KohakuVault

One-file SQLite datastore with:

KVault key-value storage inspired by BoringDB (streaming blobs + auto-pack for dict/list/numpy)
TextVault full-text search with FTS5 BM25 ranking (ideal for RAG pipelines)
ColumnVault columnar layout inspired by Stanchion (typed chunks: i64, msgpack, vec:*) built on SQLite BLOB ranges
write-back caches plus standalone CSB+Tree / SkipList containers for ordered/temporal metadata
VectorKVault (sqlite-vec) for k-NN search living in the same .db

from kohakuvault import KVault, TextVault, ColumnVault, VectorKVault, CSBTree
import numpy as np

DB = "test.db"

# Store media + metadata in one file
kv = KVault(DB, table="media")
kv["video:42"] = b"abcdefg" # raw bytes stay raw
kv["video:42:meta"] = {"fps": 60, "tags": ["tutorial", "gpu"]}  # auto MessagePack

# Full-text search with BM25 ranking (great for RAG)
tv = TextVault(DB, table="docs")
tv.insert("Machine learning is a subset of AI", {"category": "tech"})
for doc_id, score, meta in tv.search("machine learning", k=5):
    print(f"Doc {doc_id}: score={score:.4f}")

# Incremental columnar logging (no file rewrites)
cols = ColumnVault(kv) # or ColumnVault(DB)
ids = cols.ensure("ids", "i64")
latency = cols.ensure("latency_ms", "f64")
embeddings = cols.ensure("embeddings", "vec:f32:384")
with cols.cache(cap_bytes=8 << 20):
    ids.append(len(ids))
    latency.append(12.3)
    embeddings.append(np.random.randn(384).astype(np.float32))

# Ordered metadata via embedded CSBTree
index = CSBTree()
index.insert(latency[-1], ids[-1])  # log-latency -> run-id

# Vector similarity search (sqlite-vec inside the same DB)
search = VectorKVault(DB, table="runs", dimensions=384, metric="cosine")
for idx, emb in enumerate(embeddings[:10]):
    search.insert(emb, str(idx).encode())
for rank, (rid, distance, run_id) in enumerate(search.search(embeddings[-1], k=3), 1):
    print(rank, distance, run_id.decode())

Why this exists

Single-file SWMR – SQLite WAL lets one writer and many readers share a file. Parquet can’t append, DuckDB locks the DB, Lance spawns version files.
Columnar layout, not SQL tables – ColumnVault stores chunks in col_chunks/_idx, Stanchion-style, so incremental appends don’t rewrite tables.
Auto-packed KV everywhere – KVault (BoringDB-inspired) automatically serializes dict/list/numpy values and keeps raw bytes untouched; every key-value interaction goes through this pipeline.
Write caches – Vault- and column-level caches batch inserts automatically.
Standalone CSB+Tree / SkipList – Specialized containers for ordered metadata or range queries without leaving the process.
Vector keys/search – vec:* dtypes store tensors, and VectorKVault (sqlite-vec) runs k-NN search inside the same DB.

If your workflow looks like “keep logging forever, but don’t spawn thousands of files”, KohakuVault is the tool.

Installation

pip install kohakuvault

For development (build the PyO3 extension, run tests):

pip install -e .[dev]

# everytime you change the rust code, you should run this command
maturin develop

Use cases / references

Media vaults – Random-access blobs + metadata (tests/test_kv_headers.py, examples/basic_usage.py).
RAG pipelines – Full-text BM25 search + vector similarity in the same DB (tests/test_text_vault.py).
Incremental ML logging – Fixed/var columns, vector dtypes, caches (tests/test_columnar.py, examples/columnar_demo.py).
Vector-heavy retrieval – VectorKVault, CSBTree/SkipList, auto-packed metadata (tests/test_vector_kvault.py, examples/vector_search_numpy.py, examples/all_usage.py).

Performance notes

Benchmarks on an M1 Max (WAL on, cache enabled):

KVault streaming + cache: 24K writes/s, 63K reads/s (examples/benchmark.py).
ColumnVault extend (i64): 12.5M ops/s; slicing 100 elements hits 2.3M slices/s.
DataPacker vector unpack: 35× faster than Python loops for 768-dim tensors.

Documentation

Documentation index
KVault Guide
TextVault Guide – Full-text search with BM25 ranking
ColumnVault Guide
Vector Storage & Search
DataPacker Reference
Architecture Deep Dive
Structured Data Cookbook

Development workflow

pip install -e .[dev]
maturin develop

Formatting/linting/testing before PR:

black .
cargo fmt
cargo clippy
maturin develop --release
pytest

PyO3 module: src/kvault-rust (use maturin develop if you prefer).
Format Python with black.
Keep docs updated and linked via docs/README.md.

License

Apache 2.0. See LICENSE.

Metadata

Release files for kohakuvault 0.9.0

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Source distribution (sdist)

Source distribution for kohakuvault 0.9.0
File	Size	Uploaded
kohakuvault-0.9.0.tar.gz	227.2 kB	Sep 22, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for kohakuvault 0.9.0
File	Interpreter	ABI	Platform	Reset
kohakuvault-0.9.0-cp314-cp314-win_amd64.whl 3.2 MB Sep 22, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
kohakuvault-0.9.0-cp314-cp314-manylinux_2_28_x86_64.whl 3.8 MB Sep 22, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ x86-64	Details
kohakuvault-0.9.0-cp314-cp314-manylinux_2_28_aarch64.whl 3.6 MB Sep 22, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.28+ ARM64	Details
kohakuvault-0.9.0-cp314-cp314-macosx_11_0_arm64.whl 3.3 MB Sep 22, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
kohakuvault-0.9.0-cp313-cp313-win_amd64.whl 3.2 MB Sep 22, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
kohakuvault-0.9.0-cp313-cp313-manylinux_2_28_x86_64.whl 3.8 MB Sep 22, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64	Details
kohakuvault-0.9.0-cp313-cp313-manylinux_2_28_aarch64.whl 3.6 MB Sep 22, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ ARM64	Details
kohakuvault-0.9.0-cp313-cp313-macosx_11_0_arm64.whl 3.3 MB Sep 22, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
kohakuvault-0.9.0-cp313-cp313-android_24_x86_64.whl 3.8 MB Sep 22, 2026	CPython 3.13	CPython 3.13	Android API level 24+ x86-64	Details
kohakuvault-0.9.0-cp313-cp313-android_24_arm64_v8a.whl 3.8 MB Sep 22, 2026	CPython 3.13	CPython 3.13	Android API level 24+ ARM64 v8a	Details
kohakuvault-0.9.0-cp312-cp312-win_amd64.whl 3.2 MB Sep 22, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_x86_64.whl 3.8 MB Sep 22, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64	Details
kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_aarch64.whl 3.6 MB Sep 22, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64	Details
kohakuvault-0.9.0-cp312-cp312-macosx_11_0_arm64.whl 3.3 MB Sep 22, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
kohakuvault-0.9.0-cp311-cp311-win_amd64.whl 3.2 MB Sep 22, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_x86_64.whl 3.8 MB Sep 22, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64	Details
kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_aarch64.whl 3.6 MB Sep 22, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64	Details
kohakuvault-0.9.0-cp311-cp311-macosx_11_0_arm64.whl 3.3 MB Sep 22, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
kohakuvault-0.9.0-cp310-cp310-win_amd64.whl 3.2 MB Sep 22, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_x86_64.whl 3.8 MB Sep 22, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64	Details
kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_aarch64.whl 3.6 MB Sep 22, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ ARM64	Details
kohakuvault-0.9.0-cp310-cp310-macosx_11_0_arm64.whl 3.3 MB Sep 22, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details

Total release size: 77.1 MB

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Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp313-cp313-android_24_x86_64.whl
SHA-256 checksum: 222bf8a0435b4340d1bd8d4d6296958b84664d8e0fb08d6d6513775575a69738 Verifying attestations

Release files / kohakuvault-0.9.0-cp313-cp313-android_24_arm64_v8a.whl

Download URL	kohakuvault-0.9.0-cp313-cp313-android_24_arm64_v8a.whl
Size	3.8 MB
Tags	Android API level 24+ ARM64 v8a CPython 3.13
SHA-256 checksum How to use checksums	`b709cdc3992b870bf7b43fec39d5f3f90daecc7482927934230b6ee850e08c01`
BLAKE2b-256 checksum How to use checksums	`aac2a8bc2875a370de9ac4d44dd51c17511453007d907f6085c4d24a09c80d03`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp313-cp313-android_24_arm64_v8a.whl
SHA-256 checksum: b709cdc3992b870bf7b43fec39d5f3f90daecc7482927934230b6ee850e08c01 Verifying attestations

Release files / kohakuvault-0.9.0-cp312-cp312-win_amd64.whl

Download URL	kohakuvault-0.9.0-cp312-cp312-win_amd64.whl
Size	3.2 MB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`64f9e2e218f9a72092e39f3fe9e8db62ac7a5801eeab675547680e16a1ebc546`
BLAKE2b-256 checksum How to use checksums	`4ab297ebd820fed67b858f7ea8d0d8bcab7989d83615152f972f873037f90c93`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp312-cp312-win_amd64.whl
SHA-256 checksum: 64f9e2e218f9a72092e39f3fe9e8db62ac7a5801eeab675547680e16a1ebc546 Verifying attestations

Release files / kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_x86_64.whl

Download URL	kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_x86_64.whl
Size	3.8 MB
Tags	CPython 3.12 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`96d12653a90323aec5619953512c2baba2e1db806617ecc4f59f4faf3c06a7d0`
BLAKE2b-256 checksum How to use checksums	`0bca9d73dff76250fab4794fe30935d66bd9d0fd810bdb77ab030d5c5a35d8d1`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_x86_64.whl
SHA-256 checksum: 96d12653a90323aec5619953512c2baba2e1db806617ecc4f59f4faf3c06a7d0 Verifying attestations

Release files / kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_aarch64.whl

Download URL	kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_aarch64.whl
Size	3.6 MB
Tags	CPython 3.12 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`3e48b609d659a47fafd9238ad2b30214cec72e2f5f26e96943ac41bd3128bf93`
BLAKE2b-256 checksum How to use checksums	`00b0507bcc7646d5edc13d8fb37473a50973427137c02c433a7ca700f9ac3dac`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp312-cp312-manylinux_2_28_aarch64.whl
SHA-256 checksum: 3e48b609d659a47fafd9238ad2b30214cec72e2f5f26e96943ac41bd3128bf93 Verifying attestations

Release files / kohakuvault-0.9.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	kohakuvault-0.9.0-cp312-cp312-macosx_11_0_arm64.whl
Size	3.3 MB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`fa5e8c9a4c5edc2557ace092ffd773414247b24419e6518908e5bc9ce6318693`
BLAKE2b-256 checksum How to use checksums	`68eea58a9c12eb951450dd996acab59dc5673a7a80e32179a4d969474e93c1f0`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: fa5e8c9a4c5edc2557ace092ffd773414247b24419e6518908e5bc9ce6318693 Verifying attestations

Release files / kohakuvault-0.9.0-cp311-cp311-win_amd64.whl

Download URL	kohakuvault-0.9.0-cp311-cp311-win_amd64.whl
Size	3.2 MB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`0e5e78d8c3591fe258db4d350a225c874fffb81b5ad1fde6c8f2aba0605a340d`
BLAKE2b-256 checksum How to use checksums	`6621e3ef51ea8d696ae6090b5950144afb5ea36e56d4e342069f893117195c52`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp311-cp311-win_amd64.whl
SHA-256 checksum: 0e5e78d8c3591fe258db4d350a225c874fffb81b5ad1fde6c8f2aba0605a340d Verifying attestations

Release files / kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_x86_64.whl

Download URL	kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_x86_64.whl
Size	3.8 MB
Tags	CPython 3.11 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`c54873c901bc36ea4733f3fba30d3dd595677c745a378dd25e3db24c63f9dbe6`
BLAKE2b-256 checksum How to use checksums	`844d3b9888acfaa5bab9f7d4d7163775c52eae835823fa540bd61a1b09674b5a`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_x86_64.whl
SHA-256 checksum: c54873c901bc36ea4733f3fba30d3dd595677c745a378dd25e3db24c63f9dbe6 Verifying attestations

Release files / kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_aarch64.whl

Download URL	kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_aarch64.whl
Size	3.6 MB
Tags	CPython 3.11 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`f7d46ec13614ada17c7b058342b95fa816eaf4b5c677bec2254dd926b342325e`
BLAKE2b-256 checksum How to use checksums	`d0c9d53abe239a0fac98648f03727e715b12a1c4d3ee924e72053c215fd1ba86`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp311-cp311-manylinux_2_28_aarch64.whl
SHA-256 checksum: f7d46ec13614ada17c7b058342b95fa816eaf4b5c677bec2254dd926b342325e Verifying attestations

Release files / kohakuvault-0.9.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	kohakuvault-0.9.0-cp311-cp311-macosx_11_0_arm64.whl
Size	3.3 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`329225472fad0710562d0be0e6058f56de78bdf95aa3af29c393fa802830efca`
BLAKE2b-256 checksum How to use checksums	`2c83f0dee2d0038634287e48243ef485f1e0b7d92241e5a8f8fcaecdfb7dabc3`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: 329225472fad0710562d0be0e6058f56de78bdf95aa3af29c393fa802830efca Verifying attestations

Release files / kohakuvault-0.9.0-cp310-cp310-win_amd64.whl

Download URL	kohakuvault-0.9.0-cp310-cp310-win_amd64.whl
Size	3.2 MB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`860d3e227ad4fba1830eafacd9ef69a13a5a02c7240e31fa4cb665f0630ee0be`
BLAKE2b-256 checksum How to use checksums	`f7e6ee77d3b464fa6b6f2cc062e3fdc4a0fa41b7c15e61bdc20c61f2001eb6f6`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp310-cp310-win_amd64.whl
SHA-256 checksum: 860d3e227ad4fba1830eafacd9ef69a13a5a02c7240e31fa4cb665f0630ee0be Verifying attestations

Release files / kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_x86_64.whl

Download URL	kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_x86_64.whl
Size	3.8 MB
Tags	CPython 3.10 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`60872408be0e80535a69ae49424020a447e1a7e760093c3df261b5145c976fd4`
BLAKE2b-256 checksum How to use checksums	`1ecd0e50ec941e0eb1835f7afcc20821df19e7563697db37cbf15fbb185a9842`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_x86_64.whl
SHA-256 checksum: 60872408be0e80535a69ae49424020a447e1a7e760093c3df261b5145c976fd4 Verifying attestations

Release files / kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_aarch64.whl

Download URL	kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_aarch64.whl
Size	3.6 MB
Tags	CPython 3.10 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`8e37354c1cc74a621b1faeb377ff947adbbdd8d10eefbedecbbab6eafae6d3f6`
BLAKE2b-256 checksum How to use checksums	`4a1b7d8cdd9147f2ad7bbad10fdb9649129dc7f61a62494ee5227ba3e2a88863`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp310-cp310-manylinux_2_28_aarch64.whl
SHA-256 checksum: 8e37354c1cc74a621b1faeb377ff947adbbdd8d10eefbedecbbab6eafae6d3f6 Verifying attestations

Release files / kohakuvault-0.9.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL	kohakuvault-0.9.0-cp310-cp310-macosx_11_0_arm64.whl
Size	3.3 MB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`599fef46f0f108c03cb0297fdf291f622c22580ace93557544292964b0728e51`
BLAKE2b-256 checksum How to use checksums	`ac3b4c6fbc15703ca4c8fb91bd8b3189bf9a43cd3e81c55428aafff66896b6c9`
Upload date	Sep 22, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/KohakuBlueleaf/KohakuVault
Publishing commit: github.com/KohakuBlueleaf/KohakuVault/tree/20f5fcfc97cc1bea1d3871c829ddba03cea24d19

Workflow

Publishing configuration: github.com/KohakuBlueleaf/KohakuVault/blob/20f5fcfc97cc1bea1d3871c829ddba03cea24d19/.github/workflows/release.yml
Publishing logs: github.com/KohakuBlueleaf/KohakuVault/actions/runs/35748168423/attempts/1

Artifact

Subject: kohakuvault-0.9.0-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 599fef46f0f108c03cb0297fdf291f622c22580ace93557544292964b0728e51 Verifying attestations