├── .env ├── .gitignore ├── LICENSE ├── Makefile ├── README.md ├── UPDATE-LOG.md ├── benchmark ├── bench_insert.py ├── coltt_core.go ├── coltt_edge.go ├── coltt_edge_search.go ├── coltt_search.go ├── compared_edge.go ├── compared_multivector.go ├── coreproto │ ├── core.pb.go │ └── core_grpc.pb.go ├── edgeproto │ ├── edge.pb.go │ └── edge_grpc.pb.go ├── experimentalproto │ ├── experimental.pb.go │ └── experimental_grpc.pb.go ├── go.mod ├── go.sum ├── milvus.docker.compose.yaml ├── milvus.go ├── milvus_insert.py ├── milvus_search.go └── nil_error.go ├── bin └── main ├── cmd └── root │ └── main.go ├── config └── config.go ├── core ├── bitmap_indexer.go ├── constants.go ├── core.go ├── core_gen_id.go ├── core_helper.go ├── core_map.go ├── core_state_manager.go └── vectorindex │ ├── hnsw.go │ ├── hnsw_commit.go │ ├── hnsw_commit_test.go │ ├── hnsw_config.go │ ├── hnsw_vertex.go │ ├── metadata.go │ ├── priority_queue.go │ └── search.go ├── data_access_layer ├── commit.go ├── model.go └── rollup.go ├── diskv ├── batch.go ├── db.go ├── errors.go ├── index │ ├── btree.go │ └── index.go ├── merge.go ├── options.go ├── record.go ├── utils │ ├── file.go │ └── hash.go └── watch.go ├── e2e ├── edge │ └── 2025-03-07 │ │ ├── after_bf16_search.txt │ │ ├── after_f16_search.txt │ │ ├── after_f8_search.txt │ │ ├── after_nq_depth_multi_filter((typege5 and sizelt4)or volume lt 0.5).txt │ │ ├── after_nq_multi_filter(typege5 and sizelt4).txt │ │ ├── after_nq_single_filter(typege5).txt │ │ ├── before_bf16_search.txt │ │ ├── before_f16_search.txt │ │ ├── before_f8_search.txt │ │ ├── before_nq_depth_multi_filter((type ge and size lt 4)or volume lt 0.5).txt │ │ ├── before_nq_multi_filter(type ge 5 and size lt 4).txt │ │ └── before_nq_single_filter(type_ge_5).txt └── hnsw │ └── e2e_hnsw.go ├── edge.dockerfile ├── edge ├── bf16_quantization.go ├── bf16_vectorstore.go ├── constants.go ├── edge.go ├── edge_analyzer.go ├── edge_helper.go ├── edge_metadata.go ├── edge_state_manager.go ├── f16_quantization.go ├── f16_vectorstore.go ├── f8_quantization.go ├── f8_vectorstore.go ├── id_generator.go ├── none_vectorstore.go ├── priority_queue.go ├── priorityqueue │ └── priority_queue.go ├── quantization.go ├── resultset.go └── vectorstore.go ├── examples ├── assets │ ├── arch1.png │ ├── arch10.png │ ├── arch11.png │ ├── arch12.png │ ├── arch13.png │ ├── arch1_struct.png │ ├── arch2.png │ ├── arch4.png │ ├── arch5.png │ ├── arch6.png │ ├── arch7.png │ ├── arch8.png │ ├── arch9.png │ ├── logo.png │ ├── new_logo.jpg │ ├── raft_problem.png │ ├── summary.png │ └── v1compare │ │ ├── insert-comp.png │ │ ├── milvus-bench-flat.png │ │ ├── nnv-disk.png │ │ ├── nnv-edge-cache-gc.png │ │ ├── nnv-edge-cache.png │ │ └── nnv_insert.png ├── old_architecture.md └── release │ ├── 2024_11_02_release.md │ ├── 2024_11_11_release.md │ ├── 2024_11_14_release.md │ └── 2024_11_20_release.md ├── experimental ├── constants.go ├── experimental.go ├── experimental_analyzer.go ├── experimental_helper.go ├── experimental_metadata.go ├── experimental_status_manager.go ├── multi_priority_queue.go ├── multi_vector_vertex.go ├── mutli_vecspace.go └── quantization.go ├── gen └── protoc │ ├── v1 │ ├── balancerCommunicationV1 │ │ ├── balancerCommunication.pb.go │ │ └── balancerCommunication_grpc.pb.go │ ├── dataCoordinatorV1 │ │ ├── dataCoordinator.pb.go │ │ └── dataCoordinator_grpc.pb.go │ └── resourceCoordinatorV1 │ │ ├── resourceCoordinator.pb.go │ │ └── resourceCoordinator_grpc.pb.go │ ├── v2 │ ├── dataCoordinatorV2 │ │ ├── dataCoordinator.pb.go │ │ └── dataCoordinator_grpc.pb.go │ ├── dataCoordinator_pb2.py │ ├── dataCoordinator_pb2.pyi │ ├── dataCoordinator_pb2_grpc.py │ ├── edge_pb2.py │ ├── edge_pb2.pyi │ ├── edge_pb2_grpc.py │ ├── edgeproto │ │ ├── edge.pb.go │ │ └── edge_grpc.pb.go │ ├── phonyproto │ │ └── phony.pb.go │ ├── resourceCoordinatorV2 │ │ ├── resourceCoordinator.pb.go │ │ └── resourceCoordinator_grpc.pb.go │ ├── resourceCoordinator_pb2.py │ ├── resourceCoordinator_pb2.pyi │ └── resourceCoordinator_pb2_grpc.py │ ├── v3 │ ├── coreproto │ │ ├── core.pb.go │ │ └── core_grpc.pb.go │ ├── diskproto │ │ └── disk.pb.go │ ├── edgeproto │ │ ├── edge.pb.go │ │ └── edge_grpc.pb.go │ └── experimentalproto │ │ ├── experimental.pb.go │ │ └── experimental_grpc.pb.go │ └── v4 │ └── edgepb │ ├── edge.pb.go │ └── edge_grpc.pb.go ├── go.mod ├── go.sum ├── idl ├── fbs │ └── schema.fbs └── proto │ ├── v1 │ ├── balancerCommunication.proto │ ├── dataCoordinator.proto │ └── resourceCoordinator.proto │ ├── v2 │ ├── dataCoordinator.proto │ ├── edge.proto │ ├── phony.proto │ └── resourceCoordinator.proto │ ├── v3 │ ├── core.proto │ ├── disk.proto │ ├── edge.proto │ └── experimental.proto │ └── v4 │ └── edge.proto ├── loadbalancer ├── gateway.go └── type.go ├── performance ├── performance_concurrency_test.go ├── performance_iter_test.go ├── performance_mem_test.go └── performance_test.go ├── pkg ├── bitset │ ├── bitset_copy.go │ ├── doc.go │ ├── leading_zeros_18_copy.go │ ├── leading_zeros_19_copy.go │ ├── popcnt.go │ ├── popcnt_19.go │ ├── popcnt_amd64.go │ ├── popcnt_amd64.s │ ├── popcnt_generic.go │ ├── select.go │ ├── trailing_zeors_19.go │ └── trailing_zeros_18.go ├── bytebufferpool │ ├── bytebuffer.go │ └── pool.go ├── compresshelper │ ├── bf16.go │ ├── compresshelper_test.go │ ├── compresshelper_test.log │ ├── float16.go │ └── float8.go ├── concurrentmap │ ├── atomic.go │ ├── hash.go │ ├── iterator.go │ ├── list.go │ └── map.go ├── conversion │ ├── conversion.go │ └── keys.go ├── diskhash │ ├── bucket.go │ ├── options.go │ └── table.go ├── distance │ ├── avx_impl.go │ ├── native_impl.go │ ├── simd │ │ ├── avx │ │ │ ├── AVX_amd64.go │ │ │ └── AVX_amd64.s │ │ ├── cpp │ │ │ ├── avx.cpp │ │ │ ├── avx.s │ │ │ ├── sse.cpp │ │ │ └── sse.s │ │ └── sse │ │ │ ├── SSE_amd64.go │ │ │ └── SSE_amd64.s │ ├── space.go │ └── sse_impl.go ├── distancepq │ ├── asm │ │ ├── dot.s │ │ ├── dot_stub.go │ │ ├── euclidean.s │ │ └── euclidean_stub.go │ ├── distance.go │ ├── distance_amd64.go │ └── puredist.go ├── flate │ ├── deflate.go │ ├── deflate_fast.go │ ├── dict_decoder.go │ ├── huffman_bit_writer.go │ ├── huffman_code.go │ ├── inflate.go │ └── token.go ├── fs │ ├── fs.go │ └── os_file.go ├── gomath │ ├── math.go │ ├── rand.go │ └── vector.go ├── index │ ├── bitmap_index.go │ ├── optimization.go │ ├── save_index.go │ └── search.go ├── inverted │ ├── bitmap_index.go │ ├── filter.go │ ├── save.go │ └── search.go ├── minio │ ├── bucket_handler.go │ └── object_handler.go ├── models │ ├── constants.go │ └── hnsw_common.go ├── murmurV3 │ ├── murmur.go │ ├── murmur128.go │ ├── murmur32.go │ └── murmur64.go ├── queue │ └── priority_queue.go ├── sharding │ ├── shard.go │ └── shard_test.go ├── shortid │ └── shortid.go ├── snowflake │ └── snowflake.go ├── wal │ ├── options.go │ ├── segment.go │ └── wal.go └── withcontext │ └── with_context.go ├── playground ├── advanced_hnsw_test.json ├── answer.py ├── bitmap_v2_play.go ├── bleve_play.go ├── compare_chroma.py ├── data_process.py ├── hnsw_play.go ├── hnsw_short_text_verify.go ├── hnswpq_verification.go ├── minio_play.go ├── norm-all-vector-fit-short-text-verification.json ├── norm-pre-trained-short-text-verification.json ├── norm-vector-nil-clear-fit-short-text-verification.json ├── normalise_test │ ├── distance_upgrade_test1 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json │ ├── distance_upgrade_test2 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json │ ├── distance_upgrade_test3 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json │ ├── test1 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json │ ├── test2 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json │ └── test3 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json ├── output │ ├── all-vector-fit-short-text-verification.json │ ├── all-vector-fit-verification.json │ ├── compare_chroma_short_text_cosine_results.json │ ├── pre-trained-short-text-verification.json │ ├── pre-trained-verification.json │ ├── translate_segment_kor.json │ ├── vector-nil-clear-fit-short-text-verification.json │ └── vector-nil-clear-fit-verification.json ├── review_question.json ├── short_text.json ├── subvector_coord │ ├── case1 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json │ └── case2 │ │ ├── norm-all-vector-fit-short-text-verification.json │ │ ├── norm-pre-trained-short-text-verification.json │ │ └── norm-vector-nil-clear-fit-short-text-verification.json └── vector_normalize.py ├── root_layer ├── edge-lite │ ├── edge.rpc.go │ ├── edge_lite.go │ ├── layer.go │ └── rpc.go ├── experimentalLayer │ ├── experimental.go │ ├── experimental.rpc.go │ ├── layer.go │ └── rpc.go ├── root │ ├── core.go │ ├── core.rpc.go │ ├── layer.go │ └── rpc.go └── root_layer.go └── simple.v2.dockerfile /.env: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/sjy-dv/coltt/HEAD/.env -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 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