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torch/ao `python test/integration/test_integration.py -k test_int8_weight_only_quant_subclass_api` fail #132470

Closed yanbing-j closed 1 week ago

yanbing-j commented 1 month ago

🐛 Describe the bug

torch/ao fails in https://github.com/pytorch/pytorch/commit/f44446e851, which reproducer is python test/integration/test_integration.py -k test_int8_weight_only_quant_subclass_api. Even with https://github.com/pytorch/pytorch/tree/gh/anijain2305/467/head, this error still exists.

Test Plan: python test/integration/test_integration.py -k test_int8_weight_only_quant_subclass_api python test/integration/test_integration.py -k test_int8_weight_only_quant_with_freeze python test/integration/test_integration.py -k test_int4_weight_only_quant_subclass_api

ERROR: test_int8_weight_only_quant_subclass_api_2_cpu (__main__.TestSubclass.test_int8_weight_only_quant_subclass_api_2_cpu)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/parameterized/parameterized.py", line 620, in standalone_func
    return func(*(a + p.args), **p.kwargs, **kw)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 812, in test_int8_weight_only_quant_subclass_api
    self._test_lin_weight_subclass_api_impl(
  File "/home/yanbingj/project/pytorch/torch/utils/_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 156, in wrapper
    return test_method(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 794, in _test_lin_weight_subclass_api_impl
    test_comp = mod_qc(x)
                ^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/eval_frame.py", line 464, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/external_utils.py", line 39, in inner
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/container.py", line 250, in forward
    input = module(input)
            ^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/linear.py", line 125, in forward
    return F.linear(input, self.weight, self.bias)
                           ^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/utils/parametrize.py", line 407, in get_parametrized
    return parametrization()
           ^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/utils/parametrize.py", line 303, in forward
    x = self[0](*originals)
        ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/utils.py", line 221, in forward
    rebuilt = tp.__tensor_unflatten__(inner_tensors, meta, None, None)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/dtypes/affine_quantized_tensor.py", line 407, in __tensor_unflatten__
    @classmethod
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 1209, in __call__
    return self._torchdynamo_orig_callable(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 1012, in __call__
    result = self._inner_convert(
             ^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 513, in __call__
    return _compile(
           ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/contextlib.py", line 81, in inner
    return func(*args, **kwds)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 910, in _compile
    raise InternalTorchDynamoError(str(e)).with_traceback(
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 883, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/utils.py", line 271, in time_wrapper
    r = func(*args, **kwargs)
        ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_utils_internal.py", line 85, in wrapper_function
    return StrobelightCompileTimeProfiler.profile_compile_time(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_strobelight/compile_time_profiler.py", line 129, in profile_compile_time
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 688, in compile_inner
    out_code = transform_code_object(code, transform)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/bytecode_transformation.py", line 1322, in transform_code_object
    transformations(instructions, code_options)
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 208, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/convert_frame.py", line 630, in transform
    tracer.run()
  File "/home/yanbingj/project/pytorch/torch/_dynamo/symbolic_convert.py", line 2722, in run
    super().run()
  File "/home/yanbingj/project/pytorch/torch/_dynamo/symbolic_convert.py", line 957, in run
    while self.step():
          ^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/symbolic_convert.py", line 869, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/home/yanbingj/project/pytorch/torch/_dynamo/symbolic_convert.py", line 1714, in STORE_ATTR
    if isinstance(obj, NNModuleVariable) and not isinstance(val, ConstantVariable):
       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/variables/base.py", line 110, in __instancecheck__
    instance = instance.realize()
               ^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/variables/lazy.py", line 63, in realize
    self._cache.realize()
  File "/home/yanbingj/project/pytorch/torch/_dynamo/variables/lazy.py", line 29, in realize
    self.vt = VariableBuilder(tx, self.source)(self.value)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/variables/builder.py", line 332, in __call__
    vt = self._wrap(value)
         ^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/variables/builder.py", line 511, in _wrap
    return self.wrap_tensor(value)
           ^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_dynamo/variables/builder.py", line 1417, in wrap_tensor
    self.assert_not_wrapped_by_this_graph(value)
  File "/home/yanbingj/project/pytorch/torch/_dynamo/variables/builder.py", line 1333, in assert_not_wrapped_by_this_graph
    if is_fake(value) and maybe_get_fake_mode(value) is self.tx.fake_mode:
       ^^^^^^^^^^^^^^
  File "/home/yanbingj/project/pytorch/torch/_subclasses/fake_tensor.py", line 175, in is_fake
    attrs, _ = type(x).__tensor_flatten__(x)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/dtypes/affine_quantized_tensor.py", line 405, in __tensor_flatten__
    return ["int_data", "scale", "zero_point"], [self.layout_type]
                                                 ^^^^^^^^^^^^^^^^
torch._dynamo.exc.InternalTorchDynamoError: 'PlainAQTLayout' object has no attribute 'layout_type'

from user code:
   File "/home/yanbingj/project/ao/torchao/dtypes/affine_quantized_tensor.py", line 399, in __init__
    self.int_data = int_data

Set TORCH_LOGS="+dynamo" and TORCHDYNAMO_VERBOSE=1 for more information

You can suppress this exception and fall back to eager by setting:
    import torch._dynamo
    torch._dynamo.config.suppress_errors = True

Versions

$ python collect_env.py Collecting environment information... PyTorch version: 2.5.0a0+git456b0d5 Is debug build: False CUDA used to build PyTorch: None ROCM used to build PyTorch: N/A

OS: Ubuntu 22.04 LTS (x86_64) GCC version: (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0 Clang version: 15.0.0 (git@github.com:llvm/llvm-project.git 4ba6a9c9f65bbc8bd06e3652cb20fd4dfc846137) CMake version: version 3.30.0 Libc version: glibc-2.35

Python version: 3.11.9 | packaged by conda-forge | (main, Apr 19 2024, 18:36:13) [GCC 12.3.0] (64-bit runtime) Python platform: Linux-5.16.0-x86_64-with-glibc2.35 Is CUDA available: False CUDA runtime version: No CUDA CUDA_MODULE_LOADING set to: N/A GPU models and configuration: No CUDA Nvidia driver version: No CUDA cuDNN version: No CUDA HIP runtime version: N/A MIOpen runtime version: N/A Is XNNPACK available: True

CPU: Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Address sizes: 52 bits physical, 57 bits virtual Byte Order: Little Endian CPU(s): 224 On-line CPU(s) list: 0-223 Vendor ID: GenuineIntel Model name: Intel (R) Xeon (R) CPU Max 9480 CPU family: 6 Model: 143 Thread(s) per core: 2 Core(s) per socket: 56 Socket(s): 2 Stepping: 8 CPU max MHz: 3500.0000 CPU min MHz: 800.0000 BogoMIPS: 3800.00 Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush dts acpi mmx fxsr sse sse2 ss ht tm pbe syscall nx pdpe1gb rdtscp lm constant_tsc art arch_perfmon pebs bts rep_good nopl xtopology nonstop_tsc cpuid aperfmperf tsc_known_freq pni pclmulqdq dtes64 monitor ds_cpl vmx smx est tm2 ssse3 sdbg fma cx16 xtpr pdcm pcid dca sse4_1 sse4_2 x2apic movbe popcnt tsc_deadline_timer aes xsave avx f16c rdrand lahf_lm abm 3dnowprefetch cpuid_fault epb cat_l3 cat_l2 cdp_l3 invpcid_single intel_ppin cdp_l2 ssbd mba ibrs ibpb stibp ibrs_enhanced tpr_shadow vnmi flexpriority ept vpid ept_ad fsgsbase tsc_adjust bmi1 avx2 smep bmi2 erms invpcid cqm rdt_a avx512f avx512dq rdseed adx smap avx512ifma clflushopt clwb intel_pt avx512cd sha_ni avx512bw avx512vl xsaveopt xsavec xgetbv1 xsaves cqm_llc cqm_occup_llc cqm_mbm_total cqm_mbm_local split_lock_detect avx_vnni avx512_bf16 wbnoinvd dtherm ida arat pln pts hwp hwp_act_window hwp_epp hwp_pkg_req avx512vbmi umip pku ospke waitpkg avx512_vbmi2 gfni vaes vpclmulqdq avx512_vnni avx512_bitalg tme avx512_vpopcntdq la57 rdpid bus_lock_detect cldemote movdiri movdir64b enqcmd fsrm md_clear serialize tsxldtrk pconfig arch_lbr avx512_fp16 amx_tile flush_l1d arch_capabilities Virtualization: VT-x L1d cache: 5.3 MiB (112 instances) L1i cache: 3.5 MiB (112 instances) L2 cache: 224 MiB (112 instances) L3 cache: 225 MiB (2 instances) NUMA node(s): 2 NUMA node0 CPU(s): 0-55,112-167 NUMA node1 CPU(s): 56-111,168-223 Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1: Mitigation; usercopy/swapgs barriers and __user pointer sanitization Vulnerability Spectre v2: Mitigation; Enhanced IBRS, IBPB conditional, RSB filling Vulnerability Srbds: Not affected Vulnerability Tsx async abort: Not affected

Versions of relevant libraries: [pip3] flake8==7.1.0 [pip3] numpy==1.26.4 [pip3] optree==0.12.1 [pip3] pytorch-labs-segment-anything-fast==0.2 [pip3] torch==2.5.0a0+git3a355c1 [pip3] torchao==0.3.1+git013cce3 [pip3] torchvision==0.20.0a0+c2619ba [pip3] torchvision==0.20.0a0+c2619ba [pip3] triton-nightly==3.0.0.post20240716052845 [conda] mkl-include 2024.2.0 ha957f24_665 conda-forge [conda] mkl-static 2024.2.0 ha770c72_665 conda-forge [conda] numpy 1.26.4 pypi_0 pypi [conda] optree 0.12.1 pypi_0 pypi [conda] pytorch-labs-segment-anything-fast 0.2 dev_0 [conda] torch 2.5.0a0+git3a355c1 dev_0 [conda] torchao 0.3.1+git013cce3 dev_0 [conda] torchvision 0.20.0a0+c2619ba pypi_0 pypi [conda] triton-nightly 3.0.0.post20240716052845 pypi_0 pypi

cc @ezyang @chauhang @penguinwu

leslie-fang-intel commented 1 month ago

Hi @yanbing-j, we also need to add the UT to guard this use case.

leslie-fang-intel commented 1 month ago

since it's a TorchAO UT failure, cc @jerryzh168

yanbing-j commented 1 month ago

cc @msaroufim

anijain2305 commented 1 month ago

This is known and @jerryzh168 is working on a fix. cc @bdhirsh same problem as we saw ealier with inlining triggering tracing of parameterization code.

yanbing-j commented 1 month ago

I re-test on torch 2.5.0.dev20240821+cpu and torchao 0.4.0+git99644e9. Some tests in test_int8_weight_only_quant_subclass_api and test_int4_weight_only_quant_subclass_api are skipped, and test_int8_weight_only_quant_with_freeze still fails with a different error.

@anijain2305 @jerryzh168 Any update of this issue?

$ python test/integration/test_integration.py -k test_int8_weight_only_quant_subclass_api
...sss
----------------------------------------------------------------------
Ran 6 tests in 18.891s

OK (skipped=3)
$ python test/integration/test_integration.py -k test_int4_weight_only_quant_subclass_api
ss.sssss.sss
----------------------------------------------------------------------
Ran 12 tests in 12.847s

OK (skipped=10)
ERROR: test_int8_weight_only_quant_with_freeze_0_cpu (__main__.TestSubclass.test_int8_weight_only_quant_with_freeze_0_cpu)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1446, in _call_user_compiler
    compiled_fn = compiler_fn(gm, self.example_inputs())
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/repro/after_dynamo.py", line 129, in __call__
    compiled_gm = compiler_fn(gm, example_inputs)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/__init__.py", line 2239, in __call__
    return compile_fx(model_, inputs_, config_patches=self.config)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1251, in compile_fx
    return compile_fx(
           ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1519, in compile_fx
    return aot_autograd(
           ^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/backends/common.py", line 72, in __call__
    cg = aot_module_simplified(gm, example_inputs, **self.kwargs)
         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1071, in aot_module_simplified
    compiled_fn = dispatch_and_compile()
                  ^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1056, in dispatch_and_compile
    compiled_fn, _ = create_aot_dispatcher_function(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 522, in create_aot_dispatcher_function
    return _create_aot_dispatcher_function(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 759, in _create_aot_dispatcher_function
    compiled_fn, fw_metadata = compiler_fn(
                               ^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/_aot_autograd/jit_compile_runtime_wrappers.py", line 179, in aot_dispatch_base
    compiled_fw = compiler(fw_module, updated_flat_args)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1181, in fw_compiler_freezing
    opt_model, preserved_arg_indices = freeze(
                                       ^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/freezing.py", line 109, in freeze
    freezing_passes(aot_autograd_gm, aot_example_inputs)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/fx_passes/freezing_patterns.py", line 48, in freezing_passes
    fake_tensor_prop(gm, aot_example_inputs, True)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 411, in fake_tensor_prop
    FakeTensorProp(gm, mode=fake_mode).propagate_dont_convert_inputs(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 70, in propagate_dont_convert_inputs
    return super().run(*args)
           ^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 147, in run
    self.env[node] = self.run_node(node)
                     ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 38, in run_node
    result = super().run_node(n)
             ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 204, in run_node
    return getattr(self, n.op)(n.target, args, kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 276, in call_function
    return target(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 713, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/dtypes/utils.py", line 57, in _dispatch__torch_function__
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 713, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/dtypes/utils.py", line 71, in _dispatch__torch_dispatch__
    raise NotImplementedError(f"{cls.__name__} dispatch: attempting to run unimplemented operator/function: {func}")
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 39, in inner
    return fn(*args, **kwargs)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/parameterized/parameterized.py", line 620, in standalone_func
    return func(*(a + p.args), **p.kwargs, **kw)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/contextlib.py", line 81, in inner
    return func(*args, **kwds)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 829, in test_int8_weight_only_quant_with_freeze
    self._test_lin_weight_subclass_api_impl(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 160, in wrapper
    return test_method(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 803, in _test_lin_weight_subclass_api_impl
    test_comp = mod_qc(x)
                ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/eval_frame.py", line 469, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1238, in __call__
    return self._torchdynamo_orig_callable(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1039, in __call__
    result = self._inner_convert(
             ^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 514, in __call__
    return _compile(
           ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 902, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 653, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_utils_internal.py", line 87, in wrapper_function
    return function(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 686, in _compile_inner
    out_code = transform_code_object(code, transform)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/bytecode_transformation.py", line 1322, in transform_code_object
    transformations(instructions, code_options)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 208, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 622, in transform
    tracer.run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2780, in run
    super().run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 979, in run
    while self.step():
          ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 891, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2971, in RETURN_VALUE
    self._return(inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2956, in _return
    self.output.compile_subgraph(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1117, in compile_subgraph
    self.compile_and_call_fx_graph(tx, list(reversed(stack_values)), root)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1369, in compile_and_call_fx_graph
    compiled_fn = self.call_user_compiler(gm)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1416, in call_user_compiler
    return self._call_user_compiler(gm)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1465, in _call_user_compiler
    raise BackendCompilerFailed(self.compiler_fn, e) from e
torch._dynamo.exc.BackendCompilerFailed: backend='inductor' raised:
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 39, in inner
    return fn(*args, **kwargs)

Set TORCH_LOGS="+dynamo" and TORCHDYNAMO_VERBOSE=1 for more information

You can suppress this exception and fall back to eager by setting:
    import torch._dynamo
    torch._dynamo.config.suppress_errors = True
anijain2305 commented 3 weeks ago

cc @jerryzh168 Is there an update on the removal of parameterization code?

jerryzh168 commented 1 week ago

I thought these are already fixed? the test https://github.com/pytorch/ao/blob/e1039abac7f429a8d7f489d047d9b34d6ac6afe2/test/integration/test_integration.py#L828 is enabled

yanbing-j commented 1 week ago

Hi @jerryzh168,

I verify in torch 2.5.0.dev20240908+cpu and torchao 0.6.0+git3e9746cf (current ao main branch), it still get failures.

(optest) yanbingj@a4bf01945ee1:~/project/ao$ python test/integration/test_integration.py -k test_int8_weight_only_quant_subclass_api
.FFsss
======================================================================
FAIL: test_int8_weight_only_quant_subclass_api_1_cpu (__main__.TestSubclass.test_int8_weight_only_quant_subclass_api_1_cpu)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/parameterized/parameterized.py", line 620, in standalone_func
    return func(*(a + p.args), **p.kwargs, **kw)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 821, in test_int8_weight_only_quant_subclass_api
    self._test_lin_weight_subclass_api_impl(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 160, in wrapper
    return test_method(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 804, in _test_lin_weight_subclass_api_impl
    self.assertGreater(
AssertionError: tensor(2.3359, dtype=torch.float16) not greater than 40 : _int8wo_api failed when compiled with dtype=torch.float16, (m, k, n)=(32, 64, 32)

======================================================================
FAIL: test_int8_weight_only_quant_subclass_api_2_cpu (__main__.TestSubclass.test_int8_weight_only_quant_subclass_api_2_cpu)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/parameterized/parameterized.py", line 620, in standalone_func
    return func(*(a + p.args), **p.kwargs, **kw)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 821, in test_int8_weight_only_quant_subclass_api
    self._test_lin_weight_subclass_api_impl(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 160, in wrapper
    return test_method(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 804, in _test_lin_weight_subclass_api_impl
    self.assertGreater(
AssertionError: tensor(2.1562, dtype=torch.bfloat16) not greater than 40 : _int8wo_api failed when compiled with dtype=torch.bfloat16, (m, k, n)=(32, 64, 32)

----------------------------------------------------------------------
Ran 6 tests in 8.907s

FAILED (failures=2, skipped=3)
(optest) yanbingj@a4bf01945ee1:~/project/ao$ python test/integration/test_integration.py -k test_int4_weight_only_quant_subclass_api
ss.sssss.sss
----------------------------------------------------------------------
Ran 12 tests in 8.008s

OK (skipped=10)
(optest) yanbingj@a4bf01945ee1:~/project/ao$ python test/integration/test_integration.py -k test_int8_weight_only_quant_with_freeze
EEEsss
======================================================================
ERROR: test_int8_weight_only_quant_with_freeze_0_cpu (__main__.TestSubclass.test_int8_weight_only_quant_with_freeze_0_cpu)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1446, in _call_user_compiler
    compiled_fn = compiler_fn(gm, self.example_inputs())
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/repro/after_dynamo.py", line 129, in __call__
    compiled_gm = compiler_fn(gm, example_inputs)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/__init__.py", line 2235, in __call__
    return compile_fx(model_, inputs_, config_patches=self.config)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1253, in compile_fx
    return compile_fx(
           ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1521, in compile_fx
    return aot_autograd(
           ^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/backends/common.py", line 72, in __call__
    cg = aot_module_simplified(gm, example_inputs, **self.kwargs)
         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1071, in aot_module_simplified
    compiled_fn = dispatch_and_compile()
                  ^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1056, in dispatch_and_compile
    compiled_fn, _ = create_aot_dispatcher_function(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 522, in create_aot_dispatcher_function
    return _create_aot_dispatcher_function(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 759, in _create_aot_dispatcher_function
    compiled_fn, fw_metadata = compiler_fn(
                               ^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/_aot_autograd/jit_compile_runtime_wrappers.py", line 179, in aot_dispatch_base
    compiled_fw = compiler(fw_module, updated_flat_args)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1183, in fw_compiler_freezing
    opt_model, preserved_arg_indices = freeze(
                                       ^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/freezing.py", line 109, in freeze
    freezing_passes(aot_autograd_gm, aot_example_inputs)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/fx_passes/freezing_patterns.py", line 48, in freezing_passes
    fake_tensor_prop(gm, aot_example_inputs, True)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 413, in fake_tensor_prop
    FakeTensorProp(gm, mode=fake_mode).propagate_dont_convert_inputs(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 70, in propagate_dont_convert_inputs
    return super().run(*args)
           ^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 146, in run
    self.env[node] = self.run_node(node)
                     ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 38, in run_node
    result = super().run_node(n)
             ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 203, in run_node
    return getattr(self, n.op)(n.target, args, kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 275, in call_function
    return target(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 716, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/utils.py", line 375, in _dispatch__torch_function__
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 716, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/utils.py", line 389, in _dispatch__torch_dispatch__
    raise NotImplementedError(f"{cls.__name__} dispatch: attempting to run unimplemented operator/function: {func}")
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 40, in inner
    return fn(*args, **kwargs)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/parameterized/parameterized.py", line 620, in standalone_func
    return func(*(a + p.args), **p.kwargs, **kw)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/contextlib.py", line 81, in inner
    return func(*args, **kwds)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 829, in test_int8_weight_only_quant_with_freeze
    self._test_lin_weight_subclass_api_impl(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 160, in wrapper
    return test_method(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 803, in _test_lin_weight_subclass_api_impl
    test_comp = mod_qc(x)
                ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/eval_frame.py", line 465, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1269, in __call__
    return self._torchdynamo_orig_callable(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1064, in __call__
    result = self._inner_convert(
             ^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 526, in __call__
    return _compile(
           ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 924, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 666, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_utils_internal.py", line 87, in wrapper_function
    return function(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 699, in _compile_inner
    out_code = transform_code_object(code, transform)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/bytecode_transformation.py", line 1322, in transform_code_object
    transformations(instructions, code_options)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 219, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 634, in transform
    tracer.run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2796, in run
    super().run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 983, in run
    while self.step():
          ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 895, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2987, in RETURN_VALUE
    self._return(inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2972, in _return
    self.output.compile_subgraph(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1117, in compile_subgraph
    self.compile_and_call_fx_graph(tx, list(reversed(stack_values)), root)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1369, in compile_and_call_fx_graph
    compiled_fn = self.call_user_compiler(gm)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1416, in call_user_compiler
    return self._call_user_compiler(gm)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1465, in _call_user_compiler
    raise BackendCompilerFailed(self.compiler_fn, e) from e
torch._dynamo.exc.BackendCompilerFailed: backend='inductor' raised:
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 40, in inner
    return fn(*args, **kwargs)

Set TORCH_LOGS="+dynamo" and TORCHDYNAMO_VERBOSE=1 for more information

You can suppress this exception and fall back to eager by setting:
    import torch._dynamo
    torch._dynamo.config.suppress_errors = True

======================================================================
ERROR: test_int8_weight_only_quant_with_freeze_1_cpu (__main__.TestSubclass.test_int8_weight_only_quant_with_freeze_1_cpu)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1446, in _call_user_compiler
    compiled_fn = compiler_fn(gm, self.example_inputs())
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/repro/after_dynamo.py", line 129, in __call__
    compiled_gm = compiler_fn(gm, example_inputs)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/__init__.py", line 2235, in __call__
    return compile_fx(model_, inputs_, config_patches=self.config)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1253, in compile_fx
    return compile_fx(
           ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1521, in compile_fx
    return aot_autograd(
           ^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/backends/common.py", line 72, in __call__
    cg = aot_module_simplified(gm, example_inputs, **self.kwargs)
         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1071, in aot_module_simplified
    compiled_fn = dispatch_and_compile()
                  ^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1056, in dispatch_and_compile
    compiled_fn, _ = create_aot_dispatcher_function(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 522, in create_aot_dispatcher_function
    return _create_aot_dispatcher_function(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 759, in _create_aot_dispatcher_function
    compiled_fn, fw_metadata = compiler_fn(
                               ^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/_aot_autograd/jit_compile_runtime_wrappers.py", line 179, in aot_dispatch_base
    compiled_fw = compiler(fw_module, updated_flat_args)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1183, in fw_compiler_freezing
    opt_model, preserved_arg_indices = freeze(
                                       ^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/freezing.py", line 109, in freeze
    freezing_passes(aot_autograd_gm, aot_example_inputs)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/fx_passes/freezing_patterns.py", line 48, in freezing_passes
    fake_tensor_prop(gm, aot_example_inputs, True)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 413, in fake_tensor_prop
    FakeTensorProp(gm, mode=fake_mode).propagate_dont_convert_inputs(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 70, in propagate_dont_convert_inputs
    return super().run(*args)
           ^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 146, in run
    self.env[node] = self.run_node(node)
                     ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 38, in run_node
    result = super().run_node(n)
             ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 203, in run_node
    return getattr(self, n.op)(n.target, args, kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 275, in call_function
    return target(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 716, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/utils.py", line 375, in _dispatch__torch_function__
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 716, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/utils.py", line 389, in _dispatch__torch_dispatch__
    raise NotImplementedError(f"{cls.__name__} dispatch: attempting to run unimplemented operator/function: {func}")
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 40, in inner
    return fn(*args, **kwargs)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/parameterized/parameterized.py", line 620, in standalone_func
    return func(*(a + p.args), **p.kwargs, **kw)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/contextlib.py", line 81, in inner
    return func(*args, **kwds)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 829, in test_int8_weight_only_quant_with_freeze
    self._test_lin_weight_subclass_api_impl(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 160, in wrapper
    return test_method(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 803, in _test_lin_weight_subclass_api_impl
    test_comp = mod_qc(x)
                ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/eval_frame.py", line 465, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1269, in __call__
    return self._torchdynamo_orig_callable(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1064, in __call__
    result = self._inner_convert(
             ^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 526, in __call__
    return _compile(
           ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 924, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 666, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_utils_internal.py", line 87, in wrapper_function
    return function(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 699, in _compile_inner
    out_code = transform_code_object(code, transform)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/bytecode_transformation.py", line 1322, in transform_code_object
    transformations(instructions, code_options)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 219, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 634, in transform
    tracer.run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2796, in run
    super().run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 983, in run
    while self.step():
          ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 895, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2987, in RETURN_VALUE
    self._return(inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2972, in _return
    self.output.compile_subgraph(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1117, in compile_subgraph
    self.compile_and_call_fx_graph(tx, list(reversed(stack_values)), root)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1369, in compile_and_call_fx_graph
    compiled_fn = self.call_user_compiler(gm)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1416, in call_user_compiler
    return self._call_user_compiler(gm)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1465, in _call_user_compiler
    raise BackendCompilerFailed(self.compiler_fn, e) from e
torch._dynamo.exc.BackendCompilerFailed: backend='inductor' raised:
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 40, in inner
    return fn(*args, **kwargs)

Set TORCH_LOGS="+dynamo" and TORCHDYNAMO_VERBOSE=1 for more information

You can suppress this exception and fall back to eager by setting:
    import torch._dynamo
    torch._dynamo.config.suppress_errors = True

======================================================================
ERROR: test_int8_weight_only_quant_with_freeze_2_cpu (__main__.TestSubclass.test_int8_weight_only_quant_with_freeze_2_cpu)
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1446, in _call_user_compiler
    compiled_fn = compiler_fn(gm, self.example_inputs())
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/repro/after_dynamo.py", line 129, in __call__
    compiled_gm = compiler_fn(gm, example_inputs)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/__init__.py", line 2235, in __call__
    return compile_fx(model_, inputs_, config_patches=self.config)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1253, in compile_fx
    return compile_fx(
           ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1521, in compile_fx
    return aot_autograd(
           ^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/backends/common.py", line 72, in __call__
    cg = aot_module_simplified(gm, example_inputs, **self.kwargs)
         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1071, in aot_module_simplified
    compiled_fn = dispatch_and_compile()
                  ^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 1056, in dispatch_and_compile
    compiled_fn, _ = create_aot_dispatcher_function(
                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 522, in create_aot_dispatcher_function
    return _create_aot_dispatcher_function(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/aot_autograd.py", line 759, in _create_aot_dispatcher_function
    compiled_fn, fw_metadata = compiler_fn(
                               ^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_functorch/_aot_autograd/jit_compile_runtime_wrappers.py", line 179, in aot_dispatch_base
    compiled_fw = compiler(fw_module, updated_flat_args)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 1183, in fw_compiler_freezing
    opt_model, preserved_arg_indices = freeze(
                                       ^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/freezing.py", line 109, in freeze
    freezing_passes(aot_autograd_gm, aot_example_inputs)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/fx_passes/freezing_patterns.py", line 48, in freezing_passes
    fake_tensor_prop(gm, aot_example_inputs, True)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_inductor/compile_fx.py", line 413, in fake_tensor_prop
    FakeTensorProp(gm, mode=fake_mode).propagate_dont_convert_inputs(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 70, in propagate_dont_convert_inputs
    return super().run(*args)
           ^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 146, in run
    self.env[node] = self.run_node(node)
                     ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/passes/fake_tensor_prop.py", line 38, in run_node
    result = super().run_node(n)
             ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 203, in run_node
    return getattr(self, n.op)(n.target, args, kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/fx/interpreter.py", line 275, in call_function
    return target(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 716, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/utils.py", line 375, in _dispatch__torch_function__
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_ops.py", line 716, in __call__
    return self._op(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/torchao/utils.py", line 389, in _dispatch__torch_dispatch__
    raise NotImplementedError(f"{cls.__name__} dispatch: attempting to run unimplemented operator/function: {func}")
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 40, in inner
    return fn(*args, **kwargs)

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/parameterized/parameterized.py", line 620, in standalone_func
    return func(*(a + p.args), **p.kwargs, **kw)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/contextlib.py", line 81, in inner
    return func(*args, **kwds)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 829, in test_int8_weight_only_quant_with_freeze
    self._test_lin_weight_subclass_api_impl(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 116, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 160, in wrapper
    return test_method(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/project/ao/test/integration/test_integration.py", line 803, in _test_lin_weight_subclass_api_impl
    test_comp = mod_qc(x)
                ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1736, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1747, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/eval_frame.py", line 465, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1269, in __call__
    return self._torchdynamo_orig_callable(
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 1064, in __call__
    result = self._inner_convert(
             ^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 526, in __call__
    return _compile(
           ^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 924, in _compile
    guarded_code = compile_inner(code, one_graph, hooks, transform)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 666, in compile_inner
    return _compile_inner(code, one_graph, hooks, transform)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_utils_internal.py", line 87, in wrapper_function
    return function(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 699, in _compile_inner
    out_code = transform_code_object(code, transform)
               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/bytecode_transformation.py", line 1322, in transform_code_object
    transformations(instructions, code_options)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 219, in _fn
    return fn(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/convert_frame.py", line 634, in transform
    tracer.run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2796, in run
    super().run()
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 983, in run
    while self.step():
          ^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 895, in step
    self.dispatch_table[inst.opcode](self, inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2987, in RETURN_VALUE
    self._return(inst)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/symbolic_convert.py", line 2972, in _return
    self.output.compile_subgraph(
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1117, in compile_subgraph
    self.compile_and_call_fx_graph(tx, list(reversed(stack_values)), root)
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1369, in compile_and_call_fx_graph
    compiled_fn = self.call_user_compiler(gm)
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1416, in call_user_compiler
    return self._call_user_compiler(gm)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/output_graph.py", line 1465, in _call_user_compiler
    raise BackendCompilerFailed(self.compiler_fn, e) from e
torch._dynamo.exc.BackendCompilerFailed: backend='inductor' raised:
NotImplementedError: AffineQuantizedTensor dispatch: attempting to run unimplemented operator/function: aten.permute.default

While executing %permute : [num_users=1] = call_function[target=torch.ops.aten.permute.default](args = (%_frozen_param0, [1, 0]), kwargs = {})
Original traceback:
  File "/home/yanbingj/miniforge3/envs/optest/lib/python3.11/site-packages/torch/_dynamo/external_utils.py", line 40, in inner
    return fn(*args, **kwargs)

Set TORCH_LOGS="+dynamo" and TORCHDYNAMO_VERBOSE=1 for more information

You can suppress this exception and fall back to eager by setting:
    import torch._dynamo
    torch._dynamo.config.suppress_errors = True

----------------------------------------------------------------------
Ran 6 tests in 1.271s

FAILED (errors=3, skipped=3)
(optest) yanbingj@a4bf01945ee1:~/project/ao$
yanbing-j commented 1 week ago

The error of 'PlainAQTLayout' object has no attribute 'layout_type' is fixed.

However, it stll gets failures, will track in https://github.com/pytorch/ao/issues/890 and https://github.com/pytorch/pytorch/issues/135831.