tinynn/converter/operators/torch/__init__.py

import typing
import torch

from .base import *
from .prim import *
from .aten import *
from .quantized import *

OPERATOR_CONVERTER_DICT: typing.Dict[str, OperatorConverter] = {
    "prim::Constant": PrimConstantConverter,
    "prim::TupleConstruct": PrimTupleConstructConverter,
    "prim::ListConstruct": PrimListConstructConverter,
    "prim::DictConstruct": PrimDictConstructConverter,
    "prim::ListUnpack": PrimListUnpackConverter,
    "prim::GetAttr": PrimGetAttrConverter,
    "prim::ConstantChunk": PrimConstantChunkConverter,
    "prim::NumToTensor": PrimNumToTensorConverter,
    "prim::If": PrimIfConverter,
    "aten::__getitem__": PrimGetItemConverter,
    "aten::len": PrimLenConverter,
    "prim::Param": PrimParamConverter,
    "prim::PythonOp": PrimPythonOpConverter,
    "prim::Return": PrimReturnConverter,
    # aten
    "aten::sign": AtenSignOperator,
    "aten::t": ATenTOperator,
    "aten::view": ATenViewOperator,
    "aten::reshape": ATenReshapeOperator,
    "aten::relu": ATenReluOperator,
    "aten::relu_": ATenReluOperator,
    "aten::relu6": ATenRelu6Operator,
    "aten::relu6_": ATenRelu6Operator,
    "aten::prelu": ATenPreluOperator,
    "aten::leaky_relu": ATenLeakyReluOperator,
    "aten::leaky_relu_": ATenLeakyReluOperator,
    "aten::elu": ATenEluOperator,
    "aten::elu_": ATenEluOperator,
    "aten::conv2d": ATenConv2dOperator,
    "aten::_convolution": ATenConvolutionOperator,
    "aten::batch_norm": ATenBatchNormOperator,
    "aten::avg_pool2d": ATenAvgPool2dOperator,
    "aten::max_pool2d": ATenMaxPool2dOperator,
    "aten::adaptive_avg_pool2d": ATenAdaptiveAvgPool2dOperator,
    "aten::adaptive_max_pool2d": ATenAdaptiveMaxPool2dOperator,
    "aten::mean": ATenMeanOperator,
    "aten::softmax": ATenSoftmaxOperator,
    "aten::log_softmax": ATenLogSoftmaxOperator,
    "aten::addmm": ATenAddmmOperator,
    "aten::dropout": ATenDropoutOperator,
    "aten::dropout_": ATenDropoutOperator,
    "aten::feature_dropout": ATenFeatureDropoutOperator,
    "aten::feature_dropout_": ATenFeatureDropoutOperator,
    "aten::contiguous": ATenContiguousOperator,
    "aten::permute": ATenPermuteOperator,
    "aten::sin": ATenSinOperator,
    "aten::cos": ATenCosOperator,
    "aten::tanh": ATenTanhOperator,
    "aten::tanh_": ATenTanhOperator,
    "aten::pow": ATenPowOperator,
    "aten::sqrt": ATenSqrtOperator,
    "aten::sigmoid": ATenSigmoidOperator,
    "aten::sigmoid_": ATenSigmoidOperator,
    "aten::add": ATenAddOperator,
    "aten::add_": ATenAddOperator,
    "aten::sub": ATenSubOperator,
    "aten::sub_": ATenSubOperator,
    "aten::mul": ATenMulOperator,
    "aten::mul_": ATenMulOperator,
    "aten::div": ATenDivOperator,
    "aten::div_": ATenDivOperator,
    "aten::reciprocal": ATenReciprocalOperator,
    "aten::reciprocal_": ATenReciprocalOperator,
    "aten::rsqrt": ATenRsqrtOperator,
    "aten::rsqrt_": ATenRsqrtOperator,
    "aten::rsub": ATenRsubOperator,
    "aten::rsub_": ATenRsubOperator,
    "aten::atan2": ATenAtan2Operator,
    "aten::pad": ATenPadOperator,
    "aten::constant_pad_nd": ATenConstantPadNdOperator,
    "aten::reflection_pad1d": ATenReflectionPad1dOperator,
    "aten::reflection_pad2d": ATenReflectionPad2dOperator,
    "aten::select": ATenSelectOperator,
    "aten::unsqueeze": ATenUnsqueezeOperator,
    "aten::unsqueeze_": ATenUnsqueezeOperator,
    "aten::squeeze": ATenSqueezeOperator,
    "aten::squeeze_": ATenSqueezeOperator,
    "aten::slice": ATenSliceOperator,
    "aten::stack": ATenStackOperator,
    "aten::cat": ATenCatOperator,
    "aten::chunk": ATenChunkOperator,
    "aten::unsafe_chunk": ATenChunkOperator,
    "aten::embedding": ATenEmbeddingOperator,
    "aten::linear": ATenLinearOperator,
    "aten::lstm": ATenLstmOperator,
    "aten::gru": ATenGruOperator,
    "aten::transpose": ATenTransposeOperator,
    "aten::hardtanh": ATenHardtanhOperator,
    "aten::hardtanh_": ATenHardtanhOperator,
    "aten::flip": ATenFlipOperator,
    "aten::floor": ATenFloorOperator,
    "aten::floor_divide": ATenFloorDivideOperator,
    "aten::matmul": ATenMatmulOperator,
    "aten::mm": ATenMmOperator,
    "aten::flatten": ATenFlattenOperator,
    "aten::upsample_bilinear2d": ATenUpsampleBilinear2dOperator,
    "aten::upsample_nearest2d": ATenUpsampleNearest2dOperator,
    "aten::clamp": ATenClampOperator,
    "aten::clamp_min": ATenClampMinOperator,
    "aten::clamp_max": ATenClampMaxOperator,
    "aten::exp": ATenExpOperator,
    "aten::log": ATenLogOperator,
    "aten::to": ATenToOperator,
    "aten::ne": ATenNeOperator,
    "aten::softplus": ATenSoftplusOperator,
    "aten::layer_norm": ATenLayerNormOperator,
    "aten::instance_norm": ATenInstanceNormOperator,
    "aten::group_norm": ATenGroupNormOperator,
    "aten::index": ATenIndexOperator,
    "aten::index_select": ATenIndexSelectOperator,
    "aten::clone": ATenCloneOperator,
    "aten::repeat": ATenRepeatOperator,
    "aten::hardswish": ATenHardswishOperator,
    "aten::hardswish_": ATenHardswishOperator,
    "aten::hardsigmoid": ATenHardsigmoidOperator,
    "aten::hardsigmoid_": ATenHardsigmoidOperator,
    "aten::silu": ATenSiluOperator,
    "aten::silu_": ATenSiluOperator,
    "aten::std": ATenStdOperator,
    "aten::var": ATenVarOperator,
    "aten::split": ATenSplitOperator,
    "aten::split_with_sizes": ATenSplitWithSizesOperator,
    "aten::pixel_shuffle": ATenPixelShuffleOperator,
    "aten::pixel_unshuffle": ATenPixelUnshuffleOperator,
    "aten::argmax": ATenArgmaxOperator,
    "aten::argmin": ATenArgminOperator,
    "aten::expand": ATenExpandOperator,
    "aten::expand_as": ATenExpandAsOperator,
    "aten::gather": ATenGatherOperator,
    "aten::gelu": ATenGeluOperator,
    "aten::gelu_": ATenGeluOperator,
    "aten::copy_": ATenCopyOperator,
    "aten::bmm": ATenBmmOperator,
    "aten::eq": ATenEqOperator,
    "aten::neg": ATenNegOperator,
    "aten::bitwise_not": ATenBitwiseNotOperator,
    "aten::bitwise_and": ATenBitwiseAndOperator,
    "aten::bitwise_or": ATenBitwiseOrOperator,
    "aten::__and__": ATenAndOperator,
    "aten::__or__": ATenOrOperator,
    "aten::sum": ATenSumOperator,
    "aten::prod": ATenProdOperator,
    "aten::min": ATenMinOperator,
    "aten::max": ATenMaxOperator,
    "aten::amin": ATenAminOperator,
    "aten::amax": ATenAmaxOperator,
    "aten::glu": ATenGluOperator,
    "aten::glu_": ATenGluOperator,
    "aten::masked_fill": ATenMaskedFillOperator,
    "aten::masked_fill_": ATenMaskedFillOperator,
    "aten::gt": ATenGtOperator,
    "aten::lt": ATenLtOperator,
    "aten::ge": ATenGeOperator,
    "aten::le": ATenLeOperator,
    "aten::remainder": ATenRemainderOperator,
    "aten::where": ATenWhereOperator,
    "aten::type_as": ATenTypeAsOperator,
    "aten::topk": ATenTopkOperator,
    "aten::cumsum": ATenCumsumOperator,
    "aten::meshgrid": ATenMeshgridOperator,
    "aten::unbind": ATenUnbindOperator,
    "aten::fill_": ATenFillOperator,
    "aten::roll": ATenRollOperator,
    "aten::round": ATenRoundOperator,
    "aten::norm": ATenNormOperator,
    "aten::frobenius_norm": ATenFrobeniusNormOperator,
    "aten::scatter_": ATenScatterOperator,
    "aten::abs": ATenAbsOperator,
    "aten::im2col": ATenIm2colOperator,
    "aten::col2im": ATenCol2imOperator,
    "aten::mish": ATenMishOperator,
    "aten::addbmm": ATenAddbmmOperator,
    "aten::baddbmm": ATenBaddbmmOperator,
    "aten::linalg_vector_norm": ATenLinalgVectorNormOperator,
    "aten::broadcast_tensors": ATenBroadcastTensorsOperator,
    "aten::maximum": ATenMaximumOperator,
    "aten::minimum": ATenMinimumOperator,
    "aten::index_put": ATenIndexPutOperator,
    "aten::index_put_": ATenIndexPutOperator,
    "aten::repeat_interleave": ATenRepeatInterleaveOperator,
    # quantized
    "aten::quantize_per_tensor": ATenQuantizePerTensorOperator,
    "aten::fake_quantize_per_tensor_affine": ATenFakeQuantizePerTensorAffineOperator,
    "aten::fake_quantize_per_channel_affine": ATenFakeQuantizePerChannelAffineOperator,
    "aten::quantized_lstm": ATenQuantizedLstmOperator,
    "aten::dequantize": ATenDequantizeOperator,
    "quantized::conv1d": QuantizedConv1dOperator,
    "quantized::conv1d_relu": QuantizedConv1dReluOperator,
    "quantized::conv2d": QuantizedConv2dOperator,
    "quantized::conv2d_relu": QuantizedConv2dReluOperator,
    "quantized::linear": QuantizedLinearOperator,
    "quantized::linear_relu": QuantizedLinearReluOperator,
    "quantized::relu6": QuantizedRelu6Operator,
    "quantized::mul": QuantizedMulOperator,
    "quantized::mul_scalar": QuantizedMulScalarOperator,
    "quantized::cat": QuantizedCatOperator,
    "quantized::batch_norm1d": QuantizedBatchNorm1dOperator,
    "quantized::batch_norm2d": QuantizedBatchNorm2dOperator,
    "quantized::batch_norm2d_relu": QuantizedBatchNorm2dReluOperator,
    "quantized::add": QuantizedAddOperator,
    "quantized::add_relu": QuantizedAddReluOperator,
    "quantized::add_scalar": QuantizedAddScalarOperator,
    "quantized::conv_transpose1d": QuantizedConvTranspose1dOperator,
    "quantized::conv_transpose2d": QuantizedConvTranspose2dOperator,
    "quantized::hardswish": QuantizedHardswishOperator,
    "quantized::leaky_relu": QuantizedLeakyReluOperator,
    "quantized::linear_dynamic": QuantizedLinearDynamicOperator,
    "quantized::linear_relu_dynamic": QuantizedLinearReluDynamicOperator,
    "quantized::elu": QuantizedEluOperator,
    # non tracking
    "aten::Int": TrackConstantOperator,
    "aten::zeros": NoTrackOperator,
    "aten::detach": NoTrackOperator,
    "aten::size": NoTrackOperator,
    "aten::arange": NoTrackOperator,
    "aten::ones": NoTrackOperator,
    "aten::ones_like": NoTrackOperator,
    "aten::zeros_like": NoTrackOperator,
    "aten::empty": NoTrackOperator,
    "aten::new_zeros": NoTrackOperator,
    "aten::new_ones": NoTrackOperator,
    "aten::ScalarImplicit": TrackConstantOperator,
}