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Paddle/paddle/fluid/operators/shard_index_op.h

85 lines
3.3 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,
platform::errors::InvalidArgument(
"The value 'index_num' for Op(shard_index) must be greater than 0, "
"but the value given is %d.",
index_num));
PADDLE_ENFORCE_GT(nshards, 0,
platform::errors::InvalidArgument(
"The value 'nshard' for Op(shard_index) must be "
"greater than 0, but the value given is %d.",
nshards));
PADDLE_ENFORCE_GE(
shard_id, 0,
platform::errors::InvalidArgument(
"The value 'shard_id' for Op(shard_index) must be greater or "
"equal to 0, but the value given is %d.",
shard_id));
PADDLE_ENFORCE_LT(
shard_id, nshards,
platform::errors::InvalidArgument(
"The value 'shard_id' for Op(shard_index) must be less than "
"nshards (%d), but the value given is %d.",
nshards, shard_id));
int shard_size = (index_num + nshards - 1) / 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_GE(in_data[i], 0,
platform::errors::InvalidArgument(
"The input_index for Op(shard_index) must be "
"greater or equal to 0, but the value given is %d.",
in_data[i]));
PADDLE_ENFORCE_LT(in_data[i], index_num,
platform::errors::InvalidArgument(
"The input_index for Op(shard_index) must be less "
"than index_num (%d), but the value given is %d.",
index_num, in_data[i]));
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