.679e-05 [loop_unroll]: 2.57e-05 [a_1]: 0.00052764 [with_stream_mark]: 3.117e-05 [recompute_prepare]: 1.151e-05 [updatestate_depend_eliminate]: 6.77002e-06 [updatestate_assign_eliminate]: 5.94e-06 [updatestate_loads_eliminate]: 5.30001e-06 [parameter_eliminate]: 1.77999e-06 [specialize_transform]: 9.96e-06 [updatestate_useless_node_eliminater]: 1.264e-05 [accelerated_algorithm]: 9.31e-06 [meta_shard_fg_expand]: 3.75e-06 [get_grad_eliminate_]: 8.80999e-06 [merge_forward]: 5.20999e-06 [cell_reuse_recompute_pass]: 1.37e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.29e-05 [j_node_and_user_rematch]: 1.641e-05 [meta_fg_expand]: 4.23999e-06 [replace_old_param]: 1.402e-05 [inline_without_move]: 9.22001e-06 [renormalize]: 0.173973 [add_forward_monad_depend]: 1.178e-05 [auto_monad_grad]: 2.61e-06 [auto_monad_eliminator]: 3.319e-05 [cse]: 4.434e-05 [replace_applicator]: 3.167e-05 [Cycle 2]: 0.00059338, [27] [switch_simplify]: 1.327e-05 [loop_unroll]: 1.017e-05 [a_1]: 0.00022325 [with_stream_mark]: 1.867e-05 [recompute_prepare]: 8.97e-06 [updatestate_depend_eliminate]: 6.25002e-06 [updatestate_assign_eliminate]: 5.55001e-06 [updatestate_loads_eliminate]: 4.52e-06 [parameter_eliminate]: 1.92001e-06 [specialize_transform]: 8.99e-06 [updatestate_useless_node_eliminater]: 1.165e-05 [accelerated_algorithm]: 9.10001e-06 [meta_shard_fg_expand]: 3.08e-06 [get_grad_eliminate_]: 8.89e-06 [merge_forward]: 5.81e-06 [cell_reuse_recompute_pass]: 3.97998e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.172e-05 [j_node_and_user_rematch]: 1.606e-05 [meta_fg_expand]: 4.08001e-06 [replace_old_param]: 1.314e-05 [inline_without_move]: 8.95001e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.44e-06 [auto_monad_grad]: 1.07e-06 [auto_monad_eliminator]: 1.25e-05 [cse]: 1.794e-05 [replace_applicator]: 9.15999e-06 [py_interpret_to_execute_after_opt_a]: 2.172e-05 [rewriter_after_opt_a]: 0.00467106 [convert_after_rewriter]: 2.574e-05 [order_py_execute_after_rewriter]: 8.82999e-06 [mutable_eliminate]: 0.00083119 [jit_opt_b]: 8.686e-05, [1] [Cycle 1]: 7.634e-05, [2] [frontend_op_eliminate]: 3.012e-05 [inline_after_opt_a]: 3.201e-05 [cconv]: 7.68e-05 [loop_unroll]: 0.00052529 [jit_opt_after_cconv]: 0.00023848, [1] [Cycle 1]: 0.00023101, [11] [c_1]: 5.585e-05 [parameter_eliminate]: 4.15e-06 [updatestate_depend_eliminate]: 1.111e-05 [updatestate_assign_eliminate]: 6.24001e-06 [updatestate_loads_eliminate]: 5.04e-06 [cse]: 4.12e-05 [call_graph_tuple_transform]: 2.674e-05 [tuple_list_get_item_eliminator]: 9.64999e-06 [none_parameter_eliminate]: 1.42999e-06 [renormalize]: 7.89994e-07 [switch_simplify]: 1.032e-05 [remove_dup_value]: 2.123e-05 [partial_unused_args_eliminate]: 2.36998e-06 [environ_conv]: 9.02999e-06 [add_recomputation]: 7.494e-05 [cse_after_recomputation]: 3.048e-05, [1] [Cycle 1]: 2.396e-05, [1] [cse]: 1.668e-05 [auto_monad_reorder]: 2.766e-05 [get_jit_bprop_graph]: 2.22001e-06 [rewriter_after_jit_bprop_graph]: 6.44001e-06 [opt_after_jit_grad]: 0.00050269 [symbol_engine_optimizer]: 0.00010927, [1] [Cycle 1]: 0.00010254, [6] [build]: 7.03998e-06 [elim_shapecalc]: 1.365e-05 [elim_not_effective]: 2.199e-05 [opt_reshape]: 1.014e-05 [fold_const_symbol]: 1.607e-05 [renormalize]: 4.60015e-07 [validate]: 6.14e-05 Sums bootstrap : 0.000316s : 0.08% type_inference : 0.195499s : 51.64% event_method : 0.000015s : 0.00% auto_monad : 0.000136s : 0.04% graph_reusing : 0.000006s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000027s : 0.01% rewriter_before_opt_a : 0.000069s : 0.02% expand_dump_flag : 0.000003s : 0.00% jit_opt_a.switch_simplify : 0.000070s : 0.02% jit_opt_a.loop_unroll : 0.000036s : 0.01% jit_opt_a.a_1 : 0.000751s : 0.20% jit_opt_a.with_stream_mark : 0.000050s : 0.01% jit_opt_a.recompute_prepare : 0.000020s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000013s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000011s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.00% jit_opt_a.parameter_eliminate : 0.000004s : 0.00% jit_opt_a.specialize_transform : 0.000019s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 0.01% jit_opt_a.accelerated_algorithm : 0.000018s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000007s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.00% jit_opt_a.merge_forward : 0.000011s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000005s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000045s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000032s : 0.01% jit_opt_a.meta_fg_expand : 0.000008s : 0.00% jit_opt_a.replace_old_param : 0.000027s : 0.01% jit_opt_a.inline_without_move : 0.000018s : 0.00% jit_opt_a.renormalize : 0.173973s : 45.95% 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 : 0.000046s : 0.01% jit_opt_a.cse : 0.000062s : 0.02% jit_opt_a.replace_applicator : 0.000041s : 0.01% py_interpret_to_execute_after_opt_a : 0.000022s : 0.01% rewriter_after_opt_a : 0.004671s : 1.23% convert_after_rewriter : 0.000026s : 0.01% order_py_execute_after_rewriter : 0.000009s : 0.00% mutable_eliminate : 0.000831s : 0.22% jit_opt_b.frontend_op_eliminate : 0.000030s : 0.01% jit_opt_b.inline_after_opt_a : 0.000032s : 0.01% cconv : 0.000077s : 0.02% loop_unroll : 0.000525s : 0.14% jit_opt_after_cconv.c_1 : 0.000056s : 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 : 0.000006s : 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 : 0.000027s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.00% remove_dup_value : 0.000021s : 0.01% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000009s : 0.00% add_recomputation : 0.000075s : 0.02% cse_after_recomputation.cse : 0.000017s : 0.00% auto_monad_reorder : 0.000028s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000006s : 0.00% opt_after_jit_grad : 0.000503s : 0.13% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.01% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000016s : 0.00% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% validate : 0.000061s : 0.02% Time group info: ------[substitution.] 0.000237 44 5.42% : 0.000013s : 2: substitution.depend_value_elim 1.45% : 0.000003s : 4: substitution.elim_not_effective 0.94% : 0.000002s : 4: substitution.fold_const_symbol 3.24% : 0.000008s : 5: substitution.graph_param_transform 70.37% : 0.000167s : 3: substitution.inline 2.72% : 0.000006s : 8: substitution.j_node_and_user_rematch 3.57% : 0.000008s : 8: substitution.remove_not_recompute_node 3.11% : 0.000007s : 2: substitution.replace_old_param 4.39% : 0.000010s : 3: substitution.updatestate_pure_node_eliminater 4.79% : 0.000011s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.195440 2 99.66% : 0.194780s : 1: type_inference.infer 0.34% : 0.000660s : 1: type_inference.specialize ------[replace.] 0.000037 3 100.00% : 0.000037s : 3: replace.inline ------[match.] 0.000165 3 100.00% : 0.000165s : 3: match.inline ------[predicate.] 0.000183 825 1.27% : 0.000002s : 12: predicate.accumulaten_eliminater 1.23% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.18% : 0.000002s : 12: predicate.addn_check_dump 1.53% : 0.000003s : 12: predicate.addn_zero_filter 2.07% : 0.000004s : 12: predicate.arithmetic_simplify 1.56% : 0.000003s : 12: predicate.cast_eliminate 0.52% : 0.000001s : 5: predicate.check_bprop_eliminate 1.24% : 0.000002s : 12: predicate.compare_switch_simplify 1.30% : 0.000002s : 12: predicate.depend_value_elim 1.14% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.43% : 0.000003s : 12: predicate.dict_get_item_eliminator 1.41% : 0.000003s : 12: predicate.dict_set_item_eliminator 0.89% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.36% : 0.000001s : 5: predicate.elim_not_effective 0.57% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.23% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.27% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.17% : 0.000002s : 12: predicate.environ_get_depend_swap 1.23% : 0.000002s : 12: predicate.environ_get_eliminate 1.20% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.29% : 0.000001s : 5: predicate.fold_const_symbol 1.33% : 0.000002s : 10: predicate.get_grad_eliminate 0.47% : 0.000001s : 5: predicate.graph_param_transform 5.04% : 0.000009s : 25: predicate.inline 1.20% : 0.000002s : 10: predicate.inline_without_move 0.50% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.34% : 0.000002s : 10: predicate.less_batch_normalization 1.50% : 0.000003s : 12: predicate.list_to_tuple_eliminator_ 1.90% : 0.000003s : 17: predicate.load_eliminater 1.46% : 0.000003s : 5: predicate.loop_unroll_after_grad 2.93% : 0.000005s : 25: predicate.loop_unroll_before_grad 2.14% : 0.000004s : 17: predicate.make_slice_get_slice_eliminator 1.10% : 0.000002s : 12: predicate.merge_addn 1.19% : 0.000002s : 12: predicate.minmaximum_grad 1.78% : 0.000003s : 5: predicate.mutable_eliminate 0.56% : 0.000001s : 5: predicate.opt_reshape 1.99% : 0.000004s : 17: predicate.partial_eliminate 1.20% : 0.000002s : 12: predicate.print_const_string_wrapper 1.70% : 0.000003s : 12: predicate.reduce_eliminate 1.27% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.87% : 0.000002s : 10: predicate.remove_not_recompute_node 1.68% : 0.000003s : 22: predicate.replace_applicator 0.80% : 0.000001s : 10: predicate.replace_old_param 0.56% : 0.000001s : 5: predicate.reset_defer_inline 1.33% : 0.000002s : 12: predicate.reshape_eliminate 1.33% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 1.02% : 0.000002s : 5: predicate.row_tensor_eliminate 1.41% : 0.000003s : 12: predicate.same_eliminate 0.65% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.26% : 0.000002s : 10: predicate.special_op_eliminate 1.33% : 0.000002s : 10: predicate.specialize_transform 1.40% : 0.000003s : 12: predicate.split_environ_get_set_with_tuple_value 1.32% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.65% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.69% : 0.000003s : 15: predicate.switch_defer_inline 1.76% : 0.000003s : 15: predicate.switch_layer_defer_inline 6.41% : 0.000012s : 45: predicate.switch_simplify 1.34% : 0.000002s : 12: predicate.tile_eliminate 1.30% : 0.000002s : 12: predicate.transpose_eliminate 1.43% : 0.000003s : 12: predicate.tuple_list_convert_item_index_to_positive 1.27% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.67% : 0.000007s : 22: predicate.tuple_list_get_item_eliminator 1.68% : 0.000003s : 12: predicate.tuple_list_set_item_eliminator 1.46% : 0.000003s : 12: predicate.tuple_to_list_eliminator_ 1.71% : 0.000003s : 17: predicate.updatestate_pure_node_eliminater 3.26% : 0.000006s : 27: predicate.updatestate_useless_node_eliminater 1.52% : 0.000003s : 12: predicate.value_based_eliminate 0.50% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.69% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000448 6 5.70% : 0.000026s : 1: func_graph_cloner_run.FuncGraphClonerGraph 94.30% : 0.000423s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.558637 72 0.01% : 0.000078s : 1: add_recomputation 0.03% : 0.000141s : 1: auto_monad 0.01% : 0.000030s : 1: auto_monad_reorder 0.06% : 0.000347s : 1: bootstrap 0.01% : 0.000080s : 1: cconv 0.01% : 0.000031s : 1: convert_after_rewriter 0.01% : 0.000033s : 1: cse_after_recomputation 0.00% : 0.000012s : 1: environ_conv 0.00% : 0.000020s : 1: event_method 0.00% : 0.000005s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000008s : 1: graph_reusing 32.19% : 0.179814s : 1: jit_opt_a 0.04% : 0.000242s : 1: jit_opt_after_cconv 0.02% : 0.000090s : 1: jit_opt_b 0.10% : 0.000535s : 1: loop_unroll 0.15% : 0.000842s : 1: mutable_eliminate 0.19% : 0.001079s : 26: opt.transform.jit_opt_a 0.02% : 0.000099s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000052s : 4: opt.transform.jit_opt_b 0.00% : 0.000019s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000024s : 1: opt.transform.mutable_eliminate 0.01% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000057s : 4: opt.transform.symbol_engine_opt 0.09% : 0.000513s : 1: opt_after_jit_grad 0.00% : 0.000011s : 1: order_py_execute_after_rewriter 0.00% : 0.000004s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000029s : 1: py_interpret_to_execute 0.00% : 0.000024s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000024s : 1: remove_dup_value 31.02% : 0.173301s : 1: renormalize.infer 0.12% : 0.000651s : 1: renormalize.specialize 0.00% : 0.000009s : 1: rewriter_after_jit_bprop_graph 0.84% : 0.004687s : 1: rewriter_after_opt_a 0.01% : 0.000072s : 1: rewriter_before_opt_a 0.02% : 0.000112s : 1: symbol_engine_optimizer 35.00% : 0.195517s : 1: type_inference TotalTime = 0.874807, [30] [bootstrap]: 0.00037845 [type_inference]: 0.254543 [event_method]: 0.00015424 [auto_monad]: 0.00028358 [graph_reusing]: 1.069e-05 [pre_auto_parallel]: 3.88001e-06 [py_interpret_to_execute]: 4.792e-05 [rewriter_before_opt_a]: 0.00030779 [expand_dump_flag]: 5.03002e-06 [jit_opt_a]: 0.614966, [3] [Cycle 1]: 0.266073, [27] [switch_simplify]: 0.00024298 [loop_unroll]: 6.95e-05 [a_1]: 0.00158195 [with_stream_mark]: 4.223e-05 [recompute_prepare]: 3.007e-05 [updatestate_depend_eliminate]: 1.317e-05 [updatestate_assign_eliminate]: 1.065e-05 [updatestate_loads_eliminate]: 1.046e-05 [parameter_eliminate]: 3.01001e-06 [specialize_transform]: 2.209e-05 [updatestate_useless_node_eliminater]: 2.612e-05 [accelerated_algorithm]: 2.1e-05 [meta_shard_fg_expand]: 6.48003e-06 [get_grad_eliminate_]: 2.026e-05 [merge_forward]: 1.12e-05 [cell_reuse_recompute_pass]: 1.34998e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.425e-05 [j_node_and_user_rematch]: 3.838e-05 [meta_fg_expand]: 0.00896317 [replace_old_param]: 0.0001297 [inline_without_move]: 0.00012905 [renormalize]: 0.253567 [add_forward_monad_depend]: 2.241e-05 [auto_monad_grad]: 1.737e-05 [auto_monad_eliminator]: 0.00010047 [cse]: 0.00034691 [replace_applicator]: 0.00023278 [Cycle 2]: 0.16696, [27] [switch_simplify]: 7.096e-05 [loop_unroll]: 6.297e-05 [a_1]: 0.00149885 [with_stream_mark]: 2.868e-05 [recompute_prepare]: 1.728e-05 [updatestate_depend_eliminate]: 3.105e-05 [updatestate_assign_eliminate]: 6.19001e-06 [updatestate_loads_eliminate]: 4.72998e-06 [parameter_eliminate]: 3.43e-06 [specialize_transform]: 1.061e-05 [updatestate_useless_node_eliminater]: 1.431e-05 [accelerated_algorithm]: 9.84001e-06 [meta_shard_fg_expand]: 3.01001e-06 [get_grad_eliminate_]: 9.96e-06 [merge_forward]: 5.69e-06 [cell_reuse_recompute_pass]: 1.46002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.325e-05 [j_node_and_user_rematch]: 1.567e-05 [meta_fg_expand]: 0.00016253 [replace_old_param]: 1.773e-05 [inline_without_move]: 9.50001e-06 [renormalize]: 0.164556 [add_forward_monad_depend]: 1.191e-05 [auto_monad_grad]: 2.70002e-06 [auto_monad_eliminator]: 3.345e-05 [cse]: 4.916e-05 [replace_applicator]: 3.185e-05 [Cycle 3]: 0.00058779, [27] [switch_simplify]: 1.11e-05 [loop_unroll]: 1.012e-05 [a_1]: 0.00022294 [with_stream_mark]: 2.084e-05 [recompute_prepare]: 9.65002e-06 [updatestate_depend_eliminate]: 6.74001e-06 [updatestate_assign_eliminate]: 5.64e-06 [updatestate_loads_eliminate]: 4.84e-06 [parameter_eliminate]: 1.86e-06 [specialize_transform]: 9.61e-06 [updatestate_useless_node_eliminater]: 1.207e-05 [accelerated_algorithm]: 1.04e-05 [meta_shard_fg_expand]: 2.64999e-06 [get_grad_eliminate_]: 8.99e-06 [merge_forward]: 5.47999e-06 [cell_reuse_recompute_pass]: 3.85998e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.348e-05 [j_node_and_user_rematch]: 1.574e-05 [meta_fg_expand]: 4.02002e-06 [replace_old_param]: 1.421e-05 [inline_without_move]: 9.10001e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 1.27e-06 [auto_monad_grad]: 9.29984e-07 [auto_monad_eliminator]: 1.073e-05 [cse]: 2.212e-05 [replace_applicator]: 8.66002e-06 [py_interpret_to_execute_after_opt_a]: 2.572e-05 [rewriter_after_opt_a]: 0.00131176 [convert_after_rewriter]: 1.575e-05 [order_py_execute_after_rewriter]: 7.2e-06 [mutable_eliminate]: 0.00083446 [jit_opt_b]: 7.76e-05, [1] [Cycle 1]: 6.964e-05, [2] [frontend_op_eliminate]: 2.848e-05 [inline_after_opt_a]: 2.654e-05 [cconv]: 3.062e-05 [loop_unroll]: 0.00046809 [jit_opt_after_cconv]: 0.00022002, [1] [Cycle 1]: 0.00021271, [11] [c_1]: 5.275e-05 [parameter_eliminate]: 2.94999e-06 [updatestate_depend_eliminate]: 9.38997e-06 [updatestate_assign_eliminate]: 5.47999e-06 [updatestate_loads_eliminate]: 4.25e-06 [cse]: 3.064e-05 [call_graph_tuple_transform]: 2.593e-05 [tuple_list_get_item_eliminator]: 1.009e-05 [none_parameter_eliminate]: 1.48002e-06 [renormalize]: 6.50005e-07 [switch_simplify]: 1.115e-05 [remove_dup_value]: 2.151e-05 [partial_unused_args_eliminate]: 2.20002e-06 [environ_conv]: 8.05999e-06 [add_recomputation]: 6.801e-05 [cse_after_recomputation]: 3.282e-05, [1] [Cycle 1]: 2.636e-05, [1] [cse]: 1.959e-05 [auto_monad_reorder]: 2.935e-05 [get_jit_bprop_graph]: 1.99e-06 [rewriter_after_jit_bprop_graph]: 6.09001e-06 [opt_after_jit_grad]: 0.00051335 [symbol_engine_optimizer]: 0.00011193, [1] [Cycle 1]: 0.00010424, [6] [build]: 6.98e-06 [elim_shapecalc]: 1.468e-05 [elim_not_effective]: 2.261e-05 [opt_reshape]: 1.082e-05 [fold_const_symbol]: 1.609e-05 [renormalize]: 6.19999e-07 [validate]: 6.069e-05 Sums bootstrap : 0.000378s : 0.05% type_inference : 0.254543s : 36.77% event_method : 0.000154s : 0.02% auto_monad : 0.000284s : 0.04% graph_reusing : 0.000011s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000048s : 0.01% rewriter_before_opt_a : 0.000308s : 0.04% expand_dump_flag : 0.000005s : 0.00% jit_opt_a.switch_simplify : 0.000325s : 0.05% jit_opt_a.loop_unroll : 0.000143s : 0.02% jit_opt_a.a_1 : 0.003304s : 0.48% jit_opt_a.with_stream_mark : 0.000092s : 0.01% jit_opt_a.recompute_prepare : 0.000057s : 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 : 0.000020s : 0.00% jit_opt_a.parameter_eliminate : 0.000008s : 0.00% jit_opt_a.specialize_transform : 0.000042s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000052s : 0.01% jit_opt_a.accelerated_algorithm : 0.000041s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000012s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000039s : 0.01% jit_opt_a.merge_forward : 0.000022s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000007s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000091s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000070s : 0.01% jit_opt_a.meta_fg_expand : 0.009130s : 1.32% jit_opt_a.replace_old_param : 0.000162s : 0.02% jit_opt_a.inline_without_move : 0.000148s : 0.02% jit_opt_a.renormalize : 0.418123s : 60.40% jit_opt_a.add_forward_monad_depend : 0.000036s : 0.01% jit_opt_a.auto_monad_grad : 0.000021s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000145s : 0.02% jit_opt_a.cse : 0.000418s : 0.06% jit_opt_a.replace_applicator : 0.000273s : 0.04% py_interpret_to_execute_after_opt_a : 0.000026s : 0.00% rewriter_after_opt_a : 0.001312s : 0.19% convert_after_rewriter : 0.000016s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000834s : 0.12% jit_opt_b.frontend_op_eliminate : 0.000028s : 0.00% jit_opt_b.inline_after_opt_a : 0.000027s : 0.00% cconv : 0.000031s : 0.00% loop_unroll : 0.000468s : 0.07% jit_opt_after_cconv.c_1 : 0.000053s : 0.01% jit_opt_after_cconv.parameter_eliminate : 0.000003s : 0.00% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000009s : 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 : 0.000031s : 0.00% jit_opt_after_cconv.call_graph_tuple_transform : 0.000026s : 0.00% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000001s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000011s : 0.00% remove_dup_value : 0.000022s : 0.00% partial_unused_args_eliminate : 0.000002s : 0.00% environ_conv : 0.000008s : 0.00% add_recomputation : 0.000068s : 0.01% cse_after_recomputation.cse : 0.000020s : 0.00% auto_monad_reorder : 0.000029s : 0.00% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000006s : 0.00% opt_after_jit_grad : 0.000513s : 0.07% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000015s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000023s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000011s : 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.] 0.001911 170 1.42% : 0.000027s : 8: substitution.depend_value_elim 0.20% : 0.000004s : 4: substitution.elim_not_effective 0.15% : 0.000003s : 4: substitution.fold_const_symbol 46.89% : 0.000896s : 4: substitution.getattr_setattr_resolve 0.40% : 0.000008s : 5: substitution.graph_param_transform 34.24% : 0.000654s : 16: substitution.inline 1.91% : 0.000037s : 4: substitution.inline_without_move 0.77% : 0.000015s : 20: substitution.j_node_and_user_rematch 0.55% : 0.000010s : 5: substitution.minmaximum_grad 0.43% : 0.000008s : 9: substitution.partial_eliminate 0.99% : 0.000019s : 20: substitution.remove_not_recompute_node 2.89% : 0.000055s : 12: substitution.replace_applicator 0.98% : 0.000019s : 16: substitution.replace_old_param 0.17% : 0.000003s : 1: substitution.set_cell_output_no_recompute 0.81% : 0.000015s : 3: substitution.switch_simplify 1.10% : 0.000021s : 5: substitution.tuple_list_convert_item_index_to_positive 0.81% : 0.000016s : 5: substitution.tuple_list_get_item_depend_reorder 2.06% : 0.000039s : 8: substitution.tuple_list_get_item_eliminator 1.01% : 0.000019s : 8: substitution.updatestate_pure_node_eliminater 2.20% : 0.000042s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.254428 2 98.82% : 0.251418s : 1: type_inference.infer 1.18% : 0.003009s : 1: type_inference.specialize ------[replace.] 0.000455 27 12.19% : 0.000055s : 3: replace.getattr_setattr_resolve 30.81% : 0.000140s : 16: replace.inline 12.46% : 0.000057s : 1: replace.replace_applicator 18.14% : 0.000083s : 3: replace.switch_simplify 20.77% : 0.000094s : 3: replace.tuple_list_get_item_eliminator 5.63% : 0.000026s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001543 27 55.04% : 0.000849s : 3: match.getattr_setattr_resolve 41.73% : 0.000644s : 16: match.inline 0.88% : 0.000014s : 1: match.replace_applicator 0.88% : 0.000014s : 3: match.switch_simplify 0.56% : 0.000009s : 3: match.tuple_list_get_item_eliminator 0.91% : 0.000014s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000620 3164 1.68% : 0.000010s : 50: predicate.accumulaten_eliminater 0.36% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.35% : 0.000008s : 50: predicate.addn_check_dump 1.55% : 0.000010s : 50: predicate.addn_zero_filter 1.82% : 0.000011s : 50: predicate.arithmetic_simplify 1.59% : 0.000010s : 50: predicate.cast_eliminate 0.20% : 0.000001s : 5: predicate.check_bprop_eliminate 1.45% : 0.000009s : 50: predicate.compare_switch_simplify 1.53% : 0.000009s : 50: predicate.depend_value_elim 1.51% : 0.000009s : 50: predicate.dict_get_item_const_eliminator 1.48% : 0.000009s : 50: predicate.dict_get_item_eliminator 1.47% : 0.000009s : 50: predicate.dict_set_item_eliminator 0.26% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.10% : 0.000001s : 5: predicate.elim_not_effective 0.27% : 0.000002s : 5: predicate.elim_shapecalc_of_broadcastargs 1.36% : 0.000008s : 50: predicate.environ_add_const_eliminate 1.40% : 0.000009s : 50: predicate.environ_get_add_eliminate 1.36% : 0.000008s : 50: predicate.environ_get_depend_swap 1.49% : 0.000009s : 50: predicate.environ_get_eliminate 1.37% : 0.000009s : 50: predicate.environ_get_set_eliminate 0.09% : 0.000001s : 5: predicate.fold_const_symbol 0.93% : 0.000006s : 26: predicate.get_grad_eliminate 1.09% : 0.000007s : 20: predicate.getattr_setattr_resolve 0.09% : 0.000001s : 5: predicate.graph_param_transform 3.80% : 0.000024s : 80: predicate.inline 3.01% : 0.000019s : 87: predicate.inline_without_move 0.39% : 0.000002s : 26: predicate.j_node_and_user_rematch 1.08% : 0.000007s : 26: predicate.less_batch_normalization 1.65% : 0.000010s : 53: predicate.list_to_tuple_eliminator_ 1.79% : 0.000011s : 58: predicate.load_eliminater 0.42% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.79% : 0.000024s : 132: predicate.loop_unroll_before_grad 1.82% : 0.000011s : 55: predicate.make_slice_get_slice_eliminator 1.43% : 0.000009s : 50: predicate.merge_addn 1.45% : 0.000009s : 50: predicate.minmaximum_grad 0.49% : 0.000003s : 5: predicate.mutable_eliminate 0.19% : 0.000001s : 5: predicate.opt_reshape 2.04% : 0.000013s : 58: predicate.partial_eliminate 1.39% : 0.000009s : 50: predicate.print_const_string_wrapper 1.83% : 0.000011s : 50: predicate.reduce_eliminate 1.52% : 0.000009s : 53: predicate.redundant_stop_gradient_eliminater 0.46% : 0.000003s : 26: predicate.remove_not_recompute_node 3.04% : 0.000019s : 126: predicate.replace_applicator 1.47% : 0.000009s : 87: predicate.replace_old_param 0.10% : 0.000001s : 5: predicate.reset_defer_inline 1.66% : 0.000010s : 50: predicate.reshape_eliminate 1.41% : 0.000009s : 50: predicate.row_tensor_add_zeros_like 0.26% : 0.000002s : 5: predicate.row_tensor_eliminate 1.53% : 0.000009s : 50: predicate.same_eliminate 0.55% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.37% : 0.000002s : 10: predicate.special_op_eliminate 0.96% : 0.000006s : 26: predicate.specialize_transform 1.58% : 0.000010s : 50: predicate.split_environ_get_set_with_tuple_value 1.38% : 0.000009s : 50: predicate.stack_unstack_eliminate 0.17% : 0.000001s : 5: predicate.switch_call_monad_eliminater 3.03% : 0.000019s : 70: predicate.switch_defer_inline 2.25% : 0.000014s : 70: predicate.switch_layer_defer_inline 7.05% : 0.000044s : 213: predicate.switch_simplify 1.54% : 0.000010s : 50: predicate.tile_eliminate 1.35% : 0.000008s : 50: predicate.transpose_eliminate 1.63% : 0.000010s : 50: predicate.tuple_list_convert_item_index_to_positive 1.54% : 0.000010s : 50: predicate.tuple_list_get_item_depend_reorder 2.78% : 0.000017s : 63: predicate.tuple_list_get_item_eliminator 1.70% : 0.000011s : 50: predicate.tuple_list_set_item_eliminator 1.54% : 0.000010s : 53: predicate.tuple_to_list_eliminator_ 1.72% : 0.000011s : 58: predicate.updatestate_pure_node_eliminater 2.94% : 0.000018s : 85: predicate.updatestate_useless_node_eliminater 1.69% : 0.000011s : 50: predicate.value_based_eliminate 0.16% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.22% : 0.000001s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.006362 47 37.96% : 0.002415s : 20: func_graph_cloner_run.FuncGraphClonerGraph 62.04% : 0.003947s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.298722 89 0.01% : 0.000071s : 1: add_recomputation 0.02% : 0.000292s : 1: auto_monad 0.00% : 0.000032s : 1: auto_monad_reorder 0.03% : 0.000409s : 1: bootstrap 0.00% : 0.000033s : 1: cconv 0.00% : 0.000019s : 1: convert_after_rewriter 0.00% : 0.000035s : 1: cse_after_recomputation 0.00% : 0.000014s : 1: environ_conv 0.01% : 0.000163s : 1: event_method 0.00% : 0.000008s : 1: expand_dump_flag 0.00% : 0.000004s : 1: get_jit_bprop_graph 0.00% : 0.000014s : 1: graph_reusing 47.35% : 0.614971s : 1: jit_opt_a 0.02% : 0.000225s : 1: jit_opt_after_cconv 0.01% : 0.000081s : 1: jit_opt_b 0.04% : 0.000477s : 1: loop_unroll 0.07% : 0.000845s : 1: mutable_eliminate 0.36% : 0.004680s : 39: opt.transform.jit_opt_a 0.01% : 0.000095s : 4: opt.transform.jit_opt_after_cconv 0.00% : 0.000047s : 4: opt.transform.jit_opt_b 0.00% : 0.000017s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000020s : 1: opt.transform.mutable_eliminate 0.00% : 0.000035s : 1: opt.transform.opt_after_jit_grad 0.08% : 0.001014s : 2: opt.transform.opt_resolve 0.00% : 0.000059s : 4: opt.transform.symbol_engine_opt 0.04% : 0.000522s : 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 0.00% : 0.000051s : 1: py_interpret_to_execute 0.00% : 0.000028s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000024s : 1: remove_dup_value 31.45% : 0.408490s : 2: renormalize.infer 0.74% : 0.009594s : 2: renormalize.specialize 0.00% : 0.000008s : 1: rewriter_after_jit_bprop_graph 0.10% : 0.001319s : 1: rewriter_after_opt_a 0.02% : 0.000312s : 1: rewriter_before_opt_a 0.01% : 0.000115s : 1: symbol_engine_optimizer 19.60% : 0.254577s : 1: type_inference . [hook] pytest_runtest_teardown:test_unsqueeze_dynamic_shape_advanced[False-KBK] tests/st/mint/test_unsqueeze.py::test_unsqueeze_dynamic_shape_advanced[False-KBK],max_mem:4.0M . [hook] pytest_runtest_teardown:test_unsqueeze_dynamic_shape_advanced[True-pynative] tests/st/mint/test_unsqueeze.py::test_unsqueeze_dynamic_shape_advanced[True-pynative],max_mem:4.0M TotalTime = 0.669753, [30] [bootstrap]: 0.00072041 [type_inference]: 0.43114 [event_method]: 1.955e-05 [auto_monad]: 0.00015123 [graph_reusing]: 7.26999e-06 [pre_auto_parallel]: 2.76e-06 [py_interpret_to_execute]: 3.67e-05 [rewriter_before_opt_a]: 6.507e-05 [expand_dump_flag]: 3.62002e-06 [jit_opt_a]: 0.179406, [2] [Cycle 1]: 0.0453071, [27] [switch_simplify]: 0.00011146 [loop_unroll]: 2.858e-05 [a_1]: 0.0006566 [with_stream_mark]: 3.665e-05 [recompute_prepare]: 1.591e-05 [updatestate_depend_eliminate]: 8.12e-06 [updatestate_assign_eliminate]: 7.51999e-06 [updatestate_loads_eliminate]: 4.98001e-06 [parameter_eliminate]: 2.81e-06 [specialize_transform]: 1.048e-05 [updatestate_useless_node_eliminater]: 1.485e-05 [accelerated_algorithm]: 9.36e-06 [meta_shard_fg_expand]: 5.40001e-06 [get_grad_eliminate_]: 1.005e-05 [merge_forward]: 4.094e-05 [cell_reuse_recompute_pass]: 7.78001e-06 [cell_reuse_handle_not_recompute_node_pass]: 6.766e-05 [j_node_and_user_rematch]: 2.153e-05 [meta_fg_expand]: 9.72001e-06 [replace_old_param]: 1.86e-05 [inline_without_move]: 1.091e-05 [renormalize]: 0.00119437 [add_forward_monad_depend]: 1.388e-05 [auto_monad_grad]: 3.03e-06 [auto_monad_eliminator]: 2.685e-05 [cse]: 3.953e-05 [replace_applicator]: 2.133e-05 [Cycle 2]: 0.00057316, [27] [switch_simplify]: 1.264e-05 [loop_unroll]: 9.36e-06 [a_1]: 0.00022174 [with_stream_mark]: 1.934e-05 [recompute_prepare]: 9.37999e-06 [updatestate_depend_eliminate]: 6.51e-06 [updatestate_assign_eliminate]: 5.86998e-06 [updatestate_loads_eliminate]: 4.79002e-06 [parameter_eliminate]: 1.95001e-06 [specialize_transform]: 9.78998e-06 [updatestate_useless_node_eliminater]: 1.272e-05 [accelerated_algorithm]: 9.10001e-06 [meta_shard_fg_expand]: 2.84001e-06 [get_grad_eliminate_]: 8.45001e-06 [merge_forward]: 4.52e-06 [cell_reuse_recompute_pass]: 2.16e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.969e-05 [j_node_and_user_rematch]: 1.469e-05 [meta_fg_expand]: 3.13e-06 [replace_old_param]: 1.228e-05 [inline_without_move]: 8.57998e-06 [renormalize]: 6.99947e-08 [add_forward_monad_depend]: 1.38002e-06 [auto_monad_grad]: 1.01997e-06 [auto_monad_eliminator]: 1.174e-05 [cse]: 1.776e-05 [replace_applicator]: 8.67e-06 [py_interpret_to_execute_after_opt_a]: 2.589e-05 [rewriter_after_opt_a]: 0.00056205 [convert_after_rewriter]: 1.473e-05 [order_py_execute_after_rewriter]: 7.47002e-06 [mutable_eliminate]: 0.054973 [jit_opt_b]: 0.00010894, [1] [Cycle 1]: 9.585e-05, [2] [frontend_op_eliminate]: 4.34e-05 [inline_after_opt_a]: 3.265e-05 [cconv]: 3.79e-05 [loop_unroll]: 0.00079983 [jit_opt_after_cconv]: 0.00025841, [1] [Cycle 1]: 0.00024983, [11] [c_1]: 6.216e-05 [parameter_eliminate]: 4.93001e-06 [updatestate_depend_eliminate]: 1.208e-05 [updatestate_assign_eliminate]: 6.41998e-06 [updatestate_loads_eliminate]: 5.54998e-06 [cse]: 4.522e-05 [call_graph_tuple_transform]: 2.826e-05 [tuple_list_get_item_eliminator]: 9.65002e-06 [none_parameter_eliminate]: 1.58002e-06 [renormalize]: 8.09989e-07 [switch_simplify]: 1.032e-05 [remove_dup_value]: 2.158e-05 [partial_unused_args_eliminate]: 2.76e-06 [environ_conv]: 1.774e-05 [add_recomputation]: 7.527e-05 [cse_after_recomputation]: 3.29e-05, [1] [Cycle 1]: 2.455e-05, [1] [cse]: 1.751e-05 [auto_monad_reorder]: 2.916e-05 [get_jit_bprop_graph]: 2.39001e-06 [rewriter_after_jit_bprop_graph]: 0.00017575 [opt_after_jit_grad]: 0.00060981 [symbol_engine_optimizer]: 0.00011308, [1] [Cycle 1]: 0.00010509, [6] [build]: 7.41999e-06 [elim_shapecalc]: 1.332e-05 [elim_not_effective]: 2.188e-05 [opt_reshape]: 1.094e-05 [fold_const_symbol]: 1.716e-05 [renormalize]: 5.79981e-07 [validate]: 6.078e-05 Sums bootstrap : 0.000720s : 0.15% type_inference : 0.431140s : 87.50% event_method : 0.000020s : 0.00% auto_monad : 0.000151s : 0.03% graph_reusing : 0.000007s : 0.00% pre_auto_parallel : 0.000003s : 0.00% py_interpret_to_execute : 0.000037s : 0.01% rewriter_before_opt_a : 0.000065s : 0.01% expand_dump_flag : 0.000004s : 0.00% jit_opt_a.switch_simplify : 0.000124s : 0.03% jit_opt_a.loop_unroll : 0.000038s : 0.01% jit_opt_a.a_1 : 0.000878s : 0.18% jit_opt_a.with_stream_mark : 0.000056s : 0.01% jit_opt_a.recompute_prepare : 0.000025s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000015s : 0.00% jit_opt_a.updatestate_assign_eliminate : 0.000013s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.00% jit_opt_a.parameter_eliminate : 0.000005s : 0.00% jit_opt_a.specialize_transform : 0.000020s : 0.00% jit_opt_a.updatestate_useless_node_eliminater : 0.000028s : 0.01% jit_opt_a.accelerated_algorithm : 0.000018s : 0.00% jit_opt_a.meta_shard_fg_expand : 0.000008s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000018s : 0.00% jit_opt_a.merge_forward : 0.000045s : 0.01% jit_opt_a.cell_reuse_recompute_pass : 0.000010s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000087s : 0.02% jit_opt_a.j_node_and_user_rematch : 0.000036s : 0.01% jit_opt_a.meta_fg_expand : 0.000013s : 0.00% jit_opt_a.replace_old_param : 0.000031s : 0.01% jit_opt_a.inline_without_move : 0.000019s : 0.00% jit_opt_a.renormalize : 0.001194s : 0.24% jit_opt_a.add_forward_monad_depend : 0.000015s : 0.00% jit_opt_a.auto_monad_grad : 0.000004s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000039s : 0.01% jit_opt_a.cse : 0.000057s : 0.01% jit_opt_a.replace_applicator : 0.000030s : 0.01% py_interpret_to_execute_after_opt_a : 0.000026s : 0.01% rewriter_after_opt_a : 0.000562s : 0.11% convert_after_rewriter : 0.000015s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.054973s : 11.16% jit_opt_b.frontend_op_eliminate : 0.000043s : 0.01% jit_opt_b.inline_after_opt_a : 0.000033s : 0.01% cconv : 0.000038s : 0.01% loop_unroll : 0.000800s : 0.16% jit_opt_after_cconv.c_1 : 0.000062s : 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 : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000045s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 0.01% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000010s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000010s : 0.00% remove_dup_value : 0.000022s : 0.00% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000018s : 0.00% add_recomputation : 0.000075s : 0.02% cse_after_recomputation.cse : 0.000018s : 0.00% auto_monad_reorder : 0.000029s : 0.01% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000176s : 0.04% opt_after_jit_grad : 0.000610s : 0.12% symbol_engine_optimizer.build : 0.000007s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000061s : 0.01% Time group info: ------[substitution.] 0.000304 44 4.33% : 0.000013s : 2: substitution.depend_value_elim 1.20% : 0.000004s : 4: substitution.elim_not_effective 1.05% : 0.000003s : 4: substitution.fold_const_symbol 2.57% : 0.000008s : 5: substitution.graph_param_transform 74.70% : 0.000227s : 3: substitution.inline 2.10% : 0.000006s : 8: substitution.j_node_and_user_rematch 3.23% : 0.000010s : 8: substitution.remove_not_recompute_node 2.64% : 0.000008s : 2: substitution.replace_old_param 4.10% : 0.000012s : 3: substitution.updatestate_pure_node_eliminater 4.08% : 0.000012s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.431062 2 99.80% : 0.430206s : 1: type_inference.infer 0.20% : 0.000856s : 1: type_inference.specialize ------[replace.] 0.000044 3 100.00% : 0.000044s : 3: replace.inline ------[match.] 0.000225 3 100.00% : 0.000225s : 3: match.inline ------[predicate.] 0.000223 825 1.24% : 0.000003s : 12: predicate.accumulaten_eliminater 1.21% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 1.07% : 0.000002s : 12: predicate.addn_check_dump 1.31% : 0.000003s : 12: predicate.addn_zero_filter 1.83% : 0.000004s : 12: predicate.arithmetic_simplify 1.35% : 0.000003s : 12: predicate.cast_eliminate 0.66% : 0.000001s : 5: predicate.check_bprop_eliminate 1.14% : 0.000003s : 12: predicate.compare_switch_simplify 1.59% : 0.000004s : 12: predicate.depend_value_elim 1.10% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.26% : 0.000003s : 12: predicate.dict_get_item_eliminator 1.37% : 0.000003s : 12: predicate.dict_set_item_eliminator 0.92% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.41% : 0.000001s : 5: predicate.elim_not_effective 0.65% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.20% : 0.000003s : 12: predicate.environ_add_const_eliminate 1.06% : 0.000002s : 12: predicate.environ_get_add_eliminate 0.96% : 0.000002s : 12: predicate.environ_get_depend_swap 1.15% : 0.000003s : 12: predicate.environ_get_eliminate 0.97% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.24% : 0.000001s : 5: predicate.fold_const_symbol 1.10% : 0.000002s : 10: predicate.get_grad_eliminate 0.23% : 0.000001s : 5: predicate.graph_param_transform 4.79% : 0.000011s : 25: predicate.inline 1.48% : 0.000003s : 10: predicate.inline_without_move 0.42% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.08% : 0.000002s : 10: predicate.less_batch_normalization 1.29% : 0.000003s : 12: predicate.list_to_tuple_eliminator_ 1.76% : 0.000004s : 17: predicate.load_eliminater 1.12% : 0.000002s : 5: predicate.loop_unroll_after_grad 2.54% : 0.000006s : 25: predicate.loop_unroll_before_grad 2.20% : 0.000005s : 17: predicate.make_slice_get_slice_eliminator 1.09% : 0.000002s : 12: predicate.merge_addn 1.08% : 0.000002s : 12: predicate.minmaximum_grad 4.30% : 0.000010s : 5: predicate.mutable_eliminate 0.59% : 0.000001s : 5: predicate.opt_reshape 1.83% : 0.000004s : 17: predicate.partial_eliminate 1.31% : 0.000003s : 12: predicate.print_const_string_wrapper 1.68% : 0.000004s : 12: predicate.reduce_eliminate 1.16% : 0.000003s : 12: predicate.redundant_stop_gradient_eliminater 0.94% : 0.000002s : 10: predicate.remove_not_recompute_node 1.33% : 0.000003s : 22: predicate.replace_applicator 0.55% : 0.000001s : 10: predicate.replace_old_param 0.43% : 0.000001s : 5: predicate.reset_defer_inline 1.22% : 0.000003s : 12: predicate.reshape_eliminate 1.09% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 0.93% : 0.000002s : 5: predicate.row_tensor_eliminate 1.22% : 0.000003s : 12: predicate.same_eliminate 0.54% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.22% : 0.000003s : 10: predicate.special_op_eliminate 1.12% : 0.000003s : 10: predicate.specialize_transform 1.57% : 0.000004s : 12: predicate.split_environ_get_set_with_tuple_value 1.10% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.45% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.77% : 0.000004s : 15: predicate.switch_defer_inline 1.35% : 0.000003s : 15: predicate.switch_layer_defer_inline 10.24% : 0.000023s : 45: predicate.switch_simplify 1.03% : 0.000002s : 12: predicate.tile_eliminate 1.28% : 0.000003s : 12: predicate.transpose_eliminate 1.36% : 0.000003s : 12: predicate.tuple_list_convert_item_index_to_positive 1.40% : 0.000003s : 12: predicate.tuple_list_get_item_depend_reorder 3.30% : 0.000007s : 22: predicate.tuple_list_get_item_eliminator 1.59% : 0.000004s : 12: predicate.tuple_list_set_item_eliminator 1.60% : 0.000004s : 12: predicate.tuple_to_list_eliminator_ 1.59% : 0.000004s : 17: predicate.updatestate_pure_node_eliminater 3.14% : 0.000007s : 27: predicate.updatestate_useless_node_eliminater 1.63% : 0.000004s : 12: predicate.value_based_eliminate 0.43% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.86% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000457 6 5.39% : 0.000025s : 1: func_graph_cloner_run.FuncGraphClonerGraph 94.61% : 0.000433s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.726488 72 0.01% : 0.000078s : 1: add_recomputation 0.02% : 0.000157s : 1: auto_monad 0.00% : 0.000032s : 1: auto_monad_reorder 0.10% : 0.000752s : 1: bootstrap 0.01% : 0.000041s : 1: cconv 0.00% : 0.000018s : 1: convert_after_rewriter 0.00% : 0.000035s : 1: cse_after_recomputation 0.00% : 0.000020s : 1: environ_conv 0.00% : 0.000025s : 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 24.70% : 0.179411s : 1: jit_opt_a 0.04% : 0.000262s : 1: jit_opt_after_cconv 0.02% : 0.000114s : 1: jit_opt_b 0.11% : 0.000811s : 1: loop_unroll 7.57% : 0.054994s : 1: mutable_eliminate 0.18% : 0.001290s : 26: opt.transform.jit_opt_a 0.01% : 0.000106s : 4: opt.transform.jit_opt_after_cconv 0.01% : 0.000063s : 4: opt.transform.jit_opt_b 0.00% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 7.45% : 0.054130s : 1: opt.transform.mutable_eliminate 0.01% : 0.000037s : 1: opt.transform.opt_after_jit_grad 0.01% : 0.000059s : 4: opt.transform.symbol_engine_opt 0.09% : 0.000619s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000005s : 1: partial_unused_args_eliminate 0.00% : 0.000005s : 1: pre_auto_parallel 0.01% : 0.000040s : 1: py_interpret_to_execute 0.00% : 0.000029s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000025s : 1: remove_dup_value 0.09% : 0.000671s : 1: renormalize.infer 0.07% : 0.000511s : 1: renormalize.specialize 0.02% : 0.000180s : 1: rewriter_after_jit_bprop_graph 0.08% : 0.000568s : 1: rewriter_after_opt_a 0.01% : 0.000069s : 1: rewriter_before_opt_a 0.02% : 0.000116s : 1: symbol_engine_optimizer 59.35% : 0.431164s : 1: type_inference TotalTime = 0.666641, [30] [bootstrap]: 0.00031963 [type_inference]: 0.314158 [event_method]: 0.00016853 [auto_monad]: 0.00029306 [graph_reusing]: 1.042e-05 [pre_auto_parallel]: 4.45999e-06 [py_interpret_to_execute]: 5.174e-05 [rewriter_before_opt_a]: 0.00018129 [expand_dump_flag]: 5.17e-06 [jit_opt_a]: 0.348131, [3] [Cycle 1]: 0.339534, [27] [switch_simplify]: 0.00025729 [loop_unroll]: 7.12e-05 [a_1]: 0.00167808 [with_stream_mark]: 4.605e-05 [recompute_prepare]: 3.645e-05 [updatestate_depend_eliminate]: 1.456e-05 [updatestate_assign_eliminate]: 1.18e-05 [updatestate_loads_eliminate]: 1.067e-05 [parameter_eliminate]: 3.49001e-06 [specialize_transform]: 2.26e-05 [updatestate_useless_node_eliminater]: 2.811e-05 [accelerated_algorithm]: 2.013e-05 [meta_shard_fg_expand]: 8.08001e-06 [get_grad_eliminate_]: 2.104e-05 [merge_forward]: 1.246e-05 [cell_reuse_recompute_pass]: 1.30999e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.628e-05 [j_node_and_user_rematch]: 4.051e-05 [meta_fg_expand]: 0.175964 [replace_old_param]: 0.00018427 [inline_without_move]: 0.00014169 [renormalize]: 0.159568 [add_forward_monad_depend]: 2.098e-05 [auto_monad_grad]: 1.034e-05 [auto_monad_eliminator]: 0.00016371 [cse]: 0.00039189 [replace_applicator]: 0.00039869 [Cycle 2]: 0.00392375, [27] [switch_simplify]: 8.14e-05 [loop_unroll]: 7.156e-05 [a_1]: 0.00129866 [with_stream_mark]: 2.584e-05 [recompute_prepare]: 1.533e-05 [updatestate_depend_eliminate]: 2.945e-05 [updatestate_assign_eliminate]: 6.02001e-06 [updatestate_loads_eliminate]: 5.17999e-06 [parameter_eliminate]: 2.66e-06 [specialize_transform]: 1.048e-05 [updatestate_useless_node_eliminater]: 1.378e-05 [accelerated_algorithm]: 1.041e-05 [meta_shard_fg_expand]: 2.89999e-06 [get_grad_eliminate_]: 1.021e-05 [merge_forward]: 5.71e-06 [cell_reuse_recompute_pass]: 1.92001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.433e-05 [j_node_and_user_rematch]: 1.673e-05 [meta_fg_expand]: 0.000161 [replace_old_param]: 2.013e-05 [inline_without_move]: 9.58002e-06 [renormalize]: 0.00177858 [add_forward_monad_depend]: 9.59e-06 [auto_monad_grad]: 3.43999e-06 [auto_monad_eliminator]: 2.536e-05 [cse]: 4.543e-05 [replace_applicator]: 2.552e-05 [Cycle 3]: 0.00059579, [27] [switch_simplify]: 1.144e-05 [loop_unroll]: 9.66e-06 [a_1]: 0.00021928 [with_stream_mark]: 1.98e-05 [recompute_prepare]: 1.138e-05 [updatestate_depend_eliminate]: 6.68998e-06 [updatestate_assign_eliminate]: 5.45001e-06 [updatestate_loads_eliminate]: 4.63001e-06 [parameter_eliminate]: 1.99999e-06 [specialize_transform]: 9.86998e-06 [updatestate_useless_node_eliminater]: 1.3e-05 [accelerated_algorithm]: 9.94001e-06 [meta_shard_fg_expand]: 2.81e-06 [get_grad_eliminate_]: 9.05001e-06 [merge_forward]: 5.96e-06 [cell_reuse_recompute_pass]: 3.11001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.378e-05 [j_node_and_user_rematch]: 1.573e-05 [meta_fg_expand]: 3.95e-06 [replace_old_param]: 1.343e-05 [inline_without_move]: 8.99e-06 [renormalize]: 7.00238e-08 [add_forward_monad_depend]: 1.44998e-06 [auto_monad_grad]: 1.05001e-06 [auto_monad_eliminator]: 1.259e-05 [cse]: 2.286e-05 [replace_applicator]: 9.49e-06 [py_interpret_to_execute_after_opt_a]: 2.021e-05 [rewriter_after_opt_a]: 0.00027245 [convert_after_rewriter]: 1.425e-05 [order_py_execute_after_rewriter]: 7.81001e-06 [mutable_eliminate]: 0.00088421 [jit_opt_b]: 8.455e-05, [1] [Cycle 1]: 7.4e-05, [2] [frontend_op_eliminate]: 2.972e-05 [inline_after_opt_a]: 2.898e-05 [cconv]: 4.018e-05 [loop_unroll]: 0.00051096 [jit_opt_after_cconv]: 0.00025554, [1] [Cycle 1]: 0.00024607, [11] [c_1]: 5.923e-05 [parameter_eliminate]: 5.16002e-06 [updatestate_depend_eliminate]: 1.182e-05 [updatestate_assign_eliminate]: 6.25002e-06 [updatestate_loads_eliminate]: 4.79e-06 [cse]: 4.4e-05 [call_graph_tuple_transform]: 2.86e-05 [tuple_list_get_item_eliminator]: 1.059e-05 [none_parameter_eliminate]: 1.72001e-06 [renormalize]: 9.29984e-07 [switch_simplify]: 1.134e-05 [remove_dup_value]: 2.681e-05 [partial_unused_args_eliminate]: 3.37002e-06 [environ_conv]: 1.126e-05 [add_recomputation]: 7.905e-05 [cse_after_recomputation]: 3.437e-05, [1] [Cycle 1]: 2.775e-05, [1] [cse]: 2.089e-05 [auto_monad_reorder]: 2.983e-05 [get_jit_bprop_graph]: 2.36e-06 [rewriter_after_jit_bprop_graph]: 7.43999e-06 [opt_after_jit_grad]: 0.00058869 [symbol_engine_optimizer]: 0.00012578, [1] [Cycle 1]: 0.00011795, [6] [build]: 8.45999e-06 [elim_shapecalc]: 1.434e-05 [elim_not_effective]: 2.532e-05 [opt_reshape]: 1.314e-05 [fold_const_symbol]: 1.937e-05 [renormalize]: 9.79984e-07 [validate]: 6.809e-05 Sums bootstrap : 0.000320s : 0.05% type_inference : 0.314158s : 47.50% event_method : 0.000169s : 0.03% auto_monad : 0.000293s : 0.04% graph_reusing : 0.000010s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000052s : 0.01% rewriter_before_opt_a : 0.000181s : 0.03% expand_dump_flag : 0.000005s : 0.00% jit_opt_a.switch_simplify : 0.000350s : 0.05% jit_opt_a.loop_unroll : 0.000152s : 0.02% jit_opt_a.a_1 : 0.003196s : 0.48% jit_opt_a.with_stream_mark : 0.000092s : 0.01% jit_opt_a.recompute_prepare : 0.000063s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000051s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000023s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000020s : 0.00% jit_opt_a.parameter_eliminate : 0.000008s : 0.00% jit_opt_a.specialize_transform : 0.000043s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000055s : 0.01% jit_opt_a.accelerated_algorithm : 0.000040s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000014s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000040s : 0.01% jit_opt_a.merge_forward : 0.000024s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000006s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000094s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000073s : 0.01% jit_opt_a.meta_fg_expand : 0.176129s : 26.63% jit_opt_a.replace_old_param : 0.000218s : 0.03% jit_opt_a.inline_without_move : 0.000160s : 0.02% jit_opt_a.renormalize : 0.161346s : 24.39% jit_opt_a.add_forward_monad_depend : 0.000032s : 0.00% jit_opt_a.auto_monad_grad : 0.000015s : 0.00% jit_opt_a.auto_monad_eliminator : 0.000202s : 0.03% jit_opt_a.cse : 0.000460s : 0.07% jit_opt_a.replace_applicator : 0.000434s : 0.07% py_interpret_to_execute_after_opt_a : 0.000020s : 0.00% rewriter_after_opt_a : 0.000272s : 0.04% convert_after_rewriter : 0.000014s : 0.00% order_py_execute_after_rewriter : 0.000008s : 0.00% mutable_eliminate : 0.000884s : 0.13% jit_opt_b.frontend_op_eliminate : 0.000030s : 0.00% jit_opt_b.inline_after_opt_a : 0.000029s : 0.00% cconv : 0.000040s : 0.01% loop_unroll : 0.000511s : 0.08% jit_opt_after_cconv.c_1 : 0.000059s : 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 : 0.000005s : 0.00% jit_opt_after_cconv.cse : 0.000044s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 0.00% jit_opt_after_cconv.tuple_list_get_item_eliminator : 0.000011s : 0.00% jit_opt_after_cconv.none_parameter_eliminate : 0.000002s : 0.00% jit_opt_after_cconv.renormalize : 0.000001s : 0.00% jit_opt_after_cconv.switch_simplify : 0.000011s : 0.00% remove_dup_value : 0.000027s : 0.00% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000011s : 0.00% add_recomputation : 0.000079s : 0.01% cse_after_recomputation.cse : 0.000021s : 0.00% auto_monad_reorder : 0.000030s : 0.00% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000007s : 0.00% opt_after_jit_grad : 0.000589s : 0.09% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000025s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000013s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000019s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000068s : 0.01% Time group info: ------[substitution.] 0.170615 170 0.02% : 0.000027s : 8: substitution.depend_value_elim 0.00% : 0.000005s : 4: substitution.elim_not_effective 0.00% : 0.000003s : 4: substitution.fold_const_symbol 99.41% : 0.169608s : 4: substitution.getattr_setattr_resolve 0.00% : 0.000008s : 5: substitution.graph_param_transform 0.37% : 0.000628s : 16: substitution.inline 0.02% : 0.000042s : 4: substitution.inline_without_move 0.01% : 0.000016s : 20: substitution.j_node_and_user_rematch 0.01% : 0.000010s : 5: substitution.minmaximum_grad 0.01% : 0.000010s : 9: substitution.partial_eliminate 0.01% : 0.000018s : 20: substitution.remove_not_recompute_node 0.04% : 0.000068s : 12: substitution.replace_applicator 0.01% : 0.000019s : 16: substitution.replace_old_param 0.00% : 0.000004s : 1: substitution.set_cell_output_no_recompute 0.01% : 0.000016s : 3: substitution.switch_simplify 0.01% : 0.000022s : 5: substitution.tuple_list_convert_item_index_to_positive 0.01% : 0.000016s : 5: substitution.tuple_list_get_item_depend_reorder 0.02% : 0.000038s : 8: substitution.tuple_list_get_item_eliminator 0.01% : 0.000021s : 8: substitution.updatestate_pure_node_eliminater 0.02% : 0.000037s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.313904 2 99.06% : 0.310950s : 1: type_inference.infer 0.94% : 0.002954s : 1: type_inference.specialize ------[replace.] 0.000516 27 20.39% : 0.000105s : 3: replace.getattr_setattr_resolve 28.82% : 0.000149s : 16: replace.inline 11.20% : 0.000058s : 1: replace.replace_applicator 16.62% : 0.000086s : 3: replace.switch_simplify 17.91% : 0.000093s : 3: replace.tuple_list_get_item_eliminator 5.06% : 0.000026s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.170183 27 99.61% : 0.169512s : 3: match.getattr_setattr_resolve 0.36% : 0.000618s : 16: match.inline 0.01% : 0.000017s : 1: match.replace_applicator 0.01% : 0.000014s : 3: match.switch_simplify 0.01% : 0.000009s : 3: match.tuple_list_get_item_eliminator 0.01% : 0.000013s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000650 3164 1.44% : 0.000009s : 50: predicate.accumulaten_eliminater 0.36% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.47% : 0.000010s : 50: predicate.addn_check_dump 1.62% : 0.000010s : 50: predicate.addn_zero_filter 1.91% : 0.000012s : 50: predicate.arithmetic_simplify 1.70% : 0.000011s : 50: predicate.cast_eliminate 0.17% : 0.000001s : 5: predicate.check_bprop_eliminate 1.33% : 0.000009s : 50: predicate.compare_switch_simplify 1.53% : 0.000010s : 50: predicate.depend_value_elim 1.33% : 0.000009s : 50: predicate.dict_get_item_const_eliminator 1.55% : 0.000010s : 50: predicate.dict_get_item_eliminator 1.45% : 0.000009s : 50: predicate.dict_set_item_eliminator 0.32% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.11% : 0.000001s : 5: predicate.elim_not_effective 0.20% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.41% : 0.000009s : 50: predicate.environ_add_const_eliminate 1.39% : 0.000009s : 50: predicate.environ_get_add_eliminate 1.41% : 0.000009s : 50: predicate.environ_get_depend_swap 1.44% : 0.000009s : 50: predicate.environ_get_eliminate 1.37% : 0.000009s : 50: predicate.environ_get_set_eliminate 0.08% : 0.000001s : 5: predicate.fold_const_symbol 0.90% : 0.000006s : 26: predicate.get_grad_eliminate 2.02% : 0.000013s : 20: predicate.getattr_setattr_resolve 0.12% : 0.000001s : 5: predicate.graph_param_transform 3.85% : 0.000025s : 80: predicate.inline 3.05% : 0.000020s : 87: predicate.inline_without_move 0.36% : 0.000002s : 26: predicate.j_node_and_user_rematch 1.00% : 0.000007s : 26: predicate.less_batch_normalization 1.65% : 0.000011s : 53: predicate.list_to_tuple_eliminator_ 1.73% : 0.000011s : 58: predicate.load_eliminater 0.47% : 0.000003s : 5: predicate.loop_unroll_after_grad 3.86% : 0.000025s : 132: predicate.loop_unroll_before_grad 1.79% : 0.000012s : 55: predicate.make_slice_get_slice_eliminator 1.41% : 0.000009s : 50: predicate.merge_addn 1.45% : 0.000009s : 50: predicate.minmaximum_grad 0.53% : 0.000003s : 5: predicate.mutable_eliminate 0.18% : 0.000001s : 5: predicate.opt_reshape 1.88% : 0.000012s : 58: predicate.partial_eliminate 1.48% : 0.000010s : 50: predicate.print_const_string_wrapper 1.74% : 0.000011s : 50: predicate.reduce_eliminate 1.52% : 0.000010s : 53: predicate.redundant_stop_gradient_eliminater 0.43% : 0.000003s : 26: predicate.remove_not_recompute_node 2.66% : 0.000017s : 126: predicate.replace_applicator 1.47% : 0.000010s : 87: predicate.replace_old_param 0.10% : 0.000001s : 5: predicate.reset_defer_inline 1.42% : 0.000009s : 50: predicate.reshape_eliminate 1.45% : 0.000009s : 50: predicate.row_tensor_add_zeros_like 0.39% : 0.000003s : 5: predicate.row_tensor_eliminate 1.47% : 0.000010s : 50: predicate.same_eliminate 0.51% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.34% : 0.000002s : 10: predicate.special_op_eliminate 0.95% : 0.000006s : 26: predicate.specialize_transform 1.51% : 0.000010s : 50: predicate.split_environ_get_set_with_tuple_value 1.39% : 0.000009s : 50: predicate.stack_unstack_eliminate 0.15% : 0.000001s : 5: predicate.switch_call_monad_eliminater 2.86% : 0.000019s : 70: predicate.switch_defer_inline 2.28% : 0.000015s : 70: predicate.switch_layer_defer_inline 7.29% : 0.000047s : 213: predicate.switch_simplify 1.45% : 0.000009s : 50: predicate.tile_eliminate 1.33% : 0.000009s : 50: predicate.transpose_eliminate 1.59% : 0.000010s : 50: predicate.tuple_list_convert_item_index_to_positive 1.58% : 0.000010s : 50: predicate.tuple_list_get_item_depend_reorder 2.86% : 0.000019s : 63: predicate.tuple_list_get_item_eliminator 1.71% : 0.000011s : 50: predicate.tuple_list_set_item_eliminator 1.53% : 0.000010s : 53: predicate.tuple_to_list_eliminator_ 1.72% : 0.000011s : 58: predicate.updatestate_pure_node_eliminater 2.94% : 0.000019s : 85: predicate.updatestate_useless_node_eliminater 1.65% : 0.000011s : 50: predicate.value_based_eliminate 0.14% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.23% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.004329 47 60.61% : 0.002624s : 20: func_graph_cloner_run.FuncGraphClonerGraph 39.39% : 0.001705s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.002767 89 0.01% : 0.000082s : 1: add_recomputation 0.03% : 0.000302s : 1: auto_monad 0.00% : 0.000033s : 1: auto_monad_reorder 0.03% : 0.000339s : 1: bootstrap 0.00% : 0.000043s : 1: cconv 0.00% : 0.000018s : 1: convert_after_rewriter 0.00% : 0.000037s : 1: cse_after_recomputation 0.00% : 0.000015s : 1: environ_conv 0.02% : 0.000177s : 1: event_method 0.00% : 0.000008s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000014s : 1: graph_reusing 34.72% : 0.348136s : 1: jit_opt_a 0.03% : 0.000260s : 1: jit_opt_after_cconv 0.01% : 0.000088s : 1: jit_opt_b 0.05% : 0.000520s : 1: loop_unroll 0.09% : 0.000898s : 1: mutable_eliminate 0.48% : 0.004846s : 39: opt.transform.jit_opt_a 0.01% : 0.000105s : 4: opt.transform.jit_opt_after_cconv 0.00% : 0.000049s : 4: opt.transform.jit_opt_b 0.00% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000028s : 1: opt.transform.mutable_eliminate 0.00% : 0.000041s : 1: opt.transform.opt_after_jit_grad 16.93% : 0.169810s : 2: opt.transform.opt_resolve 0.01% : 0.000066s : 4: opt.transform.symbol_engine_opt 0.06% : 0.000600s : 1: opt_after_jit_grad 0.00% : 0.000010s : 1: order_py_execute_after_rewriter 0.00% : 0.000006s : 1: partial_unused_args_eliminate 0.00% : 0.000007s : 1: pre_auto_parallel 0.01% : 0.000054s : 1: py_interpret_to_execute 0.00% : 0.000023s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000030s : 1: remove_dup_value 15.66% : 0.157041s : 2: renormalize.infer 0.43% : 0.004274s : 2: renormalize.specialize 0.00% : 0.000010s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000277s : 1: rewriter_after_opt_a 0.02% : 0.000185s : 1: rewriter_before_opt_a 0.01% : 0.000129s : 1: symbol_engine_optimizer 31.33% : 0.314181s : 1: type_inference TotalTime = 0.0197503, [30] [bootstrap]: 0.00032179 [type_inference]: 0.00955175 [event_method]: 1.668e-05 [auto_monad]: 0.00015899 [graph_reusing]: 6.94999e-06 [pre_auto_parallel]: 3.33e-06 [py_interpret_to_execute]: 3.162e-05 [rewriter_before_opt_a]: 6.491e-05 [expand_dump_flag]: 3.36999e-06 [jit_opt_a]: 0.00626004, [2] [Cycle 1]: 0.00201186, [27] [switch_simplify]: 5.361e-05 [loop_unroll]: 2.632e-05 [a_1]: 0.00052799 [with_stream_mark]: 2.545e-05 [recompute_prepare]: 1.191e-05 [updatestate_depend_eliminate]: 6.63e-06 [updatestate_assign_eliminate]: 5.61e-06 [updatestate_loads_eliminate]: 5.40001e-06 [parameter_eliminate]: 2.02999e-06 [specialize_transform]: 1.046e-05 [updatestate_useless_node_eliminater]: 1.226e-05 [accelerated_algorithm]: 8.95001e-06 [meta_shard_fg_expand]: 2.96001e-06 [get_grad_eliminate_]: 9.05001e-06 [merge_forward]: 6.14999e-06 [cell_reuse_recompute_pass]: 1.53002e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.288e-05 [j_node_and_user_rematch]: 1.573e-05 [meta_fg_expand]: 4.1e-06 [replace_old_param]: 1.307e-05 [inline_without_move]: 8.72e-06 [renormalize]: 0.00090346 [add_forward_monad_depend]: 5.47999e-06 [auto_monad_grad]: 3.08e-06 [auto_monad_eliminator]: 2.22e-05 [cse]: 3.801e-05 [replace_applicator]: 1.791e-05 [Cycle 2]: 0.00052496, [27] [switch_simplify]: 1.082e-05 [loop_unroll]: 9.54e-06 [a_1]: 0.00019858 [with_stream_mark]: 1.232e-05 [recompute_prepare]: 8.75001e-06 [updatestate_depend_eliminate]: 5.30001e-06 [updatestate_assign_eliminate]: 4.72e-06 [updatestate_loads_eliminate]: 4.13001e-06 [parameter_eliminate]: 1.27999e-06 [specialize_transform]: 8.94e-06 [updatestate_useless_node_eliminater]: 1.223e-05 [accelerated_algorithm]: 8.75999e-06 [meta_shard_fg_expand]: 2.09e-06 [get_grad_eliminate_]: 7.86001e-06 [merge_forward]: 4.70001e-06 [cell_reuse_recompute_pass]: 1.90001e-06 [cell_reuse_handle_not_recompute_node_pass]: 1.719e-05 [j_node_and_user_rematch]: 1.486e-05 [meta_fg_expand]: 3.06001e-06 [replace_old_param]: 1.092e-05 [inline_without_move]: 8.64998e-06 [renormalize]: 7.99773e-08 [add_forward_monad_depend]: 1.32999e-06 [auto_monad_grad]: 1.15999e-06 [auto_monad_eliminator]: 1.234e-05 [cse]: 1.706e-05 [replace_applicator]: 8.31002e-06 [py_interpret_to_execute_after_opt_a]: 1.451e-05 [rewriter_after_opt_a]: 0.00059508 [convert_after_rewriter]: 1.256e-05 [order_py_execute_after_rewriter]: 7.77002e-06 [mutable_eliminate]: 0.00072218 [jit_opt_b]: 8.324e-05, [1] [Cycle 1]: 7.331e-05, [2] [frontend_op_eliminate]: 2.906e-05 [inline_after_opt_a]: 2.868e-05 [cconv]: 3.166e-05 [loop_unroll]: 0.00052126 [jit_opt_after_cconv]: 0.00023434, [1] [Cycle 1]: 0.00022622, [11] [c_1]: 5.565e-05 [parameter_eliminate]: 4.70999e-06 [updatestate_depend_eliminate]: 1.16e-05 [updatestate_assign_eliminate]: 5.52999e-06 [updatestate_loads_eliminate]: 4.83001e-06 [cse]: 3.3e-05 [call_graph_tuple_transform]: 2.756e-05 [tuple_list_get_item_eliminator]: 9.32001e-06 [none_parameter_eliminate]: 1.57999e-06 [renormalize]: 5.39992e-07 [switch_simplify]: 1.12e-05 [remove_dup_value]: 2.184e-05 [partial_unused_args_eliminate]: 2.93998e-06 [environ_conv]: 8.03999e-06 [add_recomputation]: 7.643e-05 [cse_after_recomputation]: 3.125e-05, [1] [Cycle 1]: 2.419e-05, [1] [cse]: 1.701e-05 [auto_monad_reorder]: 2.821e-05 [get_jit_bprop_graph]: 2.74999e-06 [rewriter_after_jit_bprop_graph]: 8.05e-06 [opt_after_jit_grad]: 0.00053615 [symbol_engine_optimizer]: 0.00010988, [1] [Cycle 1]: 0.00010211, [6] [build]: 7.8e-06 [elim_shapecalc]: 1.335e-05 [elim_not_effective]: 2.115e-05 [opt_reshape]: 1.024e-05 [fold_const_symbol]: 1.664e-05 [renormalize]: 4.00003e-07 [validate]: 5.488e-05 Sums bootstrap : 0.000322s : 2.11% type_inference : 0.009552s : 62.51% event_method : 0.000017s : 0.11% auto_monad : 0.000159s : 1.04% graph_reusing : 0.000007s : 0.05% pre_auto_parallel : 0.000003s : 0.02% py_interpret_to_execute : 0.000032s : 0.21% rewriter_before_opt_a : 0.000065s : 0.42% expand_dump_flag : 0.000003s : 0.02% jit_opt_a.switch_simplify : 0.000064s : 0.42% jit_opt_a.loop_unroll : 0.000036s : 0.23% jit_opt_a.a_1 : 0.000727s : 4.75% jit_opt_a.with_stream_mark : 0.000038s : 0.25% jit_opt_a.recompute_prepare : 0.000021s : 0.14% jit_opt_a.updatestate_depend_eliminate : 0.000012s : 0.08% jit_opt_a.updatestate_assign_eliminate : 0.000010s : 0.07% jit_opt_a.updatestate_loads_eliminate : 0.000010s : 0.06% jit_opt_a.parameter_eliminate : 0.000003s : 0.02% jit_opt_a.specialize_transform : 0.000019s : 0.13% jit_opt_a.updatestate_useless_node_eliminater : 0.000024s : 0.16% jit_opt_a.accelerated_algorithm : 0.000018s : 0.12% jit_opt_a.meta_shard_fg_expand : 0.000005s : 0.03% jit_opt_a.get_grad_eliminate_ : 0.000017s : 0.11% jit_opt_a.merge_forward : 0.000011s : 0.07% jit_opt_a.cell_reuse_recompute_pass : 0.000003s : 0.02% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000040s : 0.26% jit_opt_a.j_node_and_user_rematch : 0.000031s : 0.20% jit_opt_a.meta_fg_expand : 0.000007s : 0.05% jit_opt_a.replace_old_param : 0.000024s : 0.16% jit_opt_a.inline_without_move : 0.000017s : 0.11% jit_opt_a.renormalize : 0.000904s : 5.91% jit_opt_a.add_forward_monad_depend : 0.000007s : 0.04% jit_opt_a.auto_monad_grad : 0.000004s : 0.03% jit_opt_a.auto_monad_eliminator : 0.000035s : 0.23% jit_opt_a.cse : 0.000055s : 0.36% jit_opt_a.replace_applicator : 0.000026s : 0.17% py_interpret_to_execute_after_opt_a : 0.000015s : 0.09% rewriter_after_opt_a : 0.000595s : 3.89% convert_after_rewriter : 0.000013s : 0.08% order_py_execute_after_rewriter : 0.000008s : 0.05% mutable_eliminate : 0.000722s : 4.73% jit_opt_b.frontend_op_eliminate : 0.000029s : 0.19% jit_opt_b.inline_after_opt_a : 0.000029s : 0.19% cconv : 0.000032s : 0.21% loop_unroll : 0.000521s : 3.41% jit_opt_after_cconv.c_1 : 0.000056s : 0.36% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 0.03% jit_opt_after_cconv.updatestate_depend_eliminate : 0.000012s : 0.08% 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 : 0.000033s : 0.22% jit_opt_after_cconv.call_graph_tuple_transform : 0.000028s : 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 : 0.000011s : 0.07% remove_dup_value : 0.000022s : 0.14% partial_unused_args_eliminate : 0.000003s : 0.02% environ_conv : 0.000008s : 0.05% add_recomputation : 0.000076s : 0.50% cse_after_recomputation.cse : 0.000017s : 0.11% auto_monad_reorder : 0.000028s : 0.18% get_jit_bprop_graph : 0.000003s : 0.02% rewriter_after_jit_bprop_graph : 0.000008s : 0.05% opt_after_jit_grad : 0.000536s : 3.51% symbol_engine_optimizer.build : 0.000008s : 0.05% symbol_engine_optimizer.elim_shapecalc : 0.000013s : 0.09% symbol_engine_optimizer.elim_not_effective : 0.000021s : 0.14% symbol_engine_optimizer.opt_reshape : 0.000010s : 0.07% symbol_engine_optimizer.fold_const_symbol : 0.000017s : 0.11% symbol_engine_optimizer.renormalize : 0.000000s : 0.00% validate : 0.000055s : 0.36% Time group info: ------[substitution.] 0.000228 44 4.25% : 0.000010s : 2: substitution.depend_value_elim 1.28% : 0.000003s : 4: substitution.elim_not_effective 1.37% : 0.000003s : 4: substitution.fold_const_symbol 3.72% : 0.000008s : 5: substitution.graph_param_transform 72.19% : 0.000164s : 3: substitution.inline 2.59% : 0.000006s : 8: substitution.j_node_and_user_rematch 3.48% : 0.000008s : 8: substitution.remove_not_recompute_node 2.13% : 0.000005s : 2: substitution.replace_old_param 4.40% : 0.000010s : 3: substitution.updatestate_pure_node_eliminater 4.58% : 0.000010s : 5: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.009486 2 93.11% : 0.008832s : 1: type_inference.infer 6.89% : 0.000654s : 1: type_inference.specialize ------[replace.] 0.000036 3 100.00% : 0.000036s : 3: replace.inline ------[match.] 0.000162 3 100.00% : 0.000162s : 3: match.inline ------[predicate.] 0.000171 825 1.25% : 0.000002s : 12: predicate.accumulaten_eliminater 1.42% : 0.000002s : 5: predicate.ad_related_special_op_eliminate 1.19% : 0.000002s : 12: predicate.addn_check_dump 1.33% : 0.000002s : 12: predicate.addn_zero_filter 1.70% : 0.000003s : 12: predicate.arithmetic_simplify 1.28% : 0.000002s : 12: predicate.cast_eliminate 0.55% : 0.000001s : 5: predicate.check_bprop_eliminate 1.09% : 0.000002s : 12: predicate.compare_switch_simplify 1.43% : 0.000002s : 12: predicate.depend_value_elim 1.14% : 0.000002s : 12: predicate.dict_get_item_const_eliminator 1.25% : 0.000002s : 12: predicate.dict_get_item_eliminator 1.23% : 0.000002s : 12: predicate.dict_set_item_eliminator 0.96% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.49% : 0.000001s : 5: predicate.elim_not_effective 0.70% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.29% : 0.000002s : 12: predicate.environ_add_const_eliminate 1.17% : 0.000002s : 12: predicate.environ_get_add_eliminate 1.33% : 0.000002s : 12: predicate.environ_get_depend_swap 1.28% : 0.000002s : 12: predicate.environ_get_eliminate 1.15% : 0.000002s : 12: predicate.environ_get_set_eliminate 0.31% : 0.000001s : 5: predicate.fold_const_symbol 1.23% : 0.000002s : 10: predicate.get_grad_eliminate 0.43% : 0.000001s : 5: predicate.graph_param_transform 5.09% : 0.000009s : 25: predicate.inline 1.32% : 0.000002s : 10: predicate.inline_without_move 0.60% : 0.000001s : 10: predicate.j_node_and_user_rematch 1.29% : 0.000002s : 10: predicate.less_batch_normalization 1.37% : 0.000002s : 12: predicate.list_to_tuple_eliminator_ 1.84% : 0.000003s : 17: predicate.load_eliminater 1.43% : 0.000002s : 5: predicate.loop_unroll_after_grad 3.35% : 0.000006s : 25: predicate.loop_unroll_before_grad 2.26% : 0.000004s : 17: predicate.make_slice_get_slice_eliminator 1.21% : 0.000002s : 12: predicate.merge_addn 1.19% : 0.000002s : 12: predicate.minmaximum_grad 1.81% : 0.000003s : 5: predicate.mutable_eliminate 0.63% : 0.000001s : 5: predicate.opt_reshape 2.17% : 0.000004s : 17: predicate.partial_eliminate 1.28% : 0.000002s : 12: predicate.print_const_string_wrapper 1.64% : 0.000003s : 12: predicate.reduce_eliminate 1.28% : 0.000002s : 12: predicate.redundant_stop_gradient_eliminater 0.76% : 0.000001s : 10: predicate.remove_not_recompute_node 1.60% : 0.000003s : 22: predicate.replace_applicator 0.83% : 0.000001s : 10: predicate.replace_old_param 0.51% : 0.000001s : 5: predicate.reset_defer_inline 1.41% : 0.000002s : 12: predicate.reshape_eliminate 1.29% : 0.000002s : 12: predicate.row_tensor_add_zeros_like 1.25% : 0.000002s : 5: predicate.row_tensor_eliminate 1.28% : 0.000002s : 12: predicate.same_eliminate 0.67% : 0.000001s : 10: predicate.set_cell_output_no_recompute 1.31% : 0.000002s : 10: predicate.special_op_eliminate 1.55% : 0.000003s : 10: predicate.specialize_transform 1.41% : 0.000002s : 12: predicate.split_environ_get_set_with_tuple_value 1.19% : 0.000002s : 12: predicate.stack_unstack_eliminate 0.61% : 0.000001s : 5: predicate.switch_call_monad_eliminater 1.94% : 0.000003s : 15: predicate.switch_defer_inline 1.69% : 0.000003s : 15: predicate.switch_layer_defer_inline 6.10% : 0.000010s : 45: predicate.switch_simplify 1.36% : 0.000002s : 12: predicate.tile_eliminate 1.22% : 0.000002s : 12: predicate.transpose_eliminate 1.47% : 0.000003s : 12: predicate.tuple_list_convert_item_index_to_positive 1.27% : 0.000002s : 12: predicate.tuple_list_get_item_depend_reorder 3.40% : 0.000006s : 22: predicate.tuple_list_get_item_eliminator 1.48% : 0.000003s : 12: predicate.tuple_list_set_item_eliminator 1.23% : 0.000002s : 12: predicate.tuple_to_list_eliminator_ 1.83% : 0.000003s : 17: predicate.updatestate_pure_node_eliminater 3.56% : 0.000006s : 27: predicate.updatestate_useless_node_eliminater 1.43% : 0.000002s : 12: predicate.value_based_eliminate 0.48% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.90% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.000322 6 6.44% : 0.000021s : 1: func_graph_cloner_run.FuncGraphClonerGraph 93.56% : 0.000301s : 5: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 0.021822 72 0.36% : 0.000080s : 1: add_recomputation 0.76% : 0.000166s : 1: auto_monad 0.14% : 0.000031s : 1: auto_monad_reorder 1.58% : 0.000344s : 1: bootstrap 0.16% : 0.000035s : 1: cconv 0.07% : 0.000016s : 1: convert_after_rewriter 0.16% : 0.000034s : 1: cse_after_recomputation 0.05% : 0.000011s : 1: environ_conv 0.10% : 0.000021s : 1: event_method 0.03% : 0.000006s : 1: expand_dump_flag 0.03% : 0.000005s : 1: get_jit_bprop_graph 0.05% : 0.000010s : 1: graph_reusing 28.71% : 0.006265s : 1: jit_opt_a 1.09% : 0.000238s : 1: jit_opt_after_cconv 0.39% : 0.000086s : 1: jit_opt_b 2.43% : 0.000531s : 1: loop_unroll 3.36% : 0.000733s : 1: mutable_eliminate 4.72% : 0.001030s : 26: opt.transform.jit_opt_a 0.45% : 0.000099s : 4: opt.transform.jit_opt_after_cconv 0.22% : 0.000049s : 4: opt.transform.jit_opt_b 0.08% : 0.000018s : 1: opt.transform.loop_unroll_optimizer 0.10% : 0.000022s : 1: opt.transform.mutable_eliminate 0.15% : 0.000033s : 1: opt.transform.opt_after_jit_grad 0.26% : 0.000057s : 4: opt.transform.symbol_engine_opt 2.50% : 0.000545s : 1: opt_after_jit_grad 0.05% : 0.000010s : 1: order_py_execute_after_rewriter 0.02% : 0.000005s : 1: partial_unused_args_eliminate 0.03% : 0.000006s : 1: pre_auto_parallel 0.16% : 0.000035s : 1: py_interpret_to_execute 0.08% : 0.000017s : 1: py_interpret_to_execute_after_opt_a 0.11% : 0.000025s : 1: remove_dup_value 2.26% : 0.000492s : 1: renormalize.infer 1.84% : 0.000402s : 1: renormalize.specialize 0.05% : 0.000010s : 1: rewriter_after_jit_bprop_graph 2.75% : 0.000601s : 1: rewriter_after_opt_a 0.31% : 0.000068s : 1: rewriter_before_opt_a 0.52% : 0.000113s : 1: symbol_engine_optimizer 43.86% : 0.009572s : 1: type_inference TotalTime = 0.715254, [30] [bootstrap]: 0.00032552 [type_inference]: 0.332243 [event_method]: 0.0001702 [auto_monad]: 0.00032463 [graph_reusing]: 1.284e-05 [pre_auto_parallel]: 4.27998e-06 [py_interpret_to_execute]: 5.659e-05 [rewriter_before_opt_a]: 0.00019059 [expand_dump_flag]: 5.89e-06 [jit_opt_a]: 0.378458, [3] [Cycle 1]: 0.266062, [27] [switch_simplify]: 0.00062947 [loop_unroll]: 7.619e-05 [a_1]: 0.00172097 [with_stream_mark]: 5.023e-05 [recompute_prepare]: 3.956e-05 [updatestate_depend_eliminate]: 1.52e-05 [updatestate_assign_eliminate]: 1.177e-05 [updatestate_loads_eliminate]: 1.077e-05 [parameter_eliminate]: 3.73999e-06 [specialize_transform]: 2.466e-05 [updatestate_useless_node_eliminater]: 2.703e-05 [accelerated_algorithm]: 2.142e-05 [meta_shard_fg_expand]: 9.39e-06 [get_grad_eliminate_]: 2.198e-05 [merge_forward]: 1.384e-05 [cell_reuse_recompute_pass]: 1.45001e-06 [cell_reuse_handle_not_recompute_node_pass]: 4.871e-05 [j_node_and_user_rematch]: 4.072e-05 [meta_fg_expand]: 0.00716842 [replace_old_param]: 0.00014649 [inline_without_move]: 0.00013418 [renormalize]: 0.254738 [add_forward_monad_depend]: 2.27e-05 [auto_monad_grad]: 1.251e-05 [auto_monad_eliminator]: 9.519e-05 [cse]: 0.0003668 [replace_applicator]: 0.00023374 [Cycle 2]: 0.107477, [27] [switch_simplify]: 7.042e-05 [loop_unroll]: 6.629e-05 [a_1]: 0.00124805 [with_stream_mark]: 2.986e-05 [recompute_prepare]: 1.842e-05 [updatestate_depend_eliminate]: 3.102e-05 [updatestate_assign_eliminate]: 5.61998e-06 [updatestate_loads_eliminate]: 4.99e-06 [parameter_eliminate]: 3.09001e-06 [specialize_transform]: 1.187e-05 [updatestate_useless_node_eliminater]: 1.553e-05 [accelerated_algorithm]: 1.029e-05 [meta_shard_fg_expand]: 4.79e-06 [get_grad_eliminate_]: 1.3e-05 [merge_forward]: 6.76999e-06 [cell_reuse_recompute_pass]: 1.82999e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.524e-05 [j_node_and_user_rematch]: 1.657e-05 [meta_fg_expand]: 0.00018635 [replace_old_param]: 2.166e-05 [inline_without_move]: 1.056e-05 [renormalize]: 0.10526 [add_forward_monad_depend]: 1.245e-05 [auto_monad_grad]: 2.61999e-06 [auto_monad_eliminator]: 3.62e-05 [cse]: 5.081e-05 [replace_applicator]: 3.245e-05 [Cycle 3]: 0.00061916, [27] [switch_simplify]: 1.254e-05 [loop_unroll]: 1.135e-05 [a_1]: 0.00023055 [with_stream_mark]: 2.148e-05 [recompute_prepare]: 1.049e-05 [updatestate_depend_eliminate]: 7.71999e-06 [updatestate_assign_eliminate]: 5.20001e-06 [updatestate_loads_eliminate]: 4.79e-06 [parameter_eliminate]: 2.03002e-06 [specialize_transform]: 1.081e-05 [updatestate_useless_node_eliminater]: 1.277e-05 [accelerated_algorithm]: 1.033e-05 [meta_shard_fg_expand]: 2.91e-06 [get_grad_eliminate_]: 8.99e-06 [merge_forward]: 5.82999e-06 [cell_reuse_recompute_pass]: 4.60001e-06 [cell_reuse_handle_not_recompute_node_pass]: 2.544e-05 [j_node_and_user_rematch]: 1.677e-05 [meta_fg_expand]: 4.33001e-06 [replace_old_param]: 1.402e-05 [inline_without_move]: 8.31002e-06 [renormalize]: 8.9989e-08 [add_forward_monad_depend]: 2.24001e-06 [auto_monad_grad]: 1.10999e-06 [auto_monad_eliminator]: 1.257e-05 [cse]: 2.409e-05 [replace_applicator]: 9.71e-06 [py_interpret_to_execute_after_opt_a]: 2.439e-05 [rewriter_after_opt_a]: 0.00028997 [convert_after_rewriter]: 1.562e-05 [order_py_execute_after_rewriter]: 7.34002e-06 [mutable_eliminate]: 0.00089833 [jit_opt_b]: 8.564e-05, [1] [Cycle 1]: 7.609e-05, [2] [frontend_op_eliminate]: 3.183e-05 [inline_after_opt_a]: 2.908e-05 [cconv]: 4.122e-05 [loop_unroll]: 0.00053547 [jit_opt_after_cconv]: 0.00031947, [1] [Cycle 1]: 0.00031138, [11] [c_1]: 0.00011674 [parameter_eliminate]: 5.14e-06 [updatestate_depend_eliminate]: 1.34e-05 [updatestate_assign_eliminate]: 6.26e-06 [updatestate_loads_eliminate]: 5.86e-06 [cse]: 4.909e-05 [call_graph_tuple_transform]: 2.924e-05 [tuple_list_get_item_eliminator]: 1.036e-05 [none_parameter_eliminate]: 1.73002e-06 [renormalize]: 5.79981e-07 [switch_simplify]: 9.91e-06 [remove_dup_value]: 2.527e-05 [partial_unused_args_eliminate]: 2.51e-06 [environ_conv]: 1.166e-05 [add_recomputation]: 7.812e-05 [cse_after_recomputation]: 3.595e-05, [1] [Cycle 1]: 2.896e-05, [1] [cse]: 2.107e-05 [auto_monad_reorder]: 2.954e-05 [get_jit_bprop_graph]: 2.16e-06 [rewriter_after_jit_bprop_graph]: 9.69999e-06 [opt_after_jit_grad]: 0.00059176 [symbol_engine_optimizer]: 0.00011393, [1] [Cycle 1]: 0.00010557, [6] [build]: 7.71999e-06 [elim_shapecalc]: 1.375e-05 [elim_not_effective]: 2.211e-05 [opt_reshape]: 1.148e-05 [fold_const_symbol]: 1.502e-05 [renormalize]: 6.19999e-07 [validate]: 7.177e-05 Sums bootstrap : 0.000326s : 0.05% type_inference : 0.332243s : 46.81% event_method : 0.000170s : 0.02% auto_monad : 0.000325s : 0.05% graph_reusing : 0.000013s : 0.00% pre_auto_parallel : 0.000004s : 0.00% py_interpret_to_execute : 0.000057s : 0.01% rewriter_before_opt_a : 0.000191s : 0.03% expand_dump_flag : 0.000006s : 0.00% jit_opt_a.switch_simplify : 0.000712s : 0.10% jit_opt_a.loop_unroll : 0.000154s : 0.02% jit_opt_a.a_1 : 0.003200s : 0.45% jit_opt_a.with_stream_mark : 0.000102s : 0.01% jit_opt_a.recompute_prepare : 0.000068s : 0.01% jit_opt_a.updatestate_depend_eliminate : 0.000054s : 0.01% jit_opt_a.updatestate_assign_eliminate : 0.000023s : 0.00% jit_opt_a.updatestate_loads_eliminate : 0.000021s : 0.00% jit_opt_a.parameter_eliminate : 0.000009s : 0.00% jit_opt_a.specialize_transform : 0.000047s : 0.01% jit_opt_a.updatestate_useless_node_eliminater : 0.000055s : 0.01% jit_opt_a.accelerated_algorithm : 0.000042s : 0.01% jit_opt_a.meta_shard_fg_expand : 0.000017s : 0.00% jit_opt_a.get_grad_eliminate_ : 0.000044s : 0.01% jit_opt_a.merge_forward : 0.000026s : 0.00% jit_opt_a.cell_reuse_recompute_pass : 0.000008s : 0.00% jit_opt_a.cell_reuse_handle_not_recompute_node_pass : 0.000099s : 0.01% jit_opt_a.j_node_and_user_rematch : 0.000074s : 0.01% jit_opt_a.meta_fg_expand : 0.007359s : 1.04% jit_opt_a.replace_old_param : 0.000182s : 0.03% jit_opt_a.inline_without_move : 0.000153s : 0.02% jit_opt_a.renormalize : 0.359998s : 50.72% 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 : 0.000144s : 0.02% jit_opt_a.cse : 0.000442s : 0.06% jit_opt_a.replace_applicator : 0.000276s : 0.04% py_interpret_to_execute_after_opt_a : 0.000024s : 0.00% rewriter_after_opt_a : 0.000290s : 0.04% convert_after_rewriter : 0.000016s : 0.00% order_py_execute_after_rewriter : 0.000007s : 0.00% mutable_eliminate : 0.000898s : 0.13% jit_opt_b.frontend_op_eliminate : 0.000032s : 0.00% jit_opt_b.inline_after_opt_a : 0.000029s : 0.00% cconv : 0.000041s : 0.01% loop_unroll : 0.000535s : 0.08% jit_opt_after_cconv.c_1 : 0.000117s : 0.02% jit_opt_after_cconv.parameter_eliminate : 0.000005s : 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 : 0.000006s : 0.00% jit_opt_after_cconv.cse : 0.000049s : 0.01% jit_opt_after_cconv.call_graph_tuple_transform : 0.000029s : 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 : 0.000010s : 0.00% remove_dup_value : 0.000025s : 0.00% partial_unused_args_eliminate : 0.000003s : 0.00% environ_conv : 0.000012s : 0.00% add_recomputation : 0.000078s : 0.01% cse_after_recomputation.cse : 0.000021s : 0.00% auto_monad_reorder : 0.000030s : 0.00% get_jit_bprop_graph : 0.000002s : 0.00% rewriter_after_jit_bprop_graph : 0.000010s : 0.00% opt_after_jit_grad : 0.000592s : 0.08% symbol_engine_optimizer.build : 0.000008s : 0.00% symbol_engine_optimizer.elim_shapecalc : 0.000014s : 0.00% symbol_engine_optimizer.elim_not_effective : 0.000022s : 0.00% symbol_engine_optimizer.opt_reshape : 0.000011s : 0.00% symbol_engine_optimizer.fold_const_symbol : 0.000015s : 0.00% symbol_engine_optimizer.renormalize : 0.000001s : 0.00% validate : 0.000072s : 0.01% Time group info: ------[substitution.] 0.001905 170 1.41% : 0.000027s : 8: substitution.depend_value_elim 0.15% : 0.000003s : 4: substitution.elim_not_effective 0.13% : 0.000003s : 4: substitution.fold_const_symbol 46.27% : 0.000881s : 4: substitution.getattr_setattr_resolve 0.45% : 0.000009s : 5: substitution.graph_param_transform 33.38% : 0.000636s : 16: substitution.inline 2.10% : 0.000040s : 4: substitution.inline_without_move 0.80% : 0.000015s : 20: substitution.j_node_and_user_rematch 0.56% : 0.000011s : 5: substitution.minmaximum_grad 0.49% : 0.000009s : 9: substitution.partial_eliminate 1.03% : 0.000020s : 20: substitution.remove_not_recompute_node 3.22% : 0.000061s : 12: substitution.replace_applicator 1.01% : 0.000019s : 16: substitution.replace_old_param 0.20% : 0.000004s : 1: substitution.set_cell_output_no_recompute 1.11% : 0.000021s : 3: substitution.switch_simplify 1.22% : 0.000023s : 5: substitution.tuple_list_convert_item_index_to_positive 0.87% : 0.000017s : 5: substitution.tuple_list_get_item_depend_reorder 2.03% : 0.000039s : 8: substitution.tuple_list_get_item_eliminator 1.31% : 0.000025s : 8: substitution.updatestate_pure_node_eliminater 2.25% : 0.000043s : 13: substitution.updatestate_useless_node_eliminater ------[type_inference.] 0.332114 2 98.93% : 0.328559s : 1: type_inference.infer 1.07% : 0.003555s : 1: type_inference.specialize ------[replace.] 0.000843 27 9.58% : 0.000081s : 3: replace.getattr_setattr_resolve 18.08% : 0.000152s : 16: replace.inline 6.70% : 0.000056s : 1: replace.replace_applicator 51.75% : 0.000436s : 3: replace.switch_simplify 10.86% : 0.000092s : 3: replace.tuple_list_get_item_eliminator 3.03% : 0.000026s : 1: replace.updatestate_useless_node_eliminater ------[match.] 0.001513 27 54.55% : 0.000825s : 3: match.getattr_setattr_resolve 41.27% : 0.000625s : 16: match.inline 1.26% : 0.000019s : 1: match.replace_applicator 1.24% : 0.000019s : 3: match.switch_simplify 0.57% : 0.000009s : 3: match.tuple_list_get_item_eliminator 1.11% : 0.000017s : 1: match.updatestate_useless_node_eliminater ------[predicate.] 0.000639 3164 1.35% : 0.000009s : 50: predicate.accumulaten_eliminater 0.39% : 0.000003s : 5: predicate.ad_related_special_op_eliminate 1.32% : 0.000008s : 50: predicate.addn_check_dump 1.45% : 0.000009s : 50: predicate.addn_zero_filter 2.13% : 0.000014s : 50: predicate.arithmetic_simplify 1.54% : 0.000010s : 50: predicate.cast_eliminate 0.19% : 0.000001s : 5: predicate.check_bprop_eliminate 1.36% : 0.000009s : 50: predicate.compare_switch_simplify 1.61% : 0.000010s : 50: predicate.depend_value_elim 1.43% : 0.000009s : 50: predicate.dict_get_item_const_eliminator 1.55% : 0.000010s : 50: predicate.dict_get_item_eliminator 1.45% : 0.000009s : 50: predicate.dict_set_item_eliminator 0.30% : 0.000002s : 5: predicate.dumpgradient_eliminate 0.11% : 0.000001s : 5: predicate.elim_not_effective 0.22% : 0.000001s : 5: predicate.elim_shapecalc_of_broadcastargs 1.39% : 0.000009s : 50: predicate.environ_add_const_eliminate 1.41% : 0.000009s : 50: predicate.environ_get_add_eliminate 1.36% : 0.000009s : 50: predicate.environ_get_depend_swap 1.35% : 0.000009s : 50: predicate.environ_get_eliminate 1.38% : 0.000009s : 50: predicate.environ_get_set_eliminate 0.09% : 0.000001s : 5: predicate.fold_const_symbol 0.86% : 0.000006s : 26: predicate.get_grad_eliminate 1.36% : 0.000009s : 20: predicate.getattr_setattr_resolve 0.08% : 0.000001s : 5: predicate.graph_param_transform 4.00% : 0.000026s : 80: predicate.inline 2.96% : 0.000019s : 87: predicate.inline_without_move 0.37% : 0.000002s : 26: predicate.j_node_and_user_rematch 1.18% : 0.000008s : 26: predicate.less_batch_normalization 1.69% : 0.000011s : 53: predicate.list_to_tuple_eliminator_ 1.68% : 0.000011s : 58: predicate.load_eliminater 0.49% : 0.000003s : 5: predicate.loop_unroll_after_grad 4.10% : 0.000026s : 132: predicate.loop_unroll_before_grad 1.77% : 0.000011s : 55: predicate.make_slice_get_slice_eliminator 1.36% : 0.000009s : 50: predicate.merge_addn 1.49% : 0.000010s : 50: predicate.minmaximum_grad 0.70% : 0.000004s : 5: predicate.mutable_eliminate 0.20% : 0.000001s : 5: predicate.opt_reshape 2.00% : 0.000013s : 58: predicate.partial_eliminate 1.46% : 0.000009s : 50: predicate.print_const_string_wrapper 1.62% : 0.000010s : 50: predicate.reduce_eliminate 1.51% : 0.000010s : 53: predicate.redundant_stop_gradient_eliminater 0.44% : 0.000003s : 26: predicate.remove_not_recompute_node 2.44% : 0.000016s : 126: predicate.replace_applicator 1.69% : 0.000011s : 87: predicate.replace_old_param 0.13% : 0.000001s : 5: predicate.reset_defer_inline 1.38% : 0.000009s : 50: predicate.reshape_eliminate 1.45% : 0.000009s : 50: predicate.row_tensor_add_zeros_like 0.30% : 0.000002s : 5: predicate.row_tensor_eliminate 1.48% : 0.000009s : 50: predicate.same_eliminate 0.55% : 0.000003s : 28: predicate.set_cell_output_no_recompute 0.31% : 0.000002s : 10: predicate.special_op_eliminate 1.02% : 0.000007s : 26: predicate.specialize_transform 1.52% : 0.000010s : 50: predicate.split_environ_get_set_with_tuple_value 1.35% : 0.000009s : 50: predicate.stack_unstack_eliminate 0.23% : 0.000002s : 5: predicate.switch_call_monad_eliminater 2.57% : 0.000016s : 70: predicate.switch_defer_inline 2.32% : 0.000015s : 70: predicate.switch_layer_defer_inline 7.49% : 0.000048s : 213: predicate.switch_simplify 1.48% : 0.000009s : 50: predicate.tile_eliminate 1.40% : 0.000009s : 50: predicate.transpose_eliminate 1.70% : 0.000011s : 50: predicate.tuple_list_convert_item_index_to_positive 1.73% : 0.000011s : 50: predicate.tuple_list_get_item_depend_reorder 2.75% : 0.000018s : 63: predicate.tuple_list_get_item_eliminator 1.70% : 0.000011s : 50: predicate.tuple_list_set_item_eliminator 1.52% : 0.000010s : 53: predicate.tuple_to_list_eliminator_ 1.69% : 0.000011s : 58: predicate.updatestate_pure_node_eliminater 2.86% : 0.000018s : 85: predicate.updatestate_useless_node_eliminater 1.73% : 0.000011s : 50: predicate.value_based_eliminate 0.14% : 0.000001s : 5: predicate.virtual_view_grad_eliminate 0.33% : 0.000002s : 5: predicate.zero_like_fill_zero ------[func_graph_cloner_run.] 0.004710 47 55.64% : 0.002620s : 20: func_graph_cloner_run.FuncGraphClonerGraph 44.36% : 0.002089s : 27: func_graph_cloner_run.FuncGraphSpecializer ------[meta_graph.] 0.000000 0 ------[manager.] 0.000000 0 ------[pynative] 0.000000 0 ------[others.] 1.081472 89 0.01% : 0.000082s : 1: add_recomputation 0.03% : 0.000334s : 1: auto_monad 0.00% : 0.000033s : 1: auto_monad_reorder 0.03% : 0.000355s : 1: bootstrap 0.00% : 0.000044s : 1: cconv 0.00% : 0.000020s : 1: convert_after_rewriter 0.00% : 0.000038s : 1: cse_after_recomputation 0.00% : 0.000015s : 1: environ_conv 0.02% : 0.000179s : 1: event_method 0.00% : 0.000009s : 1: expand_dump_flag 0.00% : 0.000005s : 1: get_jit_bprop_graph 0.00% : 0.000017s : 1: graph_reusing 35.00% : 0.378463s : 1: jit_opt_a 0.03% : 0.000324s : 1: jit_opt_after_cconv 0.01% : 0.000089s : 1: jit_opt_b 0.05% : 0.000545s : 1: loop_unroll 0.08% : 0.000914s : 1: mutable_eliminate 0.47% : 0.005030s : 39: opt.transform.jit_opt_a 0.01% : 0.000161s : 4: opt.transform.jit_opt_after_cconv 0.00% : 0.000052s : 4: opt.transform.jit_opt_b 0.00% : 0.000020s : 1: opt.transform.loop_unroll_optimizer 0.00% : 0.000028s : 1: opt.transform.mutable_eliminate 0.00% : 0.000037s : 1: opt.transform.opt_after_jit_grad 0.10% : 0.001036s : 2: opt.transform.opt_resolve 0.01% : 0.000058s : 4: opt.transform.symbol_engine_opt 0.06% : 0.000603s : 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% : 0.000007s : 1: pre_auto_parallel 0.01% : 0.000060s : 1: py_interpret_to_execute 0.00% : 0.000028s : 1: py_interpret_to_execute_after_opt_a 0.00% : 0.000028s : 1: remove_dup_value 32.85% : 0.355231s : 2: renormalize.infer 0.44% : 0.004726s : 2: renormalize.specialize 0.00% : 0.000012s : 1: rewriter_after_jit_bprop_graph 0.03% : 0.000298s : 1: rewriter_after_opt_a 0.02% : 0.000195s : 1: rewriter_before_opt_a 0.01% : 0.000117s : 1: symbol_engine_optimizer 30.72% : 0.332267s : 1: type_inference . [hook] pytest_runtest_teardown:test_unsqueeze_dynamic_shape_advanced[True-KBK] tests/st/mint/test_unsqueeze.py::test_unsqueeze_dynamic_shape_advanced[True-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 ================== 4 passed, 25 warnings in 281.86s (0:04:41) ==================