pytorch/test/test_quantization.py
Zafar Takhirov 9cc44aad21 [quant] AO migration of the quantize.py (resubmission) (#64445)
Summary:
Pull Request resolved: https://github.com/pytorch/pytorch/pull/64445

AO Team is migrating the existing torch.quantization into torch.ao.quantization. We are doing it one file at a time to make sure that the internal callsites are updated properly.
This migrates the quantize.py from torch.quantization to torch.ao.quantization.
At this point both locations will be supported. Eventually the torch.quantization will be deprecated.

Test Plan: `buck test mode/dev //caffe2/test:quantization`

Reviewed By: HDCharles

Differential Revision: D30734870

fbshipit-source-id: dc204f3cc46bff2cc81c95159eab9d333b43bb4b
2021-09-08 04:58:47 -07:00

109 lines
5.8 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.
from quantization.bc.test_backward_compatibility import TestSerialization # noqa: F401
# 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_quantize import TestAOMigrationQuantizePy # noqa: F401
if __name__ == '__main__':
run_tests()