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// Copyright (c) 2024 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. | ||
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#ifndef _WIN32 | ||
#if defined(PADDLE_WITH_XPU_BKCL) | ||
#pragma once | ||
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#include <stdio.h> | ||
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#include <memory> | ||
#include <string> | ||
#include <thread> // NOLINT | ||
#include <typeindex> | ||
#include <unordered_map> | ||
#include <vector> | ||
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#include "glog/logging.h" | ||
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#include "paddle/phi/backends/xpu/enforce_xpu.h" | ||
#include "paddle/phi/common/float16.h" | ||
#include "paddle/phi/common/place.h" | ||
#include "paddle/phi/core/platform/collective_helper.h" | ||
#include "paddle/phi/core/platform/device_context.h" | ||
#include "xpu/bkcl.h" | ||
#include "xpu/runtime.h" | ||
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#define BKCL_ID_VARNAME "BKCLID" | ||
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namespace paddle { | ||
namespace platform { | ||
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inline int GetBKCLRankID(BKCLContext_t comm) { | ||
return reinterpret_cast<int *>(comm)[0]; | ||
} | ||
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inline int GetBKCLDevID(BKCLContext_t comm) { | ||
return reinterpret_cast<int *>(comm)[1]; | ||
} | ||
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inline int GetBKCLNRanks(BKCLContext_t comm) { | ||
return reinterpret_cast<int *>(comm)[2]; | ||
} | ||
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class BKCLGroupGuard { | ||
public: | ||
static std::mutex &BKCLMutex() { | ||
static std::mutex mtx; | ||
return mtx; | ||
} | ||
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inline BKCLGroupGuard() { | ||
BKCLMutex().lock(); | ||
PADDLE_ENFORCE_XPU_SUCCESS(bkcl_group_start()); | ||
} | ||
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inline ~BKCLGroupGuard() PADDLE_MAY_THROW { | ||
PADDLE_ENFORCE_XPU_SUCCESS(bkcl_group_end()); | ||
BKCLMutex().unlock(); | ||
} | ||
}; | ||
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struct BKCLContext { | ||
std::unique_ptr<phi::XPUContext> ctx_; | ||
BKCLContext_t comm_; | ||
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explicit BKCLContext(int dev_id) | ||
: ctx_(new phi::XPUContext(phi::XPUPlace(dev_id))), comm_{nullptr} {} | ||
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XPUStream stream() const { return ctx_->stream(); } | ||
BKCLContext_t comm() const { return comm_; } | ||
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int device_id() const { return ctx_->GetPlace().device; } | ||
}; | ||
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struct InitBKCLPara { | ||
BKCLUniqueId *bkcl_id; | ||
int rank; | ||
int nranks; | ||
int dev_id; | ||
BKCLContext_t *ctx; | ||
}; | ||
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static void *init_bkcl_context_func(void *args) { | ||
struct InitBKCLPara *para = (struct InitBKCLPara *)args; | ||
platform::SetXPUDeviceId(para->dev_id); | ||
PADDLE_ENFORCE_XPU_SUCCESS( | ||
bkcl_init_rank(para->ctx, para->rank, para->nranks, para->bkcl_id)); | ||
return nullptr; | ||
} | ||
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struct BKCLContextMap { | ||
std::unordered_map<int, BKCLContext> contexts_; | ||
std::vector<int> order_; | ||
std::vector<phi::Place> places_; | ||
size_t num_trainers_; | ||
size_t trainer_id_; | ||
BKCLUniqueId *bkcl_id_; | ||
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explicit BKCLContextMap(const std::vector<phi::Place> &places, | ||
BKCLUniqueId *bkcl_id = nullptr, | ||
size_t num_trainers = 1, | ||
size_t trainer_id = 0) { | ||
places_ = places; | ||
bkcl_id_ = bkcl_id; | ||
num_trainers_ = num_trainers; | ||
trainer_id_ = trainer_id; | ||
} | ||
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// Synchronization is required and can only be initialized with | ||
// multithreading. | ||
int init() { | ||
PADDLE_ENFORCE_EQ( | ||
!places_.empty(), | ||
true, | ||
common::errors::InvalidArgument("The BKCL place should not be empty.")); | ||
order_.reserve(places_.size()); | ||
for (auto &p : places_) { | ||
int dev_id = p.device; | ||
order_.emplace_back(dev_id); | ||
contexts_.emplace(dev_id, BKCLContext(dev_id)); | ||
} | ||
PADDLE_ENFORCE_EQ( | ||
order_.size(), | ||
contexts_.size(), | ||
common::errors::Unavailable("BKCL Context Map does not support " | ||
"contain two or more same device")); | ||
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std::unique_ptr<BKCLContext_t[]> comms(new BKCLContext_t[order_.size()]); | ||
std::unique_ptr<InitBKCLPara[]> paras(new InitBKCLPara[order_.size()]); | ||
std::unique_ptr<pthread_t[]> pids(new pthread_t[order_.size()]); | ||
BKCLResult_t ret; | ||
BKCLUniqueId id; | ||
// if num_trainers == 1, should create a new bkcl id for local comms. | ||
if (num_trainers_ == 1 && bkcl_id_ == nullptr) { | ||
ret = bkcl_get_unique_id(&id); | ||
PADDLE_ENFORCE_EQ(BKCL_SUCCESS, | ||
ret, | ||
common::errors::PreconditionNotMet( | ||
"bkcl get unique id failed [%d]", ret)); | ||
bkcl_id_ = &id; | ||
} | ||
PADDLE_ENFORCE_NOT_NULL( | ||
bkcl_id_, | ||
common::errors::InvalidArgument("The BKCL id should not be null.")); | ||
{ | ||
int nranks = num_trainers_ * order_.size(); | ||
for (size_t i = 0; i < order_.size(); ++i) { | ||
int rank; | ||
if (order_.size() > 1) { | ||
rank = trainer_id_ * order_.size() + i; | ||
} else { | ||
rank = trainer_id_; | ||
} | ||
VLOG(1) << "init bkcl rank:" << rank << ", nranks:" << nranks | ||
<< ", xpu_id:" << order_[i]; | ||
paras[i].rank = rank; | ||
paras[i].nranks = nranks; | ||
paras[i].dev_id = order_[i]; | ||
paras[i].bkcl_id = bkcl_id_; | ||
paras[i].ctx = &comms[i]; | ||
PADDLE_ENFORCE_EQ(pthread_create(&pids[i], | ||
nullptr, | ||
init_bkcl_context_func, | ||
reinterpret_cast<void *>(¶s[i])), | ||
0, | ||
common::errors::External("pthread_create failed")); | ||
} | ||
for (size_t i = 0; i < order_.size(); i++) { | ||
pthread_join(pids[i], nullptr); | ||
} | ||
} | ||
int i = 0; | ||
for (auto &dev_id : order_) { | ||
contexts_.at(dev_id).comm_ = comms[i++]; | ||
} | ||
return 0; | ||
} | ||
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BKCLContextMap(const BKCLContextMap &other) = delete; | ||
BKCLContextMap &operator=(const BKCLContextMap &other) = delete; | ||
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phi::XPUContext *DevCtx(int dev_id) const { return at(dev_id).ctx_.get(); } | ||
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phi::XPUContext *DevCtx(phi::Place p) const { return DevCtx(p.device); } | ||
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const BKCLContext &at(phi::Place p) const { return this->at(p.device); } | ||
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const BKCLContext &at(int dev_id) const { return contexts_.at(dev_id); } | ||
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void WaitAll() { | ||
for (auto &p : contexts_) { | ||
p.second.ctx_->Wait(); | ||
} | ||
} | ||
}; | ||
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inline std::string GetFlatBKCLVarName(size_t pos) { | ||
if (pos == 0) { | ||
return BKCL_ID_VARNAME; | ||
} | ||
return string::Sprintf("%s_%d", BKCL_ID_VARNAME, static_cast<int>(pos)); | ||
} | ||
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} // namespace platform | ||
} // namespace paddle | ||
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#endif // PADDLE_WITH_XPU_BKCL | ||
#endif |
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// Copyright (c) 2024 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. | ||
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#include <string> | ||
#include "glog/logging.h" | ||
#include "paddle/phi/core/kernel_registry.h" | ||
#if defined(PADDLE_WITH_NCCL) || defined(PADDLE_WITH_RCCL) | ||
#include "paddle/phi/core/platform/collective_helper.h" | ||
#endif | ||
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namespace phi { | ||
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template <typename T, typename Context> | ||
void CommInitAllKernel(const Context& dev_ctx, | ||
const std::vector<int>& devices_input, | ||
int ring_id) { | ||
#if defined(PADDLE_WITH_NCCL) || defined(PADDLE_WITH_RCCL) | ||
std::vector<int> devices = devices_input; | ||
if (devices.empty()) { | ||
devices = phi::backends::gpu::GetSelectedDevices(); | ||
} | ||
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paddle::platform::NCCLCommContext::Instance().CreateAllNCCLComms(devices, | ||
ring_id); | ||
#endif | ||
} | ||
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} // namespace phi | ||
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PD_REGISTER_KERNEL( | ||
comm_init_all, GPU, ALL_LAYOUT, phi::CommInitAllKernel, float) {} |
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// Copyright (c) 2024 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. | ||
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#include <string> | ||
#include "glog/logging.h" | ||
#include "paddle/phi/core/kernel_registry.h" | ||
#if defined(PADDLE_WITH_XPU_BKCL) | ||
#include "paddle/phi/core/platform/collective_helper.h" | ||
#include "paddle/phi/core/platform/device/xpu/bkcl_helper.h" | ||
#endif | ||
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namespace phi { | ||
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template <typename T, typename Context> | ||
void CommInitAllKernel(const Context& dev_ctx, | ||
const std::vector<int>& devices_input, | ||
int ring_id) { | ||
#if defined(PADDLE_WITH_XPU_BKCL) | ||
std::vector<int> devices = devices_input; | ||
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if (devices.empty()) { | ||
int count = phi::backends::xpu::GetXPUDeviceCount(); | ||
for (int i = 0; i < count; ++i) { | ||
devices.push_back(i); | ||
} | ||
} | ||
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if (devices.size() > 1) { | ||
std::vector<phi::Place> place_list_; | ||
for (size_t i = 0; i < devices.size(); ++i) { | ||
auto p = phi::XPUPlace(devices[i]); | ||
place_list_.push_back(p); | ||
} | ||
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// create pthread to bkcl_init_rank on all devices | ||
auto ptr = new paddle::platform::BKCLContextMap(place_list_); | ||
ptr->init(); | ||
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for (size_t i = 0; i < devices.size(); ++i) { | ||
paddle::platform::BKCLCommContext::Instance().AssignBKCLComm( | ||
ptr->contexts_.at(devices[i]).comm_, | ||
devices.size(), | ||
devices[i], | ||
devices[i], | ||
ring_id); | ||
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VLOG(0) << "bkcl communicator of rank " << devices[i] << " in ring " | ||
<< ring_id << " has been created on device " << devices[i]; | ||
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// TODO(WorgenZhang): need release comm_map_ when quit | ||
// std::call_once(once_flag_, []() { | ||
// std::atexit([]() { | ||
// platform::BKCLCommContext::Instance().ReleaseBKCLComms(); }); | ||
// }); | ||
} | ||
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VLOG(0) << "done bkcl_init_rank on all devices"; | ||
} | ||
#endif | ||
} | ||
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} // namespace phi | ||
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PD_REGISTER_KERNEL( | ||
comm_init_all, XPU, ALL_LAYOUT, phi::CommInitAllKernel, float) {} |
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