提交 10d50d2f 编写于 作者: F fishpenguin

IVF_PQ search on CPUs when using GPU-version

上级 f45df1a2
......@@ -25,6 +25,7 @@
#include "optimizer/BuildIndexPass.h"
#include "optimizer/FaissFlatPass.h"
#include "optimizer/FaissIVFFlatPass.h"
#include "optimizer/FaissIVFPQPass.h"
#include "optimizer/FaissIVFSQ8HPass.h"
#include "optimizer/FaissIVFSQ8Pass.h"
#include "optimizer/FallbackPass.h"
......@@ -129,7 +130,10 @@ class OptimizerInst {
pass_list.push_back(std::make_shared<FaissFlatPass>());
pass_list.push_back(std::make_shared<FaissIVFFlatPass>());
pass_list.push_back(std::make_shared<FaissIVFSQ8Pass>());
#ifdef CUSTOMIZATION
pass_list.push_back(std::make_shared<FaissIVFSQ8HPass>());
#endif
pass_list.push_back(std::make_shared<FaissIVFPQPass>());
}
#endif
pass_list.push_back(std::make_shared<FallbackPass>());
......
// 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.
#ifdef MILVUS_GPU_VERSION
#include "scheduler/optimizer/FaissIVFPQPass.h"
#include "cache/GpuCacheMgr.h"
#include "scheduler/SchedInst.h"
#include "scheduler/Utils.h"
#include "scheduler/task/SearchTask.h"
#include "scheduler/tasklabel/SpecResLabel.h"
#include "server/Config.h"
#include "utils/Log.h"
namespace milvus {
namespace scheduler {
void
FaissIVFPQPass::Init() {
#ifdef MILVUS_GPU_VERSION
server::Config& config = server::Config::GetInstance();
Status s = config.GetEngineConfigGpuSearchThreshold(threshold_);
if (!s.ok()) {
threshold_ = std::numeric_limits<int32_t>::max();
}
s = config.GetGpuResourceConfigSearchResources(gpus);
if (!s.ok()) {
throw;
}
#endif
}
bool
FaissIVFPQPass::Run(const TaskPtr& task) {
if (task->Type() != TaskType::SearchTask) {
return false;
}
auto search_task = std::static_pointer_cast<XSearchTask>(task);
if (search_task->file_->engine_type_ != (int)engine::EngineType::FAISS_PQ) {
return false;
}
auto search_job = std::static_pointer_cast<SearchJob>(search_task->job_.lock());
ResourcePtr res_ptr;
if (search_job->nq() < threshold_) {
SERVER_LOG_DEBUG << "FaissIVFPQPass: nq < gpu_search_threshold, specify cpu to search!";
res_ptr = ResMgrInst::GetInstance()->GetResource("cpu");
} else {
auto best_device_id = count_ % gpus.size();
SERVER_LOG_DEBUG << "FaissIVFPQPass: nq > gpu_search_threshold, specify gpu" << best_device_id << " to search!";
count_++;
res_ptr = ResMgrInst::GetInstance()->GetResource(ResourceType::GPU, gpus[best_device_id]);
}
auto label = std::make_shared<SpecResLabel>(res_ptr);
task->label() = label;
return true;
}
} // namespace scheduler
} // namespace milvus
#endif
// 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.
#ifdef MILVUS_GPU_VERSION
#pragma once
#include <condition_variable>
#include <deque>
#include <limits>
#include <list>
#include <memory>
#include <mutex>
#include <queue>
#include <string>
#include <thread>
#include <unordered_map>
#include <vector>
#include "Pass.h"
namespace milvus {
namespace scheduler {
class FaissIVFPQPass : public Pass {
public:
FaissIVFPQPass() = default;
public:
void
Init() override;
bool
Run(const TaskPtr& task) override;
private:
int64_t threshold_ = std::numeric_limits<int64_t>::max();
int64_t count_ = 0;
std::vector<int64_t> gpus;
};
using FaissIVFPQPassPtr = std::shared_ptr<FaissIVFPQPass>;
} // namespace scheduler
} // namespace milvus
#endif
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