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Include c++ stack traces when we hit constraint violation#155603

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bobrenjc93 wants to merge 3 commits intogh/bobrenjc93/439/basefrom
gh/bobrenjc93/439/head
Closed

Include c++ stack traces when we hit constraint violation#155603
bobrenjc93 wants to merge 3 commits intogh/bobrenjc93/439/basefrom
gh/bobrenjc93/439/head

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@bobrenjc93 bobrenjc93 commented Jun 10, 2025

Stack from ghstack (oldest at bottom):

Example new error message

torch.fx.experimental.symbolic_shapes.ConstraintViolationError: Constraints violated (L['x'].size()[0])! For more information, run with TORCH_LOGS="+dynamic".
  - You marked L['x'].size()[0] as dynamic but your code specialized it to be a constant (5). Either remove the mark_dynamic or use a less strict API such as maybe_mark_dynamic or Dim.AUTO.

Framework stack:
  File "??", line 0, in _start
  File "", line 0, in __libc_start_main_alias_2
  File "??", line 0, in __libc_start_call_main
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 1094, in Py_BytesMain
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 357, in pymain_run_file_obj
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 90, in _PyRun_AnyFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 456, in _PyRun_SimpleFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1208, in pyrun_file
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1312, in run_mod
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1291, in run_eval_code_obj
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 1134, in PyEval_EvalCode
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 9, in <module>
    foo(x)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/eval_frame.py", line 699, in compile_wrapper
    return fn(*args, **kwargs)
  File "offloadstuff.c", line 0, in dynamo__custom_eval_frame
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 305, in _PyObject_Call
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1469, in __call__
    return self._torchdynamo_orig_callable(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1248, in __call__
    result = self._inner_convert(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 625, in __call__
    return _compile(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1092, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_utils_internal.py", line 97, in wrapper_function
    return function(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 779, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 818, in _compile_inner
    out_code = transform_code_object(code, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/bytecode_transformation.py", line 1424, in transform_code_object
    transformations(instructions, code_options)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 265, in _fn
    return fn(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 743, in transform
    tracer.run()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 3531, in run
    super().run()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 1359, in run
    while self.step():
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 1263, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 422, in impl
    self.push(fn_var.call_function(self, self.popn(nargs), {}))
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1160, in call_function
    return handler(tx, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 792, in <lambda>
    return lambda tx, args, kwargs: obj.call_function(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1160, in call_function
    return handler(tx, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1120, in _handle_insert_op_in_graph
    return wrap_fx_proxy(tx, proxy)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2500, in wrap_fx_proxy
    return wrap_fx_proxy_cls(target_cls=TensorVariable, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2566, in wrap_fx_proxy_cls
    return _wrap_fx_proxy(
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2664, in _wrap_fx_proxy
    example_value = get_fake_value(proxy.node, tx, allow_non_graph_fake=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3205, in get_fake_value
    ret_val = wrap_fake_exception(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 2705, in wrap_fake_exception
    return fn()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3206, in <lambda>
    lambda: run_node(tx.output, node, args, kwargs, nnmodule)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3373, in run_node
    return node.target(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5917, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 430, in cfunction_vectorcall_FASTCALL
  File "/usr/local/src/conda/python-3.10.16/Objects/abstract.c", line 891, in binary_op1
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7284, in slot_nb_multiply
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/descrobject.c", line 344, in method_vectorcall_VARARGS_KEYWORDS
  File "python_variable_methods.cpp", line 0, in _object* torch::autograd::TypeError_to_NotImplemented_<&torch::autograd::THPVariable_mul>(_object*, _object*, _object*)
  File "python_variable_methods.cpp", line 0, in torch::autograd::THPVariable_mul(_object*, _object*, _object*)
  File "??", line 0, in at::_ops::mul_Tensor::call(at::Tensor const&, at::Tensor const&)
  File "offloadstuff.c", line 0, in c10::impl::BoxedKernelWrapper<at::Tensor (at::Tensor const&, at::Tensor const&), void>::call(c10::BoxedKernel const&, c10::OperatorHandle const&, c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "PythonFallbackKernel.cpp", line 0, in void c10::BoxedKernel::make_boxed_function<&(anonymous namespace)::pythonTLSSnapshotFallback>(c10::OperatorKernel*, c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "VariableType_0.cpp", line 0, in c10::impl::make_boxed_from_unboxed_functor<c10::impl::detail::WrapFunctionIntoFunctor_<c10::CompileTimeFunctionPointer<at::Tensor (c10::DispatchKeySet, at::Tensor const&, at::Tensor const&), &torch::autograd::VariableType::(anonymous namespace)::mul_Tensor>, at::Tensor, c10::guts::typelist::typelist<c10::DispatchKeySet, at::Tensor const&, at::Tensor const&> >, false>::call(c10::OperatorKernel*, c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "VariableType_0.cpp", line 0, in torch::autograd::VariableType::(anonymous namespace)::mul_Tensor(c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "??", line 0, in at::_ops::mul_Tensor::redispatch(c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "offloadstuff.c", line 0, in c10::impl::BoxedKernelWrapper<at::Tensor (at::Tensor const&, at::Tensor const&), void>::call(c10::BoxedKernel const&, c10::OperatorHandle const&, c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "PythonFallbackKernel.cpp", line 0, in (anonymous namespace)::pythonFallback(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::dispatch(c10::OperatorHandle const&, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "??", line 0, in torch::handle_torch_function_no_python_arg_parser(c10::ArrayRef<_object*>, _object*, _object*, char const*, _object*, char const*, torch::TorchFunctionName)
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 577, in PyObject_CallMethod
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_stats.py", line 27, in wrapper
    return fn(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 1346, in __torch_dispatch__
    return self.dispatch(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 2029, in dispatch
    return self._cached_dispatch_impl(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 1442, in _cached_dispatch_impl
    return self._dispatch_impl(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 2552, in _dispatch_impl
    return maybe_propagate_real_tensors(fast_impl(self, *args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_impls.py", line 956, in fast_binary_impl
    final_shape = infer_size(final_shape, shape)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_impls.py", line 916, in infer_size
    torch._check(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/__init__.py", line 1669, in _check
    _check_with(RuntimeError, cond, message)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/__init__.py", line 1632, in _check_with
    if expect_true(cond):
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 1686, in expect_true
    return a.node.expect_true(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 552, in expect_true
    return self.guard_bool(file, line)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 536, in guard_bool
    r = self.evaluate()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 510, in evaluate
    return self.shape_env.evaluate_sym_node(self, size_oblivious)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7113, in evaluate_sym_node
    return self.evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/recording.py", line 272, in wrapper
    return retlog(fn(*args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7215, in evaluate_expr
    return self._inner_evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/recording.py", line 272, in wrapper
    return retlog(fn(*args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7238, in _inner_evaluate_expr
    return self._evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7505, in _evaluate_expr
    self._maybe_guard_rel(g)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 6758, in _maybe_guard_rel
    self._refine_ranges(expr)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7709, in _refine_ranges
    self._set_replacement(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 6667, in _set_replacement
    self.framework_specialization_stacks[source] = CapturedTraceback.extract(cpp=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_traceback.py", line 207, in extract
    torch._C._profiler.gather_traceback(python=True, script=script, cpp=cpp),
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 543, in cfunction_call
  File "offloadstuff.c", line 0, in pybind11::cpp_function::dispatcher(_object*, _object*, _object*)
  File "offloadstuff.c", line 0, in pybind11::cpp_function::initialize<std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback>, bool, bool, bool, pybind11::name, pybind11::scope, pybind11::sibling, pybind11::arg_v, pybind11::arg_v, pybind11::arg_v>(std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback> (*)(bool, bool, bool), pybind11::name const&, pybind11::scope const&, pybind11::sibling const&, pybind11::arg_v const&, pybind11::arg_v const&, pybind11::arg_v const&)::{lambda(pybind11::detail::function_call&)#3}::_FUN(pybind11::detail::function_call&)
  File "??", line 0, in torch::CapturedTraceback::gather(bool, bool, bool)
  File "??", line 0, in torch::unwind::unwind()


User stack:
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 5, in foo
    return torch.randn(5) * x

cc @ezyang @SherlockNoMad @EikanWang @jgong5 @wenzhe-nrv

specializations

```
torch.fx.experimental.symbolic_shapes.ConstraintViolationError: Constraints violated (L['x'].size()[0])! For more information, run with TORCH_LOGS="+dynamic".
  - You marked L['x'].size()[0] as dynamic but your code specialized it to be a constant (5). Either remove the mark_dynamic or use a less strict API such as maybe_mark_dynamic or Dim.AUTO.

Framework C++ stack:
  File "??", line 0, in _start
  File "", line 0, in __libc_start_main_alias_2
  File "??", line 0, in __libc_start_call_main
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 1094, in Py_BytesMain
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 357, in pymain_run_file_obj
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 90, in _PyRun_AnyFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 456, in _PyRun_SimpleFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1208, in pyrun_file
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1312, in run_mod
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1291, in run_eval_code_obj
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 1134, in PyEval_EvalCode
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 9, in <module>
    foo(x)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/eval_frame.py", line 699, in compile_wrapper
    return fn(*args, **kwargs)
  File "offloadstuff.c", line 0, in dynamo__custom_eval_frame
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 305, in _PyObject_Call
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1469, in __call__
    return self._torchdynamo_orig_callable(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1248, in __call__
    result = self._inner_convert(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 625, in __call__
    return _compile(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1092, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_utils_internal.py", line 97, in wrapper_function
    return function(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 779, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 928, in _compile_inner
    check_fn = CheckFunctionManager(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 1135, in type_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 2767, in __init__
    builder, guard_manager = self.build_guards(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 3017, in build_guards
    guard.create(builder)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_guards.py", line 360, in create
    return self.create_fn(builder, self)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 2087, in SHAPE_ENV
    python_code_parts, verbose_code_parts = _get_code_parts(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 2061, in _get_code_parts
    return output_graph.shape_env.produce_guards_verbose(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 5531, in produce_guards_verbose
    track_symint(property_source, ss, constraint_size[i])
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 5432, in track_symint
    cpp_stack = CapturedTraceback.extract(cpp=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_traceback.py", line 207, in extract
    torch._C._profiler.gather_traceback(python=True, script=script, cpp=cpp),
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 543, in cfunction_call
  File "offloadstuff.c", line 0, in pybind11::cpp_function::dispatcher(_object*, _object*, _object*)
  File "offloadstuff.c", line 0, in pybind11::cpp_function::initialize<std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback>, bool, bool, bool, pybind11::name, pybind11::scope, pybind11::sibling, pybind11::arg_v, pybind11::arg_v, pybind11::arg_v>(std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback> (*)(bool, bool, bool), pybind11::name const&, pybind11::scope const&, pybind11::sibling const&, pybind11::arg_v const&, pybind11::arg_v const&, pybind11::arg_v const&)::{lambda(pybind11::detail::function_call&)#3}::_FUN(pybind11::detail::function_call&)
  File "??", line 0, in torch::CapturedTraceback::gather(bool, bool, bool)
  File "??", line 0, in torch::unwind::unwind()

User stack:
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 5, in foo
    return torch.randn(5) * x
```

[ghstack-poisoned]
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@pytorch-bot pytorch-bot bot added ciflow/inductor release notes: fx release notes category labels Jun 10, 2025
@bobrenjc93 bobrenjc93 requested a review from zou3519 June 10, 2025 20:22
@bobrenjc93 bobrenjc93 marked this pull request as ready for review June 10, 2025 20:22
@bobrenjc93 bobrenjc93 requested a review from laithsakka as a code owner June 10, 2025 20:22
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It is not clear to me that the C++ traceback in your example is useful :P but in my case I hope it would show the fbgemm symbols. Also to check, does this need debug symbols to be on?

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Yeah in this case the specialization isn't actually in c++ but if it was, you would see the symbol. With DEBUG=1 you wouldn't get the ??s, but in practice very few people would do this. If you could patch this in and make sure you see the symbol for our repro, that'd be great.

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@pytorchbot merge

@pytorch-bot pytorch-bot bot added the ciflow/trunk Trigger trunk jobs on your pull request label Jun 10, 2025
@bobrenjc93 bobrenjc93 added the topic: not user facing topic category label Jun 10, 2025
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zou3519 commented Jun 10, 2025

@bobrenjc93 here's a script that does a shape specialization in C++: https://gist.github.com/zou3519/5993bc9234fa47750e761382f6f259a5

The corresponding output with this PR is below. I don't see a sin_meta function in the stack trace, maybe we are capturing the wrong trace?

https://www.internalfb.com/phabricator/paste/view/P1837285411

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Example new error message

```
torch.fx.experimental.symbolic_shapes.ConstraintViolationError: Constraints violated (L['x'].size()[0])! For more information, run with TORCH_LOGS="+dynamic".
  - You marked L['x'].size()[0] as dynamic but your code specialized it to be a constant (5). Either remove the mark_dynamic or use a less strict API such as maybe_mark_dynamic or Dim.AUTO.

Framework stack:
  File "??", line 0, in _start
  File "", line 0, in __libc_start_main_alias_2
  File "??", line 0, in __libc_start_call_main
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 1094, in Py_BytesMain
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 357, in pymain_run_file_obj
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 90, in _PyRun_AnyFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 456, in _PyRun_SimpleFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1208, in pyrun_file
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1312, in run_mod
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1291, in run_eval_code_obj
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 1134, in PyEval_EvalCode
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 9, in <module>
    foo(x)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/eval_frame.py", line 699, in compile_wrapper
    return fn(*args, **kwargs)
  File "offloadstuff.c", line 0, in dynamo__custom_eval_frame
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 305, in _PyObject_Call
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1469, in __call__
    return self._torchdynamo_orig_callable(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1248, in __call__
    result = self._inner_convert(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 625, in __call__
    return _compile(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1092, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_utils_internal.py", line 97, in wrapper_function
    return function(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 779, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 818, in _compile_inner
    out_code = transform_code_object(code, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/bytecode_transformation.py", line 1424, in transform_code_object
    transformations(instructions, code_options)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 265, in _fn
    return fn(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 743, in transform
    tracer.run()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 3531, in run
    super().run()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 1359, in run
    while self.step():
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 1263, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 422, in impl
    self.push(fn_var.call_function(self, self.popn(nargs), {}))
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1160, in call_function
    return handler(tx, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 792, in <lambda>
    return lambda tx, args, kwargs: obj.call_function(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1160, in call_function
    return handler(tx, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1120, in _handle_insert_op_in_graph
    return wrap_fx_proxy(tx, proxy)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2500, in wrap_fx_proxy
    return wrap_fx_proxy_cls(target_cls=TensorVariable, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2566, in wrap_fx_proxy_cls
    return _wrap_fx_proxy(
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2664, in _wrap_fx_proxy
    example_value = get_fake_value(proxy.node, tx, allow_non_graph_fake=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3205, in get_fake_value
    ret_val = wrap_fake_exception(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 2705, in wrap_fake_exception
    return fn()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3206, in <lambda>
    lambda: run_node(tx.output, node, args, kwargs, nnmodule)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3373, in run_node
    return node.target(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5917, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 430, in cfunction_vectorcall_FASTCALL
  File "/usr/local/src/conda/python-3.10.16/Objects/abstract.c", line 891, in binary_op1
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7284, in slot_nb_multiply
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/descrobject.c", line 344, in method_vectorcall_VARARGS_KEYWORDS
  File "python_variable_methods.cpp", line 0, in _object* torch::autograd::TypeError_to_NotImplemented_<&torch::autograd::THPVariable_mul>(_object*, _object*, _object*)
  File "python_variable_methods.cpp", line 0, in torch::autograd::THPVariable_mul(_object*, _object*, _object*)
  File "??", line 0, in at::_ops::mul_Tensor::call(at::Tensor const&, at::Tensor const&)
  File "offloadstuff.c", line 0, in c10::impl::BoxedKernelWrapper<at::Tensor (at::Tensor const&, at::Tensor const&), void>::call(c10::BoxedKernel const&, c10::OperatorHandle const&, c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "PythonFallbackKernel.cpp", line 0, in void c10::BoxedKernel::make_boxed_function<&(anonymous namespace)::pythonTLSSnapshotFallback>(c10::OperatorKernel*, c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "VariableType_0.cpp", line 0, in c10::impl::make_boxed_from_unboxed_functor<c10::impl::detail::WrapFunctionIntoFunctor_<c10::CompileTimeFunctionPointer<at::Tensor (c10::DispatchKeySet, at::Tensor const&, at::Tensor const&), &torch::autograd::VariableType::(anonymous namespace)::mul_Tensor>, at::Tensor, c10::guts::typelist::typelist<c10::DispatchKeySet, at::Tensor const&, at::Tensor const&> >, false>::call(c10::OperatorKernel*, c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "VariableType_0.cpp", line 0, in torch::autograd::VariableType::(anonymous namespace)::mul_Tensor(c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "??", line 0, in at::_ops::mul_Tensor::redispatch(c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "offloadstuff.c", line 0, in c10::impl::BoxedKernelWrapper<at::Tensor (at::Tensor const&, at::Tensor const&), void>::call(c10::BoxedKernel const&, c10::OperatorHandle const&, c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "PythonFallbackKernel.cpp", line 0, in (anonymous namespace)::pythonFallback(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::dispatch(c10::OperatorHandle const&, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "??", line 0, in torch::handle_torch_function_no_python_arg_parser(c10::ArrayRef<_object*>, _object*, _object*, char const*, _object*, char const*, torch::TorchFunctionName)
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 577, in PyObject_CallMethod
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_stats.py", line 27, in wrapper
    return fn(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 1346, in __torch_dispatch__
    return self.dispatch(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 2029, in dispatch
    return self._cached_dispatch_impl(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 1442, in _cached_dispatch_impl
    return self._dispatch_impl(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 2552, in _dispatch_impl
    return maybe_propagate_real_tensors(fast_impl(self, *args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_impls.py", line 956, in fast_binary_impl
    final_shape = infer_size(final_shape, shape)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_impls.py", line 916, in infer_size
    torch._check(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/__init__.py", line 1669, in _check
    _check_with(RuntimeError, cond, message)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/__init__.py", line 1632, in _check_with
    if expect_true(cond):
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 1686, in expect_true
    return a.node.expect_true(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 552, in expect_true
    return self.guard_bool(file, line)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 536, in guard_bool
    r = self.evaluate()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 510, in evaluate
    return self.shape_env.evaluate_sym_node(self, size_oblivious)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7113, in evaluate_sym_node
    return self.evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/recording.py", line 272, in wrapper
    return retlog(fn(*args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7215, in evaluate_expr
    return self._inner_evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/recording.py", line 272, in wrapper
    return retlog(fn(*args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7238, in _inner_evaluate_expr
    return self._evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7505, in _evaluate_expr
    self._maybe_guard_rel(g)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 6758, in _maybe_guard_rel
    self._refine_ranges(expr)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7709, in _refine_ranges
    self._set_replacement(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 6667, in _set_replacement
    self.framework_specialization_stacks[source] = CapturedTraceback.extract(cpp=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_traceback.py", line 207, in extract
    torch._C._profiler.gather_traceback(python=True, script=script, cpp=cpp),
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 543, in cfunction_call
  File "offloadstuff.c", line 0, in pybind11::cpp_function::dispatcher(_object*, _object*, _object*)
  File "offloadstuff.c", line 0, in pybind11::cpp_function::initialize<std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback>, bool, bool, bool, pybind11::name, pybind11::scope, pybind11::sibling, pybind11::arg_v, pybind11::arg_v, pybind11::arg_v>(std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback> (*)(bool, bool, bool), pybind11::name const&, pybind11::scope const&, pybind11::sibling const&, pybind11::arg_v const&, pybind11::arg_v const&, pybind11::arg_v const&)::{lambda(pybind11::detail::function_call&)#3}::_FUN(pybind11::detail::function_call&)
  File "??", line 0, in torch::CapturedTraceback::gather(bool, bool, bool)
  File "??", line 0, in torch::unwind::unwind()


User stack:
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 5, in foo
    return torch.randn(5) * x
```

cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv

[ghstack-poisoned]
Example new error message

```
torch.fx.experimental.symbolic_shapes.ConstraintViolationError: Constraints violated (L['x'].size()[0])! For more information, run with TORCH_LOGS="+dynamic".
  - You marked L['x'].size()[0] as dynamic but your code specialized it to be a constant (5). Either remove the mark_dynamic or use a less strict API such as maybe_mark_dynamic or Dim.AUTO.

Framework stack:
  File "??", line 0, in _start
  File "", line 0, in __libc_start_main_alias_2
  File "??", line 0, in __libc_start_call_main
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 1094, in Py_BytesMain
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 357, in pymain_run_file_obj
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 90, in _PyRun_AnyFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 456, in _PyRun_SimpleFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1208, in pyrun_file
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1312, in run_mod
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1291, in run_eval_code_obj
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 1134, in PyEval_EvalCode
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 9, in <module>
    foo(x)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/eval_frame.py", line 699, in compile_wrapper
    return fn(*args, **kwargs)
  File "offloadstuff.c", line 0, in dynamo__custom_eval_frame
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 305, in _PyObject_Call
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1469, in __call__
    return self._torchdynamo_orig_callable(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1248, in __call__
    result = self._inner_convert(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 625, in __call__
    return _compile(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1092, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_utils_internal.py", line 97, in wrapper_function
    return function(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 779, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 818, in _compile_inner
    out_code = transform_code_object(code, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/bytecode_transformation.py", line 1424, in transform_code_object
    transformations(instructions, code_options)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 265, in _fn
    return fn(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 743, in transform
    tracer.run()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 3531, in run
    super().run()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 1359, in run
    while self.step():
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 1263, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/symbolic_convert.py", line 422, in impl
    self.push(fn_var.call_function(self, self.popn(nargs), {}))
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1160, in call_function
    return handler(tx, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 792, in <lambda>
    return lambda tx, args, kwargs: obj.call_function(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1160, in call_function
    return handler(tx, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builtin.py", line 1120, in _handle_insert_op_in_graph
    return wrap_fx_proxy(tx, proxy)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2500, in wrap_fx_proxy
    return wrap_fx_proxy_cls(target_cls=TensorVariable, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2566, in wrap_fx_proxy_cls
    return _wrap_fx_proxy(
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/variables/builder.py", line 2664, in _wrap_fx_proxy
    example_value = get_fake_value(proxy.node, tx, allow_non_graph_fake=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3205, in get_fake_value
    ret_val = wrap_fake_exception(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 2705, in wrap_fake_exception
    return fn()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3206, in <lambda>
    lambda: run_node(tx.output, node, args, kwargs, nnmodule)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/utils.py", line 3373, in run_node
    return node.target(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5917, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 430, in cfunction_vectorcall_FASTCALL
  File "/usr/local/src/conda/python-3.10.16/Objects/abstract.c", line 891, in binary_op1
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7284, in slot_nb_multiply
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/descrobject.c", line 344, in method_vectorcall_VARARGS_KEYWORDS
  File "python_variable_methods.cpp", line 0, in _object* torch::autograd::TypeError_to_NotImplemented_<&torch::autograd::THPVariable_mul>(_object*, _object*, _object*)
  File "python_variable_methods.cpp", line 0, in torch::autograd::THPVariable_mul(_object*, _object*, _object*)
  File "??", line 0, in at::_ops::mul_Tensor::call(at::Tensor const&, at::Tensor const&)
  File "offloadstuff.c", line 0, in c10::impl::BoxedKernelWrapper<at::Tensor (at::Tensor const&, at::Tensor const&), void>::call(c10::BoxedKernel const&, c10::OperatorHandle const&, c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "PythonFallbackKernel.cpp", line 0, in void c10::BoxedKernel::make_boxed_function<&(anonymous namespace)::pythonTLSSnapshotFallback>(c10::OperatorKernel*, c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "VariableType_0.cpp", line 0, in c10::impl::make_boxed_from_unboxed_functor<c10::impl::detail::WrapFunctionIntoFunctor_<c10::CompileTimeFunctionPointer<at::Tensor (c10::DispatchKeySet, at::Tensor const&, at::Tensor const&), &torch::autograd::VariableType::(anonymous namespace)::mul_Tensor>, at::Tensor, c10::guts::typelist::typelist<c10::DispatchKeySet, at::Tensor const&, at::Tensor const&> >, false>::call(c10::OperatorKernel*, c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "VariableType_0.cpp", line 0, in torch::autograd::VariableType::(anonymous namespace)::mul_Tensor(c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "??", line 0, in at::_ops::mul_Tensor::redispatch(c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "offloadstuff.c", line 0, in c10::impl::BoxedKernelWrapper<at::Tensor (at::Tensor const&, at::Tensor const&), void>::call(c10::BoxedKernel const&, c10::OperatorHandle const&, c10::DispatchKeySet, at::Tensor const&, at::Tensor const&)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::python_dispatcher(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "offloadstuff.c", line 0, in c10::OperatorHandle::callBoxedForDispatchKey(c10::DispatchKey, std::vector<c10::IValue, std::allocator<c10::IValue> >&) const
  File "PythonFallbackKernel.cpp", line 0, in (anonymous namespace)::pythonFallback(c10::OperatorHandle const&, c10::DispatchKeySet, std::vector<c10::IValue, std::allocator<c10::IValue> >*)
  File "PyInterpreter.cpp", line 0, in torch::detail::(anonymous namespace)::ConcretePyInterpreterVTable::dispatch(c10::OperatorHandle const&, std::vector<c10::IValue, std::allocator<c10::IValue> >*) const
  File "??", line 0, in torch::handle_torch_function_no_python_arg_parser(c10::ArrayRef<_object*>, _object*, _object*, char const*, _object*, char const*, torch::TorchFunctionName)
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 577, in PyObject_CallMethod
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_stats.py", line 27, in wrapper
    return fn(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 1346, in __torch_dispatch__
    return self.dispatch(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 2029, in dispatch
    return self._cached_dispatch_impl(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 1442, in _cached_dispatch_impl
    return self._dispatch_impl(func, types, args, kwargs)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_tensor.py", line 2552, in _dispatch_impl
    return maybe_propagate_real_tensors(fast_impl(self, *args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_impls.py", line 956, in fast_binary_impl
    final_shape = infer_size(final_shape, shape)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_subclasses/fake_impls.py", line 916, in infer_size
    torch._check(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/__init__.py", line 1669, in _check
    _check_with(RuntimeError, cond, message)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/__init__.py", line 1632, in _check_with
    if expect_true(cond):
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 1686, in expect_true
    return a.node.expect_true(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 552, in expect_true
    return self.guard_bool(file, line)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 536, in guard_bool
    r = self.evaluate()
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/sym_node.py", line 510, in evaluate
    return self.shape_env.evaluate_sym_node(self, size_oblivious)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7113, in evaluate_sym_node
    return self.evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/recording.py", line 272, in wrapper
    return retlog(fn(*args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 267, in PyVectorcall_Call
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7215, in evaluate_expr
    return self._inner_evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/recording.py", line 272, in wrapper
    return retlog(fn(*args, **kwargs))
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7238, in _inner_evaluate_expr
    return self._evaluate_expr(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7505, in _evaluate_expr
    self._maybe_guard_rel(g)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Modules/_functoolsmodule.c", line 1020, in bounded_lru_cache_wrapper
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 6758, in _maybe_guard_rel
    self._refine_ranges(expr)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 7709, in _refine_ranges
    self._set_replacement(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 6667, in _set_replacement
    self.framework_specialization_stacks[source] = CapturedTraceback.extract(cpp=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_traceback.py", line 207, in extract
    torch._C._profiler.gather_traceback(python=True, script=script, cpp=cpp),
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 543, in cfunction_call
  File "offloadstuff.c", line 0, in pybind11::cpp_function::dispatcher(_object*, _object*, _object*)
  File "offloadstuff.c", line 0, in pybind11::cpp_function::initialize<std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback>, bool, bool, bool, pybind11::name, pybind11::scope, pybind11::sibling, pybind11::arg_v, pybind11::arg_v, pybind11::arg_v>(std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback> (*)(bool, bool, bool), pybind11::name const&, pybind11::scope const&, pybind11::sibling const&, pybind11::arg_v const&, pybind11::arg_v const&, pybind11::arg_v const&)::{lambda(pybind11::detail::function_call&)#3}::_FUN(pybind11::detail::function_call&)
  File "??", line 0, in torch::CapturedTraceback::gather(bool, bool, bool)
  File "??", line 0, in torch::unwind::unwind()


User stack:
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 5, in foo
    return torch.randn(5) * x
```

cc ezyang SherlockNoMad EikanWang jgong5 wenzhe-nrv

[ghstack-poisoned]
bobrenjc93 added a commit that referenced this pull request Jun 10, 2025
specializations

```
torch.fx.experimental.symbolic_shapes.ConstraintViolationError: Constraints violated (L['x'].size()[0])! For more information, run with TORCH_LOGS="+dynamic".
  - You marked L['x'].size()[0] as dynamic but your code specialized it to be a constant (5). Either remove the mark_dynamic or use a less strict API such as maybe_mark_dynamic or Dim.AUTO.

Framework C++ stack:
  File "??", line 0, in _start
  File "", line 0, in __libc_start_main_alias_2
  File "??", line 0, in __libc_start_call_main
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 1094, in Py_BytesMain
  File "/usr/local/src/conda/python-3.10.16/Modules/main.c", line 357, in pymain_run_file_obj
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 90, in _PyRun_AnyFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 456, in _PyRun_SimpleFileObject
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1208, in pyrun_file
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1312, in run_mod
  File "/usr/local/src/conda/python-3.10.16/Python/pythonrun.c", line 1291, in run_eval_code_obj
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 1134, in PyEval_EvalCode
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 9, in <module>
    foo(x)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/eval_frame.py", line 699, in compile_wrapper
    return fn(*args, **kwargs)
  File "offloadstuff.c", line 0, in dynamo__custom_eval_frame
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 305, in _PyObject_Call
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1469, in __call__
    return self._torchdynamo_orig_callable(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1248, in __call__
    result = self._inner_convert(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 7494, in slot_tp_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 153, in _PyObject_FastCallDictTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 625, in __call__
    return _compile(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 1092, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_utils_internal.py", line 97, in wrapper_function
    return function(*args, **kwargs)
  File "/usr/local/src/conda/python-3.10.16/Python/ceval.c", line 5945, in do_call_core
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 779, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/convert_frame.py", line 928, in _compile_inner
    check_fn = CheckFunctionManager(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/typeobject.c", line 1135, in type_call
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 431, in _PyObject_Call_Prepend
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 2767, in __init__
    builder, guard_manager = self.build_guards(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 3017, in build_guards
    guard.create(builder)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_guards.py", line 360, in create
    return self.create_fn(builder, self)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 2087, in SHAPE_ENV
    python_code_parts, verbose_code_parts = _get_code_parts(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/_dynamo/guards.py", line 2061, in _get_code_parts
    return output_graph.shape_env.produce_guards_verbose(
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 5531, in produce_guards_verbose
    track_symint(property_source, ss, constraint_size[i])
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/fx/experimental/symbolic_shapes.py", line 5432, in track_symint
    cpp_stack = CapturedTraceback.extract(cpp=True)
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 114, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Include/internal/pycore_ceval.h", line 46, in _PyEval_EvalFrame
  File "/home/bobren/local/a/pytorch/torch/utils/_traceback.py", line 207, in extract
    torch._C._profiler.gather_traceback(python=True, script=script, cpp=cpp),
  File "/usr/local/src/conda/python-3.10.16/Include/cpython/abstract.h", line 112, in _PyObject_VectorcallTstate
  File "/usr/local/src/conda/python-3.10.16/Objects/call.c", line 215, in _PyObject_MakeTpCall
  File "/usr/local/src/conda/python-3.10.16/Objects/methodobject.c", line 543, in cfunction_call
  File "offloadstuff.c", line 0, in pybind11::cpp_function::dispatcher(_object*, _object*, _object*)
  File "offloadstuff.c", line 0, in pybind11::cpp_function::initialize<std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback>, bool, bool, bool, pybind11::name, pybind11::scope, pybind11::sibling, pybind11::arg_v, pybind11::arg_v, pybind11::arg_v>(std::shared_ptr<torch::CapturedTraceback> (*&)(bool, bool, bool), std::shared_ptr<torch::CapturedTraceback> (*)(bool, bool, bool), pybind11::name const&, pybind11::scope const&, pybind11::sibling const&, pybind11::arg_v const&, pybind11::arg_v const&, pybind11::arg_v const&)::{lambda(pybind11::detail::function_call&)#3}::_FUN(pybind11::detail::function_call&)
  File "??", line 0, in torch::CapturedTraceback::gather(bool, bool, bool)
  File "??", line 0, in torch::unwind::unwind()

User stack:
  File "/home/bobren/local/a/pytorch/scratch/repro.py", line 5, in foo
    return torch.randn(5) * x
```

ghstack-source-id: f7ccd00
Pull Request resolved: #155603
@bobrenjc93
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The merge job was canceled or timed out. This most often happen if two merge requests were issued for the same PR, or if merge job was waiting for more than 6 hours for tests to finish. In later case, please do not hesitate to reissue the merge command
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The merge job was canceled or timed out. This most often happen if two merge requests were issued for the same PR, or if merge job was waiting for more than 6 hours for tests to finish. In later case, please do not hesitate to reissue the merge command
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@pytorchbot merge

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Merge started

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pytorch-bot bot pushed a commit that referenced this pull request Jul 1, 2025
…155603)"

Summary:
Original commit changeset: 4b3fdaa8f2c6

Original Phabricator Diff: D76434787

Meta:
https://fb.workplace.com/groups/1286739428954016/permalink/1535462614081695/

Test Plan:
Meta:
Revert D76434787 for S536719

Rollback Plan:

Differential Revision: D77626334
pytorchmergebot pushed a commit that referenced this pull request Jul 2, 2025
…155603)" (#157406)

Summary:
Original commit changeset: 4b3fdaa8f2c6

Original Phabricator Diff: D76434787

Meta:
https://fb.workplace.com/groups/1286739428954016/permalink/1535462614081695/

Test Plan:
Meta:
Revert D76434787 for S536719

Rollback Plan:

Differential Revision: D77626334

Pull Request resolved: #157406
Approved by: https://github.com/bobrenjc93
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This pull request has been reverted by 156bc24. To re-land this change, please open another pull request, assignthe same reviewers, fix the CI failures that caused the revert and make sure that the failing CI runs on the PR by applying the proper ciflow label (e.g., ciflow/trunk).

@github-actions github-actions bot deleted the gh/bobrenjc93/439/head branch August 2, 2025 02:19
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5 participants