| PyTorch |
Mixed Precision |
pytorch_amp |
| PyTorch |
Channels Last |
pytorch_channels_last |
| PyTorch |
JIT (Just-In-Time) Script/Trace & optimize_for_inference |
pytorch_jit_script, pytorch_jit_trace, pytorch_jit_script_ofi, pytorch_jit_trace_ofi |
| PyTorch |
JIT with TorchDynamo |
pytorch_torchdynamo_jit_script, pytorch_torchdynamo_jit_trace, pytorch_torchdynamo_jit_script_ofi, pytorch_torchdynamo_jit_trace_ofi |
| PyTorch |
Intel Neural Compressor (INC) Mixed Precision |
pytorch_inc_bf16 |
| PyTorch |
INC INT8 Static Quantization (FX/IPEX) |
pytorch_inc_static_quant_fx, pytorch_inc_static_quant_ipex, pytorch_inc_static_quant_ipex_xpu |
| PyTorch |
INC INT8 Dynamic Quantization |
pytorch_inc_dynamic_quant |
| PyTorch |
Intel Extension for PyTorch (FP32, BF16, INT8 Static/Dynamic Quantization) |
pytorch_ipex_fp32, pytorch_ipex_bf16, pytorch_ipex_int8_static_quant, pytorch_ipex_int8_dynamic_quant |
| PyTorch |
Alibaba Blade-DISC |
pytorch_aliblade |
| PyTorch Lightning |
Mixed Precision |
pytorch_lightning_bf16_cpu |
| TensorFlow |
Mixed Precision |
tensorflow_amp |
| Keras |
Mixed Precision |
keras_amp |
| TensorFlow/Keras Model |
INC Quantization |
tensorflow_inc |
| Keras Script |
INC Quantization |
keras_inc |
| ONNX Runtime |
INC Static Quantization (QLinear) |
onnx_inc_static_quant_qlinear |
| ONNX Runtime |
INC Static Quantization (QDQ) |
onnx_inc_static_quant_qdq |
| ONNX Runtime |
INC Dynamic Quantization |
onnx_inc_dynamic_quant |
| HuggingFace Optimum-Intel |
INC Quantization |
pytorch_inc_huggingface_optimum_static, pytorch_inc_huggingface_optimum_dynamic |
| Intel Extension for Transformers |
INC Quantization |
intel_extension_for_transformers |
| BigDL Nano |
Optimization List |
nano_ + specific alias |
| Auto-Detect |
INC Quantization |
inc_auto |