PT_PAX_FLAGS ProgType = 0x65041580 /* PAX flags */

	PT_OPENBSD_RANDOMIZE ProgType = 0x65a3dbe6 /* Random data */
	PT_OPENBSD_WXNEEDED  ProgType = 0x65a3dbe7 /* W^X violations */
	PT_OPENBSD_NOBTCFI   ProgType = 0x65a3dbe8 /* No branch target CFI */
	PT_OPENBSD_BOOTDATA  ProgType = 0x65a41be6 /* Boot arguments */

	PT_SUNW_EH_FRAME ProgType = 0x6474e550 /* Frame unwind information */

 *
 * @author Charles Fry
 * @author Bob Lee ({@code com.google.common.collect.MapMaker})
 * @author Doug Lea ({@code ConcurrentHashMap})
 */
@SuppressWarnings({
  "GoodTime", // lots of violations (nanosecond math)
  "nullness", // too much trouble for the payoff
})
@GwtCompatible(emulated = true)
// TODO(cpovirk): Annotate for nullness.

 *
 * @author Charles Fry
 * @author Bob Lee ({@code com.google.common.collect.MapMaker})
 * @author Doug Lea ({@code ConcurrentHashMap})
 */
@SuppressWarnings({
  "GoodTime", // lots of violations (nanosecond math)
  "nullness", // too much trouble for the payoff
})
@GwtCompatible(emulated = true)
// TODO(cpovirk): Annotate for nullness.

    Returns:
      A map of: output key -> output result.
    """
    out = nn_ops.conv2d(
        conv_input,
        self.conv_filters,
        strides=[1, 1, 2, 1],
        dilations=[1, 1, 1, 1],
        padding='SAME',
        data_format='NHWC',
    )

    return {'output': out}


# TODO(b/280208261): Add unit tests for comparing unquantized and
# quantized results

  int64_t dilations_size = dilations.size();
  if (dilations_size != num_dims)
    return emitOptionalError(
        location, "requires dilations attribute length to be ", num_dims);
  if (llvm::any_of(dilations, is_not_positive))
    return emitOptionalError(location, "requires positive dilations");

  return success();
}

// Verifies that,

                    `response_model`, converting any data as necessary to generate the
                    corresponding JSON. But if the data in the object returned is not
                    valid, that would mean a violation of the contract with the client,
                    so it's an error from the API developer. So, FastAPI will raise an
                    error and return a 500 error code (Internal Server Error).

          /*padding=*/rewriter.getStringAttr(padding),
          /*explicit_paddings=*/rewriter.getI64ArrayAttr(new_padding),
          /*data_format=*/rewriter.getStringAttr("NHWC"),
          /*dilations=*/rewriter.getI64ArrayAttr(dilation));
    } else if (num_spatial_dims == 3) {
      output = rewriter.create<TF::Conv3DOp>(
          conv_op.getLoc(), conv_output_type, sliced_lhs, rhs,

  %0 = "tf.Conv2DBackpropInput"(%arg0, %arg1, %arg2) {strides = [1, 2, 2, 1], padding="SAME", dilations=[1, 1, 1, 1]}: (tensor<4xi32>, tensor<3x3x1x32xf32>, tensor<15x14x14x32xf32>) -> tensor<15x28x28x1xf32>
  %1 = "tf.Conv2DBackpropInput"(%arg0, %arg1, %arg2) {strides = [1, 2, 2, 1], padding="VALID", dilations=[1, 1, 1, 1]}: (tensor<4xi32>, tensor<3x3x1x32xf32>, tensor<15x14x14x32xf32>) -> tensor<15x28x28x1xf32>

                    `response_model`, converting any data as necessary to generate the
                    corresponding JSON. But if the data in the object returned is not
                    valid, that would mean a violation of the contract with the client,
                    so it's an error from the API developer. So, FastAPI will raise an
                    error and return a 500 error code (Internal Server Error).

}

// -----

func.func @testConv2D(%arg0: tensor<256x32x32x3xf32>, %arg1: tensor<3x3x3x16xf32>) -> tensor<256x30x30x16xf32> {
  // expected-error @+1 {{requires dilations attribute length to be 4}}
  %0 = "tf.Conv2D"(%arg0, %arg1) {padding = "SAME", strides = [1, 1, 1, 1], dilations = [1, 1]} : (tensor<256x32x32x3xf32>, tensor<3x3x3x16xf32>) -> tensor<256x30x30x16xf32>
  func.return %0 : tensor<256x30x30x16xf32>
}

// -----