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Paddle/paddle/fluid/operators/shard_index_op.h

59 lines
2.1 KiB

// Copyright (c) 2019 PaddlePaddle Authors. 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.
#pragma once
#include "paddle/fluid/framework/op_registry.h"
namespace paddle {
namespace operators {
using LoDTensor = framework::LoDTensor;
template <typename T>
class ShardIndexCPUKernel : public framework::OpKernel<T> {
public:
void Compute(const framework::ExecutionContext& context) const override {
auto* in = context.Input<LoDTensor>("X");
auto* out = context.Output<LoDTensor>("Out");
int index_num = context.Attr<int>("index_num");
int nshards = context.Attr<int>("nshards");
int shard_id = context.Attr<int>("shard_id");
int ignore_value = context.Attr<int>("ignore_value");
PADDLE_ENFORCE_GT(index_num, 0);
PADDLE_ENFORCE_GT(nshards, 0);
PADDLE_ENFORCE(shard_id >= 0 && shard_id < nshards,
"shard_id(%d) is not in range [0, %d)", shard_id, nshards);
int shard_size = index_num / nshards;
out->Resize(in->dims());
out->set_lod(in->lod());
auto* in_data = in->data<T>();
auto* out_data = out->mutable_data<T>(context.GetPlace());
int64_t numel = in->numel();
for (int64_t i = 0; i < numel; ++i) {
PADDLE_ENFORCE(in_data[i] >= 0 && in_data[i] < index_num,
"Input index(%d) is out of range [0,%d)", in_data[i],
index_num);
if (in_data[i] / shard_size == shard_id) {
out_data[i] = in_data[i] % shard_size;
} else {
out_data[i] = ignore_value;
}
}
}
};
} // namespace operators
} // namespace paddle