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paddlepaddle--paddle/paddle/fluid/framework/fleet/gloo_wrapper.cc
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2026-07-13 12:40:42 +08:00

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/* Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. */
#include "paddle/fluid/framework/fleet/gloo_wrapper.h"
#include "paddle/fluid/framework/io/fs.h"
#include "paddle/utils/string/string_helper.h"
namespace gloo::transport {
class Device;
} // namespace gloo::transport
namespace gloo::rendezvous {
class HTTPStore;
class Store;
constexpr int kNodeSize = 136;
HdfsStore::HdfsStore(const std::string& path)
: wait_timeout_(std::chrono::seconds(999999999)), self_rank_(0) {
path_ = path;
wait_sleep_ms_ = 10000;
retry_times_ = 100;
}
void HdfsStore::set(const std::string& key, const std::vector<char>& data) {
#ifdef PADDLE_WITH_GLOO
auto tmp = TmpPath(key);
auto path = ObjectPath(key);
bool is_exists = paddle::framework::fs_exists(path);
if (is_exists) {
LOG(WARNING) << "path exists, will be removed: " << path;
paddle::framework::fs_remove(path);
}
int err_no = 0;
for (int i = 1; i <= retry_times_; ++i) {
err_no = 0;
std::shared_ptr<FILE> fp =
paddle::framework::fs_open_write(tmp, &err_no, "");
size_t write_count = fwrite_unlocked(data.data(), 1, data.size(), fp.get());
if (write_count != data.size()) {
VLOG(0) << "fwrite_unlocked failed, retry times " << i << " write_count "
<< write_count << " data.size() " << data.size();
err_no = -1;
}
fp.reset();
if (err_no != 0) {
VLOG(0) << "fs_open_write failed, retry times " << i << " err no "
<< err_no;
sleep(wait_sleep_ms_ / 1000);
paddle::framework::fs_remove(tmp);
if (i == retry_times_) {
VLOG(0) << "fs_open_write failed, retry times reaches limit";
PADDLE_THROW(common::errors::PreconditionNotMet(
"fs_open_write failed, retry times reaches %d limit.",
retry_times_));
}
} else {
break;
}
}
paddle::framework::fs_mv(tmp, path);
auto start = std::chrono::steady_clock::now();
while (paddle::framework::fs_exists(path) == false) {
VLOG(0) << "HdfsStore::set fs_mv retrying...";
paddle::framework::fs_mv(tmp, path);
auto elapsed = std::chrono::duration_cast<std::chrono::seconds>(
std::chrono::steady_clock::now() - start);
if (wait_timeout_ != gloo::kNoTimeout && elapsed > wait_timeout_) {
PADDLE_THROW(common::errors::ExecutionTimeout(
"fs_mv failed, tmp: %s, path: %s", tmp, path));
}
std::this_thread::sleep_for(std::chrono::milliseconds(wait_sleep_ms_));
}
#endif
}
#ifdef PADDLE_WITH_GLOO
int retry_do_func(std::function<int(void)> func,
uint32_t max_try_time,
uint32_t retry_interval_ms) {
for (uint32_t i = 0; i < max_try_time; ++i) {
if (func() == 0) {
return 0;
}
#ifdef _LINUX
usleep(retry_interval_ms * 1000);
#endif
}
return -1;
}
#endif
std::vector<char> HdfsStore::get(const std::string& key) {
auto path = ObjectPath(key);
std::vector<char> result;
#ifdef PADDLE_WITH_GLOO
// block until key is set
wait({key});
int ret = retry_do_func(
[&path]() { return paddle::framework::fs_exists(path) ? 0 : -1; },
5,
wait_sleep_ms_);
bool is_exists = (ret == 0);
PADDLE_ENFORCE_EQ(
is_exists,
true,
common::errors::NotFound("HdfsStore::get, path not exists: " + path));
int read_status = retry_do_func(
[&path, &result]() {
result.clear();
int err_no = 0;
{
std::shared_ptr<FILE> fp =
paddle::framework::fs_open_read(path, &err_no, "");
char buffer = '\0';
size_t read_count = 0;
while (fread(&buffer, 1, 1, fp.get()) == 1) {
++read_count;
result.push_back(buffer);
}
VLOG(3) << "HdfsStore::get read_count " << read_count;
}
return err_no;
},
5,
wait_sleep_ms_);
PADDLE_ENFORCE_EQ(
read_status,
0,
common::errors::Fatal("HdfsStore::get, path read failed: " + path));
#endif
return result;
}
void HdfsStore::wait(const std::vector<std::string>& keys) {
#ifdef PADDLE_WITH_GLOO
wait(keys, wait_timeout_); // NOLINT
#endif
}
void HdfsStore::wait(const std::vector<std::string>& keys,
const std::chrono::milliseconds&) { // NOLINT
#ifdef PADDLE_WITH_GLOO
auto start = std::chrono::steady_clock::now();
std::vector<bool> check_key_status(keys.size(), false);
while (!Check(keys, &check_key_status)) {
VLOG(0) << "HdfsStore::wait checking repeatedly...";
auto elapsed = std::chrono::duration_cast<std::chrono::seconds>(
std::chrono::steady_clock::now() - start);
if (wait_timeout_ != gloo::kNoTimeout && elapsed > wait_timeout_) {
int32_t last_check_rank = -1;
for (size_t i = 0; i < check_key_status.size(); ++i) {
if (!check_key_status[i]) {
last_check_rank = static_cast<int32_t>(i);
break;
}
}
PADDLE_THROW(common::errors::ExecutionTimeout(
"TIMEOUT self_rank = %d pair_rank = %d",
self_rank_,
last_check_rank));
}
std::this_thread::sleep_for(std::chrono::milliseconds(wait_sleep_ms_));
}
#endif
}
void HdfsStore::SetTimeoutSeconds(int timeout_seconds) {
wait_timeout_ = std::chrono::seconds(timeout_seconds);
}
std::string HdfsStore::EncodeName(const std::string& name) {
return ::paddle::string::erase_spaces(name);
}
std::string HdfsStore::TmpPath(const std::string& name) {
return path_ + "/" + EncodeName(name) + "_tmp";
}
std::string HdfsStore::ObjectPath(const std::string& name) {
return path_ + "/" + EncodeName(name);
}
bool HdfsStore::Check(const std::vector<std::string>& keys,
std::vector<bool>* keys_check_status) {
#ifdef PADDLE_WITH_GLOO
bool ret = true;
std::vector<std::string> paths;
for (const auto& key : keys) {
paths.push_back(ObjectPath(key));
}
for (size_t i = 0; i < paths.size(); ++i) {
if ((*keys_check_status)[i]) {
continue;
}
const auto& path = paths[i];
bool is_exists = paddle::framework::fs_exists(path);
VLOG(3) << "HdfsStore::Check " << is_exists << " path " << path;
if (!is_exists) {
ret = false;
}
(*keys_check_status)[i] = is_exists;
}
return ret;
#else
VLOG(0) << "HdfsStore::Check does nothing when no gloo";
#endif
return true;
}
#ifdef PADDLE_WITH_GLOO
void ParallelConnectContext::connectFullMesh(
Store& store, std::shared_ptr<transport::Device>& dev) {
std::vector<char> allBytes;
// Create pairs
auto transportContext = dev->createContext(rank, size);
transportContext->setTimeout(getTimeout());
VLOG(0) << "transportContext timeout: " << getTimeout().count()
<< ", curr rank: " << rank;
for (int i = 0; i < size; i++) {
if (i == rank) {
continue;
}
auto& pair = transportContext->createPair(i);
auto addrBytes = pair->address().bytes();
allBytes.insert(allBytes.end(), addrBytes.begin(), addrBytes.end());
}
std::ostringstream storeKey;
storeKey << rank;
store.set(storeKey.str(), allBytes);
auto total_add_size = kNodeSize * (size - 1);
std::vector<std::shared_ptr<std::thread>> connect_threads(thread_num_);
// Connect every pair
VLOG(0) << "connect_thread_num: " << thread_num_ << ", size: " << size;
for (uint32_t i = 0; i < connect_threads.size(); ++i) {
connect_threads[i].reset(new std::thread(
[&store, &transportContext, total_add_size, this](
size_t thread_idx, size_t thread_num) -> void {
for (int i = thread_idx; i < size; i += thread_num) { // NOLINT
if (i == rank) {
continue;
}
// Wait for address of other side of this pair to become available
std::string key = std::to_string(i);
store.wait({key}, getTimeout());
std::vector<char> allAddrs;
auto max_retry_times = 10;
// Connect to other side of this pair
while (max_retry_times > 0) {
allAddrs = store.get(key);
VLOG(3) << "store get all address size: " << allAddrs.size()
<< " except: " << total_add_size;
if (allAddrs.size() == static_cast<size_t>(total_add_size)) {
break;
}
sleep(5);
--max_retry_times;
}
auto addr = extractAddress(allAddrs, i);
if (addr.empty()) {
VLOG(0) << "peer address is null";
}
Impl impl_;
memcpy(&impl_, addr.data(), sizeof(impl_));
struct sockaddr_in* sa = (struct sockaddr_in*)&(impl_.ss);
std::string ip = getCharIpAddr(sa->sin_addr.s_addr);
VLOG(0) << "peer " << i << " ip addr: " << ip
<< ", port: " << sa->sin_port;
transportContext->getPair(i)->connect(addr);
}
VLOG(0) << "peer connected success";
},
i,
connect_threads.size()));
}
for (auto& connect_thread : connect_threads) {
connect_thread->join();
}
device_ = dev;
transportContext_ = std::move(transportContext);
VLOG(0) << "ParallelConnectContext::connectFullMesh() is over";
}
#endif
} // namespace gloo::rendezvous
namespace paddle::framework {
void GlooWrapper::Init() {
if (is_initialized_) {
return;
}
#ifdef PADDLE_WITH_GLOO
gloo::transport::tcp::attr attr;
attr.iface = iface_;
std::shared_ptr<gloo::rendezvous::HdfsStore> file_store = nullptr;
std::shared_ptr<gloo::rendezvous::HTTPStore> http_store = nullptr;
auto dev = gloo::transport::tcp::CreateDevice(attr);
switch (store_type_) {
case GlooStoreType::HDFS: {
auto context = std::make_shared<gloo::rendezvous::ParallelConnectContext>(
rank_, size_);
context->setTimeout(run_timeout_);
std::string cmd = std::string("${HADOOP_HOME}/bin/hadoop fs");
cmd += " -D fs.default.name=" + hdfs_name_;
cmd += " -D hadoop.job.ugi=" + hdfs_ugi_;
paddle::framework::hdfs_set_command(cmd);
file_store = std::make_shared<gloo::rendezvous::HdfsStore>(hdfs_path_);
file_store->SetTimeoutSeconds(init_timeout_.count());
auto prefix_store =
std::make_shared<gloo::rendezvous::PrefixStore>(prefix_, *file_store);
context->connectFullMesh(*prefix_store, dev);
context_ = std::move(context);
break;
}
case GlooStoreType::HTTP: {
auto context = std::make_shared<gloo::rendezvous::Context>(rank_, size_);
context->setTimeout(run_timeout_);
http_store = std::make_shared<gloo::rendezvous::HTTPStore>(
http_ip_, http_port_, prefix_ + "_" + http_scope_, rank_);
http_store->SetTimeoutSeconds(init_timeout_.count());
context->connectFullMesh(*http_store, dev);
http_store->Finalize();
VLOG(3) << "after calling http_store->Finalize.";
context_ = std::move(context);
break;
}
default:
LOG(ERROR) << "unknown store type " << store_type_;
exit(-1);
}
#endif
is_initialized_ = true;
VLOG(0) << "gloo initialized done, rank=" << rank_ << ", size=" << size_
<< ", store_type=" << store_type_;
}
template std::vector<int64_t> GlooWrapper::AllReduce<int64_t>(
std::vector<int64_t>& sendbuf, // NOLINT
const std::string& mode);
template std::vector<float> GlooWrapper::AllReduce<float>(
std::vector<float>& sendbuf, // NOLINT
const std::string& mode);
template std::vector<double> GlooWrapper::AllReduce<double>(
std::vector<double>& sendbuf, // NOLINT
const std::string& mode);
template std::vector<uint64_t> GlooWrapper::AllReduce<uint64_t>(
std::vector<uint64_t>& sendbuf, // NOLINT
const std::string& mode);
template std::vector<int64_t> GlooWrapper::AllGather<int64_t>(
int64_t& input); // NOLINT
template std::vector<uint64_t> GlooWrapper::AllGather<uint64_t>(
uint64_t& input); // NOLINT
template std::vector<float> GlooWrapper::AllGather<float>(
float& input); // NOLINT
template std::vector<double> GlooWrapper::AllGather<double>(
double& input); // NOLINT
} // namespace paddle::framework