-
Notifications
You must be signed in to change notification settings - Fork 3.5k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
[Runtime] [ThreadPool] Make SpscTaskQueue::Pop(..) spin_count configu…
…rable (#3577) In cases where we have multiple models or threadpools active, spinning around `sched_yield()` may not be desirable, as it prevents the OS from effectively scheduling other threads. Thus, allow users to conditionally disable this behaviour (via an environment variable `TVM_THREAD_POOL_SPIN_COUNT`, similar to existing environment flags for the thread pool such as `TVM_BIND_THREADS`, etc). This substantially improves tail latencies in some of our multi-tenant workloads in practice. Unit tests have been added - on my laptop, running: ``` TVM_THREAD_POOL_SPIN_COUNT=0 ./build/threading_backend_test; TVM_THREAD_POOL_SPIN_COUNT=1 ./build/threading_backend_test; ./build/threading_backend_test; ``` gives https://gist.github.com/ajtulloch/1805ca6cbaa27f5d442d23f9d0021ce6 (i.e. 97ms -> <1ms after this change)
- Loading branch information
Showing
2 changed files
with
92 additions
and
4 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,71 @@ | ||
/* | ||
* Licensed to the Apache Software Foundation (ASF) under one | ||
* or more contributor license agreements. See the NOTICE file | ||
* distributed with this work for additional information | ||
* regarding copyright ownership. The ASF licenses this file | ||
* to you under the Apache License, Version 2.0 (the | ||
* "License"); you may not use this file except in compliance | ||
* with the License. You may obtain a copy of the License at | ||
* | ||
* http://www.apache.org/licenses/LICENSE-2.0 | ||
* | ||
* Unless required by applicable law or agreed to in writing, | ||
* software distributed under the License is distributed on an | ||
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
* KIND, either express or implied. See the License for the | ||
* specific language governing permissions and limitations | ||
* under the License. | ||
*/ | ||
|
||
#include <atomic> | ||
#include <memory> | ||
#include <thread> | ||
|
||
#include <gtest/gtest.h> | ||
#include <tvm/runtime/c_backend_api.h> | ||
|
||
constexpr size_t N = 128; | ||
|
||
static FTVMParallelLambda atomic_add_task_id = [](int task_id, TVMParallelGroupEnv* penv, | ||
void* cdata) -> int { | ||
auto* data = reinterpret_cast<std::atomic<size_t>*>(cdata); | ||
const size_t N_per_task = (N + penv->num_task - 1) / penv->num_task; | ||
for (size_t i = task_id * N_per_task; i < N && i < (task_id + 1) * N_per_task; ++i) { | ||
data->fetch_add(i, std::memory_order_relaxed); | ||
} | ||
return 0; | ||
}; | ||
|
||
TEST(ThreadingBackend, TVMBackendParallelLaunch) { | ||
std::atomic<size_t> acc(0); | ||
TVMBackendParallelLaunch(atomic_add_task_id, &acc, 0); | ||
EXPECT_EQ(acc.load(std::memory_order_relaxed), N * (N - 1) / 2); | ||
} | ||
|
||
TEST(ThreadingBackend, TVMBackendParallelLaunchMultipleThreads) { | ||
// TODO(tulloch) use parameterised tests when available. | ||
size_t num_jobs_per_thread = 3; | ||
size_t max_num_threads = 2; | ||
|
||
for (size_t num_threads = 1; num_threads < max_num_threads; ++num_threads) { | ||
std::vector<std::unique_ptr<std::thread>> ts; | ||
for (size_t i = 0; i < num_threads; ++i) { | ||
ts.emplace_back(new std::thread([&]() { | ||
for (size_t j = 0; j < num_jobs_per_thread; ++j) { | ||
std::atomic<size_t> acc(0); | ||
TVMBackendParallelLaunch(atomic_add_task_id, &acc, 0); | ||
EXPECT_EQ(acc.load(std::memory_order_relaxed), N * (N - 1) / 2); | ||
} | ||
})); | ||
} | ||
for (auto& t : ts) { | ||
t->join(); | ||
} | ||
} | ||
} | ||
|
||
int main(int argc, char** argv) { | ||
testing::InitGoogleTest(&argc, argv); | ||
testing::FLAGS_gtest_death_test_style = "threadsafe"; | ||
return RUN_ALL_TESTS(); | ||
} |