You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
Paddle/paddle/fluid/imperative/amp_auto_cast.h

80 lines
2.4 KiB

// Copyright (c) 2020 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 <memory>
#include <set>
#include <string>
#include <tuple>
#include <unordered_set>
#include "paddle/fluid/imperative/tracer.h"
#include "paddle/fluid/imperative/type_defs.h"
namespace paddle {
namespace imperative {
// Singleton implementation with C++ 11
class AmpOperators {
public:
~AmpOperators();
AmpOperators(const AmpOperators& o) = delete;
const AmpOperators& operator=(const AmpOperators& o) = delete;
static AmpOperators& Instance();
std::shared_ptr<std::unordered_set<std::string>> GetAllowOps();
std::shared_ptr<std::unordered_set<std::string>> GetBlockOps();
private:
AmpOperators(); // forbid calling default constructor
// The set of ops that support fp16 calculation and are considered numerically
// safe and performance critical. These ops are always converted to fp16.
std::shared_ptr<std::unordered_set<std::string>> allow_ops_;
// The set of ops that support fp16 calculation and are considered numerically
// dangerous and whose effects may also be observed in downstream ops.
std::shared_ptr<std::unordered_set<std::string>> block_ops_;
};
// NOTE(zhiqiu): AutoCastGuard is used for RAII.
class AutoCastGuard {
public:
AutoCastGuard(std::shared_ptr<Tracer> tracer, bool guard_mode)
: tracer_(tracer) {
pre_mode_ = tracer_->IsAutoCastEnabled();
if (pre_mode_ != guard_mode) {
tracer_->SetEnableAutoCast(guard_mode);
}
}
~AutoCastGuard() { tracer_->SetEnableAutoCast(pre_mode_); }
// forbid copy and operator=
AutoCastGuard(const AutoCastGuard& guard) = delete;
AutoCastGuard& operator=(const AutoCastGuard& guard) = delete;
private:
std::shared_ptr<Tracer> tracer_;
bool pre_mode_;
};
NameVarBaseMap AutoCastInputs(const std::string& op_type,
const NameVarBaseMap& ins);
} // namespace imperative
} // namespace paddle