milvus/cpp/unittest/server/cache_test.cpp

240 lines
6.8 KiB
C++

////////////////////////////////////////////////////////////////////////////////
// Copyright 上海赜睿信息科技有限公司(Zilliz) - All Rights Reserved
// Unauthorized copying of this file, via any medium is strictly prohibited.
// Proprietary and confidential.
////////////////////////////////////////////////////////////////////////////////
#include <gtest/gtest.h>
#include "cache/CpuCacheMgr.h"
#include "cache/GpuCacheMgr.h"
#include "server/ServerConfig.h"
#include "utils/Error.h"
#include "wrapper/knowhere/vec_index.h"
using namespace zilliz::milvus;
namespace {
class InvalidCacheMgr : public cache::CacheMgr {
public:
InvalidCacheMgr() {
}
};
class LessItemCacheMgr : public cache::CacheMgr {
public:
LessItemCacheMgr() {
cache_ = std::make_shared<cache::Cache>(1UL << 12, 10);
}
};
class MockVecIndex : public engine::VecIndex {
public:
virtual ErrorCode BuildAll(const long &nb,
const float *xb,
const long *ids,
const engine::Config &cfg,
const long &nt = 0,
const float *xt = nullptr) {
return 0;
}
engine::VecIndexPtr Clone() override {
return zilliz::milvus::engine::VecIndexPtr();
}
int64_t GetDeviceId() override {
return 0;
}
engine::IndexType GetType() override {
return engine::IndexType::INVALID;
}
virtual ErrorCode Add(const long &nb,
const float *xb,
const long *ids,
const engine::Config &cfg = engine::Config()) {
return 0;
}
virtual ErrorCode Search(const long &nq,
const float *xq,
float *dist,
long *ids,
const engine::Config &cfg = engine::Config()) {
return 0;
}
engine::VecIndexPtr CopyToGpu(const int64_t &device_id,
const engine::Config &cfg) override {
return nullptr;
}
engine::VecIndexPtr CopyToCpu(const engine::Config &cfg) override {
return nullptr;
}
virtual int64_t Dimension() {
return dimension_;
}
virtual int64_t Count() {
return ntotal_;
}
virtual zilliz::knowhere::BinarySet Serialize() {
zilliz::knowhere::BinarySet binset;
return binset;
}
virtual ErrorCode Load(const zilliz::knowhere::BinarySet &index_binary) {
return 0;
}
public:
int64_t dimension_ = 512;
int64_t ntotal_ = 0;
};
}
TEST(CacheTest, DUMMY_TEST) {
engine::Config cfg;
MockVecIndex mock_index;
mock_index.Dimension();
mock_index.Count();
mock_index.Add(1, nullptr, nullptr);
mock_index.BuildAll(1, nullptr, nullptr, cfg);
mock_index.Search(1, nullptr, nullptr, nullptr, cfg);
mock_index.Clone();
mock_index.CopyToCpu(cfg);
mock_index.CopyToGpu(1, cfg);
mock_index.GetDeviceId();
mock_index.GetType();
zilliz::knowhere::BinarySet index_binary;
mock_index.Load(index_binary);
mock_index.Serialize();
}
TEST(CacheTest, CPU_CACHE_TEST) {
cache::CacheMgr *cpu_mgr = cache::CpuCacheMgr::GetInstance();
const int64_t gbyte = 1 << 30;
int64_t g_num = 16;
int64_t cap = g_num * gbyte;
cpu_mgr->SetCapacity(cap);
ASSERT_EQ(cpu_mgr->CacheCapacity(), cap);
const int dim = 256;
for (int i = 0; i < 20; i++) {
MockVecIndex* mock_index = new MockVecIndex();
mock_index->ntotal_ = 1000000;//less 1G per index
engine::VecIndexPtr index(mock_index);
cpu_mgr->InsertItem("index_" + std::to_string(i), index);
}
ASSERT_LT(cpu_mgr->ItemCount(), g_num);
auto obj = cpu_mgr->GetIndex("index_0");
ASSERT_TRUE(obj == nullptr);
obj = cpu_mgr->GetIndex("index_19");
ASSERT_TRUE(obj != nullptr);
{
std::string item = "index_15";
ASSERT_TRUE(cpu_mgr->ItemExists(item));
cpu_mgr->EraseItem(item);
ASSERT_FALSE(cpu_mgr->ItemExists(item));
}
{
g_num = 5;
cpu_mgr->SetCapacity(g_num * gbyte);
MockVecIndex* mock_index = new MockVecIndex();
mock_index->ntotal_ = 6000000;//6G less
engine::VecIndexPtr index(mock_index);
cpu_mgr->InsertItem("index_6g", index);
ASSERT_EQ(cpu_mgr->ItemCount(), 0);//data greater than capacity can not be inserted sucessfully
}
cpu_mgr->PrintInfo();
}
TEST(CacheTest, GPU_CACHE_TEST) {
server::ConfigNode& config = server::ServerConfig::GetInstance().GetConfig(server::CONFIG_CACHE);
config.AddSequenceItem(server::CONFIG_GPU_IDS, "0");
cache::CacheMgr* gpu_mgr = cache::GpuCacheMgr::GetInstance(0);
const int dim = 256;
for(int i = 0; i < 20; i++) {
MockVecIndex* mock_index = new MockVecIndex();
mock_index->ntotal_ = 1000;
engine::VecIndexPtr index(mock_index);
cache::DataObjPtr obj = std::make_shared<cache::DataObj>(index);
gpu_mgr->InsertItem("index_" + std::to_string(i), obj);
}
auto obj = gpu_mgr->GetItem("index_0");
gpu_mgr->ClearCache();
ASSERT_EQ(gpu_mgr->ItemCount(), 0);
for (auto i = 0; i < 3; i++) {
// TODO: use gpu index to mock
MockVecIndex *mock_index = new MockVecIndex();
mock_index->ntotal_ = 1000000; //2G
engine::VecIndexPtr index(mock_index);
cache::DataObjPtr data_obj = std::make_shared<cache::DataObj>(index);
std::cout << data_obj->size() <<std::endl;
gpu_mgr->InsertItem("index_" + std::to_string(i), data_obj);
}
// ASSERT_EQ(gpu_mgr->ItemCount(), 2);
// auto obj0 = gpu_mgr->GetItem("index_0");
// ASSERT_EQ(obj0, nullptr);
// auto obj1 = gpu_mgr->GetItem("index_1");
// auto obj2 = gpu_mgr->GetItem("index_2");
gpu_mgr->ClearCache();
ASSERT_EQ(gpu_mgr->ItemCount(), 0);
}
TEST(CacheTest, INVALID_TEST) {
{
InvalidCacheMgr mgr;
ASSERT_EQ(mgr.ItemCount(), 0);
ASSERT_FALSE(mgr.ItemExists("test"));
ASSERT_EQ(mgr.GetItem("test"), nullptr);
mgr.InsertItem("test", cache::DataObjPtr());
mgr.InsertItem("test", engine::VecIndexPtr(nullptr));
mgr.EraseItem("test");
mgr.PrintInfo();
mgr.ClearCache();
mgr.SetCapacity(100);
ASSERT_EQ(mgr.CacheCapacity(), 0);
ASSERT_EQ(mgr.CacheUsage(), 0);
}
{
LessItemCacheMgr mgr;
for(int i = 0; i < 20; i++) {
MockVecIndex* mock_index = new MockVecIndex();
mock_index->ntotal_ = 2;
engine::VecIndexPtr index(mock_index);
cache::DataObjPtr obj = std::make_shared<cache::DataObj>(index);
mgr.InsertItem("index_" + std::to_string(i), obj);
}
ASSERT_EQ(mgr.GetItem("index_0"), nullptr);
}
}