milvus/internal/core/unittest/test_c_api.cpp

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#include <iostream>
#include <string>
#include <random>
#include <gtest/gtest.h>
#include "segcore/collection_c.h"
#include "segcore/segment_c.h"
#include <chrono>
namespace chrono = std::chrono;
TEST(CApiTest, CollectionTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
DeleteCollection(collection);
}
TEST(CApiTest, SegmentTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, InsertTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
std::vector<char> raw_data;
std::vector<uint64_t> timestamps;
std::vector<int64_t> uids;
int N = 10000;
std::default_random_engine e(67);
for (int i = 0; i < N; ++i) {
uids.push_back(100000 + i);
timestamps.push_back(0);
// append vec
float vec[16];
for (auto& x : vec) {
x = e() % 2000 * 0.001 - 1.0;
}
raw_data.insert(raw_data.end(), (const char*)std::begin(vec), (const char*)std::end(vec));
int age = e() % 100;
raw_data.insert(raw_data.end(), (const char*)&age, ((const char*)&age) + sizeof(age));
}
auto line_sizeof = (sizeof(int) + sizeof(float) * 16);
auto offset = PreInsert(segment, N);
auto res = Insert(segment, offset, N, uids.data(), timestamps.data(), raw_data.data(), (int)line_sizeof, N);
assert(res == 0);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, DeleteTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
long delete_row_ids[] = {100000, 100001, 100002};
unsigned long delete_timestamps[] = {0, 0, 0};
auto offset = PreDelete(segment, 3);
auto del_res = Delete(segment, offset, 3, delete_row_ids, delete_timestamps);
assert(del_res == 0);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, SearchTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
std::vector<char> raw_data;
std::vector<uint64_t> timestamps;
std::vector<int64_t> uids;
int N = 10000;
std::default_random_engine e(67);
for (int i = 0; i < N; ++i) {
uids.push_back(100000 + i);
timestamps.push_back(0);
// append vec
float vec[16];
for (auto& x : vec) {
x = e() % 2000 * 0.001 - 1.0;
}
raw_data.insert(raw_data.end(), (const char*)std::begin(vec), (const char*)std::end(vec));
int age = e() % 100;
raw_data.insert(raw_data.end(), (const char*)&age, ((const char*)&age) + sizeof(age));
}
auto line_sizeof = (sizeof(int) + sizeof(float) * 16);
auto offset = PreInsert(segment, N);
auto ins_res = Insert(segment, offset, N, uids.data(), timestamps.data(), raw_data.data(), (int)line_sizeof, N);
assert(ins_res == 0);
long result_ids[10];
float result_distances[10];
auto query_json = std::string(R"({"field_name":"fakevec","num_queries":1,"topK":10})");
std::vector<float> query_raw_data(16);
for (int i = 0; i < 16; i++) {
query_raw_data[i] = e() % 2000 * 0.001 - 1.0;
}
CQueryInfo queryInfo{1, 10, "fakevec"};
auto sea_res = Search(segment, queryInfo, 1, query_raw_data.data(), 16, result_ids, result_distances);
assert(sea_res == 0);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, BuildIndexTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
std::vector<char> raw_data;
std::vector<uint64_t> timestamps;
std::vector<int64_t> uids;
int N = 10000;
int DIM = 16;
std::vector<float> vec(DIM);
for (int i = 0; i < DIM; i++) {
vec[i] = i;
}
for (int i = 0; i < N; i++) {
uids.push_back(i);
timestamps.emplace_back(i);
// append vec
raw_data.insert(raw_data.end(), (const char*)&vec[0], ((const char*)&vec[0]) + sizeof(float) * vec.size());
int age = i;
raw_data.insert(raw_data.end(), (const char*)&age, ((const char*)&age) + sizeof(age));
}
auto line_sizeof = (sizeof(int) + sizeof(float) * DIM);
auto offset = PreInsert(segment, N);
auto ins_res = Insert(segment, offset, N, uids.data(), timestamps.data(), raw_data.data(), (int)line_sizeof, N);
assert(ins_res == 0);
// TODO: add index ptr
Close(segment);
BuildIndex(collection, segment);
long result_ids[10];
float result_distances[10];
std::vector<float> query_raw_data(DIM);
for (int i = 0; i < DIM; i++) {
query_raw_data[i] = i;
}
CQueryInfo queryInfo{1, 10, "fakevec"};
auto sea_res = Search(segment, queryInfo, 20, query_raw_data.data(), DIM, result_ids, result_distances);
assert(sea_res == 0);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, IsOpenedTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
auto is_opened = IsOpened(segment);
assert(is_opened);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, CloseTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
auto status = Close(segment);
assert(status == 0);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, GetMemoryUsageInBytesTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
auto old_memory_usage_size = GetMemoryUsageInBytes(segment);
std::cout << "old_memory_usage_size = " << old_memory_usage_size << std::endl;
std::vector<char> raw_data;
std::vector<uint64_t> timestamps;
std::vector<int64_t> uids;
int N = 10000;
std::default_random_engine e(67);
for (int i = 0; i < N; ++i) {
uids.push_back(100000 + i);
timestamps.push_back(0);
// append vec
float vec[16];
for (auto& x : vec) {
x = e() % 2000 * 0.001 - 1.0;
}
raw_data.insert(raw_data.end(), (const char*)std::begin(vec), (const char*)std::end(vec));
int age = e() % 100;
raw_data.insert(raw_data.end(), (const char*)&age, ((const char*)&age) + sizeof(age));
}
auto line_sizeof = (sizeof(int) + sizeof(float) * 16);
auto offset = PreInsert(segment, N);
auto res = Insert(segment, offset, N, uids.data(), timestamps.data(), raw_data.data(), (int)line_sizeof, N);
assert(res == 0);
auto memory_usage_size = GetMemoryUsageInBytes(segment);
std::cout << "new_memory_usage_size = " << memory_usage_size << std::endl;
assert(memory_usage_size == 2785280);
DeleteCollection(collection);
DeleteSegment(segment);
}
namespace {
auto
generate_data(int N) {
std::vector<char> raw_data;
std::vector<uint64_t> timestamps;
std::vector<int64_t> uids;
std::default_random_engine er(42);
std::uniform_real_distribution<> distribution(0.0, 1.0);
std::default_random_engine ei(42);
for (int i = 0; i < N; ++i) {
uids.push_back(10 * N + i);
timestamps.push_back(0);
// append vec
float vec[16];
for (auto& x : vec) {
x = distribution(er);
}
raw_data.insert(raw_data.end(), (const char*)std::begin(vec), (const char*)std::end(vec));
int age = ei() % 100;
raw_data.insert(raw_data.end(), (const char*)&age, ((const char*)&age) + sizeof(age));
}
return std::make_tuple(raw_data, timestamps, uids);
}
} // namespace
TEST(CApiTest, TestSearchPreference) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
auto beg = chrono::high_resolution_clock::now();
auto next = beg;
int N = 1000 * 1000 * 10;
auto [raw_data, timestamps, uids] = generate_data(N);
auto line_sizeof = (sizeof(int) + sizeof(float) * 16);
next = chrono::high_resolution_clock::now();
std::cout << "generate_data: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms"
<< std::endl;
beg = next;
auto offset = PreInsert(segment, N);
auto res = Insert(segment, offset, N, uids.data(), timestamps.data(), raw_data.data(), (int)line_sizeof, N);
assert(res == 0);
next = chrono::high_resolution_clock::now();
std::cout << "insert: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms" << std::endl;
beg = next;
auto N_del = N / 100;
std::vector<uint64_t> del_ts(N_del, 100);
auto pre_off = PreDelete(segment, N_del);
Delete(segment, pre_off, N_del, uids.data(), del_ts.data());
next = chrono::high_resolution_clock::now();
std::cout << "delete1: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms" << std::endl;
beg = next;
auto row_count = GetRowCount(segment);
assert(row_count == N);
std::vector<long> result_ids(10 * 16);
std::vector<float> result_distances(10 * 16);
CQueryInfo queryInfo{1, 10, "fakevec"};
auto sea_res =
Search(segment, queryInfo, 104, (float*)raw_data.data(), 16, result_ids.data(), result_distances.data());
// ASSERT_EQ(sea_res, 0);
// ASSERT_EQ(result_ids[0], 10 * N);
// ASSERT_EQ(result_distances[0], 0);
next = chrono::high_resolution_clock::now();
std::cout << "query1: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms" << std::endl;
beg = next;
sea_res = Search(segment, queryInfo, 104, (float*)raw_data.data(), 16, result_ids.data(), result_distances.data());
// ASSERT_EQ(sea_res, 0);
// ASSERT_EQ(result_ids[0], 10 * N);
// ASSERT_EQ(result_distances[0], 0);
next = chrono::high_resolution_clock::now();
std::cout << "query2: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms" << std::endl;
beg = next;
// Close(segment);
// BuildIndex(segment);
next = chrono::high_resolution_clock::now();
std::cout << "build index: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms"
<< std::endl;
beg = next;
std::vector<int64_t> result_ids2(10);
std::vector<float> result_distances2(10);
sea_res =
Search(segment, queryInfo, 104, (float*)raw_data.data(), 16, result_ids2.data(), result_distances2.data());
// sea_res = Search(segment, nullptr, 104, result_ids2.data(),
// result_distances2.data());
next = chrono::high_resolution_clock::now();
std::cout << "search10: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms" << std::endl;
beg = next;
sea_res =
Search(segment, queryInfo, 104, (float*)raw_data.data(), 16, result_ids2.data(), result_distances2.data());
next = chrono::high_resolution_clock::now();
std::cout << "search11: " << chrono::duration_cast<chrono::milliseconds>(next - beg).count() << "ms" << std::endl;
beg = next;
// std::cout << "case 1" << std::endl;
// for (int i = 0; i < 10; ++i) {
// std::cout << result_ids[i] << "->" << result_distances[i] << std::endl;
// }
// std::cout << "case 2" << std::endl;
// for (int i = 0; i < 10; ++i) {
// std::cout << result_ids2[i] << "->" << result_distances2[i] << std::endl;
// }
//
// for (auto x : result_ids2) {
// ASSERT_GE(x, 10 * N + N_del);
// ASSERT_LT(x, 10 * N + N);
// }
// auto iter = 0;
// for(int i = 0; i < result_ids.size(); ++i) {
// auto uid = result_ids[i];
// auto dis = result_distances[i];
// if(uid >= 10 * N + N_del) {
// auto uid2 = result_ids2[iter];
// auto dis2 = result_distances2[iter];
// ASSERT_EQ(uid, uid2);
// ASSERT_EQ(dis, dis2);
// ++iter;
// }
// }
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, GetDeletedCountTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
long delete_row_ids[] = {100000, 100001, 100002};
unsigned long delete_timestamps[] = {0, 0, 0};
auto offset = PreDelete(segment, 3);
auto del_res = Delete(segment, offset, 3, delete_row_ids, delete_timestamps);
assert(del_res == 0);
// TODO: assert(deleted_count == len(delete_row_ids))
auto deleted_count = GetDeletedCount(segment);
assert(deleted_count == 0);
DeleteCollection(collection);
DeleteSegment(segment);
}
TEST(CApiTest, GetRowCountTest) {
auto schema_tmp_conf = "";
auto collection = NewCollection(schema_tmp_conf);
auto segment = NewSegment(collection, 0);
int N = 10000;
auto [raw_data, timestamps, uids] = generate_data(N);
auto line_sizeof = (sizeof(int) + sizeof(float) * 16);
auto offset = PreInsert(segment, N);
auto res = Insert(segment, offset, N, uids.data(), timestamps.data(), raw_data.data(), (int)line_sizeof, N);
assert(res == 0);
auto row_count = GetRowCount(segment);
assert(row_count == N);
DeleteCollection(collection);
DeleteSegment(segment);
}
// TEST(CApiTest, SchemaTest) {
// std::string schema_string =
// "id: 6873737669791618215\nname: \"collection0\"\nschema: \u003c\n "
// "field_metas: \u003c\n field_name: \"age\"\n type: INT32\n dim: 1\n \u003e\n "
// "field_metas: \u003c\n field_name: \"field_1\"\n type: VECTOR_FLOAT\n dim: 16\n \u003e\n"
// "\u003e\ncreate_time: 1600416765\nsegment_ids: 6873737669791618215\npartition_tags: \"default\"\n";
//
// auto collection = NewCollection(schema_string.data());
// auto segment = NewSegment(collection, 0);
// DeleteCollection(collection);
// DeleteSegment(segment);
//}