PipeANN
A low-latency, billion-scale, and updatable graph-based vector store on SSD.
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Download Latest Version (.zip)- ci.yml
- pages.yml
- logo-wordmark.svg
- logo.svg
- extra.css
- application-integrations.md
- cpp-interface-spdk.md
- cpp-interface.md
- index.md
- python-interface.md
- repository-layout.md
- attribute.h
- dsl_compiler.h
- filter_utils.h
- selector.h
- data_layout.hpp
- defines.hpp
- fht_avx.hpp
- pack_excode.hpp
- rabitq_impl.hpp
- space.hpp
- tools.hpp
- warmup_space.hpp
- rabitq.hpp
- rotator.hpp
- abstract_nbr.h
- dummy_nbr.h
- nbr.h
- pq_nbr.h
- pq_table.h
- rabitq_nbr.h
- bucket_container.hh
- cuckoohash_config.hh
- cuckoohash_map.hh
- cuckoohash_util.hh
- robin_growth_policy.h
- robin_hash.h
- robin_map.h
- robin_set.h
- arch_compat.h
- cached_io.h
- cityhash.h
- concurrent_queue.h
- index_build_utils.h
- journal.h
- kmeans_utils.h
- lock_table.h
- log.h
- page_cache.h
- partition.h
- percentile_stats.h
- picojson.h
- pipnn.h
- prune_neighbors.h
- str_utils.h
- timer.h
- visited_set.h
- aligned_file_reader.h
- candidate_pool.h
- distance.h
- dynamic_index.h
- index.h
- linux_aligned_file_reader.h
- pyindex.h
- ssd_index.h
- ssd_index_defs.h
- utils.h
- __init__.py
- filter.py
- index.py
- milvus.py
- server.py
- common.proto
- feder.proto
- milvus.proto
- msg.proto
- rg.proto
- schema.proto
- laion_hybrid.json
- laion_range.json
- yfcc_and.json
- fig10.sh
- fig11.sh
- fig12.sh
- fig6.sh
- fig7.sh
- fig8.sh
- fig9.sh
- hello_world.sh
- plotting.ipynb
- drop_cache
- drop_cache.c
- eval_f.sh
- fig11.sh
- fig12.sh
- fig13.sh
- fig14.sh
- fig15.sh
- fig16.sh
- fig17.sh
- fig18.sh
- hello_world.sh
- plotting.ipynb
- plotting.py
- run_all_pipeann.sh
- validate_index_structure.py
- pybind.cpp
- pycollection.cpp
- pyindex.cpp
- beam_search.cpp
- coro_search.cpp
- page_search.cpp
- pipe_search.cpp
- pipe_search_common.h
- spec_filter_search.cpp
- CMakeLists.txt
- collection_store.cpp
- collection_store.h
- doc_store.h
- field_codec.h
- main.cpp
- milvus_server.cpp
- milvus_server.h
- search_worker_pool.h
- delete_merge.cpp
- direct_insert.cpp
- cityhash.cpp
- distance.cpp
- index_build_utils.cpp
- kmeans_utils.cpp
- linux_aligned_file_reader.cpp
- partition.cpp
- pipnn.cpp
- CMakeLists.txt
- index.cpp
- ssd_index.cpp
- bin_to_fvecs.cpp
- change_pts.cpp
- CMakeLists.txt
- compute_groundtruth.cpp
- gen_random_slice.cpp
- gt_update.cpp
- vecs_to_bin.cpp
- build_disk_index.cpp
- build_disk_index_filtered.cpp
- build_memory_index.cpp
- CMakeLists.txt
- normalize_data.cpp
- overall_perf_mem.cpp
- overall_performance.cpp
- pad_partition.cpp
- search_disk_index.cpp
- search_disk_index_filtered.cpp
- search_disk_index_mem.cpp
- test_insert_search.cpp
- test_uring.cpp
- test_x86_avx.cpp
- bench_milvus_lite_vs_pipeann_client.py
- bench_milvus_vs_pipeann.py
- index_example.py
- test_filter.py
- test_grpc_server_e2e.py
- test_insert_search.py
- test_milvus_quickstart.py
- utils.py
- stopwords
- ci.yml
- pull_request_template.md
- series
- format
- local-options
- options
- changelog
- control
- copyright
- liburing-dev.install
- liburing-dev.manpages
- liburing2.install
- liburing2.symbols
- README.Debian
- rules
- watch
- helpers.c
- helpers.h
- io_uring-close-test.c
- io_uring-cp.c
- io_uring-test.c
- io_uring-udp.c
- kdigest.c
- link-cp.c
- Makefile
- napi-busy-poll-client.c
- napi-busy-poll-server.c
- poll-bench.c
- proxy.c
- proxy.h
- reg-wait.c
- rsrc-update-bench.c
- send-zerocopy.c
- ucontext-cp.c
- zcrx.c
- __io_uring_buf_ring_cq_advance.3
- io_uring.7
- io_uring_buf_ring_add.3
- io_uring_buf_ring_advance.3
- io_uring_buf_ring_available.3
- io_uring_buf_ring_cq_advance.3
- io_uring_buf_ring_init.3
- io_uring_buf_ring_mask.3
- IO_URING_CHECK_VERSION.3
- io_uring_check_version.3
- io_uring_clone_buffers.3
- io_uring_clone_buffers_offset.3
- io_uring_close_ring_fd.3
- io_uring_cq_advance.3
- io_uring_cq_has_overflow.3
- io_uring_cq_ready.3
- io_uring_cqe_get_data.3
- io_uring_cqe_get_data64.3
- io_uring_cqe_seen.3
- io_uring_enable_rings.3
- io_uring_enter.2
- io_uring_enter2.2
- io_uring_for_each_cqe.3
- io_uring_free_buf_ring.3
- io_uring_free_probe.3
- io_uring_free_reg_wait.3
- io_uring_get_events.3
- io_uring_get_probe.3
- io_uring_get_sqe.3
- io_uring_major_version.3
- io_uring_minor_version.3
- io_uring_opcode_supported.3
- io_uring_peek_batch_cqe.3
- io_uring_peek_cqe.3
- io_uring_prep_accept.3
- io_uring_prep_accept_direct.3
- io_uring_prep_bind.3
- io_uring_prep_cancel.3
- io_uring_prep_cancel64.3
- io_uring_prep_cancel_fd.3
- io_uring_prep_close.3
- io_uring_prep_close_direct.3
- io_uring_prep_cmd.3
- io_uring_prep_cmd_discard.3
- io_uring_prep_connect.3
- io_uring_prep_epoll_wait.3
- io_uring_prep_fadvise.3
- io_uring_prep_fadvise64.3
- io_uring_prep_fallocate.3
- io_uring_prep_fgetxattr.3
- io_uring_prep_files_update.3
- io_uring_prep_fixed_fd_install.3
- io_uring_prep_fsetxattr.3
- io_uring_prep_fsync.3
- io_uring_prep_ftruncate.3
- io_uring_prep_futex_wait.3
- io_uring_prep_futex_waitv.3
- io_uring_prep_futex_wake.3
- io_uring_prep_getxattr.3
- io_uring_prep_link.3
- io_uring_prep_link_timeout.3
- io_uring_prep_linkat.3
- io_uring_prep_listen.3
- io_uring_prep_madvise.3
- io_uring_prep_madvise64.3
- io_uring_prep_mkdir.3
- io_uring_prep_mkdirat.3
- io_uring_prep_msg_ring.3
- io_uring_prep_msg_ring_cqe_flags.3
- io_uring_prep_msg_ring_fd.3
- io_uring_prep_msg_ring_fd_alloc.3
- io_uring_prep_multishot_accept.3
- io_uring_prep_multishot_accept_direct.3
- io_uring_prep_nop.3
- io_uring_prep_open.3
- io_uring_prep_open_direct.3
- io_uring_prep_openat.3
- io_uring_prep_openat2.3
- io_uring_prep_openat2_direct.3
- io_uring_prep_openat_direct.3
- io_uring_prep_poll_add.3
- io_uring_prep_poll_multishot.3
- io_uring_prep_poll_remove.3
- io_uring_prep_poll_update.3
- io_uring_prep_provide_buffers.3
- io_uring_prep_read.3
- io_uring_prep_read_fixed.3
- io_uring_prep_read_multishot.3
- io_uring_prep_readv.3
- io_uring_prep_readv2.3
- io_uring_prep_recv.3
- io_uring_prep_recv_multishot.3
- io_uring_prep_recvmsg.3
- io_uring_prep_recvmsg_multishot.3
- io_uring_prep_remove_buffers.3
- io_uring_prep_rename.3
- io_uring_prep_renameat.3
- io_uring_prep_send.3
- io_uring_prep_send_bundle.3
- io_uring_prep_send_set_addr.3
- io_uring_prep_send_zc.3
- io_uring_prep_send_zc_fixed.3
- io_uring_prep_sendmsg.3
- io_uring_prep_sendmsg_zc.3
- io_uring_prep_sendto.3
- io_uring_prep_setxattr.3
- io_uring_prep_shutdown.3
- io_uring_prep_socket.3
- io_uring_prep_socket_direct.3
- io_uring_prep_socket_direct_alloc.3
- io_uring_prep_splice.3
- io_uring_prep_statx.3
- io_uring_prep_symlink.3
- io_uring_prep_symlinkat.3
- io_uring_prep_sync_file_range.3
- io_uring_prep_tee.3
- io_uring_prep_timeout.3
- io_uring_prep_timeout_remove.3
- io_uring_prep_timeout_update.3
- io_uring_prep_unlink.3
- io_uring_prep_unlinkat.3
- io_uring_prep_waitid.3
- io_uring_prep_write.3
- io_uring_prep_write_fixed.3
- io_uring_prep_writev.3
- io_uring_prep_writev2.3
- io_uring_queue_exit.3
- io_uring_queue_init.3
- io_uring_queue_init_mem.3
- io_uring_queue_init_params.3
- io_uring_recvmsg_cmsg_firsthdr.3
- io_uring_recvmsg_cmsg_nexthdr.3
- io_uring_recvmsg_name.3
- io_uring_recvmsg_out.3
- io_uring_recvmsg_payload.3
- io_uring_recvmsg_payload_length.3
- io_uring_recvmsg_validate.3
- io_uring_register.2
- io_uring_register_buf_ring.3
- io_uring_register_buffers.3
- io_uring_register_buffers_sparse.3
- io_uring_register_buffers_tags.3
- io_uring_register_buffers_update_tag.3
- io_uring_register_clock.3
- io_uring_register_eventfd.3
- io_uring_register_eventfd_async.3
- io_uring_register_file_alloc_range.3
- io_uring_register_files.3
- io_uring_register_files_sparse.3
- io_uring_register_files_tags.3
- io_uring_register_files_update.3
- io_uring_register_files_update_tag.3
- io_uring_register_iowq_aff.3
- io_uring_register_iowq_max_workers.3
- io_uring_register_napi.3
- io_uring_register_reg_wait.3
- io_uring_register_ring_fd.3
- io_uring_register_sync_cancel.3
- io_uring_resize_rings.3
- io_uring_setup.2
- io_uring_setup_buf_ring.3
- io_uring_setup_reg_wait.3
- io_uring_sq_ready.3
- io_uring_sq_space_left.3
- io_uring_sqe_set_buf_group.3
- io_uring_sqe_set_data.3
- io_uring_sqe_set_data64.3
- io_uring_sqe_set_flags.3
- io_uring_sqring_wait.3
- io_uring_submit.3
- io_uring_submit_and_get_events.3
- io_uring_submit_and_wait.3
- io_uring_submit_and_wait_min_timeout.3
- io_uring_submit_and_wait_reg.3
- io_uring_submit_and_wait_timeout.3
- io_uring_unregister_buf_ring.3
- io_uring_unregister_buffers.3
- io_uring_unregister_eventfd.3
- io_uring_unregister_files.3
- io_uring_unregister_iowq_aff.3
- io_uring_unregister_napi.3
- io_uring_unregister_ring_fd.3
- IO_URING_VERSION_MAJOR.3
- IO_URING_VERSION_MINOR.3
- io_uring_wait_cqe.3
- io_uring_wait_cqe_nr.3
- io_uring_wait_cqe_timeout.3
- io_uring_wait_cqes.3
- io_uring_wait_cqes_min_timeout.3
- lib.h
- syscall.h
- lib.h
- syscall.h
- lib.h
- syscall.h
- lib.h
- syscall.h
- syscall-defs.h
- barrier.h
- io_uring.h
- sanitize.h
- liburing.h
- ffi.c
- int_flags.h
- lib.h
- liburing-ffi.map
- liburing.map
- Makefile
- nolibc.c
- queue.c
- register.c
- sanitize.c
- setup.c
- setup.h
- syscall.c
- syscall.h
- version.c
- 232c93d07b74.c
- 35fa71a030ca.c
- 500f9fbadef8.c
- 7ad0e4b2f83c.c
- 8a9973408177.c
- 917257daa0fe.c
- a0908ae19763.c
- a4c0b3decb33.c
- accept-link.c
- accept-non-empty.c
- accept-reuse.c
- accept-test.c
- accept.c
- across-fork.c
- b19062a56726.c
- b5837bd5311d.c
- bind-listen.c
- buf-ring-nommap.c
- buf-ring-put.c
- buf-ring.c
- ce593a6c480a.c
- close-opath.c
- cmd-discard.c
- config
- connect-rep.c
- connect.c
- coredump.c
- cq-full.c
- cq-overflow.c
- cq-peek-batch.c
- cq-ready.c
- cq-size.c
- d4ae271dfaae.c
- d77a67ed5f27.c
- defer-taskrun.c
- defer-tw-timeout.c
- defer.c
- double-poll-crash.c
- drop-submit.c
- eeed8b54e0df.c
- empty-eownerdead.c
- eploop.c
- epwait.c
- eventfd-disable.c
- eventfd-reg.c
- eventfd-ring.c
- eventfd.c
- evloop.c
- exec-target.c
- exit-no-cleanup.c
- fadvise.c
- fallocate.c
- fc2a85cb02ef.c
- fd-install.c
- fd-pass.c
- fdinfo.c
- fifo-nonblock-read.c
- file-exit-unreg.c
- file-register.c
- file-update.c
- file-verify.c
- files-exit-hang-poll.c
- files-exit-hang-timeout.c
- fixed-buf-iter.c
- fixed-buf-merge.c
- fixed-hugepage.c
- fixed-link.c
- fixed-reuse.c
- fixed-seg.c
- fpos.c
- fsnotify.c
- fsync.c
- futex.c
- hardlink.c
- helpers.c
- helpers.h
- ignore-single-mmap.c
- init-mem.c
- io-cancel.c
- io_uring_enter.c
- io_uring_passthrough.c
- io_uring_register.c
- io_uring_setup.c
- iopoll-leak.c
- iopoll-overflow.c
- iopoll.c
- iowait.c
- kallsyms.c
- lfs-openat-write.c
- lfs-openat.c
- link-timeout.c
- link.c
- link_drain.c
- linked-defer-close.c
- madvise.c
- Makefile
- min-timeout-wait.c
- min-timeout.c
- mkdir.c
- msg-ring-fd.c
- msg-ring-flags.c
- msg-ring-overflow.c
- msg-ring.c
- multicqes_drain.c
- napi-test.c
- napi-test.sh
- no-mmap-inval.c
- nolibc.c
- nop-all-sizes.c
- nop.c
- nvme.h
- ooo-file-unreg.c
- open-close.c
- open-direct-link.c
- open-direct-pick.c
- openat2.c
- personality.c
- pipe-bug.c
- pipe-eof.c
- pipe-reuse.c
- poll-cancel-all.c
- poll-cancel-ton.c
- poll-cancel.c
- poll-link.c
- poll-many.c
- poll-mshot-overflow.c
- poll-mshot-update.c
- poll-race-mshot.c
- poll-race.c
- poll-ring.c
- poll-v-poll.c
- poll.c
- pollfree.c
- probe.c
- read-before-exit.c
- read-inc-file.c
- read-mshot-empty.c
- read-mshot-stdin.c
- read-mshot.c
- read-write.c
- recv-msgall-stream.c
- recv-msgall.c
- recv-multishot.c
- recvsend_bundle-inc.c
- recvsend_bundle.c
- reg-fd-only.c
- reg-hint.c
- reg-reg-ring.c
- reg-wait.c
- regbuf-clone.c
- regbuf-merge.c
- register-restrictions.c
- rename.c
- resize-rings.c
- ring-leak.c
- ring-leak2.c
- ringbuf-read.c
- ringbuf-status.c
- rsrc_tags.c
- runtests-loop.sh
- runtests-quiet.sh
- runtests.sh
- rw_merge_test.c
- self.c
- send-zerocopy.c
- send_recv.c
- send_recvmsg.c
- sendmsg_iov_clean.c
- shared-wq.c
- short-read.c
- shutdown.c
- sigfd-deadlock.c
- single-issuer.c
- skip-cqe.c
- socket-getsetsock-cmd.c
- socket-io-cmd.c
- socket-nb.c
- socket-rw-eagain.c
- socket-rw-offset.c
- socket-rw.c
- socket.c
- splice.c
- sq-full-cpp.cc
- sq-full.c
- sq-poll-dup.c
- sq-poll-kthread.c
- sq-poll-share.c
- sq-space_left.c
- sqpoll-disable-exit.c
- sqpoll-exec.c
- sqpoll-exit-hang.c
- sqpoll-sleep.c
- sqwait.c
- statx.c
- stdout.c
- submit-and-wait.c
- submit-link-fail.c
- submit-reuse.c
- symlink.c
- sync-cancel.c
- teardowns.c
- test.h
- thread-exit.c
- timeout-new.c
- timeout.c
- truncate.c
- tty-write-dpoll.c
- unlink.c
- uring_cmd_ublk.c
- vec-regbuf.c
- version.c
- wait-timeout.c
- waitid.c
- wakeup-hang.c
- wq-aff.c
- xattr.c
- xfail_prep_link_timeout_out_of_scope.c
- xfail_register_buffers_out_of_scope.c
- zcrx.c
- .gitignore
- CHANGELOG
- CITATION.cff
- configure
- CONTRIBUTING.md
- COPYING
- COPYING.GPL
- liburing-ffi.pc.in
- liburing.pc.in
- liburing.spec
- LICENSE
- make-debs.sh
- Makefile
- Makefile.common
- Makefile.quiet
- README
- SECURITY.md
- .clang-format
- .clangd
- .gitignore
- build.sh
- CHANGELOG.md
- CMakeLists.txt
- LICENSE
- mkdocs.yml
- NOTICE.txt
- README.md
- setup.py
- spdk_bdevs.json
# Installation Guide
1. Get the code
git clone https://github.com/thustorage/PipeANN
Downloads the entire project code from GitHub to your computer.
cd PipeANN
Moves into the project folder you just downloaded.
2. Official Install Script
Easy RecommendedPrerequisites
- APT (Debian/Ubuntu κ³μ΄) Built into Debian/Ubuntu-based Linux distributions.
- Python 3 Python is required to use pip.
sudo apt install make cmake g++ libaio-dev libgoogle-perftools-dev \
Installs directly from the APT package repository (Debian/Ubuntu-based).
sudo apt install libgrpc++-dev protobuf-compiler-grpc libprotobuf-dev \
Installs directly from the APT package repository (Debian/Ubuntu-based).
pip install "pybind11[global]"
Installs the package published on PyPI directly β no need to clone the source.
After installing, open a new terminal and run the program's version command (e.g. --version) to confirm it worked.
Pulled directly from this repo's README.
3. CMake
MediumPrerequisites
sudo apt install make cmake g++ libaio-dev libgoogle-perftools-dev \
Installs directly from the APT package repository (Debian/Ubuntu-based).
cmake -B build -DBUILD_MILVUS_SERVER=ON . && cmake --build build --target pipeann_milvus_server
Type this command into your terminal and run it.
Check that an executable was created inside the build folder, then run it directly (e.g. ./build/app_name).
Pulled directly from this repo's README.
4. Python
EasyPrerequisites
pip install "pybind11[global]"
Installs the package published on PyPI directly β no need to clone the source.
pip install -e .
Installs the Python libraries listed in requirements.txt (or similar).
If it runs without errors and prints output in the terminal, it worked.
Pulled directly from this repo's README.
5. Make
MediumPrerequisites
- Git Needed to download the project code from GitHub.
- Make Usually pre-installed on Linux/macOS. On Windows, install separately (e.g. via MSYS2 or WSL).
β οΈ This is a large repository, so this method may point to an internal sub-package rather than the actual core product. Check the full README as well.
cd third_party/liburing
This project's files live in a subfolder, so move into it first.
make
Compiles the code based on the generated build configuration to produce an executable.
If it finishes without errors, it worked. Try running the generated executable directly.
// repository documentation
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