mirror of
https://github.com/zebrajr/pytorch.git
synced 2025-12-06 12:20:52 +01:00
1d9a6862cd
Summary: Pull Request resolved: https://github.com/pytorch/pytorch/pull/65538 Adds a test which verifies that `prepare_fx` and `convert_fx` work on models created by `torch.package` in the past. In detail: 1. (one time) create a model and save it with torch.package. Also save input, expected output, and names of quantization related get_attrs added by our passes. 2. (every time) load the model from (1), and verify that expected output matches current output, and that get_attr targets did not change. Test Plan: ``` python test/test_quantization.py TestSerialization.test_linear_relu_package_quantization_transforms ``` Imported from OSS Reviewed By: supriyar Differential Revision: D31512939 fbshipit-source-id: 718ad5fb66e09b6b31796ebe0dc698186e9a659f
115 lines
6.0 KiB
Python
115 lines
6.0 KiB
Python
# -*- coding: utf-8 -*-
|
|
|
|
from torch.testing._internal.common_utils import run_tests
|
|
|
|
# Quantization core tests. These include tests for
|
|
# - quantized kernels
|
|
# - quantized functional operators
|
|
# - quantized workflow modules
|
|
# - quantized workflow operators
|
|
# - quantized tensor
|
|
|
|
# 1. Quantized Kernels
|
|
# TODO: merge the different quantized op tests into one test class
|
|
from quantization.core.test_quantized_op import TestQuantizedOps # noqa: F401
|
|
from quantization.core.test_quantized_op import TestQNNPackOps # noqa: F401
|
|
from quantization.core.test_quantized_op import TestQuantizedLinear # noqa: F401
|
|
from quantization.core.test_quantized_op import TestQuantizedConv # noqa: F401
|
|
from quantization.core.test_quantized_op import TestDynamicQuantizedLinear # noqa: F401
|
|
from quantization.core.test_quantized_op import TestComparatorOps # noqa: F401
|
|
from quantization.core.test_quantized_op import TestPadding # noqa: F401
|
|
from quantization.core.test_quantized_op import TestQuantizedEmbeddingOps # noqa: F401
|
|
from quantization.core.test_quantized_op import TestDynamicQuantizedRNNOp # noqa: F401
|
|
# 2. Quantized Functional/Workflow Ops
|
|
from quantization.core.test_quantized_functional import TestQuantizedFunctionalOps # noqa: F401
|
|
from quantization.core.test_workflow_ops import TestFakeQuantizeOps # noqa: F401
|
|
from quantization.core.test_workflow_ops import TestFusedObsFakeQuant # noqa: F401
|
|
# 3. Quantized Tensor
|
|
from quantization.core.test_quantized_tensor import TestQuantizedTensor # noqa: F401
|
|
# 4. Modules
|
|
from quantization.core.test_workflow_module import TestFakeQuantize # noqa: F401
|
|
from quantization.core.test_workflow_module import TestObserver # noqa: F401
|
|
from quantization.core.test_quantized_module import TestStaticQuantizedModule # noqa: F401
|
|
from quantization.core.test_quantized_module import TestDynamicQuantizedModule # noqa: F401
|
|
from quantization.core.test_workflow_module import TestRecordHistogramObserver # noqa: F401
|
|
from quantization.core.test_workflow_module import TestHistogramObserver # noqa: F401
|
|
from quantization.core.test_workflow_module import TestDistributed # noqa: F401
|
|
from quantization.core.test_workflow_module import TestFusedObsFakeQuantModule # noqa: F401
|
|
|
|
|
|
# Eager Mode Workflow. Tests for the functionality of APIs and different features implemented
|
|
# using eager mode.
|
|
|
|
# 1. Eager mode post training quantization
|
|
from quantization.eager.test_quantize_eager_ptq import TestPostTrainingStatic # noqa: F401
|
|
from quantization.eager.test_quantize_eager_ptq import TestPostTrainingDynamic # noqa: F401
|
|
from quantization.eager.test_quantize_eager_ptq import TestEagerModeActivationOps # noqa: F401
|
|
from quantization.eager.test_quantize_eager_ptq import TestFunctionalModule # noqa: F401
|
|
from quantization.eager.test_quantize_eager_ptq import TestQuantizeONNXExport # noqa: F401
|
|
# 2. Eager mode quantization aware training
|
|
from quantization.eager.test_quantize_eager_qat import TestQuantizationAwareTraining # noqa: F401
|
|
from quantization.eager.test_quantize_eager_qat import TestQATActivationOps # noqa: F401
|
|
from quantization.eager.test_quantize_eager_qat import TestConvBNQATModule # noqa: F401
|
|
# 3. Eager mode fusion passes
|
|
from quantization.eager.test_fusion import TestFusion # noqa: F401
|
|
# 4. Testing model numerics between quanitzed and FP32 models
|
|
from quantization.eager.test_model_numerics import TestModelNumericsEager # noqa: F401
|
|
# 5. Tooling: numeric_suite
|
|
from quantization.eager.test_numeric_suite_eager import TestEagerModeNumericSuite # noqa: F401
|
|
# 6. Equalization and Bias Correction
|
|
from quantization.eager.test_equalize_eager import TestEqualizeEager # noqa: F401
|
|
from quantization.eager.test_bias_correction_eager import TestBiasCorrection # noqa: F401
|
|
|
|
|
|
# FX GraphModule Graph Mode Quantization. Tests for the functionality of APIs and different features implemented
|
|
# using fx quantization.
|
|
try:
|
|
from quantization.fx.test_quantize_fx import TestFuseFx # noqa: F401
|
|
from quantization.fx.test_quantize_fx import TestQuantizeFx # noqa: F401
|
|
from quantization.fx.test_quantize_fx import TestQuantizeFxOps # noqa: F401
|
|
from quantization.fx.test_quantize_fx import TestQuantizeFxModels # noqa: F401
|
|
except ImportError:
|
|
# In FBCode we separate FX out into a separate target for the sake of dev
|
|
# velocity. These are covered by a separate test target `quantization_fx`
|
|
pass
|
|
|
|
try:
|
|
from quantization.fx.test_numeric_suite_fx import TestFXGraphMatcher # noqa: F401
|
|
from quantization.fx.test_numeric_suite_fx import TestFXGraphMatcherModels # noqa: F401
|
|
from quantization.fx.test_numeric_suite_fx import TestFXNumericSuiteCoreAPIs # noqa: F401
|
|
from quantization.fx.test_numeric_suite_fx import TestFXNumericSuiteCoreAPIsModels # noqa: F401
|
|
except ImportError:
|
|
pass
|
|
|
|
# Equalization for FX mode
|
|
try:
|
|
from quantization.fx.test_equalize_fx import TestEqualizeFx # noqa: F401
|
|
except ImportError:
|
|
pass
|
|
|
|
# Backward Compatibility. Tests serialization and BC for quantized modules.
|
|
try:
|
|
from quantization.bc.test_backward_compatibility import TestSerialization # noqa: F401
|
|
except ImportError:
|
|
pass
|
|
|
|
# JIT Graph Mode Quantization
|
|
from quantization.jit.test_quantize_jit import TestQuantizeJit # noqa: F401
|
|
from quantization.jit.test_quantize_jit import TestQuantizeJitPasses # noqa: F401
|
|
from quantization.jit.test_quantize_jit import TestQuantizeJitOps # noqa: F401
|
|
from quantization.jit.test_quantize_jit import TestQuantizeDynamicJitPasses # noqa: F401
|
|
from quantization.jit.test_quantize_jit import TestQuantizeDynamicJitOps # noqa: F401
|
|
# Quantization specific fusion passes
|
|
from quantization.jit.test_fusion_passes import TestFusionPasses # noqa: F401
|
|
from quantization.jit.test_deprecated_jit_quant import TestDeprecatedJitQuantized # noqa: F401
|
|
|
|
# AO Migration tests
|
|
from quantization.ao_migration.test_quantization import TestAOMigrationQuantization # noqa: F401
|
|
try:
|
|
from quantization.ao_migration.test_quantization_fx import TestAOMigrationQuantizationFx # noqa: F401
|
|
except ImportError:
|
|
pass
|
|
|
|
if __name__ == '__main__':
|
|
run_tests()
|