kernel_pool.h

/* 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>  // for unique_ptr
#include <string>
#include <unordered_map>
#include <vector>
#include "paddle/fluid/operators/jit/gen_base.h"
#include "paddle/fluid/operators/jit/kernel_base.h"
#include "paddle/fluid/operators/jit/kernel_key.h"
#include "paddle/fluid/platform/place.h"

namespace paddle {
namespace operators {
namespace jit {

template <KernelType KT>
class JitCodePool {
  typedef std::unique_ptr<GenBase> GenBasePtr;
  typedef std::unordered_map<size_t, GenBasePtr> JitCodeMap;

 public:
  JitCodePool() = default;
  static JitCodePool& Instance() {
    static thread_local JitCodePool<KT> g_jit_codes;
    return g_jit_codes;
  }

  const JitCodeMap& AllKernels() { return codes_; }

  bool Has(size_t key) const { return codes_.find(key) != codes_.end(); }

  void Insert(size_t key, GenBasePtr value) {
    codes_.emplace(key, std::move(value));
  }

 private:
  JitCodeMap codes_;
  DISABLE_COPY_AND_ASSIGN(JitCodePool);
};

class JitCodeCreatorPool {
  typedef std::unique_ptr<const GenCreator> GenCreatorPtr;
  typedef std::unordered_map<KernelKey, std::vector<GenCreatorPtr>,
                             KernelKey::Hash>
      GenCreatorPtrMap;

 public:
  JitCodeCreatorPool() = default;
  static JitCodeCreatorPool& Instance();
  GenCreatorPtrMap& AllCreators() { return creators_; }
  void Insert(const KernelKey& key, GenCreatorPtr value) {
    if (creators_.find(key) == creators_.end()) {
      creators_.emplace(key, std::vector<GenCreatorPtr>());
    }
    creators_.at(key).emplace_back(std::move(value));
  }

 private:
  GenCreatorPtrMap creators_;
  DISABLE_COPY_AND_ASSIGN(JitCodeCreatorPool);
};

typedef std::unique_ptr<const Kernel> KernelPtr;
typedef std::unordered_map<KernelKey, std::vector<KernelPtr>, KernelKey::Hash>
    KernelMap;

class KernelPool {
 public:
  static KernelPool& Instance();
  KernelPool() = default;
  KernelMap& AllKernels() { return pool_; }
  void Insert(const KernelKey& key, KernelPtr value) {
    if (pool_.find(key) == pool_.end()) {
      pool_.emplace(key, std::vector<KernelPtr>());
    }
    pool_.at(key).emplace_back(std::move(value));
  }

 private:
  KernelMap pool_;
  DISABLE_COPY_AND_ASSIGN(KernelPool);
};

// Every kernel should have refer code and it should be used in unit tests,
// so refer kernels should have it's independent kernel pool
class ReferKernelPool {
 public:
  static ReferKernelPool& Instance();
  ReferKernelPool() = default;
  KernelMap& AllKernels() { return pool_; }
  void Insert(const KernelKey& key, KernelPtr value) {
    if (pool_.find(key) == pool_.end()) {
      pool_.emplace(key, std::vector<KernelPtr>());
    }
    pool_.at(key).emplace_back(std::move(value));
  }

 private:
  KernelMap pool_;
  DISABLE_COPY_AND_ASSIGN(ReferKernelPool);
};

// Refer code do not related with attr, and always on CPUPlace
template <KernelType KT, typename T, typename Func, typename Attr>
inline Func GetRefer() {
  auto& ref_pool = ReferKernelPool().Instance().AllKernels();
  KernelKey kkey(KT, platform::CPUPlace());
  auto ref_iter = ref_pool.find(kkey);
  PADDLE_ENFORCE(ref_iter != ref_pool.end(),
                 "Every Kernel should have reference function.");
  auto& ref_impls = ref_iter->second;
  for (auto& impl : ref_impls) {
    auto i = dynamic_cast<const ReferKernel<T, Func, Attr>*>(impl.get());
    if (i) {
      return i->GetFunc();
    }
  }
  return nullptr;
}

template <KernelType KT, typename T, typename Func, typename Attr,
          typename PlaceType = platform::CPUPlace>
const Func Get(Attr attr) {
  size_t key = JitCodeKey<Attr>(attr);
  auto& codes = JitCodePool<KT>().Instance();
  if (codes.Has(key)) {
    return codes.AllKernels().at(key)->template getCode<Func>();
  }

  KernelKey kkey(KT, PlaceType());
  if (std::is_same<PlaceType, platform::CPUPlace>::value) {
    // pool: (KernelKey(type, place), vector<GenCreatorPtr>)
    auto& creator_map = JitCodeCreatorPool().Instance().AllCreators();
    auto iter = creator_map.find(kkey);
    auto& creators = iter->second;
    for (auto& cur : creators) {
      auto i = dynamic_cast<const JitCodeCreator<Attr>*>(cur.get());
      if (i && i->UseMe(attr)) {
        auto p = i->CreateJitCode(attr);
        if (p) {
          auto f = p->template getCode<Func>();
          codes.Insert(key, std::move(p));
          return f;
        }
      }
    }
  }

  // pool: (KernelKey(type, place), vector<KernelPtr>)
  auto& pool = KernelPool().Instance().AllKernels();
  auto iter = pool.find(kkey);
  if (iter != pool.end()) {
    auto& impls = iter->second;
    for (auto& impl : impls) {
      auto i = dynamic_cast<const KernelImpl<T, Func, Attr>*>(impl.get());
      if (i && i->UseMe(attr)) {
        return i->GetFunc();
      }
    }
  }

  // The last implementation should be reference function on CPUPlace.
  return GetRefer<KT, T, Func, Attr>();
}

}  // namespace jit
}  // namespace operators
}  // namespace paddle