Loading core/src/scheduler/task/SearchTask.cpp +6 −3 Original line number Diff line number Diff line Loading @@ -315,10 +315,10 @@ XSearchTask::MergeTopkArray(std::vector<int64_t>& tar_ids, std::vector<float>& t return; } std::vector<int64_t> id_buf(nq * topk, -1); std::vector<float> dist_buf(nq * topk, 0.0); uint64_t output_k = std::min(topk, tar_input_k + src_input_k); std::vector<int64_t> id_buf(nq * output_k, -1); std::vector<float> dist_buf(nq * output_k, 0.0); uint64_t buf_k, src_k, tar_k; uint64_t src_idx, tar_idx, buf_idx; uint64_t src_input_k_multi_i, tar_input_k_multi_i, buf_k_multi_i; Loading Loading @@ -349,6 +349,7 @@ XSearchTask::MergeTopkArray(std::vector<int64_t>& tar_ids, std::vector<float>& t if (src_k < src_input_k) { while (buf_k < output_k && src_k < src_input_k) { src_idx = src_input_k_multi_i + src_k; buf_idx = buf_k_multi_i + buf_k; id_buf[buf_idx] = src_ids[src_idx]; dist_buf[buf_idx] = src_distance[src_idx]; src_k++; Loading @@ -356,6 +357,8 @@ XSearchTask::MergeTopkArray(std::vector<int64_t>& tar_ids, std::vector<float>& t } } else { while (buf_k < output_k && tar_k < tar_input_k) { tar_idx = tar_input_k_multi_i + tar_k; buf_idx = buf_k_multi_i + buf_k; id_buf[buf_idx] = tar_ids[tar_idx]; dist_buf[buf_idx] = tar_distance[tar_idx]; tar_k++; Loading core/unittest/db/test_search.cpp +71 −56 Original line number Diff line number Diff line Loading @@ -110,87 +110,102 @@ CheckTopkResult(const std::vector<int64_t>& input_ids_1, } // namespace TEST(DBSearchTest, TOPK_TEST) { uint64_t NQ = 15; uint64_t TOP_K = 64; bool ascending; void MergeTopkToResultSetTest(uint64_t topk_1, uint64_t topk_2, uint64_t nq, uint64_t topk, bool ascending) { std::vector<int64_t> ids1, ids2; std::vector<float> dist1, dist2; ms::ResultSet result; BuildResult(ids1, dist1, topk_1, nq, ascending); BuildResult(ids2, dist2, topk_2, nq, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, topk_1, nq, topk, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, topk_2, nq, topk, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, topk, nq, ascending, result); } TEST(DBSearchTest, MERGE_RESULT_SET_TEST) { uint64_t NQ = 15; uint64_t TOP_K = 64; /* test1, id1/dist1 valid, id2/dist2 empty */ ascending = true; BuildResult(ids1, dist1, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkToResultSetTest(TOP_K, 0, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K, 0, NQ, TOP_K, false); /* test2, id1/dist1 valid, id2/dist2 valid */ BuildResult(ids2, dist2, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkToResultSetTest(TOP_K, TOP_K, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K, TOP_K, NQ, TOP_K, false); /* test3, id1/dist1 small topk */ ids1.clear(); dist1.clear(); result.clear(); BuildResult(ids1, dist1, TOP_K/2, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkToResultSetTest(TOP_K/2, TOP_K, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K/2, TOP_K, NQ, TOP_K, false); /* test4, id1/dist1 small topk, id2/dist2 small topk */ ids2.clear(); dist2.clear(); result.clear(); BuildResult(ids2, dist2, TOP_K/3, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K/3, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); ///////////////////////////////////////////////////////////////////////////////////////// ascending = false; ids1.clear(); dist1.clear(); ids2.clear(); dist2.clear(); result.clear(); MergeTopkToResultSetTest(TOP_K/2, TOP_K/3, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K/2, TOP_K/3, NQ, TOP_K, false); } void MergeTopkArrayTest(uint64_t topk_1, uint64_t topk_2, uint64_t nq, uint64_t topk, bool ascending) { std::vector<int64_t> ids1, ids2; std::vector<float> dist1, dist2; ms::ResultSet result; BuildResult(ids1, dist1, topk_1, nq, ascending); BuildResult(ids2, dist2, topk_2, nq, ascending); uint64_t result_topk = std::min(topk, topk_1 + topk_2); ms::XSearchTask::MergeTopkArray(ids1, dist1, topk_1, ids2, dist2, topk_2, nq, topk, ascending); if (ids1.size() != result_topk * nq) { std::cout << ids1.size() << " " << result_topk * nq << std::endl; } ASSERT_TRUE(ids1.size() == result_topk * nq); ASSERT_TRUE(dist1.size() == result_topk * nq); for (uint64_t i = 0; i < nq; i++) { for (uint64_t k = 1; k < result_topk; k++) { if (ascending) { if (dist1[i * result_topk + k] < dist1[i * result_topk + k - 1]) { std::cout << dist1[i * result_topk + k - 1] << " " << dist1[i * result_topk + k] << std::endl; } ASSERT_TRUE(dist1[i * result_topk + k] >= dist1[i * result_topk + k - 1]); } else { if (dist1[i * result_topk + k] > dist1[i * result_topk + k - 1]) { std::cout << dist1[i * result_topk + k - 1] << " " << dist1[i * result_topk + k] << std::endl; } ASSERT_TRUE(dist1[i * result_topk + k] <= dist1[i * result_topk + k - 1]); } } } } TEST(DBSearchTest, MERGE_ARRAY_TEST) { uint64_t NQ = 15; uint64_t TOP_K = 64; /* test1, id1/dist1 valid, id2/dist2 empty */ BuildResult(ids1, dist1, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K, 0, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K, 0, NQ, TOP_K, false); MergeTopkArrayTest(0, TOP_K, NQ, TOP_K, true); MergeTopkArrayTest(0, TOP_K, NQ, TOP_K, false); /* test2, id1/dist1 valid, id2/dist2 valid */ BuildResult(ids2, dist2, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K, TOP_K, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K, TOP_K, NQ, TOP_K, false); /* test3, id1/dist1 small topk */ ids1.clear(); dist1.clear(); result.clear(); BuildResult(ids1, dist1, TOP_K/2, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K/2, TOP_K, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K/2, TOP_K, NQ, TOP_K, false); MergeTopkArrayTest(TOP_K, TOP_K/2, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K, TOP_K/2, NQ, TOP_K, false); /* test4, id1/dist1 small topk, id2/dist2 small topk */ ids2.clear(); dist2.clear(); result.clear(); BuildResult(ids2, dist2, TOP_K/3, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K/3, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K/2, TOP_K/3, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K/2, TOP_K/3, NQ, TOP_K, false); MergeTopkArrayTest(TOP_K/3, TOP_K/2, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K/3, TOP_K/2, NQ, TOP_K, false); } TEST(DBSearchTest, REDUCE_PERF_TEST) { int32_t index_file_num = 478; /* sift1B dataset, index files num */ bool ascending = true; std::vector<int32_t> thread_vec = {4, 8, 11}; std::vector<int32_t> nq_vec = {1, 10, 100, 1000}; std::vector<int32_t> topk_vec = {1, 4, 16, 64, 256, 1024}; std::vector<int32_t> thread_vec = {4, 8}; std::vector<int32_t> nq_vec = {1, 10, 100}; std::vector<int32_t> topk_vec = {1, 4, 16, 64}; int32_t NQ = nq_vec[nq_vec.size()-1]; int32_t TOPK = topk_vec[topk_vec.size()-1]; Loading Loading
core/src/scheduler/task/SearchTask.cpp +6 −3 Original line number Diff line number Diff line Loading @@ -315,10 +315,10 @@ XSearchTask::MergeTopkArray(std::vector<int64_t>& tar_ids, std::vector<float>& t return; } std::vector<int64_t> id_buf(nq * topk, -1); std::vector<float> dist_buf(nq * topk, 0.0); uint64_t output_k = std::min(topk, tar_input_k + src_input_k); std::vector<int64_t> id_buf(nq * output_k, -1); std::vector<float> dist_buf(nq * output_k, 0.0); uint64_t buf_k, src_k, tar_k; uint64_t src_idx, tar_idx, buf_idx; uint64_t src_input_k_multi_i, tar_input_k_multi_i, buf_k_multi_i; Loading Loading @@ -349,6 +349,7 @@ XSearchTask::MergeTopkArray(std::vector<int64_t>& tar_ids, std::vector<float>& t if (src_k < src_input_k) { while (buf_k < output_k && src_k < src_input_k) { src_idx = src_input_k_multi_i + src_k; buf_idx = buf_k_multi_i + buf_k; id_buf[buf_idx] = src_ids[src_idx]; dist_buf[buf_idx] = src_distance[src_idx]; src_k++; Loading @@ -356,6 +357,8 @@ XSearchTask::MergeTopkArray(std::vector<int64_t>& tar_ids, std::vector<float>& t } } else { while (buf_k < output_k && tar_k < tar_input_k) { tar_idx = tar_input_k_multi_i + tar_k; buf_idx = buf_k_multi_i + buf_k; id_buf[buf_idx] = tar_ids[tar_idx]; dist_buf[buf_idx] = tar_distance[tar_idx]; tar_k++; Loading
core/unittest/db/test_search.cpp +71 −56 Original line number Diff line number Diff line Loading @@ -110,87 +110,102 @@ CheckTopkResult(const std::vector<int64_t>& input_ids_1, } // namespace TEST(DBSearchTest, TOPK_TEST) { uint64_t NQ = 15; uint64_t TOP_K = 64; bool ascending; void MergeTopkToResultSetTest(uint64_t topk_1, uint64_t topk_2, uint64_t nq, uint64_t topk, bool ascending) { std::vector<int64_t> ids1, ids2; std::vector<float> dist1, dist2; ms::ResultSet result; BuildResult(ids1, dist1, topk_1, nq, ascending); BuildResult(ids2, dist2, topk_2, nq, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, topk_1, nq, topk, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, topk_2, nq, topk, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, topk, nq, ascending, result); } TEST(DBSearchTest, MERGE_RESULT_SET_TEST) { uint64_t NQ = 15; uint64_t TOP_K = 64; /* test1, id1/dist1 valid, id2/dist2 empty */ ascending = true; BuildResult(ids1, dist1, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkToResultSetTest(TOP_K, 0, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K, 0, NQ, TOP_K, false); /* test2, id1/dist1 valid, id2/dist2 valid */ BuildResult(ids2, dist2, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkToResultSetTest(TOP_K, TOP_K, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K, TOP_K, NQ, TOP_K, false); /* test3, id1/dist1 small topk */ ids1.clear(); dist1.clear(); result.clear(); BuildResult(ids1, dist1, TOP_K/2, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkToResultSetTest(TOP_K/2, TOP_K, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K/2, TOP_K, NQ, TOP_K, false); /* test4, id1/dist1 small topk, id2/dist2 small topk */ ids2.clear(); dist2.clear(); result.clear(); BuildResult(ids2, dist2, TOP_K/3, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K/3, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); ///////////////////////////////////////////////////////////////////////////////////////// ascending = false; ids1.clear(); dist1.clear(); ids2.clear(); dist2.clear(); result.clear(); MergeTopkToResultSetTest(TOP_K/2, TOP_K/3, NQ, TOP_K, true); MergeTopkToResultSetTest(TOP_K/2, TOP_K/3, NQ, TOP_K, false); } void MergeTopkArrayTest(uint64_t topk_1, uint64_t topk_2, uint64_t nq, uint64_t topk, bool ascending) { std::vector<int64_t> ids1, ids2; std::vector<float> dist1, dist2; ms::ResultSet result; BuildResult(ids1, dist1, topk_1, nq, ascending); BuildResult(ids2, dist2, topk_2, nq, ascending); uint64_t result_topk = std::min(topk, topk_1 + topk_2); ms::XSearchTask::MergeTopkArray(ids1, dist1, topk_1, ids2, dist2, topk_2, nq, topk, ascending); if (ids1.size() != result_topk * nq) { std::cout << ids1.size() << " " << result_topk * nq << std::endl; } ASSERT_TRUE(ids1.size() == result_topk * nq); ASSERT_TRUE(dist1.size() == result_topk * nq); for (uint64_t i = 0; i < nq; i++) { for (uint64_t k = 1; k < result_topk; k++) { if (ascending) { if (dist1[i * result_topk + k] < dist1[i * result_topk + k - 1]) { std::cout << dist1[i * result_topk + k - 1] << " " << dist1[i * result_topk + k] << std::endl; } ASSERT_TRUE(dist1[i * result_topk + k] >= dist1[i * result_topk + k - 1]); } else { if (dist1[i * result_topk + k] > dist1[i * result_topk + k - 1]) { std::cout << dist1[i * result_topk + k - 1] << " " << dist1[i * result_topk + k] << std::endl; } ASSERT_TRUE(dist1[i * result_topk + k] <= dist1[i * result_topk + k - 1]); } } } } TEST(DBSearchTest, MERGE_ARRAY_TEST) { uint64_t NQ = 15; uint64_t TOP_K = 64; /* test1, id1/dist1 valid, id2/dist2 empty */ BuildResult(ids1, dist1, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K, 0, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K, 0, NQ, TOP_K, false); MergeTopkArrayTest(0, TOP_K, NQ, TOP_K, true); MergeTopkArrayTest(0, TOP_K, NQ, TOP_K, false); /* test2, id1/dist1 valid, id2/dist2 valid */ BuildResult(ids2, dist2, TOP_K, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K, TOP_K, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K, TOP_K, NQ, TOP_K, false); /* test3, id1/dist1 small topk */ ids1.clear(); dist1.clear(); result.clear(); BuildResult(ids1, dist1, TOP_K/2, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K/2, TOP_K, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K/2, TOP_K, NQ, TOP_K, false); MergeTopkArrayTest(TOP_K, TOP_K/2, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K, TOP_K/2, NQ, TOP_K, false); /* test4, id1/dist1 small topk, id2/dist2 small topk */ ids2.clear(); dist2.clear(); result.clear(); BuildResult(ids2, dist2, TOP_K/3, NQ, ascending); ms::XSearchTask::MergeTopkToResultSet(ids1, dist1, TOP_K/2, NQ, TOP_K, ascending, result); ms::XSearchTask::MergeTopkToResultSet(ids2, dist2, TOP_K/3, NQ, TOP_K, ascending, result); CheckTopkResult(ids1, dist1, ids2, dist2, TOP_K, NQ, ascending, result); MergeTopkArrayTest(TOP_K/2, TOP_K/3, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K/2, TOP_K/3, NQ, TOP_K, false); MergeTopkArrayTest(TOP_K/3, TOP_K/2, NQ, TOP_K, true); MergeTopkArrayTest(TOP_K/3, TOP_K/2, NQ, TOP_K, false); } TEST(DBSearchTest, REDUCE_PERF_TEST) { int32_t index_file_num = 478; /* sift1B dataset, index files num */ bool ascending = true; std::vector<int32_t> thread_vec = {4, 8, 11}; std::vector<int32_t> nq_vec = {1, 10, 100, 1000}; std::vector<int32_t> topk_vec = {1, 4, 16, 64, 256, 1024}; std::vector<int32_t> thread_vec = {4, 8}; std::vector<int32_t> nq_vec = {1, 10, 100}; std::vector<int32_t> topk_vec = {1, 4, 16, 64}; int32_t NQ = nq_vec[nq_vec.size()-1]; int32_t TOPK = topk_vec[topk_vec.size()-1]; Loading