src/engine/threaded_engine.h - master - githubmirror/incubator-mxnet

src/engine/threaded_engine.h
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/*
 * Licensed to the Apache Software Foundation (ASF) under one
 * or more contributor license agreements.  See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership.  The ASF licenses this file
 * to you 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.
 */

/*!
 * \file threaded_engine.h
 * \brief Implements base class of threaded engine
 *    that tracks the dependency and pushes actions to execute.
 * \author Yutian Li
 */
#ifndef MXNET_ENGINE_THREADED_ENGINE_H_
#define MXNET_ENGINE_THREADED_ENGINE_H_

#include <dmlc/base.h>
#include <dmlc/logging.h>
#include <dmlc/omp.h>
#include <mxnet/storage.h>
#include <vector>
#include <functional>
#include <condition_variable>
#include <atomic>
#include <utility>
#include <mutex>
#include <string>
#include <thread>
#include "./engine_impl.h"
#include "../profiler/profiler.h"
#include "./openmp.h"
#include "../common/object_pool.h"
#include "../profiler/custom_op_profiler.h"

namespace mxnet {
namespace engine {

// Define helper macros for debug information.
#if ENGINE_DEBUG
#define DEFINE_ENGINE_DEBUG_INFO(Type)         \
  static std::atomic<std::size_t> counter;     \
  Type() {                                     \
    LOG(INFO) << __func__ << " " << ++counter; \
  }                                            \
  ~Type() {                                    \
    LOG(INFO) << __func__ << " " << --counter; \
  }
#else
#define DEFINE_ENGINE_DEBUG_INFO(Type)
#endif

// Forward declarations
struct ThreadedOpr;

/*! shared_ptr to exception_ptr, used for exception handling */
typedef std::shared_ptr<std::exception_ptr> ExceptionRef;

/*!
 * \brief Operation block in the scheduler.
 *  Each OprBlock corresponds to an operation pushed to the engine.
 */
struct OprBlock : public common::ObjectPoolAllocatable<OprBlock> {
  /*!
   * \brief wait number of pending tasks this OprBlock is waiting for.
   */
  std::atomic<int> wait{0};
  /*! \brief Pointer to information on performing real operation */
  ThreadedOpr* opr{nullptr};
  /*! \brief The context this operator */
  Context ctx;
  /*! \brief priority of the function */
  int priority;
  /*! \brief indicate whether to profile this operator */
  bool profiling{false};
  /*! \brief operator execution statistics */
  std::unique_ptr<profiler::ProfileOperator> opr_profile;
  // define possible debug information
  DEFINE_ENGINE_DEBUG_INFO(OprBlock);
  /*!
   * \brief call this function to decrease the wait counter.
   * \return the wait counter after the decreasement.
   */
  inline int decr_wait() {
    // check invariant, avoid over trigger
    const int ret = --wait;
    CHECK_GE(ret, 0);
    return ret;
  }
};  // struct OprBlock

/*!
 * \brief VersionedVarBlock that corresponding to a variable version.
 *  This is a basic unit of LinkedList in the ThreadedVar.
 */
struct VersionedVarBlock : public common::ObjectPoolAllocatable<VersionedVarBlock> {
  /*! \brief next block in the LinkedList */
  VersionedVarBlock* next{nullptr};
  /*! \brief the operation this block triggers */
  OprBlock* trigger{nullptr};
  /*! \brief whether this operation is a write(mutate) operation. */
  bool write{false};
  /*! \brief define possible debug information */
  DEFINE_ENGINE_DEBUG_INFO(VersionedVarBlock);
};  // struct VersionedVarBlock

/*!
 * \brief Variable implementation.
 *  Each ThreadedVar is a linked list(queue) of operations to be performed.
 */
class ThreadedVar final : public Var, public common::ObjectPoolAllocatable<ThreadedVar> {
 public:
  /*!
   * \brief constructor
   * \param head head block of the LinkedList,
   *             need to be initialized with next==nullptr and trigger=nullptr.
   */
  explicit ThreadedVar(VersionedVarBlock* head);
  /*!
   * \brief Schedule a read operation on this variable.
   *  If the opr_block can be runed right away,
   *  the wait counter of opr_block will be decreased.
   *  Otherwise, the opr_block will be added to waiting queue.
   * \param opr_block The operation to be scheduled.
   */
  inline void AppendReadDependency(OprBlock* opr_block);
  /*!
   * \brief Schedule a write operation on this variable.
   *  If the opr_block can be runed right away,
   *  the wait counter of opr_block will be decreased.
   *  Otherwise, the opr_block will be added to waiting queue.
   * \param opr_block The operation to be scheduled.
   */
  inline void AppendWriteDependency(OprBlock* opr_block);
  /*!
   * \brief A read operation is completed on this variable.
   *  This function may trigger subsequent waiting operations on this variable.
   *
   * \param dispatcher the function called to trigger the operation,
   *            when all of its dependencies are satiesfied.
   * \tparam Dispatcher the function called to trigger an operation.
   */
  template <typename Dispatcher>
  inline void CompleteReadDependency(Dispatcher dispatcher);
  /*!
   * \brief A write operation is completed on this variable.
   *  This function may trigger subsequent waiting operations on this variable.
   *
   * \param dispatcher the function called to trigger the operation,
   *            when all of its dependencies are satiesfied.
   * \tparam Dispatcher the function called to trigger an operation.
   * \return to_delete, whether this Variable can be deleted after this functin.
   */
  template <typename Dispatcher>
  inline bool CompleteWriteDependency(Dispatcher dispatcher);
  /*! \brief Mark this variable to be deleted. */
  inline void SetToDelete();
  /*! \return whether this variable is ready to read. */
  inline bool ready_to_read();
  inline size_t version() override;
  /*!
   * \brief Cast a Var pointer to ThreadedVar pointer
   * \param ptr pointer from base.
   * \return a casted pointer.
   */
  inline static ThreadedVar* CastFromBase(Var* ptr) {
    return ptr->Cast<ThreadedVar>();
  }
  // code for debug.
#if ENGINE_DEBUG
  static std::atomic<std::size_t> counter;
  ~ThreadedVar() {
    LOG(INFO) << __func__ << " " << --counter;
  }
#endif  // ENGINE_DEBUG
  /*!
   * \brief exception_ptr associated with the ThreadedOpr
   * cannot modify state of exception object since dereferencing
   * exception_ptr is undefined behavior. Using shared_ptr to hold
   * exception_ptr and overcome this limitation */
  ExceptionRef var_exception;

 private:
  // TODO(hotpxl) change this to spinlock for faster runtime
  // TODO(hotpxl) consider rename head
  /*! \brief internal mutex of the ThreadedVar */
  std::mutex mutex_;
  /*!
   * \brief number of pending reads operation in the variable.
   *  will be marked as -1 when there is a already triggered pending write.
   */
  int num_pending_reads_{0};
  /*!
   * \brief Points to the last VersionedVarBlock in the queue.
   *  head_ always points to a empty VersionedVarBlock.
   *  So when we want to append an operation to the queue:
   *    1) update head_->trigger to be new op
   *    2) update head_->next to be a new VersionedVarBlock
   *    3) move head to head->next.
   */
  VersionedVarBlock* head_{nullptr};
  /*!
   * \brief The pointer to next write to perform.
   *  This pointer will only be updated when the write completes.
   *  This is actually the head(oldest operation) in the queue.
   */
  VersionedVarBlock* pending_write_{nullptr};
  /*!
   * \brief If true, delete after operation completes.
   */
  bool to_delete_{false};
  /*! \brief special const on num_pending_reads_ to mark write being triggered */
  static constexpr int kWriteTriggered = -1;
  /*!
   * \brief derived invariant of ready to ready, without lock.
   * \return whether the current variable is ready to read.
   */
  inline bool is_ready_to_read() const {
    return pending_write_ == nullptr;
  }
};  // struct ThreadedVar

/*!
 * \brief Operator used in ThreadedEngine.
 */
struct ThreadedOpr final : public Opr, public common::ObjectPoolAllocatable<ThreadedOpr> {
  /*! \brief The function to be invoked each time. */
  Engine::AsyncFn fn;
  /*! \brief The variable this operation will read from. */
  std::vector<ThreadedVar*> const_vars;
  /*! \brief The variable this operation will mutate. */
  std::vector<ThreadedVar*> mutable_vars;
  /*! \brief The property of the operator */
  FnProperty prop;
  /*! \brief The name of the operator */
  std::string opr_name;
  /*!
   * \brief Whether this is an temporary operator
   *        that can be deleted right after the operation completed.
   */
  bool temporary{false};
  /*!
   * \brief Whether this is a WaitForVar operation
   */
  bool wait{false};
  /*!
   * \brief Cast a Opr pointer to ThreadedOpr pointer
   * \param ptr pointer from base.
   * \return a casted pointer.
   */
  inline static ThreadedOpr* CastFromBase(Opr* ptr) {
    return ptr->Cast<ThreadedOpr>();
  }
  // define possible debug information
  DEFINE_ENGINE_DEBUG_INFO(ThreadedOpr);
  /*!
   * \brief exception_ptr associated with the ThreadedOpr
   * cannot modify state of exception object since dereferencing
   * exception_ptr is undefined behavior. Using shared_ptr to hold
   * exception_ptr and overcome this limitation */
  ExceptionRef opr_exception;
};  // struct ThreadedOpr

/*!
 * \brief Base class of all ThreadedEngine.
 *  This class implements a thread safe version of engine.
 *  The engine tracks the dependencies, and will call PushToExecute
 *  to execute a specific task.
 *
 *  Subclass can implement PushToExecute to design specific
 *  execution policy for the tasks.
 */
class ThreadedEngine : public Engine {
 public:
  // implementing all the functions from Engine.
  ThreadedVar* NewVariable() override;
  ThreadedOpr* NewOperator(AsyncFn fn,
                           std::vector<VarHandle> const& const_vars,
                           std::vector<VarHandle> const& mutable_vars,
                           FnProperty prop      = FnProperty::kNormal,
                           const char* opr_name = nullptr,
                           bool wait            = false) override;
  void DeleteOperator(OprHandle op) override;
  void Push(OprHandle op, Context exec_ctx, int priority = 0, bool profiling = false) override;
  void PushAsync(AsyncFn exec_fun,
                 Context exec_ctx,
                 std::vector<VarHandle> const& const_vars,
                 std::vector<VarHandle> const& mutable_vars,
                 FnProperty prop      = FnProperty::kNormal,
                 int priority         = 0,
                 const char* opr_name = nullptr,
                 bool wait            = false) override;
  void PushSync(SyncFn exec_fn,
                Context exec_ctx,
                std::vector<VarHandle> const& const_vars,
                std::vector<VarHandle> const& mutable_vars,
                FnProperty prop      = FnProperty::kNormal,
                int priority         = 0,
                const char* opr_name = nullptr) override;
  void DeleteVariable(SyncFn delete_fn, Context exec_ctx, VarHandle var) override;
  void WaitForVar(VarHandle var) override;
  void WaitForAll() override;
  void Throw(VarHandle var) override;
  void NotifyShutdown() override {
    shutdown_phase_.store(true);
  }

  ThreadedEngine() {
    engine_info_ = dmlc::GetEnv("MXNET_ENGINE_INFO", false);

    objpool_opr_ref_    = common::ObjectPool<ThreadedOpr>::_GetSharedRef();
    objpool_blk_ref_    = common::ObjectPool<OprBlock>::_GetSharedRef();
    objpool_varblk_ref_ = common::ObjectPool<VersionedVarBlock>::_GetSharedRef();
    objpool_var_ref_    = common::ObjectPool<ThreadedVar>::_GetSharedRef();

    storage_ref_ = Storage::_GetSharedRef();

    // Get a ref to the profiler so that it doesn't get killed before us
    profiler::Profiler::Get(&profiler_);
  }
  ~ThreadedEngine() {
    {
      std::unique_lock<std::mutex> lock{finished_m_};
      kill_.store(true);
    }
    finished_cv_.notify_all();
  }

 protected:
  /*!
   * \brief Push the opr block to execution queue to be executed.
   *  This function is implemented by the corresponding subclass
   *  for specific policy.
   *
   * \param opr_block The operator block.
   * \param pusher_thread whether the caller is the thread that calls push
   */
  virtual void PushToExecute(OprBlock* opr_block, bool pusher_thread) = 0;
  /*!
   * \brief Call this function to actually execute an opr_block
   *  This function also deletes the opr_block after execution.
   * \param run_ctx runtime context used to execute the function.
   * \param opr_block the opr_block to be executed and deleted.
   */
  void ExecuteOprBlock(RunContext run_ctx,
                       OprBlock* opr_block,
                       CallbackOnStart on_start,
                       CallbackOnComplete callback) {
    ThreadedOpr* threaded_opr = opr_block->opr;
    if (opr_block->profiling && threaded_opr->opr_name.size()) {
      std::unique_ptr<profiler::ProfileOperator::Attributes> attrs;
      if (profiler_->AggregateEnabled()) {
        attrs.reset(new profiler::ProfileOperator::Attributes());
      }
      const Context& ctx = opr_block->ctx;
      opr_block->opr_profile.reset(
          new profiler::ProfileOperator(threaded_opr->opr_name.c_str(), attrs.release()));
      opr_block->opr_profile->startForDevice(ctx.dev_type, ctx.dev_id);
    }
    const bool debug_info = (engine_info_ && debug_push_opr_ == opr_block);
    if (debug_info) {
      LOG(INFO) << "ExecuteOprBlock " << opr_block << "shutdown_phase=" << shutdown_phase_;
    }
    // still run cleanup in shutdown_phase
    if (!shutdown_phase_ || threaded_opr->prop == FnProperty::kDeleteVar) {
      try {
        OnStart(threaded_opr);
        if (debug_info) {
          LOG(INFO) << "ExecuteOprFn ";
        }
        try {
          if ((!(threaded_opr->opr_exception && *threaded_opr->opr_exception) ||
               threaded_opr->prop == FnProperty::kNoSkip) ||
              threaded_opr->wait) {
            threaded_opr->fn(run_ctx, on_start, callback);
          } else {
            on_start();
            callback();
          }
        } catch (const std::exception& e) {
          on_start();
          threaded_opr->opr_exception =
              std::make_shared<std::exception_ptr>(std::current_exception());
          callback();
        }
        if (debug_info) {
          LOG(INFO) << "Fin ExecuteOprFn ";
        }
      } catch (std::exception& e) {
        std::string what = e.what();
        if (what.find("driver shutting down") == std::string::npos && !shutdown_phase_) {
          LOG(FATAL) << e.what() << "\n"
                     << "A fatal error occurred in asynchronous engine operation. "
                        "If you do not know what caused this error, "
                        "you can try set environment variable MXNET_ENGINE_TYPE "
                        "to NaiveEngine and run with debugger (i.e. gdb). "
                        "This will force all operations to be synchronous and "
                        "backtrace will give you the series of calls that lead "
                        "to this error. Remember to set MXNET_ENGINE_TYPE back to "
                        "empty after debugging.";
        }
      }
    } else {
      on_start();
      callback();
    }
  }

  int bulk_size() const override {
    const profiler::Profiler* prof = profiler::Profiler::Get();
    return (prof && prof->AggregateRunning()) ? 0 : BulkStatusStore::Get()->bulk_size;
  }

  int set_bulk_size(int bulk_size) override {
    BulkStatus& bulk_status = *BulkStatusStore::Get();
    std::swap(bulk_status.bulk_size, bulk_size);
    if (bulk_status.count >= bulk_status.bulk_size)
      BulkFlush();
    if (!bulk_status.functions) {
      bulk_status.functions.reset(new std::vector<SyncFn>());
    }
    bulk_status.functions->reserve(bulk_size);
    return bulk_size;
  }

 protected:
  static void OnStartStatic(Engine* engine, void* opr_block, const dmlc::Error* error);
  static void OnCompleteStatic(Engine* engine, void* threaded_opr, const dmlc::Error* error);
#if MXNET_USE_CUDA
  static void OnStartCPU(Engine* engine, void* opr_block, const dmlc::Error* error);
  static void OnStartGPU(Engine* engine, void* sync_info, const dmlc::Error* error);
  static void OnCompleteGPU(Engine* engine, void* sync_info, const dmlc::Error* error);
  struct GPUWorkerSyncInfo : public common::ObjectPoolAllocatable<GPUWorkerSyncInfo> {
    void* opr_block{nullptr};
    void* stream{nullptr};
    void* event_pool{nullptr};
  };

  std::shared_ptr<common::ObjectPool<GPUWorkerSyncInfo>> objpool_gpu_sync_ref_;
#endif

 private:
  /*! \brief structure for holding bulk execution status */
  struct BulkStatus {
    /*! \brief maximum number of ops per bulk */
    int bulk_size = 0;
    /*! \brief current number of ops in bulk */
    int count = 0;
    /*! \brief context of current ops */
    Context ctx;
    /*! \brief current op functions */
    std::shared_ptr<std::vector<SyncFn>> functions;
    /*! \brief constant variables */
    std::vector<VarHandle> const_vars;
    /*! \brief mutable variables */
    std::vector<VarHandle> mutable_vars;
  };
  /*! thread local store for bulk */
  typedef dmlc::ThreadLocalStore<BulkStatus> BulkStatusStore;

  /*!
   * \brief check if thee is duplication in const_vars and mutable_vars.
   * \param const_vars the variables to read from.
   * \param mutable_vars the variables to mutate.
   */
  void CheckDuplicate(std::vector<VarHandle> const& const_vars,
                      std::vector<VarHandle> const& mutable_vars);
  /*!
   * \brief Callback on operation completion.
   *
   * On operation completion, this will trigger subsequent operations.
   */
  inline void OnComplete(ThreadedOpr* threaded_opr);
  /*!
   * \brief rethrow caught exception in WaitForVar
   * \param threaded_var the var that we are waiting to read
   */
  inline void ThrowException(ThreadedVar* threaded_var);
  /*!
   * \brief Mark exceptions before operation execution.
   *
   * Will mark the operator as a failure and associate exception_ptr
   * if any of the read dependencies have exception associated.
   */
  inline void OnStart(ThreadedOpr* threaded_opr) {
    for (auto&& i : threaded_opr->const_vars) {
      if (i->var_exception && *i->var_exception) {
        threaded_opr->opr_exception = i->var_exception;
        AddToGlobalExceptions(threaded_opr->opr_exception);
        break;
      }
    }
    if (!(threaded_opr->opr_exception && *threaded_opr->opr_exception)) {
      for (auto&& i : threaded_opr->mutable_vars) {
        if (i->var_exception && *i->var_exception) {
          threaded_opr->opr_exception = i->var_exception;
          AddToGlobalExceptions(threaded_opr->opr_exception);
          break;
        }
      }
    }
  }

  /*!
   * \brief find exception in global_exception_refs and add it if missing
   * \param opr_exception the exception to be added to global_exception_refs
   */
  inline void AddToGlobalExceptions(const ExceptionRef& opr_exception) {
    auto it =
        std::find(global_exception_refs_.begin(), global_exception_refs_.end(), opr_exception);
    if (it == global_exception_refs_.end()) {
      global_exception_refs_.push_back(opr_exception);
    }
    return;
  }
  /*! \brief append an operator to bulk */
  inline void BulkAppend(SyncFn exec_fn,
                         Context exec_ctx,
                         std::vector<VarHandle> const& const_vars,
                         std::vector<VarHandle> const& mutable_vars) {
    BulkStatus& bulk_status = *BulkStatusStore::Get();
    if (!bulk_status.functions) {
      bulk_status.functions.reset(new std::vector<SyncFn>());
    }
    bulk_status.functions->push_back(exec_fn);
    if (!bulk_status.count) {
      bulk_status.ctx = exec_ctx;
    }

    ++bulk_status.count;
    bulk_status.const_vars.insert(
        bulk_status.const_vars.end(), const_vars.begin(), const_vars.end());
    bulk_status.mutable_vars.insert(
        bulk_status.mutable_vars.end(), mutable_vars.begin(), mutable_vars.end());

    if (bulk_status.count >= bulk_status.bulk_size)
      BulkFlush();
  }
  /*! \brief flush current bulk to execution */
  inline void BulkFlush() {
    BulkStatus& bulk_status = *BulkStatusStore::Get();
    if (!bulk_status.count)
      return;
    bulk_status.count = 0;
    DeduplicateVarHandle(&bulk_status.const_vars, &bulk_status.mutable_vars);
    auto functions = bulk_status.functions;
    this->PushAsync(
        [functions](RunContext ctx, CallbackOnStart on_start, CallbackOnComplete on_complete) {
          on_start();
          for (auto& fn : *functions) {
            fn(ctx);
          }
          on_complete();
        },
        bulk_status.ctx,
        bulk_status.const_vars,
        bulk_status.mutable_vars,
        FnProperty::kNormal,
        0,
        "ImperativeBulk");
    bulk_status.functions.reset(new std::vector<SyncFn>());
    bulk_status.functions->reserve(bulk_status.bulk_size);
    bulk_status.const_vars.clear();
    bulk_status.mutable_vars.clear();
  }
  /*!
   * \brief Number of pending operations.
   */
  std::atomic<int> pending_{0};
  /*! \brief whether we want to kill the waiters */
  std::atomic<bool> kill_{false};
  /*! \brief whether it is during shutdown phase*/
  std::atomic<bool> shutdown_phase_{false};
  /*!\brief show more information from engine actions */
  bool engine_info_{false};
  /*! \brief debug information about wait for var. */
  std::atomic<ThreadedVar*> debug_wait_var_{nullptr};
  /*! \brief debug information about wait for var. */
  std::atomic<OprBlock*> debug_push_opr_{nullptr};
  /*!
   * \brief Mutex and condition_variable,
   *  used to Notify waits for single or all variables.
   */
  std::mutex finished_m_;
  std::condition_variable finished_cv_;
  /*! \brief global exception refs, which are rethrown when WaitForAll is called */
  std::vector<ExceptionRef> global_exception_refs_;

  /*!
   * \brief Holding a shared_ptr to the object pool to prevent it from being destructed too early
   * See also #309 (https://github.com/apache/mxnet/issues/309)
   */
  std::shared_ptr<common::ObjectPool<ThreadedOpr>> objpool_opr_ref_;
  std::shared_ptr<common::ObjectPool<OprBlock>> objpool_blk_ref_;
  std::shared_ptr<common::ObjectPool<VersionedVarBlock>> objpool_varblk_ref_;
  std::shared_ptr<common::ObjectPool<ThreadedVar>> objpool_var_ref_;

  /*!
   * \brief Async destruction of some objects is relied on storage,
   *  prevent it from being destructed too early
   */
  std::shared_ptr<Storage> storage_ref_;

#if MXNET_USE_CUDA
  /*! \brief Number of GPU devices available */
  std::atomic<int> device_count_{-1};
#endif

  /*! \brief Hold a ref count ot the profiler */
  std::shared_ptr<profiler::Profiler> profiler_;

  /*!
   * \brief Disallow copy construction and assignment.
   * \note This must be last
   */
  DISALLOW_COPY_AND_ASSIGN(ThreadedEngine);
};  // class ThreadedEngine

}  // namespace engine
}  // namespace mxnet

#endif  // MXNET_ENGINE_THREADED_ENGINE_H_