U <cW @sdZddlZddlmZmZddlmZmZddlm Z m Z m Z ej e j ddZeded d d d d e je jd d dZeded d d d e je jd ddZdS)aThis file exports ONNX ops for opset 16. Note [ONNX Operators that are added/updated in opset 16] ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ https://github.com/onnx/onnx/blob/main/docs/Changelog.md#version-16-of-the-default-onnx-operator-set New operators: GridSample https://github.com/onnx/onnx/pull/3557 Updated operators: Identity If LeakyRelu Loop PRelu RoiAlign Scan ScatterElemenets ScatterND Where GreaterOrEqual LessOrEqual N)GRID_SAMPLE_INTERPOLATION_MODESGRID_SAMPLE_PADDING_MODES) _type_utilssymbolic_helper) _beartype jit_utils registration)Zopsetzaten::grid_samplervib)gcCsFddtD|}ddtD|}|jd||t|||dS)NcSsi|]\}}||qSr.0kr rr?/tmp/pip-unpacked-wheel-gikjz4vx/torch/onnx/symbolic_opset16.py 5sz grid_sampler..cSsi|]\}}||qSrrrrrrr6sZ GridSample)Zalign_corners_imode_spadding_mode_s)ritemsropint)r inputZgridZ mode_enumZpadding_mode_enumZ align_cornersrrrrr grid_sampler*s rzaten::scatter_addcCstr|jd||||ddS|}t|}t|}||kr`tdd|d|dSt|}t|r|j d||||d d S||kr|j d |t j | d }|j d||||d d SdS) NZscattersrc)Z overload_name scatter_addz `index` (z0) should have the same dimensionality as `src` ()ZScatterElementsadd)Zaxis_iZ reduction_sZCast)Zto_i)rZis_caffe2_aten_fallbackattypeZ scalarTypeZ_get_tensor_sizesZ_unimplementedZ_maybe_get_scalarZ _is_valuerrZ JitScalarType from_nameZ onnx_type)r selfZdimindexrZsrc_typeZ src_sizesZ index_sizesrrrrAs:      r)__doc__ functoolsZtorch.nn.functionalrrZ torch.onnxrrZtorch.onnx._internalrrrpartialZ onnx_symbolicZ_onnx_symbolic parse_argsZbeartypeZ GraphContextrrrrrrs