├── .github ├── pull_request_template.md └── workflows │ ├── compatibility_keras_tests.yml │ ├── compatibility_torch_tests.yml │ ├── forward_compatibility_keras_tests.yml │ ├── forward_compatibility_torch_tests.yml │ ├── publish_release.yml │ ├── run_comp_test_tf214_v152.yml │ ├── run_comp_test_tf215_v152.yml │ ├── run_comp_test_torch23_v152.yml │ ├── run_comp_test_torch24_v152.yml │ ├── run_comp_test_torch25_v152.yml │ ├── run_comp_test_torch26_v152.yml │ ├── run_forward_comp_test_tf214_v152.yml │ ├── run_forward_comp_test_tf215_v152.yml │ ├── run_forward_comp_test_torch23_v152.yml │ ├── run_forward_comp_test_torch24_v152.yml │ ├── run_forward_comp_test_torch25_v152.yml │ ├── run_forward_comp_test_torch26_v152.yml │ ├── run_keras_tests.yml │ ├── run_pytorch_tests.yml │ ├── run_tests_suite_pip.yml │ ├── run_tests_tf214.yml │ ├── run_tests_tf215.yml │ ├── run_tests_torch2_3.yml │ ├── run_tests_torch2_4.yml │ ├── run_tests_torch2_5.yml │ ├── run_tests_torch2_6.yml │ ├── run_various_python_versions_tf.yml │ └── run_various_python_versions_torch.yml ├── .gitignore ├── LICENSE.md ├── README.md ├── mct_quantizers ├── __init__.py ├── common │ ├── __init__.py │ ├── base_inferable_quantizer.py │ ├── constants.py │ ├── get_all_subclasses.py │ ├── get_quantizers.py │ ├── metadata.py │ ├── quant_info.py │ └── quant_utils.py ├── keras │ ├── __init__.py │ ├── activation_quantization_holder.py │ ├── load_model.py │ ├── metadata.py │ ├── quantize_wrapper.py │ ├── quantizer_utils.py │ ├── quantizers │ │ ├── __init__.py │ │ ├── activation_inferable_quantizers │ │ │ ├── __init__.py │ │ │ ├── activation_lut_pot_inferable_quantizer.py │ │ │ ├── activation_pot_inferable_quantizer.py │ │ │ ├── activation_symmetric_inferable_quantizer.py │ │ │ └── activation_uniform_inferable_quantizer.py │ │ ├── base_keras_inferable_quantizer.py │ │ └── weights_inferable_quantizers │ │ │ ├── __init__.py │ │ │ ├── weights_lut_pot_inferable_quantizer.py │ │ │ ├── weights_lut_symmetric_inferable_quantizer.py │ │ │ ├── weights_pot_inferable_quantizer.py │ │ │ ├── weights_symmetric_inferable_quantizer.py │ │ │ └── weights_uniform_inferable_quantizer.py │ └── validation_functions.py ├── logger.py └── pytorch │ ├── __init__.py │ ├── activation_quantization_holder.py │ ├── fln_activation_quantization_holder.py │ ├── load_model.py │ ├── metadata.py │ ├── onnxruntime_session_options.py │ ├── onnxruntime_validations.py │ ├── preserving_activation_quantization_holder.py │ ├── quantize_wrapper.py │ ├── quantizer_utils.py │ └── quantizers │ ├── __init__.py │ ├── activation_inferable_quantizers │ ├── __init__.py │ ├── activation_lut_pot_inferable_quantizer.py │ ├── activation_pot_inferable_quantizer.py │ ├── activation_symmetric_inferable_quantizer.py │ ├── activation_uniform_inferable_quantizer.py │ └── base_activation_quantizer_autograd_function.py │ ├── base_lut_symmetric_inferable_quantizer.py │ ├── base_pytorch_inferable_quantizer.py │ ├── base_quantizer_autograd_function.py │ ├── base_symmetric_inferable_quantizer.py │ ├── base_uniform_inferable_quantizer.py │ └── weights_inferable_quantizers │ ├── __init__.py │ ├── base_weight_quantizer_autograd_function.py │ ├── weights_lut_pot_inferable_quantizer.py │ ├── weights_lut_symmetric_inferable_quantizer.py │ ├── weights_pot_inferable_quantizer.py │ ├── weights_symmetric_inferable_quantizer.py │ └── weights_uniform_inferable_quantizer.py ├── quantization_infra.png ├── requirements.txt ├── setup.cfg ├── setup.py └── tests ├── __init__.py ├── compatibility_tests ├── __init__.py ├── keras_comp_tests │ ├── __init__.py │ ├── base_activation_compatibility_test.py │ ├── base_weights_compatibility_test.py │ ├── compatibility_activation_load_model_test_suite.py │ ├── compatibility_activation_save_model_test_suite.py │ ├── compatibility_load_model_test.py │ ├── compatibility_save_model_test.py │ ├── compatibility_weights_load_model_test_suite.py │ └── compatibility_weights_save_model_test_suite.py └── torch_comp_tests │ ├── __init__.py │ ├── base_activation_compatibility_test.py │ ├── base_weights_compatibility_test.py │ ├── compatibility_activation_load_model_test_suite.py │ ├── compatibility_activation_save_model_test_suite.py │ ├── compatibility_load_model_test.py │ ├── compatibility_save_model_test.py │ ├── compatibility_weights_load_model_test_suite.py │ ├── compatibility_weights_save_model_test_suite.py │ └── onnx_utils.py ├── keras_tests ├── __init__.py ├── quantizers_tests │ ├── __init__.py │ ├── test_activation_inferable_quantizers.py │ ├── test_activation_lut_pot_inferable_quantizer.py │ ├── test_illegal_activation_lut_pot_inferable_quantizer.py │ ├── test_illegal_weights_inferable_quantizer.py │ ├── test_illegal_weights_lut_inferable_quantizer.py │ ├── test_weights_inferable_quantizer.py │ └── test_weights_lut_inferable_quantizer.py ├── test_activation_quantizer_holder.py ├── test_get_quantizers.py ├── 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