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/* Copyright 2015 Google Inc. All Rights Reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
==============================================================================*/
#include "tensorflow/core/framework/op.h"
#include "tensorflow/core/framework/op_kernel.h"
using namespace tensorflow;
REGISTER_OP("ZeroOut")
.Attr("preserve_index: int = 0")
.Input("to_zero: int32")
.Output("zeroed: int32");
class ZeroOutOp : public OpKernel {
public:
explicit ZeroOutOp(OpKernelConstruction* context) : OpKernel(context) {
// Get the index of the value to preserve
OP_REQUIRES_OK(context,
context->GetAttr("preserve_index", &preserve_index_));
// Check that preserve\_index is positive
OP_REQUIRES(context, preserve_index_ >= 0,
errors::InvalidArgument("Need preserve_index >= 0, got ",
preserve_index_));
}
void Compute(OpKernelContext* context) override {
// Grab the input tensor
const Tensor& input_tensor = context->input(0);
auto input = input_tensor.flat<int32>();
// Check that preserve_index is in range
OP_REQUIRES(context, preserve_index_ < input.dimension(0),
errors::InvalidArgument("preserve_index out of range"));
// Create an output tensor
Tensor* output_tensor = NULL;
OP_REQUIRES_OK(context, context->allocate_output(0, input_tensor.shape(),
&output_tensor));
auto output = output_tensor->template flat<int32>();
// Set all the elements of the output tensor to 0
const int N = input.size();
for (int i = 0; i < N; i++) {
output(i) = 0;
}
// Preserve the requested input value
output(preserve_index_) = input(preserve_index_);
}
private:
int preserve_index_;
};
REGISTER_KERNEL_BUILDER(Name("ZeroOut").Device(DEVICE_CPU), ZeroOutOp);
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