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### Description The PR implements FloatE4M3FN, FloatE5M2, FloatE4MEFNUZ, FloatE5M2FNUZ as described in PR https://github.com/onnx/onnx/pull/4805. It uses CUDA API to cast float/half to float8 if CUDA>=11.8, a custom implementation if CUDA<11.8. * It implements, Cast, QuantizeLinear, DequantizeLinear for all types on CPU, only for types FloatE4M3FN, FloatE5M2 on CUDA. * It extends the supported types for control flow operator, Shape, Reshape, Identity, If, Loop, Scan, Reshape * It implements Equal(19). * Cast, QuantizeLinear, DequantizeLinear operators now support a parameter `saturate` only valid for float 8 types. It is true by default. In that case, any value out of range is converted into the maximum float 8 value. If false, it is infinite. * QuantizeLinear, DequantizeLinear now supports multiple scales on CUDA (and ROCm by extension), scale = 1D tensor with one scale per channel ### Motivation and Context Supports latest onnx version. Fixes [AB#15395](https://aiinfra.visualstudio.com/6a833879-cd9b-44a4-a9de-adc2d818f13c/_workitems/edit/15395) --------- Co-authored-by: Xavier Dupre <xadupre@microsoft.com@orttrainingdev8.d32nl1ml4oruzj4qz3bqlggovf.px.internal.cloudapp.net> Co-authored-by: Randy Shuai <rashuai@microsoft.com> Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com> Co-authored-by: Scott McKay <Scott.McKay@microsoft.com> |
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| .. | ||
| backend | ||
| datasets | ||
| providers/tvm | ||
| tools | ||
| torch_cpp_extensions | ||
| training | ||
| __init__.py | ||
| _ld_preload.py | ||
| _pybind_state.py.in | ||
| exported_symbols.lst | ||
| numpy_helper.h | ||
| onnxruntime_collect_build_info.py | ||
| onnxruntime_inference_collection.py | ||
| onnxruntime_pybind.h | ||
| onnxruntime_pybind_exceptions.cc | ||
| onnxruntime_pybind_exceptions.h | ||
| onnxruntime_pybind_iobinding.cc | ||
| onnxruntime_pybind_mlvalue.cc | ||
| onnxruntime_pybind_mlvalue.h | ||
| onnxruntime_pybind_module.cc | ||
| onnxruntime_pybind_ortvalue.cc | ||
| onnxruntime_pybind_schema.cc | ||
| onnxruntime_pybind_sparse_tensor.cc | ||
| onnxruntime_pybind_state.cc | ||
| onnxruntime_pybind_state.h | ||
| onnxruntime_pybind_state_common.cc | ||
| onnxruntime_pybind_state_common.h | ||
| onnxruntime_validation.py | ||
| pybind.def | ||
| version_script.lds | ||
| version_script_expose_onnx_protobuf.lds | ||