pytorch - 💡(How to fix) Fix DISABLED test_cat_transform_non_uniform (__main__.TestFunctors) [1 comments, 1 participants]

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pytorch/pytorch#182257Fetched 2026-05-04 04:57:56
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Error Message

Traceback (most recent call last): File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 58, in testPartExecutor yield File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 669, in run self._callTestMethod(testMethod) ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 615, in _callTestMethod result = method() File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/testing/_internal/common_utils.py", line 3532, in wrapper method(*args, **kwargs) ~~~~~~^^^^^^^^^^^^^^^^^ File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6687, in test_cat_transform_non_uniform self.assertEqual(expected_dom_check, actual_dom_check) File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6690, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6687 self.assertEqual(expected, actual) File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6703, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6690 self.assertEqual(actual_cod_check, expected_cod_check) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2506, in call result = self._torchdynamo_orig_backend( frame, cache_entry, self.hooks, frame_state, skip=1 ) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2217, in call result = self._inner_convert( frame, cache_entry, hooks, frame_state, skip=skip + 1 ) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 772, in call result = _compile( frame.f_code, ...<18 lines>... convert_frame_box=self._box, ) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2001, in _compile guarded_code, tracer_output = compile_inner(code, one_graph, hooks) ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_utils_internal.py", line 96, in wrapper_function return function(*args, **kwargs) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1611, in compile_inner result = _compile_inner(code, one_graph, hooks) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1670, in _compile_inner dynamo_output = compile_frame( code, ...<11 lines>... package=package, ) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1516, in compile_frame bytecode, tracer_output = transform_code_object(code, transform) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/bytecode_transformation.py", line 1626, in transform_code_object tracer_output = transformations(instructions, code_options) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1488, in transform tracer_output = trace_frame( code, ...<14 lines>... package=package, ) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 367, in _fn return fn(*args, **kwargs) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 949, in trace_frame run_tracer() ~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 930, in run_tracer tracer.run() ~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper return inner_fn(self, inst) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL self._call(inst) ~~~~~~~~~~^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call self.call_function(fn, args, kwargs) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function self.push(fn.call_function(self, args, kwargs)) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function return self.call_method(tx, "call", args, kwargs) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method ).call_function(tx, args, kwargs) # type: ignore[arg-type] ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs) # type: ignore[attr-defined] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return return InliningInstructionTranslator.inline_call(self, fn, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5279, in inline_call return tracer.inline_call() ~~~~~~~~~~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5500, in inline_call self.run() ~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper return inner_fn(self, inst) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL self._call(inst) ~~~~~~~~~~^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call self.call_function(fn, args, kwargs) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function self.push(fn.call_function(self, args, kwargs)) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs) # type: ignore[attr-defined] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return return InliningInstructionTranslator.inline_call(self, fn, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5279, in inline_call return tracer.inline_call() ~~~~~~~~~~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5500, in inline_call self.run() ~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper return inner_fn(self, inst) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL self._call(inst) ~~~~~~~~~~^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call self.call_function(fn, args, kwargs) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function self.push(fn.call_function(self, args, kwargs)) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs) # type: ignore[attr-defined] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return return InliningInstructionTranslator.inline_call(self, fn, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5279, in inline_call return tracer.inline_call() ~~~~~~~~~~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5500, in inline_call self.run() ~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper return inner_fn(self, inst) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL self._call(inst) ~~~~~~~~~~^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call self.call_function(fn, args, kwargs) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function self.push(fn.call_function(self, args, kwargs)) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function return self.call_method(tx, "call", args, kwargs) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method ).call_function(tx, args, kwargs) # type: ignore[arg-type] ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs) # type: ignore[attr-defined] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return return InliningInstructionTranslator.inline_call(self, fn, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5279, in inline_call return tracer.inline_call() ~~~~~~~~~~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5500, in inline_call self.run() ~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper return inner_fn(self, inst) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL self._call(inst) ~~~~~~~~~~^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call self.call_function(fn, args, kwargs) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function self.push(fn.call_function(self, args, kwargs)) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs) # type: ignore[attr-defined] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return return InliningInstructionTranslator.inline_call(self, fn, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5279, in inline_call return tracer.inline_call() ~~~~~~~~~~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5500, in inline_call self.run() ~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper return inner_fn(self, inst) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL self._call(inst) ~~~~~~~~~~^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call self.call_function(fn, args, kwargs) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function self.push(fn.call_function(self, args, kwargs)) # type: ignore[arg-type] ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs) # type: ignore[attr-defined] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return return InliningInstructionTranslator.inline_call(self, fn, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5279, in inline_call return tracer.inline_call() ~~~~~~~~~~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5500, in inline_call self.run() ~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2934, in LOAD_ATTR self.LOAD_METHOD(inst) ~~~~~~~~~~~~~~~~^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2900, in LOAD_METHOD self._load_attr(inst.argval) ~~~~~~~~~~~~~~~^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2923, in _load_attr result = VariableTracker.build(self, getattr).call_function( self, # type: ignore[arg-type] [obj, VariableTracker.build(self, attr)], {}, ) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3263, in call_function return self._call_getattr(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3411, in _call_getattr return obj.var_getattr(tx, name) ~~~~~~~~~~~~~~~^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2565, in var_getattr return self.generic_getattr(tx, name) ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2460, in generic_getattr return self.resolve_data_descriptor(tx, name, type_attr, source) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2584, in resolve_data_descriptor return fget_vt.call_function(tx, [self], {}) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function return super().call_function(tx, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs) # type: ignore[attr-defined] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return return InliningInstructionTranslator.inline_call(self, fn, args, kwargs) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5279, in inline_call return tracer.inline_call() ~~~~~~~~~~~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/dynamo/symbolic_convert.py", line 5500, in inline_call self.run() ~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run while self.step(): ~~~~~~~~~^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step self.dispatch_table[inst.opcode](self, inst) ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1007, in wrapper speculation = self.speculate() File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4586, in speculate return self.speculation_log.next( ~~~~~~~~~~~~~~~~~~~~~~~~~^ self.f_code.co_filename, ^^^^^^^^^^^^^^^^^^^^^^^^ ...<2 lines>... self.instructions[self.instruction_pointer - 1], ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ) ^ File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 325, in next raise SpeculationLogDivergence( ...<18 lines>... ) torch._dynamo.symbolic_convert.SpeculationLogDivergence: SpeculationLog diverged at index 84 (log had 253 entries):

  • Expected: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:1163 (CALL at ip=91)
  • Actual: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:366 (CALL at ip=22) Previous instruction: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:364(CALL @ 11)

There are two usual reasons why this may have occurred:

  • When Dynamo analysis restarted, the second run took a different path than the first. If this occurred, the previous instruction is the critical instruction that behaved differently.
  • Speculation entries are only added under certain conditions (as seen in step()), e.g., there must exist operators in the graph; those conditions may have changed on restart.

If this divergence was intentional, clear the speculation log before restarting (do NOT do this for graph breaks, you will infinite loop).

Otherwise, please submit a bug report, ideally including the contents of TORCH_LOGS=+dynamo

from user code: File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6704, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6703 actual_inv = t.inv(y) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 275, in call return self._inv._inv_call(x) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 173, in _inv_call return self._inverse(y) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 1163, in _inverse xslices.append(trans.inv(yslice)) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 275, in call return self._inv._inv_call(x) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 173, in _inv_call return self._inverse(y) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 1163, in _inverse xslices.append(trans.inv(yslice)) File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 366, in inv inv = ComposeTransform([p.inv for p in reversed(self.parts)])

Set TORCHDYNAMO_VERBOSE=1 for the internal stack trace (please do this especially if you're reporting a bug to PyTorch). For even more developer context, set TORCH_LOGS="+dynamo"

To execute this test, run the following from the base repo dir: PYTORCH_TEST_WITH_DYNAMO=1 python test/distributions/test_distributions.py TestFunctors.test_cat_transform_non_uniform

This message can be suppressed by setting PYTORCH_PRINT_REPRO_ON_FAILURE=0

Root Cause

This test was disabled because it is failing in CI. See recent examples and the most recent trunk workflow logs.

Fix Action

Fix / Workaround

Traceback (most recent call last):
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 58, in testPartExecutor
    yield
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 669, in run
    self._callTestMethod(testMethod)
    ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 615, in _callTestMethod
    result = method()
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/testing/_internal/common_utils.py", line 3532, in wrapper
    method(*args, **kwargs)
    ~~~~~~^^^^^^^^^^^^^^^^^
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6687, in test_cat_transform_non_uniform
    self.assertEqual(expected_dom_check, actual_dom_check)
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6690, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6687
    self.assertEqual(expected, actual)
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6703, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6690
    self.assertEqual(actual_cod_check, expected_cod_check)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2506, in __call__
    result = self._torchdynamo_orig_backend(
        frame, cache_entry, self.hooks, frame_state, skip=1
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2217, in __call__
    result = self._inner_convert(
        frame, cache_entry, hooks, frame_state, skip=skip + 1
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 772, in __call__
    result = _compile(
        frame.f_code,
    ...<18 lines>...
        convert_frame_box=self._box,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2001, in _compile
    guarded_code, tracer_output = compile_inner(code, one_graph, hooks)
                                  ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_utils_internal.py", line 96, in wrapper_function
    return function(*args, **kwargs)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1611, in compile_inner
    result = _compile_inner(code, one_graph, hooks)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1670, in _compile_inner
    dynamo_output = compile_frame(
        code,
    ...<11 lines>...
        package=package,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1516, in compile_frame
    bytecode, tracer_output = transform_code_object(code, transform)
                              ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/bytecode_transformation.py", line 1626, in transform_code_object
    tracer_output = transformations(instructions, code_options)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1488, in transform
    tracer_output = trace_frame(
        code,
    ...<14 lines>...
        package=package,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 367, in _fn
    return fn(*args, **kwargs)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 949, in trace_frame
    run_tracer()
    ~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 930, in run_tracer
    tracer.run()
    ~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function
    return self.call_method(tx, "__call__", args, kwargs)  # type: ignore[arg-type]
           ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method
    ).call_function(tx, args, kwargs)  # type: ignore[arg-type]
      ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function
    return self.call_method(tx, "__call__", args, kwargs)  # type: ignore[arg-type]
           ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method
    ).call_function(tx, args, kwargs)  # type: ignore[arg-type]
      ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2934, in LOAD_ATTR
    self.LOAD_METHOD(inst)
    ~~~~~~~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2900, in LOAD_METHOD
    self._load_attr(inst.argval)
    ~~~~~~~~~~~~~~~^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2923, in _load_attr
    result = VariableTracker.build(self, getattr).call_function(
        self,  # type: ignore[arg-type]
        [obj, VariableTracker.build(self, attr)],
        {},
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3263, in call_function
    return self._call_getattr(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3411, in _call_getattr
    return obj.var_getattr(tx, name)
           ~~~~~~~~~~~~~~~^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2565, in var_getattr
    return self.generic_getattr(tx, name)
           ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2460, in generic_getattr
    return self.resolve_data_descriptor(tx, name, type_attr, source)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2584, in resolve_data_descriptor
    return fget_vt.call_function(tx, [self], {})
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1007, in wrapper
    speculation = self.speculate()
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4586, in speculate
    return self.speculation_log.next(
           ~~~~~~~~~~~~~~~~~~~~~~~~~^
        self.f_code.co_filename,
        ^^^^^^^^^^^^^^^^^^^^^^^^
    ...<2 lines>...
        self.instructions[self.instruction_pointer - 1],
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    )
    ^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 325, in next
                raise SpeculationLogDivergence(
    ...<18 lines>...
                )
torch._dynamo.symbolic_convert.SpeculationLogDivergence: 
SpeculationLog diverged at index 84 (log had 253 entries):
- Expected: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:1163 (CALL at ip=91)
- Actual: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:366 (CALL at ip=22)
Previous instruction: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:364(CALL @ 11)

Code Example

Traceback (most recent call last):
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 58, in testPartExecutor
    yield
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 669, in run
    self._callTestMethod(testMethod)
    ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 615, in _callTestMethod
    result = method()
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/testing/_internal/common_utils.py", line 3532, in wrapper
    method(*args, **kwargs)
    ~~~~~~^^^^^^^^^^^^^^^^^
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6687, in test_cat_transform_non_uniform
    self.assertEqual(expected_dom_check, actual_dom_check)
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6690, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6687
    self.assertEqual(expected, actual)
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6703, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6690
    self.assertEqual(actual_cod_check, expected_cod_check)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2506, in __call__
    result = self._torchdynamo_orig_backend(
        frame, cache_entry, self.hooks, frame_state, skip=1
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2217, in __call__
    result = self._inner_convert(
        frame, cache_entry, hooks, frame_state, skip=skip + 1
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 772, in __call__
    result = _compile(
        frame.f_code,
    ...<18 lines>...
        convert_frame_box=self._box,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2001, in _compile
    guarded_code, tracer_output = compile_inner(code, one_graph, hooks)
                                  ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_utils_internal.py", line 96, in wrapper_function
    return function(*args, **kwargs)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1611, in compile_inner
    result = _compile_inner(code, one_graph, hooks)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1670, in _compile_inner
    dynamo_output = compile_frame(
        code,
    ...<11 lines>...
        package=package,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1516, in compile_frame
    bytecode, tracer_output = transform_code_object(code, transform)
                              ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/bytecode_transformation.py", line 1626, in transform_code_object
    tracer_output = transformations(instructions, code_options)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1488, in transform
    tracer_output = trace_frame(
        code,
    ...<14 lines>...
        package=package,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 367, in _fn
    return fn(*args, **kwargs)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 949, in trace_frame
    run_tracer()
    ~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 930, in run_tracer
    tracer.run()
    ~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function
    return self.call_method(tx, "__call__", args, kwargs)  # type: ignore[arg-type]
           ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method
    ).call_function(tx, args, kwargs)  # type: ignore[arg-type]
      ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function
    return self.call_method(tx, "__call__", args, kwargs)  # type: ignore[arg-type]
           ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method
    ).call_function(tx, args, kwargs)  # type: ignore[arg-type]
      ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2934, in LOAD_ATTR
    self.LOAD_METHOD(inst)
    ~~~~~~~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2900, in LOAD_METHOD
    self._load_attr(inst.argval)
    ~~~~~~~~~~~~~~~^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2923, in _load_attr
    result = VariableTracker.build(self, getattr).call_function(
        self,  # type: ignore[arg-type]
        [obj, VariableTracker.build(self, attr)],
        {},
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3263, in call_function
    return self._call_getattr(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3411, in _call_getattr
    return obj.var_getattr(tx, name)
           ~~~~~~~~~~~~~~~^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2565, in var_getattr
    return self.generic_getattr(tx, name)
           ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2460, in generic_getattr
    return self.resolve_data_descriptor(tx, name, type_attr, source)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2584, in resolve_data_descriptor
    return fget_vt.call_function(tx, [self], {})
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1007, in wrapper
    speculation = self.speculate()
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4586, in speculate
    return self.speculation_log.next(
           ~~~~~~~~~~~~~~~~~~~~~~~~~^
        self.f_code.co_filename,
        ^^^^^^^^^^^^^^^^^^^^^^^^
    ...<2 lines>...
        self.instructions[self.instruction_pointer - 1],
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    )
    ^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 325, in next
                raise SpeculationLogDivergence(
    ...<18 lines>...
                )
torch._dynamo.symbolic_convert.SpeculationLogDivergence: 
SpeculationLog diverged at index 84 (log had 253 entries):
- Expected: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:1163 (CALL at ip=91)
- Actual: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:366 (CALL at ip=22)
Previous instruction: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:364(CALL @ 11)

There are two usual reasons why this may have occurred:
- When Dynamo analysis restarted, the second run took a different path than
  the first.  If this occurred, the previous instruction is the critical instruction that
  behaved differently.
- Speculation entries are only added under certain conditions (as seen in
  step()), e.g., there must exist operators in the graph; those conditions may
  have changed on restart.

If this divergence was intentional, clear the speculation log before restarting (do NOT
do this for graph breaks, you will infinite loop).

Otherwise, please submit a bug report, ideally including the contents of TORCH_LOGS=+dynamo


from user code:
   File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6704, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6703
    actual_inv = t.inv(y)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 275, in __call__
    return self._inv._inv_call(x)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 173, in _inv_call
    return self._inverse(y)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 1163, in _inverse
    xslices.append(trans.inv(yslice))
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 275, in __call__
    return self._inv._inv_call(x)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 173, in _inv_call
    return self._inverse(y)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 1163, in _inverse
    xslices.append(trans.inv(yslice))
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 366, in inv
    inv = ComposeTransform([p.inv for p in reversed(self.parts)])

Set TORCHDYNAMO_VERBOSE=1 for the internal stack trace (please do this especially if you're reporting a bug to PyTorch). For even more developer context, set TORCH_LOGS="+dynamo"


To execute this test, run the following from the base repo dir:
    PYTORCH_TEST_WITH_DYNAMO=1 python test/distributions/test_distributions.py TestFunctors.test_cat_transform_non_uniform

This message can be suppressed by setting PYTORCH_PRINT_REPRO_ON_FAILURE=0
RAW_BUFFERClick to expand / collapse

Platforms: dynamo

This test was disabled because it is failing in CI. See recent examples and the most recent trunk workflow logs.

Over the past 6 hours, it has been determined flaky in 3 workflow(s) with 3 failures and 3 successes.

Debugging instructions (after clicking on the recent samples link): DO NOT ASSUME THINGS ARE OKAY IF THE CI IS GREEN. We now shield flaky tests from developers so CI will thus be green but it will be harder to parse the logs. To find relevant log snippets:

  1. Click on the workflow logs linked above
  2. Click on the Test step of the job so that it is expanded. Otherwise, the grepping will not work.
  3. Grep for test_cat_transform_non_uniform
  4. There should be several instances run (as flaky tests are rerun in CI) from which you can study the logs.
<details><summary>Sample error message</summary>
Traceback (most recent call last):
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 58, in testPartExecutor
    yield
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 669, in run
    self._callTestMethod(testMethod)
    ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/unittest/case.py", line 615, in _callTestMethod
    result = method()
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/testing/_internal/common_utils.py", line 3532, in wrapper
    method(*args, **kwargs)
    ~~~~~~^^^^^^^^^^^^^^^^^
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6687, in test_cat_transform_non_uniform
    self.assertEqual(expected_dom_check, actual_dom_check)
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6690, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6687
    self.assertEqual(expected, actual)
  File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6703, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6690
    self.assertEqual(actual_cod_check, expected_cod_check)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2506, in __call__
    result = self._torchdynamo_orig_backend(
        frame, cache_entry, self.hooks, frame_state, skip=1
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2217, in __call__
    result = self._inner_convert(
        frame, cache_entry, hooks, frame_state, skip=skip + 1
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 772, in __call__
    result = _compile(
        frame.f_code,
    ...<18 lines>...
        convert_frame_box=self._box,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 2001, in _compile
    guarded_code, tracer_output = compile_inner(code, one_graph, hooks)
                                  ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_utils_internal.py", line 96, in wrapper_function
    return function(*args, **kwargs)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1611, in compile_inner
    result = _compile_inner(code, one_graph, hooks)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1670, in _compile_inner
    dynamo_output = compile_frame(
        code,
    ...<11 lines>...
        package=package,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1516, in compile_frame
    bytecode, tracer_output = transform_code_object(code, transform)
                              ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/bytecode_transformation.py", line 1626, in transform_code_object
    tracer_output = transformations(instructions, code_options)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 1488, in transform
    tracer_output = trace_frame(
        code,
    ...<14 lines>...
        package=package,
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 367, in _fn
    return fn(*args, **kwargs)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 949, in trace_frame
    run_tracer()
    ~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/convert_frame.py", line 930, in run_tracer
    tracer.run()
    ~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function
    return self.call_method(tx, "__call__", args, kwargs)  # type: ignore[arg-type]
           ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method
    ).call_function(tx, args, kwargs)  # type: ignore[arg-type]
      ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2200, in call_function
    return self.call_method(tx, "__call__", args, kwargs)  # type: ignore[arg-type]
           ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 1929, in call_method
    ).call_function(tx, args, kwargs)  # type: ignore[arg-type]
      ~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1013, in wrapper
    return inner_fn(self, inst)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4186, in CALL
    self._call(inst)
    ~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4177, in _call
    self.call_function(fn, args, kwargs)
    ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1377, in call_function
    self.push(fn.call_function(self, args, kwargs))  # type: ignore[arg-type]
              ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 1672, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2934, in LOAD_ATTR
    self.LOAD_METHOD(inst)
    ~~~~~~~~~~~~~~~~^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2900, in LOAD_METHOD
    self._load_attr(inst.argval)
    ~~~~~~~~~~~~~~~^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 2923, in _load_attr
    result = VariableTracker.build(self, getattr).call_function(
        self,  # type: ignore[arg-type]
        [obj, VariableTracker.build(self, attr)],
        {},
    )
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3263, in call_function
    return self._call_getattr(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/builtin.py", line 3411, in _call_getattr
    return obj.var_getattr(tx, name)
           ~~~~~~~~~~~~~~~^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2565, in var_getattr
    return self.generic_getattr(tx, name)
           ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2460, in generic_getattr
    return self.resolve_data_descriptor(tx, name, type_attr, source)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/user_defined.py", line 2584, in resolve_data_descriptor
    return fget_vt.call_function(tx, [self], {})
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 813, in call_function
    return super().call_function(tx, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/variables/functions.py", line 492, in call_function
    return tx.inline_user_function_return(self, [*self.self_args(), *args], kwargs)  # type: ignore[attr-defined]
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1404, in inline_user_function_return
    return InliningInstructionTranslator.inline_call(self, fn, args, kwargs)
           ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5279, in inline_call
    return tracer.inline_call_()
           ~~~~~~~~~~~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 5500, in inline_call_
    self.run()
    ~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1809, in run
    while self.step():
          ~~~~~~~~~^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1476, in step
    self.dispatch_table[inst.opcode](self, inst)
    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 1007, in wrapper
    speculation = self.speculate()
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 4586, in speculate
    return self.speculation_log.next(
           ~~~~~~~~~~~~~~~~~~~~~~~~~^
        self.f_code.co_filename,
        ^^^^^^^^^^^^^^^^^^^^^^^^
    ...<2 lines>...
        self.instructions[self.instruction_pointer - 1],
        ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
    )
    ^
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/_dynamo/symbolic_convert.py", line 325, in next
                raise SpeculationLogDivergence(
    ...<18 lines>...
                )
torch._dynamo.symbolic_convert.SpeculationLogDivergence: 
SpeculationLog diverged at index 84 (log had 253 entries):
- Expected: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:1163 (CALL at ip=91)
- Actual: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:366 (CALL at ip=22)
Previous instruction: /opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py:364(CALL @ 11)

There are two usual reasons why this may have occurred:
- When Dynamo analysis restarted, the second run took a different path than
  the first.  If this occurred, the previous instruction is the critical instruction that
  behaved differently.
- Speculation entries are only added under certain conditions (as seen in
  step()), e.g., there must exist operators in the graph; those conditions may
  have changed on restart.

If this divergence was intentional, clear the speculation log before restarting (do NOT
do this for graph breaks, you will infinite loop).

Otherwise, please submit a bug report, ideally including the contents of TORCH_LOGS=+dynamo


from user code:
   File "/__w/pytorch/pytorch/test/distributions/test_distributions.py", line 6704, in torch_dynamo_resume_in_test_cat_transform_non_uniform_at_6703
    actual_inv = t.inv(y)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 275, in __call__
    return self._inv._inv_call(x)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 173, in _inv_call
    return self._inverse(y)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 1163, in _inverse
    xslices.append(trans.inv(yslice))
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 275, in __call__
    return self._inv._inv_call(x)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 173, in _inv_call
    return self._inverse(y)
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 1163, in _inverse
    xslices.append(trans.inv(yslice))
  File "/opt/conda/envs/py_3.14/lib/python3.14/site-packages/torch/distributions/transforms.py", line 366, in inv
    inv = ComposeTransform([p.inv for p in reversed(self.parts)])

Set TORCHDYNAMO_VERBOSE=1 for the internal stack trace (please do this especially if you're reporting a bug to PyTorch). For even more developer context, set TORCH_LOGS="+dynamo"


To execute this test, run the following from the base repo dir:
    PYTORCH_TEST_WITH_DYNAMO=1 python test/distributions/test_distributions.py TestFunctors.test_cat_transform_non_uniform

This message can be suppressed by setting PYTORCH_PRINT_REPRO_ON_FAILURE=0
</details>

Test file path: distributions/test_distributions.py

For all disabled tests (by GitHub issue), see https://hud.pytorch.org/disabled.

cc @fritzo @neerajprad @alicanb @nikitaved @chauhang @penguinwu

extent analysis

TL;DR

The test test_cat_transform_non_uniform is failing due to a SpeculationLogDivergence error in Torch Dynamo, indicating a divergence in the speculation log.

Guidance

  • The error message suggests that the speculation log diverged at index 84, with the expected and actual instructions differing.
  • To debug this issue, set TORCHDYNAMO_VERBOSE=1 to get the internal stack trace and TORCH_LOGS="+dynamo" for more developer context.
  • Run the test with PYTORCH_TEST_WITH_DYNAMO=1 python test/distributions/test_distributions.py TestFunctors.test_cat_transform_non_uniform to reproduce the error.
  • Check the speculation log and the instructions at the divergence point to understand the cause of the error.

Example

No specific code example is provided, as the issue is related to the Torch Dynamo speculation log and requires debugging the test case.

Notes

  • The error message provides two possible reasons for the divergence: the second run of Dynamo analysis taking a different path than the first, or speculation entries being added under certain conditions that changed on restart.
  • To fix the issue, it may be necessary to clear the speculation log before restarting or to submit a bug report with the contents of TORCH_LOGS=+dynamo.

Recommendation

Apply workaround by setting TORCHDYNAMO_VERBOSE=1 and TORCH_LOGS="+dynamo" to gather more information about the error and debug the test case.

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