RFFT2D = 131,
  CONV_3D = 132,
  IMAG=133,
  REAL=134,
  COMPLEX_ABS=135,
  HASHTABLE = 136,
  HASHTABLE_FIND = 137,
  HASHTABLE_IMPORT = 138,
  HASHTABLE_SIZE = 139,
  REDUCE_ALL = 140,
  CONV_3D_TRANSPOSE = 141,
  VAR_HANDLE = 142,
  READ_VARIABLE = 143,
  ASSIGN_VARIABLE = 144,
}
// LINT.ThenChange(nnapi_linter/linter.proto)

// Options for the builtin operators.
union BuiltinOptions {

}

// -----

func.func @conv3d_transpose(%arg0: tensor<5xi32>, %arg1: tensor<?x?x?x?x2xf32>, %arg2: tensor<?x?x?x?x2xf32>, %arg3: none) -> tensor<?x?x?x?x?xf32> {
  // CHECK: "tfl.conv_3d_transpose"(%arg0, %arg1, %arg2, %arg3)

  RFFT2D = 131,
  CONV_3D = 132,
  IMAG=133,
  REAL=134,
  COMPLEX_ABS=135,
  HASHTABLE = 136,
  HASHTABLE_FIND = 137,
  HASHTABLE_IMPORT = 138,
  HASHTABLE_SIZE = 139,
  REDUCE_ALL = 140,
  CONV_3D_TRANSPOSE = 141,
  VAR_HANDLE = 142,
  READ_VARIABLE = 143,
  ASSIGN_VARIABLE = 144,
  BROADCAST_ARGS = 145,
  RANDOM_STANDARD_NORMAL = 146,
  BUCKETIZE = 147,
  RANDOM_UNIFORM = 148,
  MULTINOMIAL = 149,

  // CHECK-LABEL: conv3d_transpose
  // CHECK: %[[CST:.*]] = "tfl.no_value"() <{value}> : () -> none
  // CHECK: %[[OUT_SHAPE:.*]] = "tfl.cast"(%arg2) : (tensor<5xi64>) -> tensor<5xi32>

    I32Attr:$stride_w
  );

  let results = (outs TFL_TensorOf<[F32]>:$output);

  let hasOptions = 1;

  let customOption = "Conv3DOptions";
}

def TFL_Conv3DTransposeOp : TFL_Op<"conv_3d_transpose", [
    Pure,
    AccumulatorUniformScale<2, 0, 1>,
    TFL_OperandHasRank<0, 1>,
    TFL_OperandHasRank<1, 5>,
    TFL_OperandHasRank<2, 5>,
    TFL_NumElementsTrait<0, 5>,

*   Fixes a `CHECK_EQ` fail in `TensorListResize` ([CVE-2022-41893](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-41893))
*   Fixes an overflow in `CONV_3D_TRANSPOSE` on TFLite ([CVE-2022-41894](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-41894))
*   Fixes a heap OOB in `MirrorPadGrad` ([CVE-2022-41895](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-41895))

    "RFFT2D",
    "CONV_3D",
    "IMAG",
    "REAL",
    "COMPLEX_ABS",
    "HASHTABLE",
    "HASHTABLE_FIND",
    "HASHTABLE_IMPORT",
    "HASHTABLE_SIZE",
    "REDUCE_ALL",
    "CONV_3D_TRANSPOSE",
    "VAR_HANDLE",
    "READ_VARIABLE",
    "ASSIGN_VARIABLE",
    "BROADCAST_ARGS",
    "RANDOM_STANDARD_NORMAL",
    "BUCKETIZE",
    "RANDOM_UNIFORM",
    "MULTINOMIAL",
    "GELU",