From 8f14233166d33836db3ecb973ab3ac0aacb568f5 Mon Sep 17 00:00:00 2001
From: SangBin Cho <rkooo567@gmail.com>
Date: Mon, 1 Feb 2021 22:06:59 -0800
Subject: [PATCH 1/5] in progress.

---
 python/ray/internal/internal_api.py      | 11 ++-
 python/ray/scripts/scripts.py            | 11 ++-
 python/ray/tests/test_object_spilling.py | 88 ++++++++++++++++++------
 src/ray/core_worker/core_worker.cc       | 18 +++--
 src/ray/core_worker/core_worker.h        | 13 ++++
 src/ray/protobuf/common.proto            |  2 +
 src/ray/protobuf/node_manager.proto      |  2 +
 src/ray/raylet/node_manager.cc           |  7 +-
 src/ray/raylet/node_manager.h            |  4 ++
 9 files changed, 123 insertions(+), 33 deletions(-)

diff --git a/python/ray/internal/internal_api.py b/python/ray/internal/internal_api.py
index 67c1a9275f37..28252f9dbb6b 100644
--- a/python/ray/internal/internal_api.py
+++ b/python/ray/internal/internal_api.py
@@ -13,7 +13,9 @@ def global_gc():
     worker.core_worker.global_gc()
 
 
-def memory_summary(node_manager_address=None, node_manager_port=None):
+def memory_summary(node_manager_address=None,
+                   node_manager_port=None,
+                   stats_only=False):
     """Returns a formatted string describing memory usage in the cluster."""
 
     import grpc
@@ -63,6 +65,13 @@ def memory_summary(node_manager_address=None, node_manager_port=None):
                 reply.store_stats.restored_objects_total,
                 int(reply.store_stats.restored_bytes_total / (1024 * 1024) /
                     reply.store_stats.restore_time_total_s)))
+    if reply.store_stats.referenced_bytes > 0:
+        store_summary += (
+            "Total bytes of plasma objects referenced by ray tasks "
+            "or ray.get: {} MiB.".format(
+                int(reply.store_stats.referenced_bytes / (1024 * 1024))))
+    if stats_only:
+        return store_summary
     return reply.memory_summary + "\n" + store_summary
 
 
diff --git a/python/ray/scripts/scripts.py b/python/ray/scripts/scripts.py
index b61c6939984c..5c3ce1012b17 100644
--- a/python/ray/scripts/scripts.py
+++ b/python/ray/scripts/scripts.py
@@ -1372,7 +1372,13 @@ def timeline(address):
     type=str,
     default=ray_constants.REDIS_DEFAULT_PASSWORD,
     help="Connect to ray with redis_password.")
-def memory(address, redis_password):
+@click.option(
+    "--stats-only",
+    is_flag=True,
+    type=bool,
+    default=False,
+    help="Connect to ray with redis_password.")
+def memory(address, redis_password, stats_only):
     """Print object references held in a Ray cluster."""
     if not address:
         address = services.get_ray_address_to_use_or_die()
@@ -1381,7 +1387,8 @@ def memory(address, redis_password):
     raylet = state.node_table()[0]
     print(
         ray.internal.internal_api.memory_summary(raylet["NodeManagerAddress"],
-                                                 raylet["NodeManagerPort"]))
+                                                 raylet["NodeManagerPort"],
+                                                 stats_only))
 
 
 @cli.command()
diff --git a/python/ray/tests/test_object_spilling.py b/python/ray/tests/test_object_spilling.py
index 159e0aaf79b1..7c8f2941271f 100644
--- a/python/ray/tests/test_object_spilling.py
+++ b/python/ray/tests/test_object_spilling.py
@@ -88,6 +88,27 @@ def is_dir_empty(temp_folder,
     return num_files == 0
 
 
+def assert_no_thrashing(address):
+    state = ray.state.GlobalState()
+    state._initialize_global_state(address,
+                                   ray.ray_constants.REDIS_DEFAULT_PASSWORD)
+    raylet = state.node_table()[0]
+    memory_summary = ray.internal.internal_api.memory_summary(
+        raylet["NodeManagerAddress"],
+        raylet["NodeManagerPort"],
+        stats_only=True)
+    restored_bytes = 0
+    referenced_bytes = 0
+
+    for line in memory_summary.split("\n"):
+        if "Restored" in line:
+            restored_bytes = int(line.split(" ")[1])
+        if "referenced" in line:
+            referenced_bytes = int(line.split(" ")[-2])
+    assert referenced_bytes >= restored_bytes, (
+        f"referenced: {referenced_bytes}, restored: {restored_bytes}")
+
+
 def test_invalid_config_raises_exception(shutdown_only):
     # Make sure ray.init raises an exception before
     # it starts processes when invalid object spilling
@@ -187,7 +208,7 @@ def test_spilling_not_done_for_pinned_object(object_spilling_config,
                                              shutdown_only):
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, temp_folder = object_spilling_config
-    ray.init(
+    address = ray.init(
         object_store_memory=75 * 1024 * 1024,
         _system_config={
             "max_io_workers": 4,
@@ -203,6 +224,7 @@ def test_spilling_not_done_for_pinned_object(object_spilling_config,
         ref2 = ray.put(arr)  # noqa
 
     wait_for_condition(lambda: is_dir_empty(temp_folder))
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -249,6 +271,7 @@ def depends(arg):
 
     # Test passing the spilled object as an arg to another task.
     ray.get(depends.remote(ref))
+    assert_no_thrashing(cluster.address)
 
 
 @pytest.mark.skipif(
@@ -256,7 +279,7 @@ def depends(arg):
 def test_spill_objects_automatically(object_spilling_config, shutdown_only):
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, _ = object_spilling_config
-    ray.init(
+    address = ray.init(
         num_cpus=1,
         object_store_memory=75 * 1024 * 1024,
         _system_config={
@@ -287,6 +310,7 @@ def test_spill_objects_automatically(object_spilling_config, shutdown_only):
         solution = solution_buffer[index]
         sample = ray.get(ref, timeout=0)
         assert np.array_equal(sample, solution)
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -294,7 +318,7 @@ def test_spill_objects_automatically(object_spilling_config, shutdown_only):
 def test_spill_stats(object_spilling_config, shutdown_only):
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, _ = object_spilling_config
-    ray.init(
+    address = ray.init(
         num_cpus=1,
         object_store_memory=100 * 1024 * 1024,
         _system_config={
@@ -319,17 +343,31 @@ def f():
 
     x_id = f.remote()  # noqa
     ray.get(x_id)
-    s = memory_summary()
+    s = memory_summary(stats_only=True)
     assert "Plasma memory usage 50 MiB, 1 objects, 50.0% full" in s, s
     assert "Spilled 200 MiB, 4 objects" in s, s
     assert "Restored 150 MiB, 3 objects" in s, s
 
+    # Test if referenced bytes are correctly calculated.
+    obj = ray.put(np.zeros(30 * 1024 * 1024, dtype=np.uint8))
+
+    @ray.remote
+    def func_with_ref(obj):
+        return True
+
+    ray.get(func_with_ref.remote(obj))
+
+    s = memory_summary(stats_only=True)
+    # 50MB * 5 references + 30MB used for task execution.
+    assert "ray.get: 280 MiB." in s, s
+    assert_no_thrashing(address["redis_address"])
+
 
 @pytest.mark.skipif(
     platform.system() == "Windows", reason="Failing on Windows.")
 def test_spill_during_get(object_spilling_config, shutdown_only):
     object_spilling_config, _ = object_spilling_config
-    ray.init(
+    address = ray.init(
         num_cpus=4,
         object_store_memory=100 * 1024 * 1024,
         _system_config={
@@ -355,6 +393,7 @@ def f():
     # objects are being created.
     for x in ids:
         print(ray.get(x).shape)
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -362,7 +401,7 @@ def f():
 def test_spill_deadlock(object_spilling_config, shutdown_only):
     object_spilling_config, _ = object_spilling_config
     # Limit our object store to 75 MiB of memory.
-    ray.init(
+    address = ray.init(
         object_store_memory=75 * 1024 * 1024,
         _system_config={
             "max_io_workers": 1,
@@ -386,6 +425,7 @@ def test_spill_deadlock(object_spilling_config, shutdown_only):
                 ref = random.choice(replay_buffer)
                 sample = ray.get(ref, timeout=0)
                 assert np.array_equal(sample, arr)
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -394,7 +434,7 @@ def test_delete_objects(object_spilling_config, shutdown_only):
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, temp_folder = object_spilling_config
 
-    ray.init(
+    address = ray.init(
         object_store_memory=75 * 1024 * 1024,
         _system_config={
             "max_io_workers": 1,
@@ -417,6 +457,7 @@ def test_delete_objects(object_spilling_config, shutdown_only):
     del replay_buffer
     del ref
     wait_for_condition(lambda: is_dir_empty(temp_folder))
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -426,7 +467,7 @@ def test_delete_objects_delete_while_creating(object_spilling_config,
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, temp_folder = object_spilling_config
 
-    ray.init(
+    address = ray.init(
         object_store_memory=75 * 1024 * 1024,
         _system_config={
             "max_io_workers": 4,
@@ -457,6 +498,7 @@ def test_delete_objects_delete_while_creating(object_spilling_config,
     del replay_buffer
     del ref
     wait_for_condition(lambda: is_dir_empty(temp_folder))
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -466,7 +508,7 @@ def test_delete_objects_on_worker_failure(object_spilling_config,
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, temp_folder = object_spilling_config
 
-    ray.init(
+    address = ray.init(
         object_store_memory=75 * 1024 * 1024,
         _system_config={
             "max_io_workers": 4,
@@ -518,6 +560,7 @@ def wait_until_actor_dead():
 
     # After all, make sure all objects are deleted upon worker failures.
     wait_for_condition(lambda: is_dir_empty(temp_folder))
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -539,10 +582,11 @@ def test_delete_objects_multi_node(multi_node_object_spilling_config,
             "object_store_full_delay_ms": 100,
             "object_spilling_config": object_spilling_config,
         })
+    ray.init(address=cluster.address)
     # Add 2 worker nodes.
     for _ in range(2):
         cluster.add_node(num_cpus=1, object_store_memory=75 * 1024 * 1024)
-    ray.init(address=cluster.address)
+    cluster.wait_for_nodes()
 
     arr = np.random.rand(1024 * 1024)  # 8 MB data
 
@@ -565,9 +609,9 @@ def create_objects(self):
                     self.replay_buffer.pop()
 
             # Do random sampling.
-            for _ in range(200):
+            for _ in range(50):
                 ref = random.choice(self.replay_buffer)
-                sample = ray.get(ref, timeout=0)
+                sample = ray.get(ref, timeout=10)
                 assert np.array_equal(sample, arr)
 
     actors = [Actor.remote() for _ in range(3)]
@@ -586,6 +630,11 @@ def wait_until_actor_dead(actor):
         wait_for_condition(lambda: wait_until_actor_dead(actor))
     # The multi node deletion should work.
     wait_for_condition(lambda: is_dir_empty(temp_folder))
+    # NOTE: Currently, this thrashing calculation logic could be wrong if the
+    # core worker dies before it reports the referenced bytes.
+    # TODO(sang): Re-enable after finding a more
+    # robust thrashing tracking method.
+    # assert_no_thrashing(cluster.address)
 
 
 @pytest.mark.skipif(platform.system() == "Windows", reason="Flaky on Windows.")
@@ -593,7 +642,7 @@ def test_fusion_objects(object_spilling_config, shutdown_only):
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, temp_folder = object_spilling_config
     min_spilling_size = 10 * 1024 * 1024
-    ray.init(
+    address = ray.init(
         object_store_memory=75 * 1024 * 1024,
         _system_config={
             "max_io_workers": 3,
@@ -637,12 +686,13 @@ def test_fusion_objects(object_spilling_config, shutdown_only):
         if file_size >= min_spilling_size:
             is_test_passing = True
     assert is_test_passing
+    assert_no_thrashing(address["redis_address"])
 
 
 # https://github.com/ray-project/ray/issues/12912
 def do_test_release_resource(object_spilling_config, expect_released):
     object_spilling_config, temp_folder = object_spilling_config
-    ray.init(
+    address = ray.init(
         num_cpus=1,
         object_store_memory=75 * 1024 * 1024,
         _system_config={
@@ -674,6 +724,7 @@ def f(dep):
         assert ready
     else:
         assert not ready
+    assert_no_thrashing(address["redis_address"])
 
 
 @pytest.mark.skipif(
@@ -745,6 +796,7 @@ def allocate(*args):
     # spilling.
     tasks = [foo.remote(*task_args) for task_args in args]
     ray.get(tasks)
+    assert_no_thrashing(cluster.address)
 
 
 @pytest.mark.skipif(
@@ -801,14 +853,6 @@ def test_file_deleted_when_driver_exits(tmp_path, shutdown_only):
                 driver.format(temp_dir=str(temp_folder), signum=2)))
     wait_for_condition(lambda: is_dir_empty(temp_folder, append_path=""))
 
-    # Q: Looks like Sigterm doesn't work with Ray?
-    # print("Sending sigterm...")
-    # # Run a driver with sigterm.
-    # with pytest.raises(subprocess.CalledProcessError):
-    #     print(run_string_as_driver(
-    #         driver.format(temp_dir=str(temp_folder), signum=15)))
-    # wait_for_condition(is_dir_empty, timeout=1000)
-
 
 if __name__ == "__main__":
     sys.exit(pytest.main(["-sv", __file__]))
diff --git a/src/ray/core_worker/core_worker.cc b/src/ray/core_worker/core_worker.cc
index 1961406d8a8a..31788fbfa0b4 100644
--- a/src/ray/core_worker/core_worker.cc
+++ b/src/ray/core_worker/core_worker.cc
@@ -566,6 +566,8 @@ CoreWorker::CoreWorker(const CoreWorkerOptions &options, const WorkerID &worker_
   // NOTE: This also marks the worker as available in Raylet. We do this at the
   // very end in case there is a problem during construction.
   RAY_CHECK_OK(local_raylet_client_->AnnounceWorkerPort(core_worker_server_->GetPort()));
+  // Used to detect if the object is in the plasma store.
+  max_direct_call_object_size_ = RayConfig::instance().max_direct_call_object_size();
 }
 
 void CoreWorker::Shutdown() {
@@ -880,8 +882,7 @@ Status CoreWorker::Put(const RayObject &object,
   bool object_exists;
   if (options_.is_local_mode ||
       (RayConfig::instance().put_small_object_in_memory_store() &&
-       static_cast<int64_t>(object.GetSize()) <
-           RayConfig::instance().max_direct_call_object_size())) {
+       static_cast<int64_t>(object.GetSize()) < max_direct_call_object_size_)) {
     RAY_LOG(DEBUG) << "Put " << object_id << " in memory store";
     RAY_CHECK(memory_store_->Put(object, object_id));
     return Status::OK();
@@ -922,8 +923,7 @@ Status CoreWorker::CreateOwned(const std::shared_ptr<Buffer> &metadata,
                                      NodeID::FromBinary(rpc_address_.raylet_id()));
   if (options_.is_local_mode ||
       (RayConfig::instance().put_small_object_in_memory_store() &&
-       static_cast<int64_t>(data_size) <
-           RayConfig::instance().max_direct_call_object_size())) {
+       static_cast<int64_t>(data_size) < max_direct_call_object_size_)) {
     *data = std::make_shared<LocalMemoryBuffer>(data_size);
   } else {
     auto status =
@@ -1036,8 +1036,9 @@ Status CoreWorker::Get(const std::vector<ObjectID> &ids, const int64_t timeout_m
   bool missing_result = false;
   bool will_throw_exception = false;
   for (size_t i = 0; i < ids.size(); i++) {
-    auto pair = result_map.find(ids[i]);
+    const auto pair = result_map.find(ids[i]);
     if (pair != result_map.end()) {
+      RecordPlasmaReferencedBytes(pair->second);
       (*results)[i] = pair->second;
       RAY_CHECK(!pair->second->IsInPlasmaError());
       if (pair->second->IsException()) {
@@ -1777,8 +1778,7 @@ Status CoreWorker::AllocateReturnObjects(
 
       // Allocate a buffer for the return object.
       if (options_.is_local_mode ||
-          static_cast<int64_t>(data_sizes[i]) <
-              RayConfig::instance().max_direct_call_object_size()) {
+          static_cast<int64_t>(data_sizes[i]) < max_direct_call_object_size_) {
         data_buffer = std::make_shared<LocalMemoryBuffer>(data_sizes[i]);
       } else {
         RAY_RETURN_NOT_OK(CreateExisting(metadatas[i], data_sizes[i], object_ids[i],
@@ -2024,6 +2024,7 @@ Status CoreWorker::GetAndPinArgsForExecutor(const TaskSpecification &task,
   }
   for (const auto &it : result_map) {
     for (size_t idx : by_ref_indices[it.first]) {
+      RecordPlasmaReferencedBytes(it.second);
       args->at(idx) = it.second;
     }
   }
@@ -2359,6 +2360,9 @@ void CoreWorker::HandleGetCoreWorkerStats(const rpc::GetCoreWorkerStatsRequest &
   stats->set_worker_id(worker_context_.GetWorkerID().Binary());
   stats->set_actor_id(actor_id_.Binary());
   stats->set_worker_type(worker_context_.GetWorkerType());
+  stats->set_referenced_bytes(total_referenced_bytes_);
+  // Reset this value so that it can be correctly accumulated to the raylet.
+  total_referenced_bytes_ = 0;
   auto used_resources_map = stats->mutable_used_resources();
   for (auto const &it : *resource_ids_) {
     rpc::ResourceAllocations allocations;
diff --git a/src/ray/core_worker/core_worker.h b/src/ray/core_worker/core_worker.h
index 89331b5ce10f..a51310471e5d 100644
--- a/src/ray/core_worker/core_worker.h
+++ b/src/ray/core_worker/core_worker.h
@@ -1093,6 +1093,15 @@ class CoreWorker : public rpc::CoreWorkerServiceHandler {
     return call_site;
   }
 
+  inline void RecordPlasmaReferencedBytes(const std::shared_ptr<RayObject> &object) {
+    // Record the referenced bytes if the object is in the plasma store.
+    // It is used to detect the thrashing.
+    const auto object_size = object->GetSize();
+    if (object_size >= max_direct_call_object_size_) {
+      total_referenced_bytes_ += object_size;
+    }
+  }
+
   /// Shared state of the worker. Includes process-level and thread-level state.
   /// TODO(edoakes): we should move process-level state into this class and make
   /// this a ThreadContext.
@@ -1255,6 +1264,10 @@ class CoreWorker : public rpc::CoreWorkerServiceHandler {
   /// Whether we are shutting down and not running further tasks.
   bool exiting_ = false;
 
+  int64_t total_referenced_bytes_ = 0;
+
+  int64_t max_direct_call_object_size_;
+
   friend class CoreWorkerTest;
 };
 
diff --git a/src/ray/protobuf/common.proto b/src/ray/protobuf/common.proto
index 844f44bea723..de3c6d6a2138 100644
--- a/src/ray/protobuf/common.proto
+++ b/src/ray/protobuf/common.proto
@@ -428,6 +428,8 @@ message CoreWorkerStats {
   uint32 pid = 22;
   // The worker type.
   WorkerType worker_type = 23;
+  // Total plasma object bytes that are referenced by this core worker.
+  int64 referenced_bytes = 24;
 }
 
 message MetricPoint {
diff --git a/src/ray/protobuf/node_manager.proto b/src/ray/protobuf/node_manager.proto
index 386ed988ade3..6c6bafca1d39 100644
--- a/src/ray/protobuf/node_manager.proto
+++ b/src/ray/protobuf/node_manager.proto
@@ -138,6 +138,8 @@ message ObjectStoreStats {
   int64 object_store_bytes_avail = 8;
   // The number of local objects total.
   int64 num_local_objects = 9;
+  // The number of plasma object bytes that are referenced by core workers.
+  int64 referenced_bytes = 10;
 }
 
 message GetNodeStatsReply {
diff --git a/src/ray/raylet/node_manager.cc b/src/ray/raylet/node_manager.cc
index cbe287ef721d..01c485ecb02d 100644
--- a/src/ray/raylet/node_manager.cc
+++ b/src/ray/raylet/node_manager.cc
@@ -2509,11 +2509,14 @@ void NodeManager::HandleGetNodeStats(const rpc::GetNodeStatsRequest &node_stats_
     request.set_intended_worker_id(worker->WorkerId().Binary());
     request.set_include_memory_info(node_stats_request.include_memory_info());
     worker->rpc_client()->GetCoreWorkerStats(
-        request, [reply, worker, all_workers, driver_ids, send_reply_callback](
+        request, [this, reply, worker, all_workers, driver_ids, send_reply_callback](
                      const ray::Status &status, const rpc::GetCoreWorkerStatsReply &r) {
+          total_referenced_bytes_ += r.core_worker_stats().referenced_bytes();
           reply->add_core_workers_stats()->MergeFrom(r.core_worker_stats());
           reply->set_num_workers(reply->num_workers() + 1);
           if (reply->num_workers() == all_workers.size()) {
+            auto stats = reply->mutable_store_stats();
+            stats->set_referenced_bytes(total_referenced_bytes_);
             send_reply_callback(Status::OK(), nullptr, nullptr);
           }
         });
@@ -2545,6 +2548,8 @@ rpc::ObjectStoreStats AccumulateStoreStats(
                                              cur_store.object_store_bytes_avail());
     store_stats.set_num_local_objects(store_stats.num_local_objects() +
                                       cur_store.num_local_objects());
+    store_stats.set_referenced_bytes(store_stats.referenced_bytes() +
+                                     cur_store.referenced_bytes());
   }
   return store_stats;
 }
diff --git a/src/ray/raylet/node_manager.h b/src/ray/raylet/node_manager.h
index 606dc3ac6fa7..cbb4af6ce677 100644
--- a/src/ray/raylet/node_manager.h
+++ b/src/ray/raylet/node_manager.h
@@ -935,6 +935,10 @@ class NodeManager : public rpc::NodeManagerServiceHandler,
 
   /// Managers all bundle-related operations.
   std::shared_ptr<PlacementGroupResourceManager> placement_group_resource_manager_;
+
+  /// The total bytes size of plasma objects that are referenced by core workers.
+  /// It is accumulative.
+  int64_t total_referenced_bytes_ = 0;
 };
 
 }  // namespace raylet

From 5f5b0aa96371981141683e18e2e9dabe3a7b76ce Mon Sep 17 00:00:00 2001
From: SangBin Cho <rkooo567@gmail.com>
Date: Mon, 1 Feb 2021 23:37:57 -0800
Subject: [PATCH 2/5] Fixed implementation.

---
 python/ray/tests/test_object_spilling.py      |  8 ++---
 src/ray/core_worker/core_worker.cc            |  5 ---
 src/ray/core_worker/core_worker.h             | 11 -------
 .../store_provider/plasma_store_provider.cc   |  7 ++--
 src/ray/object_manager/object_buffer_pool.cc  |  3 +-
 src/ray/object_manager/object_manager.cc      |  3 ++
 src/ray/object_manager/plasma/client.cc       | 32 +++++++++++--------
 src/ray/object_manager/plasma/client.h        |  6 ++--
 src/ray/object_manager/plasma/plasma.fbs      |  2 ++
 src/ray/object_manager/plasma/protocol.cc     |  9 +++---
 src/ray/object_manager/plasma/protocol.h      |  6 ++--
 src/ray/object_manager/plasma/store.cc        | 26 +++++++++++----
 src/ray/object_manager/plasma/store.h         |  9 +++++-
 src/ray/object_manager/plasma/store_runner.cc |  2 ++
 src/ray/object_manager/plasma/store_runner.h  |  2 ++
 src/ray/protobuf/common.proto                 |  2 --
 src/ray/raylet/node_manager.cc                |  9 +++---
 src/ray/raylet/node_manager.h                 |  4 ---
 18 files changed, 81 insertions(+), 65 deletions(-)

diff --git a/python/ray/tests/test_object_spilling.py b/python/ray/tests/test_object_spilling.py
index 7c8f2941271f..6cebeb0bf373 100644
--- a/python/ray/tests/test_object_spilling.py
+++ b/python/ray/tests/test_object_spilling.py
@@ -314,7 +314,7 @@ def test_spill_objects_automatically(object_spilling_config, shutdown_only):
 
 
 @pytest.mark.skipif(
-    platform.system() in ["Darwin", "Windows"], reason="Failing on Windows.")
+    platform.system() in ["Windows", "Darwin"], reason="Failing on Windows.")
 def test_spill_stats(object_spilling_config, shutdown_only):
     # Limit our object store to 75 MiB of memory.
     object_spilling_config, _ = object_spilling_config
@@ -630,11 +630,7 @@ def wait_until_actor_dead(actor):
         wait_for_condition(lambda: wait_until_actor_dead(actor))
     # The multi node deletion should work.
     wait_for_condition(lambda: is_dir_empty(temp_folder))
-    # NOTE: Currently, this thrashing calculation logic could be wrong if the
-    # core worker dies before it reports the referenced bytes.
-    # TODO(sang): Re-enable after finding a more
-    # robust thrashing tracking method.
-    # assert_no_thrashing(cluster.address)
+    assert_no_thrashing(cluster.address)
 
 
 @pytest.mark.skipif(platform.system() == "Windows", reason="Flaky on Windows.")
diff --git a/src/ray/core_worker/core_worker.cc b/src/ray/core_worker/core_worker.cc
index 31788fbfa0b4..3c9b101ceb6f 100644
--- a/src/ray/core_worker/core_worker.cc
+++ b/src/ray/core_worker/core_worker.cc
@@ -1038,7 +1038,6 @@ Status CoreWorker::Get(const std::vector<ObjectID> &ids, const int64_t timeout_m
   for (size_t i = 0; i < ids.size(); i++) {
     const auto pair = result_map.find(ids[i]);
     if (pair != result_map.end()) {
-      RecordPlasmaReferencedBytes(pair->second);
       (*results)[i] = pair->second;
       RAY_CHECK(!pair->second->IsInPlasmaError());
       if (pair->second->IsException()) {
@@ -2024,7 +2023,6 @@ Status CoreWorker::GetAndPinArgsForExecutor(const TaskSpecification &task,
   }
   for (const auto &it : result_map) {
     for (size_t idx : by_ref_indices[it.first]) {
-      RecordPlasmaReferencedBytes(it.second);
       args->at(idx) = it.second;
     }
   }
@@ -2360,9 +2358,6 @@ void CoreWorker::HandleGetCoreWorkerStats(const rpc::GetCoreWorkerStatsRequest &
   stats->set_worker_id(worker_context_.GetWorkerID().Binary());
   stats->set_actor_id(actor_id_.Binary());
   stats->set_worker_type(worker_context_.GetWorkerType());
-  stats->set_referenced_bytes(total_referenced_bytes_);
-  // Reset this value so that it can be correctly accumulated to the raylet.
-  total_referenced_bytes_ = 0;
   auto used_resources_map = stats->mutable_used_resources();
   for (auto const &it : *resource_ids_) {
     rpc::ResourceAllocations allocations;
diff --git a/src/ray/core_worker/core_worker.h b/src/ray/core_worker/core_worker.h
index a51310471e5d..6fa24c29e94e 100644
--- a/src/ray/core_worker/core_worker.h
+++ b/src/ray/core_worker/core_worker.h
@@ -1093,15 +1093,6 @@ class CoreWorker : public rpc::CoreWorkerServiceHandler {
     return call_site;
   }
 
-  inline void RecordPlasmaReferencedBytes(const std::shared_ptr<RayObject> &object) {
-    // Record the referenced bytes if the object is in the plasma store.
-    // It is used to detect the thrashing.
-    const auto object_size = object->GetSize();
-    if (object_size >= max_direct_call_object_size_) {
-      total_referenced_bytes_ += object_size;
-    }
-  }
-
   /// Shared state of the worker. Includes process-level and thread-level state.
   /// TODO(edoakes): we should move process-level state into this class and make
   /// this a ThreadContext.
@@ -1264,8 +1255,6 @@ class CoreWorker : public rpc::CoreWorkerServiceHandler {
   /// Whether we are shutting down and not running further tasks.
   bool exiting_ = false;
 
-  int64_t total_referenced_bytes_ = 0;
-
   int64_t max_direct_call_object_size_;
 
   friend class CoreWorkerTest;
diff --git a/src/ray/core_worker/store_provider/plasma_store_provider.cc b/src/ray/core_worker/store_provider/plasma_store_provider.cc
index b42c4b50941f..f3b5f047c8fc 100644
--- a/src/ray/core_worker/store_provider/plasma_store_provider.cc
+++ b/src/ray/core_worker/store_provider/plasma_store_provider.cc
@@ -191,7 +191,8 @@ Status CoreWorkerPlasmaStoreProvider::FetchAndGetFromPlasmaStore(
   std::vector<plasma::ObjectBuffer> plasma_results;
   {
     std::lock_guard<std::mutex> guard(store_client_mutex_);
-    RAY_RETURN_NOT_OK(store_client_.Get(batch_ids, timeout_ms, &plasma_results));
+    RAY_RETURN_NOT_OK(store_client_.Get(batch_ids, timeout_ms, &plasma_results,
+                                        /*is_from_worker=*/true));
   }
 
   // Add successfully retrieved objects to the result map and remove them from
@@ -231,7 +232,9 @@ Status CoreWorkerPlasmaStoreProvider::GetIfLocal(
   std::vector<plasma::ObjectBuffer> plasma_results;
   {
     std::lock_guard<std::mutex> guard(store_client_mutex_);
-    RAY_RETURN_NOT_OK(store_client_.Get(object_ids, /*timeout_ms=*/0, &plasma_results));
+    // Since this path is used only for spilling, we should set is_from_worker: false.
+    RAY_RETURN_NOT_OK(store_client_.Get(object_ids, /*timeout_ms=*/0, &plasma_results,
+                                        /*is_from_worker=*/false));
   }
 
   for (size_t i = 0; i < object_ids.size(); i++) {
diff --git a/src/ray/object_manager/object_buffer_pool.cc b/src/ray/object_manager/object_buffer_pool.cc
index 726a6fefca35..63dabcb419ef 100644
--- a/src/ray/object_manager/object_buffer_pool.cc
+++ b/src/ray/object_manager/object_buffer_pool.cc
@@ -57,7 +57,8 @@ std::pair<const ObjectBufferPool::ChunkInfo &, ray::Status> ObjectBufferPool::Ge
   std::lock_guard<std::mutex> lock(pool_mutex_);
   if (get_buffer_state_.count(object_id) == 0) {
     plasma::ObjectBuffer object_buffer;
-    RAY_CHECK_OK(store_client_.Get(&object_id, 1, 0, &object_buffer));
+    RAY_CHECK_OK(
+        store_client_.Get(&object_id, 1, 0, &object_buffer, /*is_from_worker=*/false));
     if (object_buffer.data == nullptr) {
       RAY_LOG(INFO)
           << "Failed to get a chunk of the object: " << object_id
diff --git a/src/ray/object_manager/object_manager.cc b/src/ray/object_manager/object_manager.cc
index 448245e012ee..fc768fb20a31 100644
--- a/src/ray/object_manager/object_manager.cc
+++ b/src/ray/object_manager/object_manager.cc
@@ -834,6 +834,9 @@ void ObjectManager::FillObjectStoreStats(rpc::GetNodeStatsReply *reply) const {
   stats->set_object_store_bytes_used(used_memory_);
   stats->set_object_store_bytes_avail(config_.object_store_memory);
   stats->set_num_local_objects(local_objects_.size());
+  if (plasma::plasma_store_runner) {
+    stats->set_referenced_bytes(plasma::plasma_store_runner->GetReferencedBytes());
+  }
 }
 
 void ObjectManager::Tick(const boost::system::error_code &e) {
diff --git a/src/ray/object_manager/plasma/client.cc b/src/ray/object_manager/plasma/client.cc
index a5429d985f91..9b9bb5408df4 100644
--- a/src/ray/object_manager/plasma/client.cc
+++ b/src/ray/object_manager/plasma/client.cc
@@ -121,10 +121,10 @@ class PlasmaClient::Impl : public std::enable_shared_from_this<PlasmaClient::Imp
                               std::shared_ptr<Buffer> *data, int device_num);
 
   Status Get(const std::vector<ObjectID> &object_ids, int64_t timeout_ms,
-             std::vector<ObjectBuffer> *object_buffers);
+             std::vector<ObjectBuffer> *object_buffers, bool is_from_worker);
 
   Status Get(const ObjectID *object_ids, int64_t num_objects, int64_t timeout_ms,
-             ObjectBuffer *object_buffers);
+             ObjectBuffer *object_buffers, bool is_from_worker);
 
   Status Release(const ObjectID &object_id);
 
@@ -172,7 +172,7 @@ class PlasmaClient::Impl : public std::enable_shared_from_this<PlasmaClient::Imp
   Status GetBuffers(const ObjectID *object_ids, int64_t num_objects, int64_t timeout_ms,
                     const std::function<std::shared_ptr<Buffer>(
                         const ObjectID &, const std::shared_ptr<Buffer> &)> &wrap_buffer,
-                    ObjectBuffer *object_buffers);
+                    ObjectBuffer *object_buffers, bool is_from_worker);
 
   uint8_t *LookupMmappedFile(MEMFD_TYPE store_fd_val);
 
@@ -362,7 +362,7 @@ Status PlasmaClient::Impl::GetBuffers(
     const ObjectID *object_ids, int64_t num_objects, int64_t timeout_ms,
     const std::function<std::shared_ptr<Buffer>(
         const ObjectID &, const std::shared_ptr<Buffer> &)> &wrap_buffer,
-    ObjectBuffer *object_buffers) {
+    ObjectBuffer *object_buffers, bool is_from_worker) {
   // Fill out the info for the objects that are already in use locally.
   bool all_present = true;
   for (int64_t i = 0; i < num_objects; ++i) {
@@ -409,7 +409,8 @@ Status PlasmaClient::Impl::GetBuffers(
 
   // If we get here, then the objects aren't all currently in use by this
   // client, so we need to send a request to the plasma store.
-  RAY_RETURN_NOT_OK(SendGetRequest(store_conn_, &object_ids[0], num_objects, timeout_ms));
+  RAY_RETURN_NOT_OK(SendGetRequest(store_conn_, &object_ids[0], num_objects, timeout_ms,
+                                   is_from_worker));
   std::vector<uint8_t> buffer;
   RAY_RETURN_NOT_OK(PlasmaReceive(store_conn_, MessageType::PlasmaGetReply, &buffer));
   std::vector<ObjectID> received_object_ids(num_objects);
@@ -470,7 +471,8 @@ Status PlasmaClient::Impl::GetBuffers(
 }
 
 Status PlasmaClient::Impl::Get(const std::vector<ObjectID> &object_ids,
-                               int64_t timeout_ms, std::vector<ObjectBuffer> *out) {
+                               int64_t timeout_ms, std::vector<ObjectBuffer> *out,
+                               bool is_from_worker) {
   std::lock_guard<std::recursive_mutex> guard(client_mutex_);
 
   const auto wrap_buffer = [=](const ObjectID &object_id,
@@ -479,16 +481,19 @@ Status PlasmaClient::Impl::Get(const std::vector<ObjectID> &object_ids,
   };
   const size_t num_objects = object_ids.size();
   *out = std::vector<ObjectBuffer>(num_objects);
-  return GetBuffers(&object_ids[0], num_objects, timeout_ms, wrap_buffer, &(*out)[0]);
+  return GetBuffers(&object_ids[0], num_objects, timeout_ms, wrap_buffer, &(*out)[0],
+                    is_from_worker);
 }
 
 Status PlasmaClient::Impl::Get(const ObjectID *object_ids, int64_t num_objects,
-                               int64_t timeout_ms, ObjectBuffer *out) {
+                               int64_t timeout_ms, ObjectBuffer *out,
+                               bool is_from_worker) {
   std::lock_guard<std::recursive_mutex> guard(client_mutex_);
 
   const auto wrap_buffer = [](const ObjectID &object_id,
                               const std::shared_ptr<Buffer> &buffer) { return buffer; };
-  return GetBuffers(object_ids, num_objects, timeout_ms, wrap_buffer, out);
+  return GetBuffers(object_ids, num_objects, timeout_ms, wrap_buffer, out,
+                    is_from_worker);
 }
 
 Status PlasmaClient::Impl::MarkObjectUnused(const ObjectID &object_id) {
@@ -753,13 +758,14 @@ Status PlasmaClient::TryCreateImmediately(const ObjectID &object_id,
 }
 
 Status PlasmaClient::Get(const std::vector<ObjectID> &object_ids, int64_t timeout_ms,
-                         std::vector<ObjectBuffer> *object_buffers) {
-  return impl_->Get(object_ids, timeout_ms, object_buffers);
+                         std::vector<ObjectBuffer> *object_buffers, bool is_from_worker) {
+  return impl_->Get(object_ids, timeout_ms, object_buffers, is_from_worker);
 }
 
 Status PlasmaClient::Get(const ObjectID *object_ids, int64_t num_objects,
-                         int64_t timeout_ms, ObjectBuffer *object_buffers) {
-  return impl_->Get(object_ids, num_objects, timeout_ms, object_buffers);
+                         int64_t timeout_ms, ObjectBuffer *object_buffers,
+                         bool is_from_worker) {
+  return impl_->Get(object_ids, num_objects, timeout_ms, object_buffers, is_from_worker);
 }
 
 Status PlasmaClient::Release(const ObjectID &object_id) {
diff --git a/src/ray/object_manager/plasma/client.h b/src/ray/object_manager/plasma/client.h
index e88a9eb138a1..703250bd23b0 100644
--- a/src/ray/object_manager/plasma/client.h
+++ b/src/ray/object_manager/plasma/client.h
@@ -161,9 +161,10 @@ class PlasmaClient {
   /// \param timeout_ms The amount of time in milliseconds to wait before this
   ///        request times out. If this value is -1, then no timeout is set.
   /// \param[out] object_buffers The object results.
+  /// \param is_from_worker Whether or not if the Get request comes from a Ray workers.
   /// \return The return status.
   Status Get(const std::vector<ObjectID> &object_ids, int64_t timeout_ms,
-             std::vector<ObjectBuffer> *object_buffers);
+             std::vector<ObjectBuffer> *object_buffers, bool is_from_worker);
 
   /// Deprecated variant of Get() that doesn't automatically release buffers
   /// when they get out of scope.
@@ -173,12 +174,13 @@ class PlasmaClient {
   /// \param timeout_ms The amount of time in milliseconds to wait before this
   ///        request times out. If this value is -1, then no timeout is set.
   /// \param object_buffers An array where the results will be stored.
+  /// \param is_from_worker Whether or not if the Get request comes from a Ray workers.
   /// \return The return status.
   ///
   /// The caller is responsible for releasing any retrieved objects, but it
   /// should not release objects that were not retrieved.
   Status Get(const ObjectID *object_ids, int64_t num_objects, int64_t timeout_ms,
-             ObjectBuffer *object_buffers);
+             ObjectBuffer *object_buffers, bool is_from_worker);
 
   /// Tell Plasma that the client no longer needs the object. This should be
   /// called after Get() or Create() when the client is done with the object.
diff --git a/src/ray/object_manager/plasma/plasma.fbs b/src/ray/object_manager/plasma/plasma.fbs
index 3816de79e842..d8fda975b998 100644
--- a/src/ray/object_manager/plasma/plasma.fbs
+++ b/src/ray/object_manager/plasma/plasma.fbs
@@ -210,6 +210,8 @@ table PlasmaGetRequest {
   object_ids: [string];
   // The number of milliseconds before the request should timeout.
   timeout_ms: long;
+  // Whether or not the get request is from the core worker. It is used to record how many objects are referenced by core workers.
+  is_from_worker: bool;
 }
 
 table PlasmaGetReply {
diff --git a/src/ray/object_manager/plasma/protocol.cc b/src/ray/object_manager/plasma/protocol.cc
index 8c3164d6a7df..c3b5b55ee1d5 100644
--- a/src/ray/object_manager/plasma/protocol.cc
+++ b/src/ray/object_manager/plasma/protocol.cc
@@ -553,16 +553,16 @@ Status ReadEvictReply(uint8_t *data, size_t size, int64_t &num_bytes) {
 // Get messages.
 
 Status SendGetRequest(const std::shared_ptr<StoreConn> &store_conn,
-                      const ObjectID *object_ids, int64_t num_objects,
-                      int64_t timeout_ms) {
+                      const ObjectID *object_ids, int64_t num_objects, int64_t timeout_ms,
+                      bool is_from_worker) {
   flatbuffers::FlatBufferBuilder fbb;
   auto message = fb::CreatePlasmaGetRequest(
-      fbb, ToFlatbuffer(&fbb, object_ids, num_objects), timeout_ms);
+      fbb, ToFlatbuffer(&fbb, object_ids, num_objects), timeout_ms, is_from_worker);
   return PlasmaSend(store_conn, MessageType::PlasmaGetRequest, &fbb, message);
 }
 
 Status ReadGetRequest(uint8_t *data, size_t size, std::vector<ObjectID> &object_ids,
-                      int64_t *timeout_ms) {
+                      int64_t *timeout_ms, bool *is_from_worker) {
   RAY_DCHECK(data);
   auto message = flatbuffers::GetRoot<fb::PlasmaGetRequest>(data);
   RAY_DCHECK(VerifyFlatbuffer(message, data, size));
@@ -571,6 +571,7 @@ Status ReadGetRequest(uint8_t *data, size_t size, std::vector<ObjectID> &object_
     object_ids.push_back(ObjectID::FromBinary(object_id));
   }
   *timeout_ms = message->timeout_ms();
+  *is_from_worker = message->is_from_worker();
   return Status::OK();
 }
 
diff --git a/src/ray/object_manager/plasma/protocol.h b/src/ray/object_manager/plasma/protocol.h
index a8ba71b4621f..f5baf03ec955 100644
--- a/src/ray/object_manager/plasma/protocol.h
+++ b/src/ray/object_manager/plasma/protocol.h
@@ -128,11 +128,11 @@ Status ReadSealReply(uint8_t *data, size_t size, ObjectID *object_id);
 /* Plasma Get message functions. */
 
 Status SendGetRequest(const std::shared_ptr<StoreConn> &store_conn,
-                      const ObjectID *object_ids, int64_t num_objects,
-                      int64_t timeout_ms);
+                      const ObjectID *object_ids, int64_t num_objects, int64_t timeout_ms,
+                      bool is_from_worker);
 
 Status ReadGetRequest(uint8_t *data, size_t size, std::vector<ObjectID> &object_ids,
-                      int64_t *timeout_ms);
+                      int64_t *timeout_ms, bool *is_from_worker);
 
 Status SendGetReply(const std::shared_ptr<Client> &client, ObjectID object_ids[],
                     std::unordered_map<ObjectID, PlasmaObject> &plasma_objects,
diff --git a/src/ray/object_manager/plasma/store.cc b/src/ray/object_manager/plasma/store.cc
index e101c5a9b71a..9627c9dc3682 100644
--- a/src/ray/object_manager/plasma/store.cc
+++ b/src/ray/object_manager/plasma/store.cc
@@ -69,7 +69,7 @@ namespace plasma {
 
 struct GetRequest {
   GetRequest(boost::asio::io_service &io_context, const std::shared_ptr<Client> &client,
-             const std::vector<ObjectID> &object_ids);
+             const std::vector<ObjectID> &object_ids, bool is_from_worker);
   /// The client that called get.
   std::shared_ptr<Client> client;
   /// The object IDs involved in this request. This is used in the reply.
@@ -82,6 +82,9 @@ struct GetRequest {
   /// The number of object requests in this wait request that are already
   /// satisfied.
   int64_t num_satisfied;
+  /// Whether or not the request comes from the core worker. It is used to track the size
+  /// of total objects that are referenced by core worker.
+  bool is_from_worker;
 
   void AsyncWait(int64_t timeout_ms,
                  std::function<void(const boost::system::error_code &)> on_timeout) {
@@ -100,11 +103,12 @@ struct GetRequest {
 
 GetRequest::GetRequest(boost::asio::io_service &io_context,
                        const std::shared_ptr<Client> &client,
-                       const std::vector<ObjectID> &object_ids)
+                       const std::vector<ObjectID> &object_ids, bool is_from_worker)
     : client(client),
       object_ids(object_ids.begin(), object_ids.end()),
       objects(object_ids.size()),
       num_satisfied(0),
+      is_from_worker(is_from_worker),
       timer_(io_context) {
   std::unordered_set<ObjectID> unique_ids(object_ids.begin(), object_ids.end());
   num_objects_to_wait_for = unique_ids.size();
@@ -393,6 +397,9 @@ void PlasmaStore::ReturnFromGet(GetRequest *get_req) {
       fds_to_send.insert(fd);
       store_fds.push_back(fd);
       mmap_sizes.push_back(GetMmapSize(fd));
+      if (get_req->is_from_worker) {
+        total_referenced_bytes_ += object.data_size + object.metadata_size;
+      }
     }
   }
   // Send the get reply to the client.
@@ -465,9 +472,9 @@ void PlasmaStore::UpdateObjectGetRequests(const ObjectID &object_id) {
 
 void PlasmaStore::ProcessGetRequest(const std::shared_ptr<Client> &client,
                                     const std::vector<ObjectID> &object_ids,
-                                    int64_t timeout_ms) {
+                                    int64_t timeout_ms, bool is_from_worker) {
   // Create a get request for this object.
-  auto get_req = new GetRequest(io_context_, client, object_ids);
+  auto get_req = new GetRequest(io_context_, client, object_ids, is_from_worker);
   for (auto object_id : object_ids) {
     // Check if this object is already present
     // locally. If so, record that the object is being used and mark it as accounted for.
@@ -894,8 +901,10 @@ Status PlasmaStore::ProcessMessage(const std::shared_ptr<Client> &client,
   case fb::MessageType::PlasmaGetRequest: {
     std::vector<ObjectID> object_ids_to_get;
     int64_t timeout_ms;
-    RAY_RETURN_NOT_OK(ReadGetRequest(input, input_size, object_ids_to_get, &timeout_ms));
-    ProcessGetRequest(client, object_ids_to_get, timeout_ms);
+    bool is_from_worker;
+    RAY_RETURN_NOT_OK(ReadGetRequest(input, input_size, object_ids_to_get, &timeout_ms,
+                                     &is_from_worker));
+    ProcessGetRequest(client, object_ids_to_get, timeout_ms, is_from_worker);
   } break;
   case fb::MessageType::PlasmaReleaseRequest: {
     RAY_RETURN_NOT_OK(ReadReleaseRequest(input, input_size, &object_id));
@@ -1020,6 +1029,11 @@ void PlasmaStore::ReplyToCreateClient(const std::shared_ptr<Client> &client,
   }
 }
 
+int64_t PlasmaStore::GetReferencedBytes() {
+  std::lock_guard<std::recursive_mutex> guard(mutex_);
+  return total_referenced_bytes_;
+}
+
 bool PlasmaStore::IsObjectSpillable(const ObjectID &object_id) {
   // The lock is acquired when a request is received to the plasma store.
   // recursive mutex is used here to allow
diff --git a/src/ray/object_manager/plasma/store.h b/src/ray/object_manager/plasma/store.h
index 214cf9763bf6..cbe4e221acdb 100644
--- a/src/ray/object_manager/plasma/store.h
+++ b/src/ray/object_manager/plasma/store.h
@@ -139,7 +139,8 @@ class PlasmaStore {
   /// \param object_ids Object IDs of the objects to be gotten.
   /// \param timeout_ms The timeout for the get request in milliseconds.
   void ProcessGetRequest(const std::shared_ptr<Client> &client,
-                         const std::vector<ObjectID> &object_ids, int64_t timeout_ms);
+                         const std::vector<ObjectID> &object_ids, int64_t timeout_ms,
+                         bool is_from_worker);
 
   /// Seal a vector of objects. The objects are now immutable and can be accessed with
   /// get.
@@ -190,6 +191,9 @@ class PlasmaStore {
   /// before the object is pinned by raylet for the first time.
   bool IsObjectSpillable(const ObjectID &object_id);
 
+  /// Return the plasma object bytes that are referenced by core workers.
+  int64_t GetReferencedBytes();
+
   void SetNotificationListener(
       const std::shared_ptr<ray::ObjectStoreNotificationManager> &notification_listener) {
     notification_listener_ = notification_listener;
@@ -316,6 +320,9 @@ class PlasmaStore {
   std::recursive_mutex mutex_;
 
   size_t num_bytes_in_use_ = 0;
+
+  /// Total plasma object bytes that are referenced by core workers.
+  int64_t total_referenced_bytes_ = 0;
 };
 
 }  // namespace plasma
diff --git a/src/ray/object_manager/plasma/store_runner.cc b/src/ray/object_manager/plasma/store_runner.cc
index 34e08080cced..6923e449bb24 100644
--- a/src/ray/object_manager/plasma/store_runner.cc
+++ b/src/ray/object_manager/plasma/store_runner.cc
@@ -123,6 +123,8 @@ bool PlasmaStoreRunner::IsPlasmaObjectSpillable(const ObjectID &object_id) {
   return store_->IsObjectSpillable(object_id);
 }
 
+int64_t PlasmaStoreRunner::GetReferencedBytes() { return store_->GetReferencedBytes(); }
+
 std::unique_ptr<PlasmaStoreRunner> plasma_store_runner;
 
 }  // namespace plasma
diff --git a/src/ray/object_manager/plasma/store_runner.h b/src/ray/object_manager/plasma/store_runner.h
index 7ac7be59bbc5..61a00fc683ad 100644
--- a/src/ray/object_manager/plasma/store_runner.h
+++ b/src/ray/object_manager/plasma/store_runner.h
@@ -22,6 +22,8 @@ class PlasmaStoreRunner {
   }
   bool IsPlasmaObjectSpillable(const ObjectID &object_id);
 
+  int64_t GetReferencedBytes();
+
   void GetAvailableMemoryAsync(std::function<void(size_t)> callback) const {
     main_service_.post([this, callback]() { store_->GetAvailableMemory(callback); });
   }
diff --git a/src/ray/protobuf/common.proto b/src/ray/protobuf/common.proto
index de3c6d6a2138..844f44bea723 100644
--- a/src/ray/protobuf/common.proto
+++ b/src/ray/protobuf/common.proto
@@ -428,8 +428,6 @@ message CoreWorkerStats {
   uint32 pid = 22;
   // The worker type.
   WorkerType worker_type = 23;
-  // Total plasma object bytes that are referenced by this core worker.
-  int64 referenced_bytes = 24;
 }
 
 message MetricPoint {
diff --git a/src/ray/raylet/node_manager.cc b/src/ray/raylet/node_manager.cc
index 01c485ecb02d..5084cc50be14 100644
--- a/src/ray/raylet/node_manager.cc
+++ b/src/ray/raylet/node_manager.cc
@@ -2383,7 +2383,9 @@ bool NodeManager::GetObjectsFromPlasma(const std::vector<ObjectID> &object_ids,
   // heavy load, then this request can still block the NodeManager event loop
   // since we must wait for the plasma store's reply. We should consider using
   // an `AsyncGet` instead.
-  if (!store_client_.Get(object_ids, /*timeout_ms=*/0, &plasma_results).ok()) {
+  if (!store_client_
+           .Get(object_ids, /*timeout_ms=*/0, &plasma_results, /*is_from_worker=*/false)
+           .ok()) {
     return false;
   }
 
@@ -2509,14 +2511,11 @@ void NodeManager::HandleGetNodeStats(const rpc::GetNodeStatsRequest &node_stats_
     request.set_intended_worker_id(worker->WorkerId().Binary());
     request.set_include_memory_info(node_stats_request.include_memory_info());
     worker->rpc_client()->GetCoreWorkerStats(
-        request, [this, reply, worker, all_workers, driver_ids, send_reply_callback](
+        request, [reply, worker, all_workers, driver_ids, send_reply_callback](
                      const ray::Status &status, const rpc::GetCoreWorkerStatsReply &r) {
-          total_referenced_bytes_ += r.core_worker_stats().referenced_bytes();
           reply->add_core_workers_stats()->MergeFrom(r.core_worker_stats());
           reply->set_num_workers(reply->num_workers() + 1);
           if (reply->num_workers() == all_workers.size()) {
-            auto stats = reply->mutable_store_stats();
-            stats->set_referenced_bytes(total_referenced_bytes_);
             send_reply_callback(Status::OK(), nullptr, nullptr);
           }
         });
diff --git a/src/ray/raylet/node_manager.h b/src/ray/raylet/node_manager.h
index cbb4af6ce677..606dc3ac6fa7 100644
--- a/src/ray/raylet/node_manager.h
+++ b/src/ray/raylet/node_manager.h
@@ -935,10 +935,6 @@ class NodeManager : public rpc::NodeManagerServiceHandler,
 
   /// Managers all bundle-related operations.
   std::shared_ptr<PlacementGroupResourceManager> placement_group_resource_manager_;
-
-  /// The total bytes size of plasma objects that are referenced by core workers.
-  /// It is accumulative.
-  int64_t total_referenced_bytes_ = 0;
 };
 
 }  // namespace raylet

From ea8d0cb11a17bdb9643de204e068dbfe3fde0160 Mon Sep 17 00:00:00 2001
From: SangBin Cho <rkooo567@gmail.com>
Date: Tue, 2 Feb 2021 12:09:47 -0800
Subject: [PATCH 3/5] d

---
 .../workloads/output.csv                      |   3 +
 .../workloads/test_dask.py                    | 189 +++++++++++++++++
 release/raydp_tests/dask_on_ray/test_dask.py  | 193 ++++++++++++++++++
 3 files changed, 385 insertions(+)
 create mode 100644 release/data_processing_tests/workloads/output.csv
 create mode 100644 release/data_processing_tests/workloads/test_dask.py
 create mode 100644 release/raydp_tests/dask_on_ray/test_dask.py

diff --git a/release/data_processing_tests/workloads/output.csv b/release/data_processing_tests/workloads/output.csv
new file mode 100644
index 000000000000..2fa7483a1b1d
--- /dev/null
+++ b/release/data_processing_tests/workloads/output.csv
@@ -0,0 +1,3 @@
+system,operation,num_nodes,nbytes,npartitions,duration
+ray,sort,1,1000000000,50,38.00257587432861
+ray,sort,1,1000000000,100,65.93781399726868
diff --git a/release/data_processing_tests/workloads/test_dask.py b/release/data_processing_tests/workloads/test_dask.py
new file mode 100644
index 000000000000..78a13dd0ec8d
--- /dev/null
+++ b/release/data_processing_tests/workloads/test_dask.py
@@ -0,0 +1,189 @@
+import glob
+import ray
+import dask
+import dask.dataframe as dd
+import json
+import pandas as pd
+import numpy as np
+from ray.util.dask import ray_dask_get_sync
+import os.path
+import csv
+import fastparquet
+
+from dask.distributed import Client
+from dask.distributed import wait
+import cProfile, pstats, io
+from pstats import SortKey
+
+import time
+
+DATA_DIR = "~/dask-on-ray-data"
+# DATA_DIR = "/obj-data"
+
+
+def load_dataset(nbytes, npartitions, sort):
+    num_bytes_per_partition = nbytes // npartitions
+    filenames = []
+
+    @ray.remote
+    def foo(i):
+        filename = "df-{}-{}-{}.parquet.gzip".format(
+            "sort" if sort else "groupby", num_bytes_per_partition, i)
+        filename = os.path.join(DATA_DIR, filename)
+        print("Partition file", filename)
+        if not os.path.exists(filename):
+            if sort:
+                nrows = num_bytes_per_partition // 8
+                print("Allocating dataset with {} rows".format(nrows))
+                dataset = pd.DataFrame(
+                    np.random.randint(
+                        0,
+                        np.iinfo(np.int64).max,
+                        size=(nrows, 1),
+                        dtype=np.int64),
+                    columns=['a'])
+            else:
+                nrows = num_bytes_per_partition // (8 * 2)
+                print("Allocating dataset with {} rows".format(nrows))
+                dataset = pd.DataFrame(
+                    np.random.randint(0, 100, size=(nrows, 2), dtype=np.int64),
+                    columns=['a', 'b'])
+            print("Done allocating")
+            dataset.to_parquet(filename, compression='gzip')
+            print("Done writing to disk")
+        return filename
+
+    for i in range(npartitions):
+        filenames.append(foo.remote(i))
+    filenames = ray.get(filenames)
+
+    df = dd.read_parquet(filenames)
+    return df
+
+
+def trial(nbytes, n_partitions, sort, generate_only):
+    df = load_dataset(nbytes, n_partitions, sort)
+    pr = cProfile.Profile()
+    if generate_only:
+        return
+
+    times = []
+    start = time.time()
+    for i in range(1):
+        print("Trial {} start".format(i))
+        trial_start = time.time()
+
+        if sort:
+            # pr.enable()
+            a = df.set_index('a', shuffle='tasks', max_branch=10**9)
+            # a.visualize(filename=f'a-{i}.svg')
+            a.head(10, npartitions=-1)
+            # pr.disable()
+        else:
+            df.groupby('b').a.mean().compute()
+
+        trial_end = time.time()
+        duration = trial_end - trial_start
+        times.append(duration)
+        print("Trial {} done after {}".format(i, duration))
+        # sortby = SortKey.CUMULATIVE
+        # ps = pstats.Stats(pr).sort_stats(sortby)
+        # ps.dump_stats("ray_profile_data")
+
+        if time.time() - start > 60 and i > 0:
+            break
+    return times
+
+
+if __name__ == '__main__':
+    import argparse
+    parser = argparse.ArgumentParser()
+
+    parser.add_argument("--nbytes", type=int, default=1_000_000)
+    parser.add_argument("--npartitions", type=int, default=100, required=False)
+    # Max partition size is 1GB.
+    parser.add_argument(
+        "--max-partition-size", type=int, default=1000_000_000, required=False)
+    parser.add_argument("--num-nodes", type=int, default=1)
+    parser.add_argument("--sort", action="store_true")
+    parser.add_argument("--timeline", action="store_true")
+    parser.add_argument("--dask", action="store_true")
+    parser.add_argument("--ray", action="store_true")
+    parser.add_argument("--dask-tasks", action="store_true")
+    parser.add_argument("--generate-only", action="store_true")
+    parser.add_argument("--clear-old-data", action="store_true")
+    args = parser.parse_args()
+
+    if args.clear_old_data:
+        print(f"Clearing old data from {DATA_DIR}.")
+        files = glob.glob(os.path.join(DATA_DIR, "*.parquet.gzip"))
+        for f in files:
+            os.remove(f)
+
+    if args.ray:
+        args.dask_tasks = True
+
+    if args.dask_tasks:
+        print("Using task-based Dask shuffle")
+        dask.config.set(shuffle='tasks')
+    else:
+        print("Using disk-based Dask shuffle")
+
+    if args.dask:
+        client = Client('127.0.0.1:8786')
+        ray.init(address='auto')
+    if args.ray:
+        ray.init(address="auto")
+        # ray.init(
+        #     num_cpus=16,
+        #     _system_config={
+        #         "max_io_workers": 1,
+        #         "object_spilling_config": json.dumps(
+        #             {
+        #                 "type": "filesystem",
+        #                 "params": {
+        #                     "directory_path": "/tmp/spill"
+        #                 }
+        #             },
+        #             separators=(",", ":"))
+        #     })
+        dask.config.set(scheduler=ray_dask_get_sync)
+
+    system = "dask" if args.dask else "ray"
+
+    # print(system, trial(1000, 10, args.sort, args.generate_only))
+    print("WARMUP DONE")
+
+    npartitions = args.npartitions
+    if args.nbytes // npartitions > args.max_partition_size:
+        npartitions = args.nbytes // args.max_partition_size
+
+    output = trial(args.nbytes, npartitions, args.sort, args.generate_only)
+    print("{} mean over {} trials: {} +- {}".format(system, len(output),
+                                                    np.mean(output),
+                                                    np.std(output)))
+
+    write_header = not os.path.exists("output.csv") or os.path.getsize(
+        "output.csv") == 0
+    with open("output.csv", "a+") as csvfile:
+        fieldnames = [
+            "system", "operation", "num_nodes", "nbytes", "npartitions",
+            "duration"
+        ]
+        writer = csv.DictWriter(csvfile, fieldnames=fieldnames)
+        if write_header:
+            writer.writeheader()
+        row = {
+            "operation": "sort" if args.sort else "groupby",
+            "num_nodes": args.num_nodes,
+            "nbytes": args.nbytes,
+            "npartitions": npartitions,
+        }
+        for output in output:
+            row["system"] = system
+            row["duration"] = output
+            writer.writerow(row)
+
+    if args.timeline:
+        time.sleep(1)
+        ray.timeline(filename="dask.json")
\ No newline at end of file
diff --git a/release/raydp_tests/dask_on_ray/test_dask.py b/release/raydp_tests/dask_on_ray/test_dask.py
new file mode 100644
index 000000000000..cfec8daa3c9d
--- /dev/null
+++ b/release/raydp_tests/dask_on_ray/test_dask.py
@@ -0,0 +1,193 @@
+import glob
+import ray
+import dask
+import dask.dataframe as dd
+import json
+import pandas as pd
+import numpy as np
+from ray.util.dask import ray_dask_get_sync
+import os.path
+import csv
+import fastparquet
+
+from dask.distributed import Client
+from dask.distributed import wait
+import cProfile, pstats, io
+from pstats import SortKey
+
+import time
+
+# DATA_DIR = "~/dask-on-ray-data"
+DATA_DIR = "/obj-data"
+
+
+def load_dataset(nbytes, npartitions, sort)::/
+    num_bytes_per_partition = nbytes // npartitions
+    filenames = []
+
+    @ray.remote
+    def foo(i):
+        filename = "df-{}-{}-{}.parquet.gzip".format(
+            "sort" if sort else "groupby", num_bytes_per_partition, i)
+        filename = os.path.join(DATA_DIR, filename)
+        print("Partition file", filename)
+        if not os.path.exists(filename):
+            if sort:
+                nrows = num_bytes_per_partition // 8
+                print("Allocating dataset with {} rows".format(nrows))
+                dataset = pd.DataFrame(
+                    np.random.randint(
+                        0,
+                        np.iinfo(np.int64).max,
+                        size=(nrows, 1),
+                        dtype=np.int64),
+                    columns=['a'])
+            else:
+                nrows = num_bytes_per_partition // (8 * 2)
+                print("Allocating dataset with {} rows".format(nrows))
+                dataset = pd.DataFrame(
+                    np.random.randint(0, 100, size=(nrows, 2), dtype=np.int64),
+                    columns=['a', 'b'])
+            print("Done allocating")
+            dataset.to_parquet(filename, compression='gzip')
+            print("Done writing to disk")
+        return filename
+
+    for i in range(npartitions):
+        filenames.append(foo.remote(i))
+    filenames = ray.get(filenames)
+
+    df = dd.read_parquet(filenames)
+    import time
+    print("parquet read")
+    time.sleep(20)
+    print("sleep done.")
+    return df
+
+
+def trial(nbytes, n_partitions, sort, generate_only):
+    df = load_dataset(nbytes, n_partitions, sort)
+    pr = cProfile.Profile()
+    if generate_only:
+        return
+
+    times = []
+    start = time.time()
+    for i in range(1):
+        print("Trial {} start".format(i))
+        trial_start = time.time()
+
+        if sort:
+            # pr.enable()
+            a = df.set_index('a', shuffle='tasks', max_branch=10**9)
+            # a.visualize(filename=f'a-{i}.svg')
+            a.head(10, npartitions=-1)
+            # pr.disable()
+        else:
+            df.groupby('b').a.mean().compute()
+
+        trial_end = time.time()
+        duration = trial_end - trial_start
+        times.append(duration)
+        print("Trial {} done after {}".format(i, duration))
+        # sortby = SortKey.CUMULATIVE
+        # ps = pstats.Stats(pr).sort_stats(sortby)
+        # ps.dump_stats("ray_profile_data")
+
+        if time.time() - start > 60 and i > 0:
+            break
+    return times
+
+
+if __name__ == '__main__':
+    import argparse
+    parser = argparse.ArgumentParser()
+
+    parser.add_argument("--nbytes", type=int, default=1_000_000)
+    parser.add_argument("--npartitions", type=int, default=100, required=False)
+    # Max partition size is 1GB.
+    parser.add_argument(
+        "--max-partition-size", type=int, default=1000_000_000, required=False)
+    parser.add_argument("--num-nodes", type=int, default=1)
+    parser.add_argument("--sort", action="store_true")
+    parser.add_argument("--timeline", action="store_true")
+    parser.add_argument("--dask", action="store_true")
+    parser.add_argument("--ray", action="store_true")
+    parser.add_argument("--dask-tasks", action="store_true")
+    parser.add_argument("--generate-only", action="store_true")
+    parser.add_argument("--clear-old-data", action="store_true")
+    args = parser.parse_args()
+
+    if args.clear_old_data:
+        print(f"Clearing old data from {DATA_DIR}.")
+        files = glob.glob(os.path.join(DATA_DIR, "*.parquet.gzip"))
+        for f in files:
+            os.remove(f)
+
+    if args.ray:
+        args.dask_tasks = True
+
+    if args.dask_tasks:
+        print("Using task-based Dask shuffle")
+        dask.config.set(shuffle='tasks')
+    else:
+        print("Using disk-based Dask shuffle")
+
+    if args.dask:
+        client = Client('127.0.0.1:8786')
+        ray.init(address='auto')
+    if args.ray:
+        ray.init(address="auto")
+        # ray.init(
+        #     num_cpus=16,
+        #     _system_config={
+        #         "max_io_workers": 1,
+        #         "object_spilling_config": json.dumps(
+        #             {
+        #                 "type": "filesystem",
+        #                 "params": {
+        #                     "directory_path": "/tmp/spill"
+        #                 }
+        #             },
+        #             separators=(",", ":"))
+        #     })
+        dask.config.set(scheduler=ray_dask_get_sync)
+
+    system = "dask" if args.dask else "ray"
+
+    # print(system, trial(1000, 10, args.sort, args.generate_only))
+    print("WARMUP DONE")
+
+    npartitions = args.npartitions
+    if args.nbytes // npartitions > args.max_partition_size:
+        npartitions = args.nbytes // args.max_partition_size
+
+    output = trial(args.nbytes, npartitions, args.sort, args.generate_only)
+    print("{} mean over {} trials: {} +- {}".format(system, len(output),
+                                                    np.mean(output),
+                                                    np.std(output)))
+
+    write_header = not os.path.exists("output.csv") or os.path.getsize(
+        "output.csv") == 0
+    with open("output.csv", "a+") as csvfile:
+        fieldnames = [
+            "system", "operation", "num_nodes", "nbytes", "npartitions",
+            "duration"
+        ]
+        writer = csv.DictWriter(csvfile, fieldnames=fieldnames)
+        if write_header:
+            writer.writeheader()
+        row = {
+            "operation": "sort" if args.sort else "groupby",
+            "num_nodes": args.num_nodes,
+            "nbytes": args.nbytes,
+            "npartitions": npartitions,
+        }
+        for output in output:
+            row["system"] = system
+            row["duration"] = output
+            writer.writerow(row)
+
+    if args.timeline:
+        time.sleep(1)
+        ray.timeline(filename="dask.json")
\ No newline at end of file

From 09ad4ae25ba877dc0f822c51396ad394a343a3c7 Mon Sep 17 00:00:00 2001
From: SangBin Cho <rkooo567@gmail.com>
Date: Tue, 2 Feb 2021 15:41:39 -0800
Subject: [PATCH 4/5] done

---
 release/data_processing_tests/workloads/test_dask.py | 3 ++-
 release/raydp_tests/dask_on_ray/test_dask.py         | 2 +-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/release/data_processing_tests/workloads/test_dask.py b/release/data_processing_tests/workloads/test_dask.py
index 78a13dd0ec8d..a3b924ddcefb 100644
--- a/release/data_processing_tests/workloads/test_dask.py
+++ b/release/data_processing_tests/workloads/test_dask.py
@@ -18,6 +18,7 @@
 import time
 
 DATA_DIR = "~/dask-on-ray-data"
+
 # DATA_DIR = "/obj-data"
 
 
@@ -186,4 +187,4 @@ def trial(nbytes, n_partitions, sort, generate_only):
 
     if args.timeline:
         time.sleep(1)
-        ray.timeline(filename="dask.json")
\ No newline at end of file
+        ray.timeline(filename="dask.json")
diff --git a/release/raydp_tests/dask_on_ray/test_dask.py b/release/raydp_tests/dask_on_ray/test_dask.py
index cfec8daa3c9d..b17415b4846a 100644
--- a/release/raydp_tests/dask_on_ray/test_dask.py
+++ b/release/raydp_tests/dask_on_ray/test_dask.py
@@ -21,7 +21,7 @@
 DATA_DIR = "/obj-data"
 
 
-def load_dataset(nbytes, npartitions, sort)::/
+def load_dataset(nbytes, npartitions, sort):
     num_bytes_per_partition = nbytes // npartitions
     filenames = []
 

From 5af5ef54fd318e7954e0d8915a431722927c9c1d Mon Sep 17 00:00:00 2001
From: SangBin Cho <rkooo567@gmail.com>
Date: Tue, 2 Feb 2021 23:41:58 -0800
Subject: [PATCH 5/5] d.

---
 python/ray/util/dask/scheduler.py            |     2 +
 release/raydp_tests/dask_on_ray/a-0.svg      | 82644 +++++++++++++++++
 release/raydp_tests/dask_on_ray/a.txt        |     6 +
 release/raydp_tests/dask_on_ray/analyze.py   |    60 +
 release/raydp_tests/dask_on_ray/output.csv   |    45 +
 release/raydp_tests/dask_on_ray/result.txt   |  1248 +
 release/raydp_tests/dask_on_ray/test_dask.py |    93 +-
 src/ray/object_manager/plasma/store.cc       |     1 +
 8 files changed, 84082 insertions(+), 17 deletions(-)
 create mode 100644 release/raydp_tests/dask_on_ray/a-0.svg
 create mode 100644 release/raydp_tests/dask_on_ray/a.txt
 create mode 100644 release/raydp_tests/dask_on_ray/analyze.py
 create mode 100644 release/raydp_tests/dask_on_ray/output.csv
 create mode 100644 release/raydp_tests/dask_on_ray/result.txt

diff --git a/python/ray/util/dask/scheduler.py b/python/ray/util/dask/scheduler.py
index 0614d35641ec..8737fc491305 100644
--- a/python/ray/util/dask/scheduler.py
+++ b/python/ray/util/dask/scheduler.py
@@ -275,6 +275,8 @@ def _rayify_task(
         # Ray properly tracks the object dependencies between Ray tasks.
         object_refs, repack = unpack_object_refs(args, deps)
         # Submit the task using a wrapper function.
+        for ref in object_refs:
+            print(f"[GET] object_id:{ref.hex()} size:0 func:{key}")
         object_ref = dask_task_wrapper.options(name=f"dask:{key!s}").remote(
             func, repack, key, ray_pretask_cbs, ray_posttask_cbs, *object_refs)
 
diff --git a/release/raydp_tests/dask_on_ray/a-0.svg b/release/raydp_tests/dask_on_ray/a-0.svg
new file mode 100644
index 000000000000..962e1773f794
--- /dev/null
+++ b/release/raydp_tests/dask_on_ray/a-0.svg
@@ -0,0 +1,82644 @@
+<?xml version="1.0" encoding="UTF-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+ "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
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+ -->
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diff --git a/release/raydp_tests/dask_on_ray/a.txt b/release/raydp_tests/dask_on_ray/a.txt
new file mode 100644
index 000000000000..ecda41c4c39c
--- /dev/null
+++ b/release/raydp_tests/dask_on_ray/a.txt
@@ -0,0 +1,6 @@
+Clearing old data from ~/dask-on-ray-data.
+Using task-based Dask shuffle
+Trial 0 start
+Trial 0 done after 26.13987922668457
+num obj ref bytes used: 474.84737396240234
+ray mean over 1 trials: 26.13987922668457 +- 0.0
diff --git a/release/raydp_tests/dask_on_ray/analyze.py b/release/raydp_tests/dask_on_ray/analyze.py
new file mode 100644
index 000000000000..e3c71b88a30f
--- /dev/null
+++ b/release/raydp_tests/dask_on_ray/analyze.py
@@ -0,0 +1,60 @@
+
+raylet = "/tmp/ray/session_latest/logs/raylet.err"
+result = "result.txt"
+
+from collections import defaultdict
+
+def analyze(filename):
+    object_refs = defaultdict(int)
+    object_refs_referenced = defaultdict(int)
+    object_refs_funcs = defaultdict(set)
+    func_cnt = defaultdict(int)
+    total_sizes = 0
+    total_sizes_referenced_more_than_once = 0
+    with open(filename) as f:
+        for line in f.readlines():
+            if "[GET]" in line:
+                tokens = line.strip("\n").split("[GET]")[1].split(" ")
+                object_id = tokens[1].split(":")[1]
+                size = tokens[2].split(":")[1]
+                if len(tokens) >= 4:
+                    func = tokens[3].split(":")[1]
+                    object_refs_funcs[object_id].add(func)
+                    func_cnt[func] += 1
+                object_refs[object_id] += int(size)
+                object_refs_referenced[object_id] += 1
+                total_sizes += int(size)
+                if object_refs[object_id] > 1:
+                    total_sizes_referenced_more_than_once += int(size)
+    # print(filename)
+    print(f"total object refs: {len(object_refs)}")
+    # for object_id in object_refs.keys():
+    #     cnt = object_refs_referenced[object_id]
+    #     size = object_refs[object_id]
+    #     if cnt > 1:
+    #         print(f"{object_id} uses {int(size) /1024 /1024}MB, referenced: {cnt}")
+    #         print(f"functions: {object_refs_funcs[object_id]}")
+    # print(f"total sizes: {total_sizes / 1024 / 1024} MB")
+    # print(f"total sizes referenced more than once: {total_sizes_referenced_more_than_once / 1024 / 1024} MB")
+    return object_refs, object_refs_referenced, object_refs_funcs, func_cnt
+
+sizes_dict, _, _, _ = analyze(raylet)
+_, ref_count, funcs, func_cnt = analyze(result)
+
+c = 0
+for object_id in ref_count.keys():
+    cnt = int(ref_count[object_id])
+    size = sizes_dict.get(object_id, None)
+    if not size:
+        continue
+
+    if int(size) > 100 * 1024:
+        c += 1
+        print(f"{object_id} uses {int(size) /1024 /1024}MB, referenced: {cnt}")
+        print(f"functions: {funcs[object_id]}")
+assert c == len(sizes_dict), len(sizes_dict)
+from pprint import pprint
+pprint(func_cnt)
+# print(f"total sizes: {total_sizes / 1024 / 1024} MB")
+# print(f"total sizes referenced more than once: {total_sizes_referenced_more_than_once / 1024 / 1024} MB")
+
diff --git a/release/raydp_tests/dask_on_ray/output.csv b/release/raydp_tests/dask_on_ray/output.csv
new file mode 100644
index 000000000000..baa6dcdd8936
--- /dev/null
+++ b/release/raydp_tests/dask_on_ray/output.csv
@@ -0,0 +1,45 @@
+system,operation,num_nodes,nbytes,npartitions,duration
+ray,sort,1,1000000000,50,49.81460404396057
+ray,sort,1,100000000,50,26.4190411567688
+ray,sort,1,100000000,50,15.81236982345581
+ray,sort,1,100000000,50,37.54668378829956
+ray,sort,1,100000000,50,45.88498592376709
+ray,sort,1,100000000,2,6.961517095565796
+ray,sort,1,100000000,50,20.324124813079834
+ray,sort,1,100000000,50,39.60013222694397
+ray,sort,1,100000000,50,19.749282121658325
+ray,sort,1,100000000,50,14.275277853012085
+ray,sort,1,100000000,50,21.64378595352173
+ray,sort,1,100000000,50,6.137988805770874
+ray,sort,1,100000000,50,7.724100112915039
+ray,sort,1,100000000,50,16.97205114364624
+ray,sort,1,100000000,50,5.901505947113037
+ray,sort,1,100000000,50,7.561151027679443
+ray,sort,1,100000000,50,6.777873992919922
+ray,sort,1,100000000,50,22.736148834228516
+ray,sort,1,100000000,50,23.90089201927185
+ray,sort,1,100000000,50,47.67734980583191
+ray,sort,1,100000000,50,21.425940990447998
+ray,sort,1,100000000,50,28.597450971603394
+ray,sort,1,100000000,50,23.31282091140747
+ray,sort,1,100000000,50,18.240912914276123
+ray,sort,1,100000000,50,34.761038064956665
+ray,sort,1,100000000,50,23.420669317245483
+ray,sort,1,100000000,50,30.70834708213806
+ray,sort,1,100000000,50,25.204899072647095
+ray,sort,1,100000000,50,26.13987922668457
+ray,sort,1,100000000,50,24.668132066726685
+ray,sort,1,100000000,50,21.150716066360474
+ray,sort,1,100000000,50,24.247713088989258
+ray,sort,1,100000000,50,21.209686040878296
+ray,sort,1,100000000,50,18.561686038970947
+ray,sort,1,100000000,50,23.43537187576294
+ray,sort,1,100000000,50,17.797905206680298
+ray,sort,1,100000000,50,25.986549854278564
+ray,sort,1,100000000,50,18.29687786102295
+ray,sort,1,100000000,50,18.578434944152832
+ray,sort,1,100000000,50,17.5535569190979
+ray,sort,1,100000000,50,17.945733308792114
+ray,sort,1,100000000,50,17.20743417739868
+ray,sort,1,1000000000,20,41.81386184692383
+ray,sort,1,1000000000,20,76.37009787559509
diff --git a/release/raydp_tests/dask_on_ray/result.txt b/release/raydp_tests/dask_on_ray/result.txt
new file mode 100644
index 000000000000..e855de52c305
--- /dev/null
+++ b/release/raydp_tests/dask_on_ray/result.txt
@@ -0,0 +1,1248 @@
+Clearing old data from ~/dask-on-ray-data.
+Using task-based Dask shuffle
+Trial 0 start
+[GET] object_id:34c9c2094e42fdbfffffffffffffffffffffffff0100000001000000 size:0 func:max-540008a5-f6fe-46e9-aec7-4b822bab42fb
+[GET] object_id:34c9c2094e42fdbfffffffffffffffffffffffff0100000001000000 size:0 func:min-fcd63f92-28e4-4a6e-89f3-5dfd4162e36d
+[GET] object_id:34c9c2094e42fdbfffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-1-76560f47b9510925df1e3e2bf421692e', 0)
+[GET] object_id:34c9c2094e42fdbfffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-0-76560f47b9510925df1e3e2bf421692e', 0)
+[GET] object_id:44ed5e1383be6308ffffffffffffffffffffffff0100000001000000 size:0 func:max-cdfd1d82-8033-4557-8c42-bd249b8335d6
+[GET] object_id:44ed5e1383be6308ffffffffffffffffffffffff0100000001000000 size:0 func:min-de4a05be-2d3a-44ef-808e-b6d22f39be08
+[GET] object_id:44ed5e1383be6308ffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-1-76560f47b9510925df1e3e2bf421692e', 1)
+[GET] object_id:4e2ab276f14c37c2ffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-2-76560f47b9510925df1e3e2bf421692e', 0, 0)
+[GET] object_id:139e431dd460af76ffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-2-76560f47b9510925df1e3e2bf421692e', 0, 0)
+[GET] object_id:acb2f4769a638593ffffffffffffffffffffffff0100000001000000 size:0 func:max-bb9c81aa-2cc1-4a8a-983f-194b813792b1
+[GET] object_id:acb2f4769a638593ffffffffffffffffffffffff0100000001000000 size:0 func:min-017f6dc4-2ef3-45fb-8c31-3267cf13321b
+[GET] object_id:acb2f4769a638593ffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-1-76560f47b9510925df1e3e2bf421692e', 2)
+[GET] object_id:d68fec326c8433c9ffffffffffffffffffffffff0100000001000000 size:0 func:max-37bb0297-0823-4764-9ed4-7f075658bfd6
+[GET] object_id:d68fec326c8433c9ffffffffffffffffffffffff0100000001000000 size:0 func:min-d9f40475-208f-4098-aa15-c7b6fc9edbf4
+[GET] object_id:d68fec326c8433c9ffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-1-76560f47b9510925df1e3e2bf421692e', 3)
+[GET] object_id:909a212b104ea2f1ffffffffffffffffffffffff0100000001000000 size:0 func:max-239fa783-d16b-4bfb-aa6c-81eb999da9c9
+[GET] object_id:909a212b104ea2f1ffffffffffffffffffffffff0100000001000000 size:0 func:min-ab2ad07c-b9de-4e0d-869f-1684563daac4
+[GET] object_id:909a212b104ea2f1ffffffffffffffffffffffff0100000001000000 size:0 func:('re-quantiles-1-76560f47b9510925df1e3e2bf421692e', 4)
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+(pid=21013) <class 'pandas.core.frame.DataFrame'>
+(pid=21013) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20957) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+(pid=20951) <class 'pandas.core.frame.DataFrame'>
+Trial 0 done after 76.37009787559509
+num obj ref bytes used: 4577.931343078613
+num objs: 400
+ray mean over 1 trials: 76.37009787559509 +- 0.0
diff --git a/release/raydp_tests/dask_on_ray/test_dask.py b/release/raydp_tests/dask_on_ray/test_dask.py
index b17415b4846a..7ab8648f3cf2 100644
--- a/release/raydp_tests/dask_on_ray/test_dask.py
+++ b/release/raydp_tests/dask_on_ray/test_dask.py
@@ -9,16 +9,18 @@
 import os.path
 import csv
 import fastparquet
+import sys
 
 from dask.distributed import Client
 from dask.distributed import wait
 import cProfile, pstats, io
 from pstats import SortKey
+from tqdm import tqdm
 
 import time
 
-# DATA_DIR = "~/dask-on-ray-data"
-DATA_DIR = "/obj-data"
+DATA_DIR = "~/dask-on-ray-data"
+# DATA_DIR = "/obj-data"
 
 
 def load_dataset(nbytes, npartitions, sort):
@@ -30,11 +32,11 @@ def foo(i):
         filename = "df-{}-{}-{}.parquet.gzip".format(
             "sort" if sort else "groupby", num_bytes_per_partition, i)
         filename = os.path.join(DATA_DIR, filename)
-        print("Partition file", filename)
+        # print("Partition file", filename)
         if not os.path.exists(filename):
             if sort:
                 nrows = num_bytes_per_partition // 8
-                print("Allocating dataset with {} rows".format(nrows))
+                # print("Allocating dataset with {} rows".format(nrows))
                 dataset = pd.DataFrame(
                     np.random.randint(
                         0,
@@ -44,34 +46,87 @@ def foo(i):
                     columns=['a'])
             else:
                 nrows = num_bytes_per_partition // (8 * 2)
-                print("Allocating dataset with {} rows".format(nrows))
+                # print("Allocating dataset with {} rows".format(nrows))
                 dataset = pd.DataFrame(
                     np.random.randint(0, 100, size=(nrows, 2), dtype=np.int64),
                     columns=['a', 'b'])
-            print("Done allocating")
+            # print("Done allocating")
             dataset.to_parquet(filename, compression='gzip')
-            print("Done writing to disk")
+            # print("Done writing to disk")
         return filename
 
     for i in range(npartitions):
         filenames.append(foo.remote(i))
-    filenames = ray.get(filenames)
+    results = []
+    pbar = tqdm(total=len(filenames))
+    ready, unready = ray.wait(filenames)
+    while unready:
+        results.extend(ready)
+        ready, unready = ray.wait(unready)
+        pbar.update(len(ready))
+    del filenames
+    filenames = ray.get(results)
 
     df = dd.read_parquet(filenames)
-    import time
-    print("parquet read")
-    time.sleep(20)
-    print("sleep done.")
     return df
 
 
 def trial(nbytes, n_partitions, sort, generate_only):
+    from ray.util.dask import RayDaskCallback
+
+    @ray.remote
+    class CounterActor:
+        def __init__(self):
+            self.cnt = 0
+            self.object_num = 0
+        def increment(self, n, object_num):
+            self.cnt += n
+            self.object_num += object_num
+        def get(self):
+            return self.cnt
+        def get_object_num(self):
+            return self.object_num
+
+    c = CounterActor.remote()
+
+    class CountRefs(RayDaskCallback):
+        def __init__(self, cnt_actor):
+            self.cnt_actor = cnt_actor
+
+        def _ray_pretask(self, key, consumed_objs):
+            total = 0
+            object_num = 0
+            for obj in consumed_objs:
+                if sys.getsizeof(obj) > 1024 * 100:
+                    print(type(obj))
+                    object_num += 1
+                total += sys.getsizeof(obj)
+            self.cnt_actor.increment.remote(total, object_num)
+
+        def _ray_postsubmit_all(self, object_refs, dsk):
+            pass
+            # print(f"dask DAG: {dsk.dicts}")
+
+        def _ray_finish(self, result):
+            if isinstance(result, (list, tuple)):
+                result = [result]
+            total = 0
+            object_num = 0
+            for obj in result:
+                if sys.getsizeof(obj) > 1024 * 100:
+                    object_num += 1
+                total += sys.getsizeof(obj)
+            self.cnt_actor.increment.remote(total, object_num)
+
+
+    count = CountRefs(c)
     df = load_dataset(nbytes, n_partitions, sort)
-    pr = cProfile.Profile()
+    # pr = cProfile.Profile()
     if generate_only:
         return
 
     times = []
+    # df.visualize(filename=f'a-{i}.svg')
     start = time.time()
     for i in range(1):
         print("Trial {} start".format(i))
@@ -79,9 +134,11 @@ def trial(nbytes, n_partitions, sort, generate_only):
 
         if sort:
             # pr.enable()
-            a = df.set_index('a', shuffle='tasks', max_branch=10**9)
-            # a.visualize(filename=f'a-{i}.svg')
-            a.head(10, npartitions=-1)
+            with count:
+                a = df.set_index('a', shuffle='tasks', max_branch=10 ** 9)
+                a = a.head(10, npartitions=-1, compute=False)
+                # a.visualize(filename=f'a-{i}.svg')
+                a.compute()
             # pr.disable()
         else:
             df.groupby('b').a.mean().compute()
@@ -90,6 +147,8 @@ def trial(nbytes, n_partitions, sort, generate_only):
         duration = trial_end - trial_start
         times.append(duration)
         print("Trial {} done after {}".format(i, duration))
+        print(f"num obj ref bytes used: {ray.get(c.get.remote()) / 1024 / 1024}")
+        print(f"num objs: {ray.get(c.get_object_num.remote())}")
         # sortby = SortKey.CUMULATIVE
         # ps = pstats.Stats(pr).sort_stats(sortby)
         # ps.dump_stats("ray_profile_data")
@@ -156,7 +215,7 @@ def trial(nbytes, n_partitions, sort, generate_only):
     system = "dask" if args.dask else "ray"
 
     # print(system, trial(1000, 10, args.sort, args.generate_only))
-    print("WARMUP DONE")
+    # print("WARMUP DONE")
 
     npartitions = args.npartitions
     if args.nbytes // npartitions > args.max_partition_size:
diff --git a/src/ray/object_manager/plasma/store.cc b/src/ray/object_manager/plasma/store.cc
index 9627c9dc3682..0c8eeebd1de1 100644
--- a/src/ray/object_manager/plasma/store.cc
+++ b/src/ray/object_manager/plasma/store.cc
@@ -398,6 +398,7 @@ void PlasmaStore::ReturnFromGet(GetRequest *get_req) {
       store_fds.push_back(fd);
       mmap_sizes.push_back(GetMmapSize(fd));
       if (get_req->is_from_worker) {
+        RAY_LOG(ERROR) << "[GET] object_id:" << object_id << " size:" << (object.data_size + object.metadata_size);
         total_referenced_bytes_ += object.data_size + object.metadata_size;
       }
     }