diff --git a/caffe2/core/net_async_task.cc b/caffe2/core/net_async_task.cc
new file mode 100644
index 00000000000..1496779a0b2
--- /dev/null
+++ b/caffe2/core/net_async_task.cc
@@ -0,0 +1,107 @@
+#include "caffe2/core/net_async_task.h"
+
+#include "caffe2/core/net_async_task_graph.h"
+
+namespace caffe2 {
+
+AsyncTask::AsyncTask(const std::vector<OperatorBase*>& ops) : ops_(ops) {
+  CAFFE_ENFORCE(!ops_.empty());
+  device_option_ = ops_.front()->device_option();
+  for (auto& op : ops_) {
+    CAFFE_ENFORCE(IsSameDevice(device_option_, op->device_option()));
+  }
+  Reset();
+}
+
+void AsyncTask::handleChainError(
+    OperatorBase* op,
+    const char* err_str,
+    bool save_exception) {
+  std::string err_msg = err_str;
+  if (op) {
+    err_msg += ",  op " + (op->has_debug_def() ? op->type() : " unknown");
+  }
+  LOG(ERROR) << err_msg;
+
+  // save error message and exception in chain's Event
+  auto last_op = ops_.back();
+  if (save_exception) {
+    last_op->event().SetFinishedWithException(err_msg.c_str());
+  } else {
+    last_op->event().SetFinished(err_msg.c_str());
+  }
+
+  // set future as completed with an error
+  // TODO: exceptions in future
+  future_.SetCompleted(err_msg.c_str());
+}
+
+bool AsyncTask::Run(const ExecutionOptions& options) {
+  // TODO: insert CUDA's async stream waits; tracing and counters
+  OperatorBase* op = nullptr;
+  try {
+    for (auto op_idx = 0; op_idx < ops_.size(); ++op_idx) {
+      op = ops_[op_idx];
+      int stream_id = 0; // TODO: thread local stream id
+      if (!op->RunAsync(stream_id)) {
+        handleChainError(op, "Failed to execute an op");
+        return false;
+      }
+    }
+
+    if (options.finish_chain_) {
+      op = ops_.back();
+      op->Finish();
+    }
+
+    // set the future as successfully completed or, in case of async CPU,
+    // use op's callback
+    if (IsCPUDeviceType(device_option_.device_type()) &&
+        ops_.back()->HasAsyncPart()) {
+      auto& event = ops_.back()->event();
+      event.SetCallback([this, &event]() {
+        CAFFE_ENFORCE(event.IsFinished());
+        if (event.Query() == EventStatus::EVENT_SUCCESS) {
+          future_.SetCompleted();
+        } else {
+          // TODO: support for exceptions
+          future_.SetCompleted(event.ErrorMessage().c_str());
+        }
+      });
+    } else {
+      future_.SetCompleted();
+    }
+  } catch (const std::exception& e) {
+    handleChainError(op, e.what(), /* save_exception */ true);
+    return false;
+  } catch (...) {
+    handleChainError(
+        op,
+        "Failed to execute task: unknown error",
+        /* save_exception */ true);
+    return false;
+  }
+
+  return true;
+}
+
+void AsyncTask::Reset() {
+  for (auto& op : ops_) {
+    op->ResetEvent();
+  }
+  future_.ResetState();
+}
+
+DeviceOption AsyncTask::GetDeviceOption() const {
+  return device_option_;
+}
+
+AsyncTaskFuture& AsyncTask::GetFuture() {
+  return future_;
+}
+
+const AsyncTaskFuture& AsyncTask::GetFuture() const {
+  return future_;
+}
+
+}; // namespace caffe2
diff --git a/caffe2/core/net_async_task.h b/caffe2/core/net_async_task.h
new file mode 100644
index 00000000000..e9aa699854e
--- /dev/null
+++ b/caffe2/core/net_async_task.h
@@ -0,0 +1,39 @@
+#ifndef CAFFE2_NET_ASYNC_TASK_H
+#define CAFFE2_NET_ASYNC_TASK_H
+
+#include "caffe2/core/net_async_base.h"
+#include "caffe2/core/net_async_task_future.h"
+#include "caffe2/core/operator.h"
+
+#include <vector>
+
+namespace caffe2 {
+
+// AsyncTask represents an asynchronous execution of a chain of ops.
+class AsyncTask {
+ public:
+  AsyncTask(const std::vector<OperatorBase*>& ops);
+
+  bool Run(const ExecutionOptions& options);
+
+  void Reset();
+
+  DeviceOption GetDeviceOption() const;
+
+  AsyncTaskFuture& GetFuture();
+  const AsyncTaskFuture& GetFuture() const;
+
+ private:
+  void handleChainError(
+      OperatorBase* op,
+      const char* err_msg,
+      bool save_exception = false);
+
+  std::vector<OperatorBase*> ops_;
+  DeviceOption device_option_;
+  AsyncTaskFuture future_;
+};
+
+} // namespace caffe2
+
+#endif // CAFFE2_NET_ASYNC_TASK_H
diff --git a/caffe2/core/net_async_task_future.cc b/caffe2/core/net_async_task_future.cc
new file mode 100644
index 00000000000..da33d21fb1e
--- /dev/null
+++ b/caffe2/core/net_async_task_future.cc
@@ -0,0 +1,110 @@
+#include "caffe2/core/net_async_task_future.h"
+
+#include "c10/util/Logging.h"
+#include "caffe2/core/common.h"
+
+namespace caffe2 {
+
+AsyncTaskFuture::AsyncTaskFuture() : completed_(false), failed_(false) {}
+
+AsyncTaskFuture::AsyncTaskFuture(const std::vector<AsyncTaskFuture*>& futures)
+    : completed_(false), failed_(false) {
+  if (futures.size() > 1) {
+    parent_counter_ = caffe2::make_unique<ParentCounter>(futures.size());
+    for (auto future : futures) {
+      future->SetCallback([this](const AsyncTaskFuture* f) {
+        if (f->IsFailed()) {
+          std::unique_lock<std::mutex> lock(parent_counter_->err_mutex);
+          if (parent_counter_->parent_failed) {
+            parent_counter_->err_msg += ", " + f->ErrorMessage();
+          } else {
+            parent_counter_->parent_failed = true;
+            parent_counter_->err_msg = f->ErrorMessage();
+          }
+        }
+        int count = --parent_counter_->parent_count;
+        if (count == 0) {
+          // thread safe to use parent_counter here
+          if (!parent_counter_->parent_failed) {
+            SetCompleted();
+          } else {
+            SetCompleted(parent_counter_->err_msg.c_str());
+          }
+        }
+      });
+    }
+  } else {
+    CAFFE_ENFORCE_EQ(futures.size(), 1);
+    auto future = futures.back();
+    future->SetCallback([this](const AsyncTaskFuture* f) {
+      if (!f->IsFailed()) {
+        SetCompleted();
+      } else {
+        SetCompleted(f->ErrorMessage().c_str());
+      }
+    });
+  }
+}
+
+bool AsyncTaskFuture::IsCompleted() const {
+  return completed_;
+}
+
+bool AsyncTaskFuture::IsFailed() const {
+  return failed_;
+}
+
+std::string AsyncTaskFuture::ErrorMessage() const {
+  return err_msg_;
+}
+
+void AsyncTaskFuture::Wait() const {
+  std::unique_lock<std::mutex> lock(mutex_);
+  while (!completed_) {
+    cv_completed_.wait(lock);
+  }
+}
+
+void AsyncTaskFuture::SetCallback(
+    std::function<void(const AsyncTaskFuture*)> callback) {
+  std::unique_lock<std::mutex> lock(mutex_);
+
+  callbacks_.push_back(callback);
+  if (completed_) {
+    callback(this);
+  }
+}
+
+void AsyncTaskFuture::SetCompleted(const char* err_msg) {
+  std::unique_lock<std::mutex> lock(mutex_);
+
+  CAFFE_ENFORCE(!completed_, "Calling SetCompleted on a completed future");
+  completed_ = true;
+
+  if (err_msg) {
+    failed_ = true;
+    err_msg_ = err_msg;
+  }
+
+  for (auto& callback : callbacks_) {
+    callback(this);
+  }
+
+  cv_completed_.notify_all();
+}
+
+// ResetState is called on a completed future,
+// does not reset callbacks to keep task graph structure
+void AsyncTaskFuture::ResetState() {
+  std::unique_lock<std::mutex> lock(mutex_);
+  if (parent_counter_) {
+    parent_counter_->Reset();
+  }
+  completed_ = false;
+  failed_ = false;
+  err_msg_ = "";
+}
+
+AsyncTaskFuture::~AsyncTaskFuture() {}
+
+} // namespace caffe2
diff --git a/caffe2/core/net_async_task_future.h b/caffe2/core/net_async_task_future.h
new file mode 100644
index 00000000000..167b4b29c52
--- /dev/null
+++ b/caffe2/core/net_async_task_future.h
@@ -0,0 +1,76 @@
+#ifndef CAFFE2_NET_ASYNC_TASK_FUTURE_H
+#define CAFFE2_NET_ASYNC_TASK_FUTURE_H
+
+#include <atomic>
+#include <condition_variable>
+#include <functional>
+#include <memory>
+#include <mutex>
+#include <string>
+#include <vector>
+
+namespace caffe2 {
+
+// Represents the state of AsyncTask execution, that can be queried with
+// IsCompleted/IsFailed. Callbacks are supported through SetCallback and
+// are called upon future's completion.
+
+class AsyncTaskFuture {
+ public:
+  AsyncTaskFuture();
+  // Creates a future completed when all given futures are completed
+  explicit AsyncTaskFuture(const std::vector<AsyncTaskFuture*>& futures);
+  ~AsyncTaskFuture();
+
+  AsyncTaskFuture(const AsyncTaskFuture&) = delete;
+
+  AsyncTaskFuture& operator=(const AsyncTaskFuture&) = delete;
+
+  bool IsCompleted() const;
+
+  bool IsFailed() const;
+
+  std::string ErrorMessage() const;
+
+  void Wait() const;
+
+  void SetCallback(std::function<void(const AsyncTaskFuture*)> callback);
+
+  void SetCompleted(const char* err_msg = nullptr);
+
+  void ResetState();
+
+ private:
+  mutable std::mutex mutex_;
+  mutable std::condition_variable cv_completed_;
+  std::atomic<bool> completed_;
+  std::atomic<bool> failed_;
+  std::string err_msg_;
+  std::vector<std::function<void(const AsyncTaskFuture*)>> callbacks_;
+
+  struct ParentCounter {
+    explicit ParentCounter(int init_parent_count)
+        : init_parent_count_(init_parent_count),
+          parent_count(init_parent_count),
+          parent_failed(false) {}
+
+    void Reset() {
+      std::unique_lock<std::mutex> lock(err_mutex);
+      parent_count = init_parent_count_;
+      parent_failed = false;
+      err_msg = "";
+    }
+
+    const int init_parent_count_;
+    std::atomic<int> parent_count;
+    std::mutex err_mutex;
+    std::atomic<bool> parent_failed;
+    std::string err_msg;
+  };
+
+  std::unique_ptr<ParentCounter> parent_counter_;
+};
+
+} // namespace caffe2
+
+#endif // CAFFE2_NET_ASYNC_TASK_FUTURE_H
diff --git a/caffe2/core/net_async_task_graph.cc b/caffe2/core/net_async_task_graph.cc
new file mode 100644
index 00000000000..c2732ee97c0
--- /dev/null
+++ b/caffe2/core/net_async_task_graph.cc
@@ -0,0 +1,139 @@
+#include "caffe2/core/net_async_task_graph.h"
+
+#include "caffe2/core/net_parallel.h"
+
+namespace caffe2 {
+
+AsyncTaskGraph::AsyncTaskGraph(
+    ExecutorHelper* helper,
+    const ExecutionOptions& options)
+    : helper_(helper), options_(options), frozen_(false) {}
+
+bool AsyncTaskGraph::CreateNode(
+    int node_id,
+    const std::vector<OperatorBase*>& ops) {
+  CAFFE_ENFORCE(!frozen_);
+  if (!nodes_.count(node_id)) {
+    nodes_[node_id] = caffe2::make_unique<AsyncTask>(ops);
+    return true;
+  } else {
+    return false;
+  }
+}
+
+bool AsyncTaskGraph::AddDependency(
+    int child_node_id,
+    const std::vector<int>& parent_node_ids) {
+  CAFFE_ENFORCE(!frozen_);
+  CAFFE_ENFORCE(!parent_node_ids.empty());
+  CAFFE_ENFORCE(nodes_.count(child_node_id));
+  for (auto node_id : parent_node_ids) {
+    CAFFE_ENFORCE(nodes_.count(node_id));
+  }
+  CAFFE_ENFORCE(!parents_.count(child_node_id));
+
+  auto* child_task = nodes_[child_node_id].get();
+  auto child_device = child_task->GetDeviceOption();
+
+  std::vector<AsyncTaskFuture*> parent_futures;
+  for (auto node_id : parent_node_ids) {
+    parents_[child_node_id].insert(node_id);
+    children_[node_id].insert(child_node_id);
+    parent_futures.push_back(&nodes_[node_id]->GetFuture());
+  }
+
+  AsyncTaskFuture* parents_future = nullptr;
+  if (parent_futures.size() > 1) {
+    edge_futures_.push_back(
+        caffe2::make_unique<AsyncTaskFuture>(parent_futures));
+    parents_future = edge_futures_.back().get();
+  } else {
+    CAFFE_ENFORCE_EQ(parent_futures.size(), 1);
+    parents_future = parent_futures.back();
+  }
+
+  // TODO: CUDA polling
+  parents_future->SetCallback(
+      [this, child_task, child_device](const AsyncTaskFuture* f) {
+        CAFFE_ENFORCE(f->IsCompleted());
+        if (!f->IsFailed()) {
+          // if we're in the correct thread pool and DFS scheduling is enabled,
+          // immediately call task inline, otherwise send task into thread pool
+          auto* pool = helper_->GetPool(child_device);
+          if (pool->inThreadPool() && options_.use_dfs_scheduling_) {
+            child_task->Run(options_);
+          } else {
+            pool->run([this, child_task]() { child_task->Run(options_); });
+          }
+        } else {
+          // skip task execution and propagate error further
+          child_task->GetFuture().SetCompleted(f->ErrorMessage().c_str());
+        }
+      });
+
+  return true;
+}
+
+void AsyncTaskGraph::FreezeGraph() {
+  if (frozen_) {
+    return;
+  }
+
+  CAFFE_ENFORCE(!run_future_);
+  CAFFE_ENFORCE(root_tasks_.empty());
+
+  std::vector<AsyncTaskFuture*> final_futures;
+  for (auto& kv : nodes_) {
+    auto task_id = kv.first;
+    auto* task = kv.second.get();
+
+    if (parents_[task_id].empty()) {
+      root_tasks_.push_back(task);
+    }
+
+    if (children_[task_id].empty()) {
+      auto& future = task->GetFuture();
+      final_futures.push_back(&future);
+    }
+  }
+
+  CAFFE_ENFORCE(!root_tasks_.empty());
+  CAFFE_ENFORCE(!final_futures.empty());
+
+  run_future_ = caffe2::make_unique<AsyncTaskFuture>(final_futures);
+
+  frozen_ = true;
+}
+
+AsyncTaskFuture* AsyncTaskGraph::ExecuteGraph() {
+  CAFFE_ENFORCE(frozen_);
+  CAFFE_ENFORCE(run_future_ && !run_future_->IsCompleted());
+
+  // TODO: run root tasks inline in inference mode
+  for (auto* task : root_tasks_) {
+    auto task_device = task->GetDeviceOption();
+    helper_->GetPool(task_device)->run([this, task]() { task->Run(options_); });
+  }
+
+  return run_future_.get();
+}
+
+AsyncTaskFuture* AsyncTaskGraph::GetFuture() {
+  CAFFE_ENFORCE(frozen_);
+  return run_future_.get();
+}
+
+void AsyncTaskGraph::Reset() {
+  CAFFE_ENFORCE(frozen_);
+  for (auto& kv : nodes_) {
+    kv.second->Reset();
+  }
+  for (auto& future : edge_futures_) {
+    future->ResetState();
+  }
+  if (run_future_) {
+    run_future_->ResetState();
+  }
+}
+
+}; // namespace caffe2
diff --git a/caffe2/core/net_async_task_graph.h b/caffe2/core/net_async_task_graph.h
new file mode 100644
index 00000000000..8ccec923ea6
--- /dev/null
+++ b/caffe2/core/net_async_task_graph.h
@@ -0,0 +1,78 @@
+#ifndef CAFFE2_NET_ASYNC_TASK_GRAPH_H
+#define CAFFE2_NET_ASYNC_TASK_GRAPH_H
+
+#include "caffe2/core/net_async_base.h"
+#include "caffe2/core/net_async_task.h"
+#include "caffe2/core/net_async_task_future.h"
+#include "caffe2/core/operator.h"
+
+namespace caffe2 {
+
+// AsyncTaskGraph represents an execution of a net, it owns the tasks and
+// associated futures, sets up future callbacks and propagates errors.
+// Usage steps:
+// - Adding graph nodes and edges through CreateNode/AddDependency;
+// - Freezing the graph (FreezeGraph), after the freezing a future
+//   can be obtained using GetFuture;
+// - Execution of the graph is scheduled through ExecuteGraph, after each
+//   execution Reset must be called to prepare the graph for the next run
+
+class AsyncTaskGraphBase {
+ public:
+  virtual bool CreateNode(
+      int node_id,
+      const std::vector<OperatorBase*>& ops) = 0;
+
+  virtual bool AddDependency(
+      int child_node_id,
+      const std::vector<int>& parent_node_ids) = 0;
+
+  virtual void FreezeGraph() = 0;
+
+  virtual AsyncTaskFuture* ExecuteGraph() = 0;
+
+  virtual AsyncTaskFuture* GetFuture() = 0;
+
+  virtual void Reset() = 0;
+
+  virtual ~AsyncTaskGraphBase() noexcept {}
+};
+
+class AsyncTaskGraph : public AsyncTaskGraphBase {
+ public:
+  AsyncTaskGraph(ExecutorHelper* helper, const ExecutionOptions& options);
+
+  bool CreateNode(int node_id, const std::vector<OperatorBase*>& ops) override;
+
+  bool AddDependency(int child_node_id, const std::vector<int>& parent_node_ids)
+      override;
+
+  void FreezeGraph() override;
+
+  AsyncTaskFuture* ExecuteGraph() override;
+
+  AsyncTaskFuture* GetFuture() override;
+
+  void Reset() override;
+
+ private:
+  // used to, e.g., get access to executor's thread pools
+  // TODO: pass tracer and counters through ExecutorHelper
+  ExecutorHelper* helper_;
+  ExecutionOptions options_;
+
+  bool frozen_;
+
+  std::unordered_map<int, std::unique_ptr<AsyncTask>> nodes_;
+  std::unordered_map<int, std::unordered_set<int>> parents_;
+  std::unordered_map<int, std::unordered_set<int>> children_;
+  std::vector<std::unique_ptr<AsyncTaskFuture>> edge_futures_;
+
+  std::vector<AsyncTask*> root_tasks_;
+
+  std::unique_ptr<AsyncTaskFuture> run_future_;
+};
+
+} // namespace caffe2
+
+#endif // CAFFE2_NET_ASYNC_TASK_GRAPH_H
diff --git a/caffe2/core/net_parallel.cc b/caffe2/core/net_parallel.cc
new file mode 100644
index 00000000000..b9a9f0869f7
--- /dev/null
+++ b/caffe2/core/net_parallel.cc
@@ -0,0 +1,197 @@
+#include "caffe2/core/net_parallel.h"
+
+#include "caffe2/core/operator.h"
+
+#include <sstream>
+
+C10_DEFINE_string(
+    caffe2_task_graph_engine,
+    "futures",
+    "Task graph engine type used by net executor");
+
+namespace caffe2 {
+
+ParallelNet::ParallelNet(
+    const std::shared_ptr<const NetDef>& net_def,
+    Workspace* ws)
+    : NetBase(net_def, ws), options_(net_def), run_future_(nullptr) {
+  num_workers_ = net_def->num_workers();
+  CAFFE_ENFORCE_GT(
+      num_workers_, 0, "Expected positive number of worker threads");
+
+  helper_ = caffe2::make_unique<ParallelNetExecutorHelper>(this);
+  task_graph_ = TaskGraphRegistry()->Create(
+      FLAGS_caffe2_task_graph_engine, helper_.get(), options_);
+
+  // initialize operators
+  operator_nodes_ = dag_utils::prepareOperatorNodes(net_def, ws);
+  operators_.reserve(operator_nodes_.size());
+  for (const auto& node : operator_nodes_) {
+    auto op = node.operator_.get();
+    op->SetExecutorHelper(helper_.get());
+    operators_.push_back(op);
+  }
+
+  // compute chains
+  // TODO: inference mode for chaining
+  auto execution_chains = dag_utils::computeChains(operator_nodes_);
+  std::vector<std::vector<int>> chains;
+  chains.reserve(execution_chains.size());
+  for (const auto& kv : execution_chains) {
+    chains.push_back(kv.second);
+  }
+  auto chain_nodes = dag_utils::prepareChainGraphNodes(operator_nodes_, chains);
+  CAFFE_ENFORCE_EQ(chains.size(), chain_nodes.size());
+
+  // disable unused events
+  for (const auto& chain : chains) {
+    for (const auto& op_id : chain) {
+      if (op_id == chain.back() || op_id == chain.front()) {
+        continue;
+      }
+      auto op = operators_[op_id];
+      if (IsCPUDeviceType(op->device_option().device_type()) &&
+          op->HasAsyncPart()) {
+        continue;
+      }
+      op->DisableEvent();
+    }
+  }
+
+  // initialize task graph
+  for (auto chain_id = 0; chain_id < chains.size(); ++chain_id) {
+    std::vector<OperatorBase*> ops;
+    ops.reserve(chains[chain_id].size());
+    for (auto op_id : chains[chain_id]) {
+      ops.push_back(operators_[op_id]);
+    }
+    CAFFE_ENFORCE(task_graph_->CreateNode(chain_id, ops));
+  }
+  for (auto chain_id = 0; chain_id < chain_nodes.size(); ++chain_id) {
+    if (!chain_nodes[chain_id].parents_.empty()) {
+      CAFFE_ENFORCE(
+          task_graph_->AddDependency(chain_id, chain_nodes[chain_id].parents_));
+    }
+  }
+
+  // Freeze graph and initialize graph execution future
+  task_graph_->FreezeGraph();
+  run_future_ = task_graph_->GetFuture();
+  run_future_->SetCallback([this](const AsyncTaskFuture* /* unused */) {
+    StopAllObservers();
+    finishRun();
+  });
+
+  LOG(INFO) << "Initialized parallel net: '" << Name()
+            << "', #ops: " << net_def->op_size()
+            << ", #chains: " << chains.size() << ", #workers: " << num_workers_
+            << ", dfs scheduling: " << options_.use_dfs_scheduling_
+            << ", task graph engine: " << FLAGS_caffe2_task_graph_engine;
+}
+
+bool ParallelNet::RunAsync() {
+  reset();
+  StartAllObservers();
+
+  try {
+    task_graph_->ExecuteGraph();
+  } catch (const std::exception&) {
+    StopAllObservers();
+    return false;
+  }
+
+  return true;
+}
+
+void ParallelNet::Wait() {
+  CAFFE_ENFORCE(run_future_);
+  run_future_->Wait();
+}
+
+void ParallelNet::reset() {
+  task_graph_->Reset();
+}
+
+bool ParallelNet::handleRunError() {
+  CAFFE_ENFORCE(run_future_ && run_future_->IsCompleted());
+  // TODO: throw saved exceptions
+  if (run_future_->IsFailed()) {
+    LOG(ERROR) << "Failed parallel run (" << Name()
+               << "): " << run_future_->ErrorMessage();
+  }
+  return !run_future_->IsFailed();
+}
+
+TaskThreadPoolBase* ParallelNet::poolGetter(
+    PoolsMap& pools,
+    int device_type,
+    int device_id,
+    int pool_size) {
+  std::unique_lock<std::mutex> pools_lock(pools_mutex_);
+  auto pool = pools[device_id][pool_size];
+  if (!pool) {
+    pool = ThreadPoolRegistry()->Create(
+        DeviceTypeName(device_type),
+        device_id,
+        pool_size,
+        options_.use_per_net_pools_);
+    pools[device_id][pool_size] = pool;
+  }
+  return pool.get();
+}
+
+TaskThreadPoolBase* ParallelNet::Pool(const DeviceOption& device_option) {
+  if (options_.use_single_pool_) {
+    return poolGetter(cpu_pools_, PROTO_CPU, -1, num_workers_);
+  }
+  const auto device_type = device_option.device_type();
+  if (IsCPUDeviceType(device_type)) {
+    auto numa_node_id = -1;
+    if (device_option.has_numa_node_id()) {
+      numa_node_id = device_option.numa_node_id();
+      CAFFE_ENFORCE_GE(numa_node_id, 0, "Invalid NUMA node id: ", numa_node_id);
+    }
+    CAFFE_ENFORCE_LT(
+        numa_node_id,
+        FLAGS_caffe2_net_async_max_numa_nodes,
+        "Invalid NUMA node id: ",
+        numa_node_id);
+    return poolGetter(cpu_pools_, device_type, numa_node_id, num_workers_);
+  } else if (IsGPUDeviceType(device_type)) {
+    auto gpu_id = device_option.device_id();
+    CAFFE_ENFORCE(
+        gpu_id >= 0 && gpu_id < FLAGS_caffe2_net_async_max_gpus,
+        "Invalid GPU id: " + caffe2::to_string(gpu_id));
+    return poolGetter(gpu_pools_, device_type, gpu_id, num_workers_);
+  } else {
+    CAFFE_THROW("Unsupported device type " + caffe2::to_string(device_type));
+  }
+}
+
+bool ParallelNet::SupportsAsync() {
+  return true;
+}
+
+void ParallelNet::finishRun() {}
+
+std::vector<OperatorBase*> ParallelNet::GetOperators() const {
+  return operators_;
+}
+
+std::shared_ptr<AsyncTaskGraphBase> GetAsyncTaskGraph(
+    ExecutorHelper* helper,
+    const ExecutionOptions& options) {
+  return std::make_shared<AsyncTaskGraph>(helper, options);
+}
+
+C10_DEFINE_SHARED_REGISTRY(
+    TaskGraphRegistry,
+    AsyncTaskGraphBase,
+    ExecutorHelper*,
+    const ExecutionOptions&);
+
+C10_REGISTER_CREATOR(TaskGraphRegistry, futures, GetAsyncTaskGraph);
+
+REGISTER_NET(parallel, ParallelNet);
+
+} // namespace caffe2
diff --git a/caffe2/core/net_parallel.h b/caffe2/core/net_parallel.h
new file mode 100644
index 00000000000..df5b6d8a4ef
--- /dev/null
+++ b/caffe2/core/net_parallel.h
@@ -0,0 +1,77 @@
+#ifndef CAFFE2_CORE_NET_PARALLEL_H
+#define CAFFE2_CORE_NET_PARALLEL_H
+
+#include "caffe2/core/net_async_base.h"
+#include "caffe2/core/net_async_task_graph.h"
+
+C10_DECLARE_string(caffe2_task_graph_engine);
+
+namespace caffe2 {
+
+class ParallelNetExecutorHelper;
+
+class CAFFE2_API ParallelNet : public NetBase {
+ public:
+  ParallelNet(const std::shared_ptr<const NetDef>& net_def, Workspace* ws);
+
+  bool RunAsync() override;
+  void Wait() override;
+
+  bool SupportsAsync() override;
+  std::vector<OperatorBase*> GetOperators() const override;
+
+  TaskThreadPoolBase* Pool(const DeviceOption& device_option);
+
+ protected:
+  bool handleRunError() override;
+  virtual void finishRun();
+  virtual void reset();
+
+  ExecutionOptions options_;
+  int num_workers_;
+
+  std::unique_ptr<ParallelNetExecutorHelper> helper_;
+  std::shared_ptr<AsyncTaskGraphBase> task_graph_;
+  AsyncTaskFuture* run_future_;
+
+  std::vector<dag_utils::OperatorNode> operator_nodes_;
+  std::vector<OperatorBase*> operators_;
+
+  std::mutex pools_mutex_;
+  typedef std::unordered_map<
+      int,
+      std::unordered_map<int, std::shared_ptr<TaskThreadPoolBase>>>
+      PoolsMap;
+  PoolsMap cpu_pools_;
+  PoolsMap gpu_pools_;
+  TaskThreadPoolBase*
+  poolGetter(PoolsMap& pools, int device_type, int device_id, int pool_size);
+
+  friend class ParallelNetExecutorHelper;
+  C10_DISABLE_COPY_AND_ASSIGN(ParallelNet);
+};
+
+C10_DECLARE_SHARED_REGISTRY(
+    TaskGraphRegistry,
+    AsyncTaskGraphBase,
+    ExecutorHelper*,
+    const ExecutionOptions&);
+
+std::shared_ptr<AsyncTaskGraphBase> GetAsyncTaskGraph(
+    ExecutorHelper* helper,
+    const ExecutionOptions& options);
+
+class ParallelNetExecutorHelper : public ExecutorHelper {
+ public:
+  explicit ParallelNetExecutorHelper(ParallelNet* net) : net_(net) {}
+  TaskThreadPoolBase* GetPool(const DeviceOption& option) const override {
+    return net_->Pool(option);
+  }
+
+ private:
+  ParallelNet* net_;
+};
+
+} // namespace caffe2
+
+#endif // CAFFE2_CORE_NET_PARALLEL_H
diff --git a/caffe2/python/test/executor_test.py b/caffe2/python/test/executor_test.py
index d4ff0c328cb..ee52717c0f4 100644
--- a/caffe2/python/test/executor_test.py
+++ b/caffe2/python/test/executor_test.py
@@ -19,7 +19,7 @@ import hypothesis.strategies as st
 import unittest
 
 
-EXECUTORS = ["async_scheduling", "dag", "async_dag"]
+EXECUTORS = ["parallel", "async_scheduling"]
 ITERATIONS = 1