From 094a95f0fd005da879894759c2fce9734ae1402e Mon Sep 17 00:00:00 2001
From: gouyt13clear <yutong003@e.ntu.edu.sg>
Date: Fri, 23 Oct 2026 01:25:58 +0800
Subject: [PATCH] chore: prepare v0.7.1 and refresh library benchmarks

---
 CMakeLists.txt                                |    2 +-
 benchmarks/README.md                          |    2 +-
 benchmarks/plot_homepage.py                   |    2 +-
 docs/docs/benchmarks/bench.md                 |   50 +-
 .../figures/graphs-dbpedia-qps-recall.svg     |  614 +++++-----
 .../figures/graphs-gist1m-qps-recall.svg      |  649 +++++-----
 .../benchmarks/figures/homepage-gist1m.svg    |  149 +--
 docs/docs/benchmarks/figures/indexing.csv     |   32 +-
 .../figures/ivf-dbpedia-qps-recall.svg        | 1040 ++++++++--------
 .../figures/ivf-gist1m-qps-recall.svg         | 1078 +++++++++--------
 docs/docs/benchmarks/figures/kmeans.csv       |    4 +-
 .../benchmarks/figures/qps-recall-points.csv  |  260 ++--
 docs/docs/benchmarks/graphs.md                |   24 +-
 docs/docs/benchmarks/ivf.md                   |   16 +-
 docs/docs/benchmarks/kmeans.md                |    8 +-
 pyproject.toml                                |    2 +-
 16 files changed, 1956 insertions(+), 1976 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index 09247885..858000e6 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -1,6 +1,6 @@
 cmake_minimum_required(VERSION 3.20)
 
-project(RaBitQLib VERSION 0.7.0 LANGUAGES CXX)
+project(RaBitQLib VERSION 0.7.1 LANGUAGES CXX)
 
 include(CMakePackageConfigHelpers)
 include(GNUInstallDirs)
diff --git a/benchmarks/README.md b/benchmarks/README.md
index 314f1dcb..e75c1a65 100644
--- a/benchmarks/README.md
+++ b/benchmarks/README.md
@@ -15,7 +15,7 @@ Results: [IVF](../docs/docs/benchmarks/ivf.md),
 
 From the repository root, after installing the documented system prerequisites
 and activating a Python 3.13 environment, these commands measure the active checkout.
-Published library results use 0.7.0; baseline results retain historical measurements.
+Published library results use 0.7.1; each baseline retains its latest measurement.
 See the [recorded revisions and environments](../docs/docs/benchmarks/bench.md#package-installation).
 Keep measurements of different revisions in separate output directories.
 
diff --git a/benchmarks/plot_homepage.py b/benchmarks/plot_homepage.py
index 7900715c..311a56ef 100644
--- a/benchmarks/plot_homepage.py
+++ b/benchmarks/plot_homepage.py
@@ -47,7 +47,7 @@ def main():
         fig.text(
             0.065,
             0.88,
-            "Fastest measured QPS at Recall@10 ≥ 90% · RaBitQ-Library 0.7.0",
+            "Fastest measured QPS at Recall@10 ≥ 90% · RaBitQ-Library 0.7.1",
             color="#475569",
             fontsize=12,
         )
diff --git a/docs/docs/benchmarks/bench.md b/docs/docs/benchmarks/bench.md
index f5e14c98..0e837c02 100644
--- a/docs/docs/benchmarks/bench.md
+++ b/docs/docs/benchmarks/bench.md
@@ -26,40 +26,43 @@ L2 ground truth for OpenAI.
 | CPU | One Intel Xeon Gold 6418H, 24 cores, 48 hardware threads |
 | Construction / clustering | 48 threads |
 | Query throughput | 1 process, 1 search thread, 1 query per call |
-| Platform | Ubuntu 22.04, x86-64; RaBitQ 0.7.0: Linux 6.8.0-138-generic; historical baselines: Linux 6.8.0-84-generic |
+| Platform | Ubuntu 22.04, x86-64; RaBitQ 0.7.1: Linux 6.8.0-138-generic; retained baselines: Linux 6.8.0-84-generic |
 | Python / NumPy | 3.13.15 / 2.5.2 |
-| Compiler / CMake | RaBitQ 0.7.0: GCC 14.3.0 / 3.28.3, Release, native optimization OFF; historical baselines: GCC 13.1.0 / 3.28.3, Release |
-| RaBitQ-Library | 0.7.0, measured 2026-10-13 |
+| Compiler / CMake | RaBitQ 0.7.1: GCC 14.3.0 / 3.28.3, Release, native optimization OFF; retained baselines: GCC 13.1.0 / 3.28.3, Release |
+| RaBitQ-Library | 0.7.1, measured 2026-10-23 (Asia/Singapore) |
 | Baselines | Faiss 1.15.0, SuperKMeans 0.2.0; Intel MKL 2020.4, GNU OpenMP |
 
 ## Package installation
 
-The RaBitQ-Library rows and curves were refreshed on 2026-10-13 using 0.7.0.
-The measurement checkout was `de793e8a978a51a7031efefe96573043e8251bb7`;
-the installed wheel was built from `0c7578126b84e08b98816c0e01f0824a0a79525f`,
-which has the same source tree. The measured extension SHA-256 was
-`48560860ef4ddc6d929e53a36afd233de3569dcce74d6c46338a11a1113c9ed4`.
+The RaBitQ-Library rows and curves were refreshed on 2026-10-23 (Asia/Singapore)
+using a locally built 0.7.1 wheel. The measurement checkout was
+`1f2a271fea16afabee63a96cf15ecbb3ff1c3723`, with only the package versions in
+`CMakeLists.txt` and `pyproject.toml` changed from 0.7.0 to 0.7.1 before building.
+The SHA-256 of that `git diff --binary` snapshot was
+`c678630e695c45434b1c5296c8b37404abc66f1739a97d9ffe7550f41de68432`.
+The measured extension SHA-256 was
+`c80b90dc666006c5bdcf9884e445da288b8f280f53232d0560c1ff55d4a06d4d`.
 
-Faiss and SuperKMeans measurements are retained unchanged from the historical
+The latest available Faiss and SuperKMeans measurements are retained unchanged from
 snapshot `a332c1ce97588aaed4f6a8a5476f84a81f947313`; they were not rerun.
 The baseline configurations, search grids and timing definitions are unchanged.
 These comparisons combine separate measurement sessions and different compiler
 and kernel versions, as recorded above; they are not a controlled measurement
 of the effect of upgrading RaBitQ alone.
 
-To use the source tree measured for 0.7.0, start in a separate checkout and
+To use the measured library source, start in a separate checkout and
 activate your benchmark Python environment:
 
 ```bash
 git clone --no-checkout https://github.com/VectorDB-NTU/RaBitQ-Library.git RaBitQ-benchmark-snapshot
 cd RaBitQ-benchmark-snapshot
-git checkout --detach de793e8a978a51a7031efefe96573043e8251bb7
+git checkout --detach 1f2a271fea16afabee63a96cf15ecbb3ff1c3723
 ```
 
-For the historical results labeled 0.5.2, use snapshot
-`a332c1ce97588aaed4f6a8a5476f84a81f947313` instead. That snapshot does not
-identify the original measurement binaries, whose exact reproduction remains
-unverified. For any new measurement, record the source commit, local changes,
+Set the two package version declarations to 0.7.1 to reproduce the wheel metadata;
+the library code is unchanged from that commit. The retained baseline snapshot
+does not identify its original measurement binaries, whose exact reproduction
+remains unverified. For any new measurement, record the source commit, local changes,
 compiler and build options, and use a separate output directory.
 
 Use a Python 3.13 environment on Ubuntu x86-64. Ubuntu 22.04 needs a package
@@ -79,7 +82,7 @@ in the active environment. Both baselines link to MKL with GNU OpenMP. Build log
 and verification records are saved in `build/benchmark-baselines/`.
 Use `--dry-run` to preview installation commands. The installer defaults to the
 historical GCC 13 toolchain; it does not recreate the GCC 14.3.0 wheel used for
-the 0.7.0 measurements. Match the recorded compiler and native-optimization
+the 0.7.1 measurements. Match the recorded compiler and native-optimization
 setting when comparing new library timings.
 
 ## Construction and search settings
@@ -121,10 +124,11 @@ checks are outside construction timing.
 Each method has one build or fit per dataset; results do not measure run-to-run
 variation.
 The committed CSVs support checking the displayed tables and plotted points,
-but do not include raw run logs or measurement binaries. The 0.7.0 raw records,
+but do not include raw run logs or measurement binaries. The 0.7.1 raw records,
 logs and indexes are retained locally under
-`results/benchmarks-0.7.0-20261013-2239/`, including the run manifest and the
-provenance of the reused local OpenAI dataset. Historical baseline raw logs and
+`results/benchmarks-0.7.1-20261023/`. The source/build manifest, wheel hashes,
+validation logs and execution status are retained in the local release task records.
+Historical baseline raw logs and
 binaries are not included. No run-to-run or shared-host noise correction is
 applied. The experiments in the cited papers are separate measurements.
 
@@ -194,13 +198,13 @@ equal-memory comparison. The tables below identify the selected CSV rows.
 
 | Configuration | Measured Recall@10 | Selected search setting |
 | --- | ---: | --- |
-| IVF-RaBitQ · 5-bit | 92.85% | `nprobe=128` |
-| HNSW-RaBitQ · 5-bit | 92.56% | `ef=512` |
-| SymphonyQG · 4-bit | 90.69% | `ef=512` |
+| IVF-RaBitQ · 5-bit | 92.82% | `nprobe=128` |
+| HNSW-RaBitQ · 5-bit | 92.70% | `ef=512` |
+| SymphonyQG · 4-bit | 90.36% | `ef=512` |
 
 <!-- homepage-selection:end -->
 
-The figures use the 0.7.0 measurements described above, with one search thread
+The figures use the 0.7.1 measurements described above, with one search thread
 and one query per call. Each setting has one timing pass. QPS includes Python
 call overhead after warm-up and excludes loading. Index size is serialized
 storage including sidecars, not resident or peak RAM.
diff --git a/docs/docs/benchmarks/figures/graphs-dbpedia-qps-recall.svg b/docs/docs/benchmarks/figures/graphs-dbpedia-qps-recall.svg
index 61a31940..e205caba 100644
--- a/docs/docs/benchmarks/figures/graphs-dbpedia-qps-recall.svg
+++ b/docs/docs/benchmarks/figures/graphs-dbpedia-qps-recall.svg
@@ -6,7 +6,7 @@
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    <cc:Work>
     <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
-    <dc:date>2026-10-13T23:26:21.072194</dc:date>
+    <dc:date>2026-10-23T01:17:57.465322</dc:date>
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     <dc:creator>
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 C 2.098102 1.218523 2.345208 0.621956 2.345208 0
 C 2.345208 -0.621956 2.098102 -1.218523 1.658312 -1.658312
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diff --git a/docs/docs/benchmarks/figures/indexing.csv b/docs/docs/benchmarks/figures/indexing.csv
index 004d1871..32593341 100644
--- a/docs/docs/benchmarks/figures/indexing.csv
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 dataset,family,method,training_s,indexing_s,build_s,save_s,serialized_index_bytes,construction_threads
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 dbpedia,graphs,faiss-hnsw-flat,3.532087430357933e-05,147.53378360485658,147.53478899691254,2.6907204217277467,6281970202,48
 dbpedia,graphs,faiss-hnsw-sq4,1.7431773450225592,101.82403805106878,103.56827840721235,0.3557668989524245,911358526,48
 dbpedia,graphs,faiss-hnsw-sq8,1.7862217500805855,80.66227205796167,82.44955762801692,0.6384039986878633,1678590526,48
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diff --git a/docs/docs/benchmarks/figures/kmeans.csv b/docs/docs/benchmarks/figures/kmeans.csv
index 5ddbe5f2..7071fd01 100644
--- a/docs/docs/benchmarks/figures/kmeans.csv
+++ b/docs/docs/benchmarks/figures/kmeans.csv
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 dataset,method,clusters,threads,iteration_limit,actual_iterations,total_s,training_s,assignment_s,wcss,recall_at_10,nprobe
-gist1m,qgkmeans,4096,48,25,25,15.683111179969274,,,1034787.8701221772,0.8196,40
+gist1m,qgkmeans,4096,48,25,25,14.878384937066585,,,1034709.004104586,0.8159,40
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+dbpedia,qgkmeans,4096,48,25,25,22.34869423508644,,,620213.4443011406,0.8944,40
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 dbpedia,superkmeans,4096,48,25,24,35.231373528018594,28.58055611886084,6.650817409157753,620268.6283306194,0.8968,40
diff --git a/docs/docs/benchmarks/figures/qps-recall-points.csv b/docs/docs/benchmarks/figures/qps-recall-points.csv
index a04ed395..c85c24fe 100644
--- a/docs/docs/benchmarks/figures/qps-recall-points.csv
+++ b/docs/docs/benchmarks/figures/qps-recall-points.csv
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 gist1m,faiss-rabitqfs-raw,"{""k_factor"": 1, ""nprobe"": 1}",0.16110000000000002,2014.0927239452988
 gist1m,faiss-rabitqfs-raw,"{""k_factor"": 2, ""nprobe"": 1}",0.1637,1997.9254110236252
 gist1m,faiss-rabitqfs-raw,"{""k_factor"": 5, ""nprobe"": 1}",0.16390000000000002,1918.577262395092
@@ -199,41 +199,41 @@ gist1m,faiss-opq-pqfs,"{""k_factor"": 2, ""nprobe"": 512}",0.9036000000000002,26
 gist1m,faiss-opq-pqfs,"{""k_factor"": 5, ""nprobe"": 512}",0.9863,254.4628404248078
 gist1m,faiss-opq-pqfs,"{""k_factor"": 10, ""nprobe"": 512}",0.9944,253.25533247918946
 gist1m,faiss-opq-pqfs,"{""k_factor"": 20, ""nprobe"": 512}",0.996,250.83951174852962
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 gist1m,faiss-hnsw-flat,"{""ef_search"": 16}",0.49739999999999995,6294.544088577019
 gist1m,faiss-hnsw-flat,"{""ef_search"": 32}",0.6306999999999999,3912.743611640825
 gist1m,faiss-hnsw-flat,"{""ef_search"": 64}",0.7554,2388.2965969556044
@@ -255,36 +255,36 @@ gist1m,faiss-hnsw-sq8,"{""ef_search"": 128}",0.8434,1275.5174278302363
 gist1m,faiss-hnsw-sq8,"{""ef_search"": 256}",0.9039,698.224703435659
 gist1m,faiss-hnsw-sq8,"{""ef_search"": 512}",0.9374000000000001,385.09922727219015
 gist1m,faiss-hnsw-sq8,"{""ef_search"": 1024}",0.9548000000000001,210.04956181553456
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 dbpedia,faiss-rabitqfs-raw,"{""k_factor"": 2, ""nprobe"": 1}",0.4868,964.4443231982366
 dbpedia,faiss-rabitqfs-raw,"{""k_factor"": 5, ""nprobe"": 1}",0.48760000000000003,923.9652572942317
@@ -455,41 +455,41 @@ dbpedia,faiss-opq-pqfs,"{""k_factor"": 2, ""nprobe"": 512}",0.9873000000000001,1
 dbpedia,faiss-opq-pqfs,"{""k_factor"": 5, ""nprobe"": 512}",0.9903,190.42143321970212
 dbpedia,faiss-opq-pqfs,"{""k_factor"": 10, ""nprobe"": 512}",0.9903,191.85913955260074
 dbpedia,faiss-opq-pqfs,"{""k_factor"": 20, ""nprobe"": 512}",0.9903,186.93282549390355
-dbpedia,rabitq-symqg-raw,"{""ef_search"": 16}",0.7996000000000001,29669.81529530657
-dbpedia,rabitq-symqg-raw,"{""ef_search"": 32}",0.9021000000000001,21926.36971986024
-dbpedia,rabitq-symqg-raw,"{""ef_search"": 64}",0.9538000000000001,14384.692065900243
-dbpedia,rabitq-symqg-raw,"{""ef_search"": 128}",0.9739000000000001,8873.361928502203
-dbpedia,rabitq-symqg-raw,"{""ef_search"": 256}",0.9846,5084.666949101842
-dbpedia,rabitq-symqg-raw,"{""ef_search"": 512}",0.9911,2816.0799860403326
-dbpedia,rabitq-symqg-raw,"{""ef_search"": 1024}",0.9964000000000001,1502.2934132098271
-dbpedia,rabitq-symqg-4,"{""ef_search"": 16}",0.6347999999999999,30490.519278865544
-dbpedia,rabitq-symqg-4,"{""ef_search"": 32}",0.8105000000000001,21682.855425614565
-dbpedia,rabitq-symqg-4,"{""ef_search"": 64}",0.8944000000000001,14436.807028353694
-dbpedia,rabitq-symqg-4,"{""ef_search"": 128}",0.9370000000000002,8373.509221803253
-dbpedia,rabitq-symqg-4,"{""ef_search"": 256}",0.9531000000000001,4632.115833009229
-dbpedia,rabitq-symqg-4,"{""ef_search"": 512}",0.9606000000000001,2517.2168509870835
-dbpedia,rabitq-symqg-4,"{""ef_search"": 1024}",0.9652000000000001,1343.5861730684285
-dbpedia,rabitq-symqg-8,"{""ef_search"": 16}",0.7962000000000001,32921.14743374827
-dbpedia,rabitq-symqg-8,"{""ef_search"": 32}",0.9016000000000002,24520.304382475722
-dbpedia,rabitq-symqg-8,"{""ef_search"": 64}",0.9513,16502.172724014752
-dbpedia,rabitq-symqg-8,"{""ef_search"": 128}",0.9711000000000002,10183.119786913881
-dbpedia,rabitq-symqg-8,"{""ef_search"": 256}",0.9836,5868.885816010707
-dbpedia,rabitq-symqg-8,"{""ef_search"": 512}",0.9893000000000001,3212.759838180141
-dbpedia,rabitq-symqg-8,"{""ef_search"": 1024}",0.994,1696.4249256847606
-dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 16}",0.8257000000000001,17065.32138833061
-dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 32}",0.8934000000000001,13631.726370504253
-dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 64}",0.9381,9891.490253435106
-dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 128}",0.9571000000000001,6490.71771806903
-dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 256}",0.9688000000000001,3646.2580690222885
-dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 512}",0.9729000000000001,1904.3977874666618
-dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 1024}",0.9757,948.1184771682832
-dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 16}",0.825,15429.078424815607
-dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 32}",0.9060000000000001,12560.244117148652
-dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 64}",0.9462999999999999,9360.777146179686
-dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 128}",0.9743,6126.476487841505
-dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 256}",0.9849000000000001,3528.733305503137
-dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 512}",0.9913,1848.6969410427967
-dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 1024}",0.9955,919.8490555762955
+dbpedia,rabitq-symqg-raw,"{""ef_search"": 16}",0.8232,24401.59363447966
+dbpedia,rabitq-symqg-raw,"{""ef_search"": 32}",0.9116000000000002,19496.90385447418
+dbpedia,rabitq-symqg-raw,"{""ef_search"": 64}",0.956,13394.221138260245
+dbpedia,rabitq-symqg-raw,"{""ef_search"": 128}",0.9765,8103.978912995729
+dbpedia,rabitq-symqg-raw,"{""ef_search"": 256}",0.9871000000000001,4500.40826453387
+dbpedia,rabitq-symqg-raw,"{""ef_search"": 512}",0.9935999999999999,2520.998981445264
+dbpedia,rabitq-symqg-raw,"{""ef_search"": 1024}",0.9960999999999999,1386.6726141760862
+dbpedia,rabitq-symqg-4,"{""ef_search"": 16}",0.6500999999999999,29939.252939616123
+dbpedia,rabitq-symqg-4,"{""ef_search"": 32}",0.8201000000000002,21041.776725305328
+dbpedia,rabitq-symqg-4,"{""ef_search"": 64}",0.9021000000000001,13691.40648168678
+dbpedia,rabitq-symqg-4,"{""ef_search"": 128}",0.9358000000000001,8052.771158054702
+dbpedia,rabitq-symqg-4,"{""ef_search"": 256}",0.9545,4593.909811988162
+dbpedia,rabitq-symqg-4,"{""ef_search"": 512}",0.9634000000000001,2475.988752519556
+dbpedia,rabitq-symqg-4,"{""ef_search"": 1024}",0.9667,1291.5336962209603
+dbpedia,rabitq-symqg-8,"{""ef_search"": 16}",0.8234000000000001,30745.360958583373
+dbpedia,rabitq-symqg-8,"{""ef_search"": 32}",0.9125,22646.37465743077
+dbpedia,rabitq-symqg-8,"{""ef_search"": 64}",0.9505,15558.417748233376
+dbpedia,rabitq-symqg-8,"{""ef_search"": 128}",0.9707,9310.912917878146
+dbpedia,rabitq-symqg-8,"{""ef_search"": 256}",0.9853,5445.562368940671
+dbpedia,rabitq-symqg-8,"{""ef_search"": 512}",0.9907999999999999,3019.5991652026405
+dbpedia,rabitq-symqg-8,"{""ef_search"": 1024}",0.9943,1605.9929283109577
+dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 16}",0.8298000000000001,17178.744457242894
+dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 32}",0.8983000000000001,13975.767461685418
+dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 64}",0.9366,9391.146346824453
+dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 128}",0.9555000000000001,6577.8607193196485
+dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 256}",0.9663,3697.4717525254755
+dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 512}",0.9717,1854.7753383565666
+dbpedia,rabitq-hnsw-1p4,"{""ef_search"": 1024}",0.9748000000000001,942.7852383984396
+dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 16}",0.8347,15485.624540209557
+dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 32}",0.906,12611.489043007907
+dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 64}",0.9504000000000001,9447.068724479577
+dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 128}",0.973,6218.5855277479495
+dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 256}",0.9843,3587.1487632203643
+dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 512}",0.9909,1881.1010645149643
+dbpedia,rabitq-hnsw-1p8,"{""ef_search"": 1024}",0.9939000000000001,946.9986297603816
 dbpedia,faiss-hnsw-flat,"{""ef_search"": 16}",0.848,4172.367906120071
 dbpedia,faiss-hnsw-flat,"{""ef_search"": 32}",0.9243000000000001,2742.54484463088
 dbpedia,faiss-hnsw-flat,"{""ef_search"": 64}",0.9645,1649.1643632445584
diff --git a/docs/docs/benchmarks/graphs.md b/docs/docs/benchmarks/graphs.md
index 9a332297..3c365bf7 100644
--- a/docs/docs/benchmarks/graphs.md
+++ b/docs/docs/benchmarks/graphs.md
@@ -1,7 +1,7 @@
 # Graph benchmark
 
-RaBitQ-Library results were measured with **0.7.0 on 2026-10-13**.
-Baseline results are retained from the historical measurements and were not rerun.
+RaBitQ-Library results were measured with **0.7.1 on 2026-10-23 (Asia/Singapore)**.
+Each baseline retains its latest measurement and was not rerun.
 See the [source revisions, environments and comparison limits](bench.md#package-installation).
 
 Settings and results for eight configurations. See the [overview](bench.md) for
@@ -48,11 +48,11 @@ See [figure definitions](bench.md#reading-the-figures) and
 <!-- indexing:gist1m:start -->
 | Method | Train s | Construct s | Total s | Save s | Index GiB |
 | --- | ---: | ---: | ---: | ---: | ---: |
-| SymphonyQG raw | 0.00 | 34.54 | 34.54 | 3.20 | 7.51 |
-| SymphonyQG 4-bit | 0.00 | 37.02 | 37.02 | 1.79 | 4.39 |
-| SymphonyQG 8-bit | 0.00 | 37.85 | 37.85 | 1.99 | 4.84 |
-| HNSW-RaBitQ 1+4 | 1.39 | 71.06 | 72.46 | 0.33 | 0.72 |
-| HNSW-RaBitQ 1+8 | 1.39 | 77.65 | 79.04 | 0.53 | 1.16 |
+| SymphonyQG raw | 0.00 | 31.45 | 31.45 | 3.34 | 7.51 |
+| SymphonyQG 4-bit | 0.00 | 30.69 | 30.69 | 1.87 | 4.39 |
+| SymphonyQG 8-bit | 0.00 | 32.33 | 32.33 | 2.08 | 4.84 |
+| HNSW-RaBitQ 1+4 | 1.28 | 70.72 | 72.00 | 0.37 | 0.72 |
+| HNSW-RaBitQ 1+8 | 1.24 | 76.69 | 77.93 | 0.58 | 1.16 |
 | Faiss HNSW Flat | 0.00 | 78.94 | 78.94 | 1.61 | 3.71 |
 | Faiss HNSW SQ4 | 1.06 | 55.11 | 56.17 | 0.24 | 0.58 |
 | Faiss HNSW SQ8 | 1.08 | 47.12 | 48.20 | 0.42 | 1.03 |
@@ -67,11 +67,11 @@ See [figure definitions](bench.md#reading-the-figures) and
 <!-- indexing:dbpedia:start -->
 | Method | Train s | Construct s | Total s | Save s | Index GiB |
 | --- | ---: | ---: | ---: | ---: | ---: |
-| SymphonyQG raw | 0.00 | 53.35 | 53.35 | 5.01 | 11.79 |
-| SymphonyQG 4-bit | 0.00 | 54.93 | 54.93 | 2.73 | 6.80 |
-| SymphonyQG 8-bit | 0.00 | 55.38 | 55.38 | 3.27 | 7.51 |
-| HNSW-RaBitQ 1+4 | 1.57 | 112.62 | 114.18 | 0.48 | 1.05 |
-| HNSW-RaBitQ 1+8 | 1.74 | 124.84 | 126.58 | 0.79 | 1.76 |
+| SymphonyQG raw | 0.00 | 50.55 | 50.55 | 4.94 | 11.79 |
+| SymphonyQG 4-bit | 0.00 | 50.14 | 50.14 | 2.72 | 6.80 |
+| SymphonyQG 8-bit | 0.00 | 51.26 | 51.26 | 3.02 | 7.51 |
+| HNSW-RaBitQ 1+4 | 1.56 | 115.03 | 116.60 | 0.49 | 1.05 |
+| HNSW-RaBitQ 1+8 | 1.70 | 125.33 | 127.03 | 0.81 | 1.76 |
 | Faiss HNSW Flat | 0.00 | 147.53 | 147.53 | 2.69 | 5.85 |
 | Faiss HNSW SQ4 | 1.74 | 101.82 | 103.57 | 0.36 | 0.85 |
 | Faiss HNSW SQ8 | 1.79 | 80.66 | 82.45 | 0.64 | 1.56 |
diff --git a/docs/docs/benchmarks/ivf.md b/docs/docs/benchmarks/ivf.md
index 36e74d2f..1cff9b2e 100644
--- a/docs/docs/benchmarks/ivf.md
+++ b/docs/docs/benchmarks/ivf.md
@@ -1,7 +1,7 @@
 # IVF-RaBitQ benchmark
 
-RaBitQ-Library results were measured with **0.7.0 on 2026-10-13**.
-Baseline results are retained from the historical measurements and were not rerun.
+RaBitQ-Library results were measured with **0.7.1 on 2026-10-23 (Asia/Singapore)**.
+Each baseline retains its latest measurement and was not rerun.
 See the [source revisions, environments and comparison limits](bench.md#package-installation).
 
 Settings and results for eight configurations. See the [overview](bench.md) for
@@ -50,9 +50,9 @@ See [figure definitions](bench.md#reading-the-figures) and
 <!-- indexing:gist1m:start -->
 | Method | Train s | Construct s | Total s | Save s | Index GiB |
 | --- | ---: | ---: | ---: | ---: | ---: |
-| IVF-RaBitQ raw | 15.09 | 0.67 | 15.76 | 1.52 | 3.73 |
-| IVF-RaBitQ 1+4 | 15.68 | 1.83 | 17.51 | 0.25 | 0.60 |
-| IVF-RaBitQ 1+8 | 15.61 | 7.01 | 22.61 | 0.45 | 1.05 |
+| IVF-RaBitQ raw | 15.03 | 1.50 | 16.53 | 1.61 | 3.73 |
+| IVF-RaBitQ 1+4 | 14.97 | 1.95 | 16.92 | 0.28 | 0.60 |
+| IVF-RaBitQ 1+8 | 14.81 | 7.23 | 22.04 | 0.46 | 1.05 |
 | Faiss IVF RaBitQfs raw + RFlat | 41.61 | 6.76 | 48.37 | 1.58 | 3.73 |
 | Faiss IVF RaBitQfs 1+4 | 41.24 | 13.16 | 54.40 | 0.29 | 0.68 |
 | Faiss IVF RaBitQfs 1+8 | 41.38 | 39.82 | 81.20 | 0.52 | 1.19 |
@@ -69,9 +69,9 @@ See [figure definitions](bench.md#reading-the-figures) and
 <!-- indexing:dbpedia:start -->
 | Method | Train s | Construct s | Total s | Save s | Index GiB |
 | --- | ---: | ---: | ---: | ---: | ---: |
-| IVF-RaBitQ raw | 24.73 | 1.08 | 25.80 | 2.46 | 5.95 |
-| IVF-RaBitQ 1+4 | 24.61 | 3.01 | 27.63 | 0.39 | 0.95 |
-| IVF-RaBitQ 1+8 | 24.44 | 12.32 | 36.76 | 0.68 | 1.67 |
+| IVF-RaBitQ raw | 23.97 | 2.15 | 26.12 | 2.54 | 5.95 |
+| IVF-RaBitQ 1+4 | 23.79 | 3.22 | 27.01 | 0.42 | 0.95 |
+| IVF-RaBitQ 1+8 | 24.11 | 12.74 | 36.85 | 0.70 | 1.67 |
 | Faiss IVF RaBitQfs raw + RFlat | 85.29 | 12.97 | 98.26 | 2.71 | 6.02 |
 | Faiss IVF RaBitQfs 1+4 | 86.94 | 28.05 | 114.99 | 0.60 | 1.33 |
 | Faiss IVF RaBitQfs 1+8 | 119.86 | 91.11 | 210.97 | 1.00 | 2.34 |
diff --git a/docs/docs/benchmarks/kmeans.md b/docs/docs/benchmarks/kmeans.md
index 23bd9309..b0b40221 100644
--- a/docs/docs/benchmarks/kmeans.md
+++ b/docs/docs/benchmarks/kmeans.md
@@ -1,7 +1,7 @@
 # K-means benchmark
 
-RaBitQ-Library results were measured with **0.7.0 on 2026-10-13**.
-Baseline results are retained from the historical measurements and were not rerun.
+RaBitQ-Library results were measured with **0.7.1 on 2026-10-23 (Asia/Singapore)**.
+Each baseline retains its latest measurement and was not rerun.
 See the [source revisions, environments and comparison limits](bench.md#package-installation).
 
 Compare **QGKMeans**, **Faiss K-means**, and **SuperKMeans** using their Python APIs.
@@ -56,7 +56,7 @@ outside timing.
 <!-- kmeans:gist1m:start -->
 | Method | Total time (s) | WCSS | Recall@10 (40 probes) | Iterations |
 | --- | ---: | ---: | ---: | ---: |
-| QGKMeans | 15.68 | 1034787.87 | 0.819600 | 25 |
+| QGKMeans | 14.88 | 1034709 | 0.815900 | 25 |
 | Faiss K-means | 84.17 | 1034624.88 | 0.815700 | 25 |
 | SuperKMeans | 28.14 | 1034648.39 | 0.820700 | 25 |
 <!-- kmeans:gist1m:end -->
@@ -66,7 +66,7 @@ outside timing.
 <!-- kmeans:dbpedia:start -->
 | Method | Total time (s) | WCSS | Recall@10 (40 probes) | Iterations |
 | --- | ---: | ---: | ---: | ---: |
-| QGKMeans | 22.37 | 620378.132 | 0.893900 | 25 |
+| QGKMeans | 22.35 | 620213.444 | 0.894400 | 25 |
 | Faiss K-means | 171.03 | 620737.534 | 0.894700 | 25 |
 | SuperKMeans | 35.23 | 620268.628 | 0.896800 | 24 |
 <!-- kmeans:dbpedia:end -->
diff --git a/pyproject.toml b/pyproject.toml
index 836c8ead..8fa98544 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "scikit_build_core.build"
 
 [project]
 name = "rabitqlib"
-version = "0.7.0"
+version = "0.7.1"
 description = "RaBitQ Python bindings for indexes and clustering"
 readme = "README.md"
 requires-python = ">=3.11"