Compilation Info for [3/2_1]

Dynamo Output:

dynamo_output_graph.txt

Stack

Compile Time(seconds)

Entire Frame [?]: 1.580207586288452

Backend [?]: 0.21279644966125488

Inductor [?]: 0.1510319709777832

Code Gen Time: 0.0851740837097168

Dynamo Time Before Restart [?]: 1.1348469257354736

Restarts and Failures

No failures!

Restart Reasons:

  • Graph break due to unsupported builtin spatial_correlation_sampler_backend.PyCapsule.forward. This function is either a Python builtin (e.g. _warnings.warn) or a third-party C/C++ Python extension (perhaps created with pybind). If it is a Python builtin, please file an issue on GitHub so the PyTorch team can add support for it and see the next case for a workaround. If it is a third-party C/C++ Python extension, please either wrap it into a PyTorch-understood custom operator (see https://pytorch.org/docs/main/notes/custom_operators.html for more details) or, if it is traceable, use torch.compiler.allow_in_graph.

    • Cache Metrics

    Cache Size: 2

    Accumulated Cache Size: 2

    Graph Metrics

    Guard Count: 92

    Shape Env Guards: 12

    Graph Ops: 11

    Graph Nodes: 17

    Graph Inputs: 5

    Custom Ops

    Compliant Custom Ops:

    Non-Compliant Custom Ops:

    Symbolic shape specializations

    Sym Source(s) Value User stack Framework stack
    s0 L['v'].size()[2]
    		 68
    • /workspace/networks/layers/attention.py:324 in forward
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/polyfill.py:54 in list_cmp
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    • /workspace/networks/engines/aotv3_engine.py:384 in match_propogate_one_frame
    • /workspace/networks/models/aotv3.py:189 in LSTT_forward
    • /opt/conda/lib/python3.11/site-packages/torch/nn/modules/module.py:1552 in _wrapped_call_impl
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    • /opt/conda/lib/python3.11/site-packages/torch/nn/modules/module.py:1561 in _call_impl
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py:2786 in inline_call_
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    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/sym_node.py:413 in guard_bool
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    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:4929 in _maybe_guard_rel
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:4797 in _set_replacement
    • /opt/conda/lib/python3.11/site-packages/torch/_logging/_internal.py:1073 in trace_structured
    s1 L['v'].size()[3]
    		 68
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    • /workspace/networks/engines/aotv3_engine.py:384 in match_propogate_one_frame
    • /workspace/networks/models/aotv3.py:189 in LSTT_forward
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    • /opt/conda/lib/python3.11/site-packages/torch/nn/modules/module.py:1561 in _call_impl
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py:471 in __call__
    • /opt/conda/lib/python3.11/site-packages/torch/_utils_internal.py:83 in wrapper_function
    • /opt/conda/lib/python3.11/site-packages/torch/_strobelight/compile_time_profiler.py:129 in profile_compile_time
    • /opt/conda/lib/python3.11/contextlib.py:81 in inner
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/utils.py:232 in time_wrapper
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py:635 in compile_inner
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/bytecode_transformation.py:1184 in transform_code_object
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py:177 in _fn
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py:581 in transform
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py:2455 in run
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py:809 in step
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py:1454 in COMPARE_OP
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/variables/builtin.py:962 in call_function
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/variables/builtin.py:846 in builtin_dipatch
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/variables/lists.py:149 in list_compare
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py:753 in inline_user_function_return
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py:2670 in inline_call
    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py:2786 in inline_call_
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/variables/tensor.py:1041 in evaluate_expr
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:778 in guard_scalar
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:951 in guard_bool
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/sym_node.py:413 in guard_bool
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/recording.py:244 in wrapper
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:5228 in evaluate_expr
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:4929 in _maybe_guard_rel
    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:4797 in _set_replacement
    • /opt/conda/lib/python3.11/site-packages/torch/_logging/_internal.py:1073 in trace_structured
    s2 L['q'].size()[2]
    		 68
    • /workspace/networks/layers/attention.py:337 in forward
    • /workspace/tools/eval.py:135 in <module>
    • /workspace/tools/eval.py:130 in main
    • /workspace/tools/eval.py:30 in main_worker
    • /workspace/networks/managers/evaluator.py:474 in evaluating
    • /workspace/networks/engines/aotv3_engine.py:657 in match_propogate_one_frame
    • /workspace/networks/engines/aotv3_engine.py:384 in match_propogate_one_frame
    • /workspace/networks/models/aotv3.py:189 in LSTT_forward
    • /opt/conda/lib/python3.11/site-packages/torch/nn/modules/module.py:1552 in _wrapped_call_impl
    • /opt/conda/lib/python3.11/site-packages/torch/nn/modules/module.py:1561 in _call_impl
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py:471 in __call__
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    • /opt/conda/lib/python3.11/site-packages/torch/_dynamo/variables/misc.py:692 in call_function
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    • /opt/conda/lib/python3.11/site-packages/torch/fx/experimental/symbolic_shapes.py:4929 in _maybe_guard_rel
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    • /opt/conda/lib/python3.11/site-packages/torch/_logging/_internal.py:1073 in trace_structured
    s3 L['q'].size()[3]
    		 68
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    • /workspace/networks/engines/aotv3_engine.py:657 in match_propogate_one_frame
    • /workspace/networks/engines/aotv3_engine.py:384 in match_propogate_one_frame
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    s5 L['k'].size()[3]
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