allocator.h 4.7 KB
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// Copyright (c) 2018 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 <string>
#include "paddle/fluid/platform/place.h"

namespace paddle {
namespace memory {
namespace allocation {

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// Exception when `Alloc`/`AllocShared` failed
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class BadAlloc : public std::exception {
 public:
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  explicit BadAlloc(std::string msg) : msg_(std::move(msg)) {}
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  const char* what() const noexcept override;

 private:
  std::string msg_;
};

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class Allocation;
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class AllocationDeleter {
 public:
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  void operator()(Allocation* allocation) const;
};

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class Allocator;
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// Allocation is the object holding the actually pointer. Use
// `Allocation::ptr()` will returns the pointer that allocated.
//
// NOTE: this is the base class of Allocation. Each allocator can use its own
//       allocation object.
// NOTE: the `Allocation::ptr()` could be nullptr, if the allocation size is 0
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class Allocation {
 public:
  Allocation(void* ptr, size_t size, platform::Place place)
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      : allocator_(nullptr), ptr_(ptr), size_(size), place_(place) {}
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  Allocation(const Allocation& o) = delete;
  Allocation& operator=(const Allocation& o) = delete;

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  // Returns the holding pointer.
  // NOTE: For performance consideration, it is better not to make this method
  // as a virtual method. If we want to implement a `defragmentation` later,
  // we might need to make `ptr_` field as a protected field, and add a virtual
  // method like `defragmentation` to change `ptr_`.
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  void* ptr() const { return ptr_; }

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  // Returns the size of this memory buffer, i.e., ptr() + size() - 1 is the
  // last valid element.
  //
  // NOTE: Some allocator might alloc more memory than request. The size
  // could larger than its request. For example,
  //    the AlignedAllocator will always allocate memory as size + kAlignment.
  //    The raw pointer might not aligned, so an offset might be added to raw
  //    the pointer. The size of this allocation will be
  //    `size + kAlignemnt - offset`.
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  size_t size() const { return size_; }

  const platform::Place& place() const { return place_; }

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  Allocator* allocator() { return allocator_; }
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  void set_allocator(Allocator* allocator) { allocator_ = allocator; }

  virtual ~Allocation();
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 private:
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  Allocator* allocator_;
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  void* ptr_;
  size_t size_;
  platform::Place place_;
};

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using AllocationPtr = std::unique_ptr<Allocation, AllocationDeleter>;

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// Base interface class of memory Allocator.
// To allocate a memory, allocator needs two parameters:
//    1. size of bytes.
//    2. Attribute of memory.
// NOTE: the attribute of memory might be ignored if the allocator does not
// care it.
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class Allocator {
 public:
  enum Attr {
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    kDefault = 0,  // Default attribute. Uses the fast or stablest allocation
                   // algorithm.

    kFixedHuge = 1,  // The allocation may not be freed until the program
                     // ends. e.g., `Parameters` and `Momentum`.

    kFluxHuge = 2,  // The allocation may create and freed frequently and the
                    // allocation is considerable huge. Like `activations`
                    // and gradients.

    kScratchpad =
        3,  // The `Scratchpad` memory is allocated and freed very soon,
            // usually within an operator or aux memory.
            // Like CUDNN workspace, AUX memory in batch norm, etc.
            //
            // https://en.wikipedia.org/wiki/Scratchpad_memory

    kCrossDevice =
        4,  // The memory used cross-device memory copy/communication.
            // For example:
            // 1. it can use an `pinned` memory for CPU-GPU
            //    communication.
            // 2. it can use an `registered` memory for RDMA
            //    communication.

    NumOfAttrs = 5  // The number of all attributes. It is used internally.
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  };

  virtual ~Allocator();
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  // Allocate an allocation.
  AllocationPtr Allocate(size_t size, Allocator::Attr attr = kDefault);
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  // True if the `Allocate` is thread safe.
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  virtual bool IsAllocThreadSafe() const;
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 protected:
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  virtual void Free(Allocation* allocation);
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  virtual Allocation* AllocateImpl(size_t size, Allocator::Attr attr) = 0;
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 private:
  friend class AllocationDeleter;
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};

}  // namespace allocation
}  // namespace memory
}  // namespace paddle