milvus/internal/core/unittest/test_chunk_cache.cpp
Buqian Zheng 8cb350598c
enhance: Improve GetVectorById of Sparse Float Vector (#33209)
issue: #29419

* sparse float vector to support raw data mmap

For get vector from chunk cache, I added a unit test but marking it as
skipped due to a known issue. I have tested it locally.

Signed-off-by: Buqian Zheng <zhengbuqian@gmail.com>
2024-06-12 10:09:55 +08:00

166 lines
5.9 KiB
C++

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#include <gtest/gtest.h>
#include <string>
#include <vector>
#include "fmt/format.h"
#include "common/Schema.h"
#include "test_utils/DataGen.h"
#include "test_utils/storage_test_utils.h"
#include "storage/ChunkCache.h"
#include "storage/LocalChunkManagerSingleton.h"
#define DEFAULT_READ_AHEAD_POLICY "willneed"
TEST(ChunkCacheTest, Read) {
auto N = 10000;
auto dim = 128;
auto metric_type = knowhere::metric::L2;
auto mmap_dir = "/tmp/test_chunk_cache/mmap";
auto local_storage_path = "/tmp/test_chunk_cache/local";
auto file_name = std::string("chunk_cache_test/insert_log/1/101/1000000");
milvus::storage::LocalChunkManagerSingleton::GetInstance().Init(
local_storage_path);
auto schema = std::make_shared<milvus::Schema>();
auto fake_id = schema->AddDebugField(
"fakevec", milvus::DataType::VECTOR_FLOAT, dim, metric_type);
auto i64_fid = schema->AddDebugField("counter", milvus::DataType::INT64);
schema->set_primary_field_id(i64_fid);
auto dataset = milvus::segcore::DataGen(schema, N);
auto field_data_meta =
milvus::storage::FieldDataMeta{1, 2, 3, fake_id.get()};
auto field_meta = milvus::FieldMeta(milvus::FieldName("facevec"),
fake_id,
milvus::DataType::VECTOR_FLOAT,
dim,
metric_type);
auto lcm = milvus::storage::LocalChunkManagerSingleton::GetInstance()
.GetChunkManager();
auto data = dataset.get_col<float>(fake_id);
auto data_slices = std::vector<void*>{data.data()};
auto slice_sizes = std::vector<int64_t>{static_cast<int64_t>(N)};
auto slice_names = std::vector<std::string>{file_name};
PutFieldData(lcm.get(),
data_slices,
slice_sizes,
slice_names,
field_data_meta,
field_meta);
auto cc = std::make_shared<milvus::storage::ChunkCache>(
mmap_dir, DEFAULT_READ_AHEAD_POLICY, lcm);
const auto& column = cc->Read(file_name);
Assert(column->ByteSize() == dim * N * 4);
auto actual = (float*)column->Data();
for (auto i = 0; i < N; i++) {
AssertInfo(data[i] == actual[i],
fmt::format("expect {}, actual {}", data[i], actual[i]));
}
cc->Remove(file_name);
lcm->Remove(file_name);
std::filesystem::remove_all(mmap_dir);
auto exist = lcm->Exist(file_name);
Assert(!exist);
exist = std::filesystem::exists(mmap_dir);
Assert(!exist);
}
TEST(ChunkCacheTest, TestMultithreads) {
auto N = 1000;
auto dim = 128;
auto metric_type = knowhere::metric::L2;
auto mmap_dir = "/tmp/test_chunk_cache/mmap";
auto local_storage_path = "/tmp/test_chunk_cache/local";
auto file_name = std::string("chunk_cache_test/insert_log/2/101/1000000");
milvus::storage::LocalChunkManagerSingleton::GetInstance().Init(
local_storage_path);
auto schema = std::make_shared<milvus::Schema>();
auto fake_id = schema->AddDebugField(
"fakevec", milvus::DataType::VECTOR_FLOAT, dim, metric_type);
auto i64_fid = schema->AddDebugField("counter", milvus::DataType::INT64);
schema->set_primary_field_id(i64_fid);
auto dataset = milvus::segcore::DataGen(schema, N);
auto field_data_meta =
milvus::storage::FieldDataMeta{1, 2, 3, fake_id.get()};
auto field_meta = milvus::FieldMeta(milvus::FieldName("facevec"),
fake_id,
milvus::DataType::VECTOR_FLOAT,
dim,
metric_type);
auto lcm = milvus::storage::LocalChunkManagerSingleton::GetInstance()
.GetChunkManager();
auto data = dataset.get_col<float>(fake_id);
auto data_slices = std::vector<void*>{data.data()};
auto slice_sizes = std::vector<int64_t>{static_cast<int64_t>(N)};
auto slice_names = std::vector<std::string>{file_name};
PutFieldData(lcm.get(),
data_slices,
slice_sizes,
slice_names,
field_data_meta,
field_meta);
auto cc = std::make_shared<milvus::storage::ChunkCache>(
mmap_dir, DEFAULT_READ_AHEAD_POLICY, lcm);
constexpr int threads = 16;
std::vector<int64_t> total_counts(threads);
auto executor = [&](int thread_id) {
const auto& column = cc->Read(file_name);
Assert(column->ByteSize() == dim * N * 4);
auto actual = (float*)column->Data();
for (auto i = 0; i < N; i++) {
AssertInfo(data[i] == actual[i],
fmt::format("expect {}, actual {}", data[i], actual[i]));
}
};
std::vector<std::thread> pool;
for (int i = 0; i < threads; ++i) {
pool.emplace_back(executor, i);
}
for (auto& thread : pool) {
thread.join();
}
cc->Remove(file_name);
lcm->Remove(file_name);
std::filesystem::remove_all(mmap_dir);
auto exist = lcm->Exist(file_name);
Assert(!exist);
exist = std::filesystem::exists(mmap_dir);
Assert(!exist);
}