//===-------------------------------------------------------*- tablegen -*-===//
//
// This file is licensed under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
// Operation summaries and descriptions were systematically derived from public
// API docstrings and are licensed accordingly:
//   https://github.com/pytorch/pytorch/blob/master/LICENSE
//===----------------------------------------------------------------------===//
// This file is automatically generated.  Please do not edit.
// Generated via:
//   python -m torch_mlir_utils.codegen.torch_signature_ods_gen
//===----------------------------------------------------------------------===//


// -----------------------------------------------------------------------------
// Binary arithmetic ops
// -----------------------------------------------------------------------------

def aten_AddOp: aten_Op<"add", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::add";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other,
    AnyTorchScalarType:$alpha
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_Atan2Op: aten_Op<"atan2", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::atan2";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_DivOp: aten_Op<"div", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::div";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_FloorDivideOp: aten_Op<"floor_divide", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::floor_divide";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_MulOp: aten_Op<"mul", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::mul";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_RemainderOp: aten_Op<"remainder", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::remainder";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_TrueDivideOp: aten_Op<"true_divide", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::true_divide";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_MaximumOp: aten_Op<"maximum", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::maximum";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_MinimumOp: aten_Op<"minimum", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::minimum";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$other
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

// -----------------------------------------------------------------------------
// Unary arithmetic ops
// -----------------------------------------------------------------------------

def aten_AbsOp: aten_Op<"abs", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::abs";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_AcosOp: aten_Op<"acos", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::acos";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_AngleOp: aten_Op<"angle", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::angle";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_AsinOp: aten_Op<"asin", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::asin";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_AtanOp: aten_Op<"atan", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::atan";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_CeilOp: aten_Op<"ceil", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::ceil";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ConjOp: aten_Op<"conj", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::conj";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_CosOp: aten_Op<"cos", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::cos";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_CoshOp: aten_Op<"cosh", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::cosh";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_DigammaOp: aten_Op<"digamma", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::digamma";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ErfOp: aten_Op<"erf", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::erf";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ErfcOp: aten_Op<"erfc", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::erfc";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ErfinvOp: aten_Op<"erfinv", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::erfinv";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ExpOp: aten_Op<"exp", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::exp";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_Expm1Op: aten_Op<"expm1", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::expm1";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_FloorOp: aten_Op<"floor", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::floor";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_FracOp: aten_Op<"frac", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::frac";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_LgammaOp: aten_Op<"lgamma", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::lgamma";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_LogOp: aten_Op<"log", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::log";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_Log10Op: aten_Op<"log10", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::log10";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_Log1pOp: aten_Op<"log1p", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::log1p";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_Log2Op: aten_Op<"log2", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::log2";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_NegOp: aten_Op<"neg", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::neg";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ReluOp: aten_Op<"relu", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::relu";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ReciprocalOp: aten_Op<"reciprocal", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::reciprocal";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_RoundOp: aten_Op<"round", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::round";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_RsqrtOp: aten_Op<"rsqrt", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::rsqrt";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_SigmoidOp: aten_Op<"sigmoid", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::sigmoid";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_SignOp: aten_Op<"sign", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::sign";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_SinOp: aten_Op<"sin", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::sin";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_SinhOp: aten_Op<"sinh", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::sinh";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_SqrtOp: aten_Op<"sqrt", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::sqrt";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_TanOp: aten_Op<"tan", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::tan";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_TanhOp: aten_Op<"tanh", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::tanh";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_TruncOp: aten_Op<"trunc", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::trunc";
  let arguments = (ins
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

// -----------------------------------------------------------------------------
// NN ops
// -----------------------------------------------------------------------------

def aten_ConvolutionOp: aten_Op<"convolution", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::convolution_overrideable";
  let arguments = (ins
    AnyTorchImmutableTensor:$input,
    AnyTorchImmutableTensor:$weight,
    AnyTorchOptionalImmutableTensor:$bias,
    AnyTorchIntListType:$stride,
    AnyTorchIntListType:$padding,
    AnyTorchIntListType:$dilation,
    AnyTorchBoolType:$transposed,
    AnyTorchIntListType:$output_padding,
    AnyTorchIntType:$groups
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_Conv2dOp: aten_Op<"conv2d", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::conv2d";
  let arguments = (ins
    AnyTorchImmutableTensor:$input,
    AnyTorchImmutableTensor:$weight,
    AnyTorchOptionalImmutableTensor:$bias,
    AnyTorchIntListType:$stride,
    AnyTorchIntListType:$padding,
    AnyTorchIntListType:$dilation,
    AnyTorchIntType:$groups
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_ConvolutionBackwardOp: aten_Op<"convolution_backward", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::convolution_backward_overrideable";
  let arguments = (ins
    AnyTorchImmutableTensor:$grad_output,
    AnyTorchImmutableTensor:$input,
    AnyTorchImmutableTensor:$weight,
    AnyTorchIntListType:$stride,
    AnyTorchIntListType:$padding,
    AnyTorchIntListType:$dilation,
    AnyTorchBoolType:$transposed,
    AnyTorchIntListType:$output_padding,
    AnyTorchIntType:$groups,
    AnyTorchBoolListType:$output_mask
  );
  let results = (outs
    AnyTorchOptionalImmutableTensor:$grad_input,
    AnyTorchOptionalImmutableTensor:$grad_weight,
    AnyTorchOptionalImmutableTensor:$grad_bias
  );
}

def aten_LogSoftmaxOp: aten_Op<"log_softmax", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::_log_softmax";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchIntType:$dim,
    AnyTorchBoolType:$half_to_float
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_LogSoftmaxBackwardDataOp: aten_Op<"log_softmax_backward_data", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::_log_softmax_backward_data";
  let arguments = (ins
    AnyTorchImmutableTensor:$grad_output,
    AnyTorchImmutableTensor:$output,
    AnyTorchIntType:$dim,
    AnyTorchImmutableTensor:$self
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_MmOp: aten_Op<"mm", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::mm";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$mat2
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

// -----------------------------------------------------------------------------
// Loss function ops
// -----------------------------------------------------------------------------

def aten_NllLossForwardOp: aten_Op<"nll_loss_forward", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::nll_loss_forward";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$target,
    AnyTorchOptionalImmutableTensor:$weight,
    AnyTorchIntType:$reduction,
    AnyTorchIntType:$ignore_index
  );
  let results = (outs
    AnyTorchImmutableTensor:$output,
    AnyTorchImmutableTensor:$total_weight
  );
}

def aten_NllLossBackwardOp: aten_Op<"nll_loss_backward", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::nll_loss_backward";
  let arguments = (ins
    AnyTorchImmutableTensor:$grad_output,
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$target,
    AnyTorchOptionalImmutableTensor:$weight,
    AnyTorchIntType:$reduction,
    AnyTorchIntType:$ignore_index,
    AnyTorchImmutableTensor:$total_weight
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_NllLoss2dForwardOp: aten_Op<"nll_loss2d_forward", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::nll_loss2d_forward";
  let arguments = (ins
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$target,
    AnyTorchOptionalImmutableTensor:$weight,
    AnyTorchIntType:$reduction,
    AnyTorchIntType:$ignore_index
  );
  let results = (outs
    AnyTorchImmutableTensor:$output,
    AnyTorchImmutableTensor:$total_weight
  );
}

def aten_NllLoss2dBackwardOp: aten_Op<"nll_loss2d_backward", [NoSideEffect, DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::nll_loss2d_backward";
  let arguments = (ins
    AnyTorchImmutableTensor:$grad_output,
    AnyTorchImmutableTensor:$self,
    AnyTorchImmutableTensor:$target,
    AnyTorchOptionalImmutableTensor:$weight,
    AnyTorchIntType:$reduction,
    AnyTorchIntType:$ignore_index,
    AnyTorchImmutableTensor:$total_weight
  );
  let results = (outs
    AnyTorchImmutableTensor
  );
}

def aten_CopyInplaceOp: aten_Op<"copy.inplace", [DeclareOpInterfaceMethods<TorchBuildableKernelOpInterface>, DeclareOpInterfaceMethods<TorchKernelOpInterface>]> {
  let summary = "Recognized op for kernel aten::copy_";
  let arguments = (ins
    AnyTorchMutableTensor:$self,
    AnyTorchImmutableTensor:$src
  );
  let results = (outs
  );
}