Skip to main content

ChromaPakZ

ChromaPakZ — lossless RGBD video encoder

A lossless RGBD video codec (クロマパックZ): a single ordinary .webm that carries one or more viewable RGB tracks alongside bit-exact 16-bit auxiliary signals — depth, object IDs, packed normals, or any other W×H uint16 plane — all kept in sync. Its design goals:

  • a legacy player shows plain RGB — the depth rides in extra tracks an ordinary player ignores;
  • it uses only royalty-free codecs (VP9 / libvpx, BSD-licensed) — no GPL encoder, no patent pool;
  • it runs in the browser through WebCodecs — no WASM on Chromium, with a small libvpx-WASM fallback for engines whose native path isn't bit-exact;
  • each 16-bit signal is packed with a single reversible map, not a stack of per-range slices to manage;
  • multiple lossless uint16 signals (depth, object IDs, …) share one container, frame-aligned;
  • multiple synchronized RGB streams for stereo / multi-camera rigs — one per camera, same clusters, same timeline;
  • each stream at its own resolution — depth at sensor size (256×192 LiDAR) beside full-resolution video, frame-aligned all the same;
  • the display track can be 8-bit SDR or 10-bit HDR10/HLG (VP9 profile 2, BT.2020, with the WebM Colour element players actually read).

The same format is implemented three times — browser (WebCodecs), C++ (libvpx), and Python — and a file written by any one of them decodes bit-exactly in the other two. One exception, by design: HDR display tracks are written by the C++/Python encoders only, and a browser plays them in <video> rather than decoding them through the JS library (the lossless signals still decode everywhere).

Quickstart

# Python — self-contained wheels (libvpx is linked in; no build tools needed)
pip install chromapakz
python -c "import chromapakz as cz; print(cz.inverse_depth_spec(0.3, 9.0))"
#   cz.encode({"depth": u16}, specs={"depth": cz.inverse_depth_spec(near, far)}, rgb=rgba)

# Browser — streaming encode/decode, WebCodecs with a per-operation WASM fallback (docs/API.md)
npm install chromapakz
#   import { createEncoder, createDecoder } from 'chromapakz';
#   createEncoder({ signals: [{ id:'depth', near, far }, { id:'objectId' }] })
#   createDecoder(bytes).readFrame() -> { rgb, signals: { depth: { u16 }, objectId: { u16 } } }

# Browser demo — encode→file→decode→view, entirely in-page (no WASM on Chromium)
python3 -m http.server 8000      # from the repo root, then open http://localhost:8000/demo/

Building from a checkout instead (C++ CLI, or a platform with no wheel) needs libvpx dev headers, pkg-config, CMake and a C++17 compiler — brew install libvpx pkg-config cmake ninja, or apt-get install libvpx-dev pkg-config cmake ninja-build g++:

pip install .                    # pip compiles the native core via CMake and bundles it

cmake -S . -B build && cmake --build build -j     # or: native/build.sh
./build/dccli selftest
./build/dccli decodesignal clip.webm depth depth.u16

Encoding an HDR display track additionally needs a libvpx built with --enable-vp9-highbitdepth (VP9 profile 2, 10-bit). Homebrew's and Debian's packages have it; a libvpx without it builds and runs everything else fine, and fails only when an HDR encode opens its encoder — encode failed (2) / "the RGB encoder could not be opened". Check yours with nm -g $(pkg-config --variable=libdir vpx)/libvpx.a | grep -c highbd (0 means no), and see scripts/install-libvpx.sh for the flags the wheels are built with.

How it works

Layer Choice
Container WebM / Matroska, multi-track. The primary RGB stream is track 1, so any player shows it; depth tracks are ignored by players that don't know them. A Duration, a Cues index, and ~1 s RGB keyframes make it seekable in <video> (depth stays single-keyframe — it isn't what <video> plays).
RGB tracks Normal, viewable video streams: 8-bit VP9, YUV 4:2:0, BT.709 full-range — or, for HDR, VP9 profile 2, 10-bit, BT.2020 broadcast-range with a WebM Colour element. One per camera for stereo / multi-camera rigs (rgbs); legacy readers see the primary.
Lossless signals Each signal: optional quant (e.g. inverse-depth for float depth) → uint16 → triangle-fold 8+8 → two VP9 lossless tracks. Add object IDs, labels, etc. as additional signal pairs.
Metadata v4 — rgbs[] (every RGB stream) + signals[] (each signal: id, tracks, scheme, quant); any entry may carry its own width/height (files whose streams all share the file resolution stay v3, byte-identical).

Inverse-depth quantization spends precision where it matters (near surfaces), matching how stereo/ToF sensors behave. Float can't be stored losslessly in 16 bits, so this quantization is the format's defined precision boundary; everything below it is bit-exact.

Triangle-fold is the key trick. Split a 16-bit value into a high and low byte the naive way (d & 0xFF) and the low byte becomes a sawtooth — a hard 255→0 cliff every 256 levels. Those manufactured edges defeat any spatial predictor, since the codec sees a discontinuity wherever the depth simply crosses a byte boundary. Reflecting every other segment (lo = (high & 1) ? 255 - lo : lo) turns that sawtooth into a continuous triangle wave with no cliffs, so VP9's predictor sees smooth gradients again. One reversible map, nothing to manage.

Full color range is signaled in the bitstream (VP9E_SET_COLOR_RANGE), so a range-honouring decoder returns the packed luma unscaled instead of applying a limited-range conversion that would corrupt depth.

Why these choices (measured, not assumed — Chromium 148)

WebCodecs has no "lossless" switch, so every claim here is a measurement from experiments/webcodecs-lossless:

  • VP9 at QP 0 is bit-exact through WebCodecs; AV1 is not (AV1 quantizer:0 drifts by up to ~257). So VP9 carries depth; AV1 is fine only for the lossy RGB track.
  • Triangle-fold beats a naive byte-split by ~13%, and inter-coding cuts another ~52% (and stays bit-exact across the GOP) — most of what looks like incompressible LSB noise is actually static fold structure that temporal prediction removes.
  • 8+8 beats high-bit-depth. 10-bit VP9 encode is available in browsers, but a 10+6 split is ~4% worse than 8+8 and narrows browser reach, so 8+8 wins on both counts.

docs/EVALUATION.md is the full due-diligence record: every codec/container/packing alternative considered, the constraint that eliminates each, a head-to-head benchmark (ChromaPakZ beats FFV1, PNG-16 and x264 on the same 16-bit depth, beats x265/HEVC at matched 11-bit precision, and lands within 1–2% of LZMA), cited licensing/browser facts, and a sensitivity analysis of when a different choice would win.

What it costs

Lossless 16-bit depth of a real sensor is noise-bound: the low bits are largely sensor noise, and lossless coding must preserve every bit of it. On real Kinect data (TUM RGB-D fr1/desk, 30 frames at 640×480, 78% valid):

track bits / pixel
RGB 0.19
depth (hi + lo) 0.50 + 4.35
total 5.04

— depth round-tripped bit-exact. Reproduce with examples/tum_fr1desk.py (see its header for the one-line dataset fetch).

The one knob that moves this is the quantization precision relative to the sensor's noise floor. Spread depth across all 65,535 codes and each step is far finer than the noise, so the codec dutifully archives the randomness bit for bit. Coarsen the grid to match the noise and the cost collapses — with no loss of real signal. The sweep below is measured on the synthetic benchmark clip (make_synthetic_rgbd.py, range ≈0.9–7.8 m) — a separate clip from the TUM numbers above:

effective bits depth precision at 7.8 m depth bpp
16 (default) 0.9 mm per step 13.2
12 14 mm per step 9.7
11 28 mm per step 8.1
10 56 mm per step 6.9

(Reproduce the bpp column with python python/benchmark_codecs.py.) levels is a first-class, metadata-stored parameter (default 65536 = full 16-bit) shared by all three implementations, so reduced-precision files reconstruct identically everywhere. Set it with chromapakz-ingest --depth-bits N or the levels= argument.

Codec rate-distortion

This is a separate axis from precision: how faithfully the codec carries whatever quantized depth you give it. PSNR here is the encode→decode path measured against the source codes.

ChromaPakZ codec rate-distortion

The lossless codecs all sit on the ∞-dB band — they reproduce depth exactly and differ only in size, where ChromaPakZ (VP9) is smallest, just under FFV1, with PNG-16 well behind. The blue curve is ChromaPakZ's own near-lossless option (sweeping the VP9 quantizer trades fidelity for size), but the default operating point is QP 0, bit-exact. Regenerate with python python/plot_rd.py.

A note on ffmpeg. Decoding ChromaPakZ files with ffmpeg (or any conformant VP9 decoder) is bit-exact. But encode with ChromaPakZ, not the ffmpeg CLI: ffmpeg -c:v libvpx-vp9 -lossless 1 is lossless yet ~3× larger (≈39 vs ≈13 bpp) — same library, far worse coding decisions, and no flag tested closes the gap. python/plot_rd.py therefore uses the real WebCodecs encoder for the VP9 numbers.

Cross-language implementations

All three read and write the identical .webm, verified bit-exact in every direction (browser ⇄ C++ ⇄ Python), and produce standard files — ffprobe reports matroska,webm with one VP9 stream per RGB camera plus two per lossless signal, and ffmpeg decodes track 0 as plain RGB when present. The one asymmetry is HDR: a 10-bit display track is written natively (C++/Python) and played by the browser rather than decoded by the JS library, which skips it and still decodes every signal.

Format schema: docs/FORMAT.md. API: docs/API.md.

Surface Codec Build
Browser WebCodecs VP9 none — src/chromapakz.js, src/signals.js, src/webm.js. Multi-signal streaming API.
C++ libvpx VP9 CMake → build/_core + dccli (dc_encode_multi, dc_decode_signal)
Python ctypes → C++ pip install . — encode(), create_encoder(), decode(), parse_metadata()
./build/dccli encodergbd rgb.rgba depth.u16 W H N fps near far kbps out.webm
./build/dccli decodesignal clip.webm objectId ids.u16
./build/dccli decodergb  clip.webm rgb.rgba

Real-data ingestion

Shipped in the wheel, so these work straight after pip install chromapakz:

  • chromapakz.ingest — load depth (.exr / .npy / .npz / 16-bit PNG·TIFF / raw) and optional RGB (image sequence, video via ffmpeg, or array), auto-derive inverse-depth near/far from percentiles, encode, and report real per-track bpp. Invalid pixels (<=0/NaN) map to code 0. Importable (from chromapakz.ingest import encode_clip) or as the chromapakz-ingest command: chromapakz-ingest --depth 'd_*.exr' --rgb 'rgb_*.png' -o clip.webm --report --verify
  • chromapakz.webm_inspect — pure-Python EBML parser for the per-track byte breakdown (no native deps).

Repo-only dev scripts under python/:

  • make_synthetic_rgbd.py — a realistic RGBD generator (smooth surfaces, depth edges, disparity-domain noise, occlusion shadows, dropout holes) for when you don't have a sensor handy.
  • benchmark_codecs.py, plot_rd.py — the benchmark and rate-distortion plots.

How it relates to RealSense / Kinect

Depth-camera ecosystems already split into two camps; ChromaPakZ takes the best of both.

  • Intel RealSense colorizes 16-bit depth into an RGB image (Hue, ~10.5 effective bits) and encodes that with a stock H.264/H.265 codec. Great for streaming and reuse of hardware codecs, but lossy — unfit for ground-truth or archival depth.
  • Kinect / RGBD datasets store depth raw or as 16-bit PNG. Azure Kinect even records to Matroska with a 16-bit depth track (lossless via per-frame PNG); TUM RGB-D, NYU and ScanNet use 16-bit PNG sequences. Bit-exact, but intra-only and large — no temporal compression.
RealSense colorize Kinect / PNG ChromaPakZ
bit-exact 16-bit depth ✗ (lossy) ✓ ✓
RGB plays in any legacy player ✓ — ✓
inter-frame (temporal) compression ✓ (lossy) ✗ ✓ (lossless)
royalty-free, browser-native (no WASM on Chromium) — — ✓

That Azure Kinect already chose Matroska — WebM's basis — is telling. ChromaPakZ differs by compressing depth losslessly (VP9 + triangle-fold, inter-coded) rather than storing raw or intra PNG, and by running in the browser. Sources: RealSense colorized depth, Azure Kinect record format.

Repository layout

src/          chromapakz.js, signals.js, webm.js, chromapakz-core.js
native/       chromapakz.{h,cpp}, dccli.cpp
python/       chromapakz/ (pip package: __init__.py, ingest.py, webm_inspect.py)
              make_synthetic_rgbd.py, benchmark_codecs.py, plot_rd.py   (repo-only dev scripts)
demo/         index.html                     in-browser encode→decode→view
examples/     tum_fr1desk.py
experiments/  webcodecs-lossless/            run.mjs, smoke-demo.mjs, headless tests
docs/         FORMAT.md, API.md, EVALUATION.md, RELEASING.md
tests/        test_*.py (pytest) + *.test.mjs (node --test), both glob-discovered; fixtures/

CI builds and tests on Linux + macOS and runs the in-browser VP9-lossless probe in headless Chromium; docs/RELEASING.md covers wheels and PyPI publishing. The full design rationale and benchmarks are in docs/EVALUATION.md.

Status & limitations

Working end-to-end and verified across all three implementations. Honest caveats:

  • Browser support is engine-specific (measured, EVALUATION.md §11): native WebCodecs lossless encode is Chromium-only today (WebKit lacks WebCodecs' quantizer mode; Firefox's QP 0 isn't lossless); native lossless decode works on Chromium and WebKit/Safari, while Firefox decodes VP9 to color-converted BGRX. Where native can't be trusted, the library transparently falls back to a bundled libvpx-WASM codec, chosen per operation by a cached runtime probe — so a decode-only browser (e.g. Safari) downloads only vp9-decode.wasm and never the larger encoder, and vice-versa. Force it with backend: 'webcodecs' | 'wasm' (default 'auto'); see docs/API.md. These are Playwright engine builds — reconfirm on shipping browsers before hard claims.
  • "Royalty-free" reflects the AOMedia/Google position on VP9; Sisvel operates pools that dispute it.
  • An auto precision picker (estimate the sensor noise floor to choose --depth-bits) is future work.
  • Network byte streaming is supported via onChunk on encode and createDecoder() + push()/finish() on decode; Python has the same streaming encoder as create_encoder(), for live recording. See docs/API.md.

Metadata

Release files for chromapakz 0.10.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for chromapakz 0.10.0
File Size Uploaded
chromapakz-0.10.0.tar.gz 2.3 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for chromapakz 0.10.0
File
chromapakz-0.10.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
chromapakz-0.10.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64 Details
chromapakz-0.10.0-cp314-cp314-macosx_13_0_arm64.whl CPython 3.14 CPython 3.14 macOS 13.0+ ARM64 Details
chromapakz-0.10.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
chromapakz-0.10.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
chromapakz-0.10.0-cp313-cp313-macosx_13_0_arm64.whl CPython 3.13 CPython 3.13 macOS 13.0+ ARM64 Details
chromapakz-0.10.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
chromapakz-0.10.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
chromapakz-0.10.0-cp312-cp312-macosx_13_0_arm64.whl CPython 3.12 CPython 3.12 macOS 13.0+ ARM64 Details
chromapakz-0.10.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
chromapakz-0.10.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
chromapakz-0.10.0-cp311-cp311-macosx_13_0_arm64.whl CPython 3.11 CPython 3.11 macOS 13.0+ ARM64 Details
chromapakz-0.10.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
chromapakz-0.10.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
chromapakz-0.10.0-cp310-cp310-macosx_13_0_arm64.whl CPython 3.10 CPython 3.10 macOS 13.0+ ARM64 Details
chromapakz-0.10.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
chromapakz-0.10.0-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64 Details
chromapakz-0.10.0-cp39-cp39-macosx_13_0_arm64.whl CPython 3.9 CPython 3.9 macOS 13.0+ ARM64 Details

Total release size: 20.5 MB

Release files / chromapakz-0.10.0.tar.gz

Download URL chromapakz-0.10.0.tar.gz
Size 2.3 MB
Tags Source
SHA-256 checksum
How to use checksums
2a25c682803a74015a96c40e04325e02c364bf47a1b15b3d48cad9b2da03dad7
BLAKE2b-256 checksum
How to use checksums
43d8a775553fe1ba06ed4b1b8184046a34e829fed0116955e79a4b94f09f2ea4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL chromapakz-0.10.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 1.2 MB
Tags CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
6b934becc37ebc8b3234e382f5b2f50ad4a665c3730f35ce70140616315489c2
BLAKE2b-256 checksum
How to use checksums
b798cf3bd1d68f9e44ab69a99e9011674590793485f4b110b3a084b25829d3d1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL chromapakz-0.10.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size 1.2 MB
Tags CPython 3.14 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
65454a9def244059d3551842a5d3df2e731805f5183e2d1007b2ef772aee38f9
BLAKE2b-256 checksum
How to use checksums
16809666da9b012646be9b5e6a9999d39365b497134a4a3400502be21795591a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp314-cp314-macosx_13_0_arm64.whl

Download URL chromapakz-0.10.0-cp314-cp314-macosx_13_0_arm64.whl
Size 696.3 kB
Tags CPython 3.14 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
fb38bc457e5e5eacb98b35336dc6fe3a6ac5791d0e11a9f7f7ac432594633e72
BLAKE2b-256 checksum
How to use checksums
5d6c9dec0bb62bee9cb6d0941697932b68974f81c92e5489e9d4297f6cd9cc93
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL chromapakz-0.10.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 1.2 MB
Tags CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
4220451a114dab0b0b3f6a44ad21c20307b26615ce4d750ad1aaaf27307babf1
BLAKE2b-256 checksum
How to use checksums
244bc97e0876a1c3a4df60a63914689ea40705e2542db1cac5088c381a0cfb08
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL chromapakz-0.10.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size 1.2 MB
Tags CPython 3.13 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
5f27e06da0169bdfa5c3ace40cdba1532706c48946259f742c956773a6a0ba35
BLAKE2b-256 checksum
How to use checksums
ed62d44f9732020d12e3ab8a46c9eaa3b5ce5b96ab793051679781cb2f2d960f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp313-cp313-macosx_13_0_arm64.whl

Download URL chromapakz-0.10.0-cp313-cp313-macosx_13_0_arm64.whl
Size 696.3 kB
Tags CPython 3.13 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
bbafb20e39788f693befe1f68b6556007f67a8522a1170dc7dfaecea41b0b27b
BLAKE2b-256 checksum
How to use checksums
f75d21abe0809a9502529675472eeee59399ff3f5de170fd581fc100213e8d6e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL chromapakz-0.10.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 1.2 MB
Tags CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
f0cbc2ee3b3fa2f6fdfa72d20d63f7caf43621a4c854291010dbbb3f5f5dea66
BLAKE2b-256 checksum
How to use checksums
5a828b030910228cc2c245e55dfcb89b21ce8c5ef2d836c8e18c60d8250e1583
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL chromapakz-0.10.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size 1.2 MB
Tags CPython 3.12 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
be7579b7d6c171f10e5308151479500f756cf7ea785cbd8d47ceee122bf80414
BLAKE2b-256 checksum
How to use checksums
78cc115442f350dc5dc0ca518401d1a7af12034f51c3f92676f2bc5ffb9c4f1b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp312-cp312-macosx_13_0_arm64.whl

Download URL chromapakz-0.10.0-cp312-cp312-macosx_13_0_arm64.whl
Size 696.3 kB
Tags CPython 3.12 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
04c0d50aaee3ecfe7d99fd5bb37668b6f9633bd8b4604fa0cccf2c10d3218168
BLAKE2b-256 checksum
How to use checksums
d8c9e8ce598f009316b80faae9d1b9bc275f1a305b4d4c98beab7e74e1fb9809
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL chromapakz-0.10.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 1.2 MB
Tags CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
9b318b141a7a4d748098417c306dd30459bd48b5a645fcc66008dbb86faefede
BLAKE2b-256 checksum
How to use checksums
7b9f785811a8de32f66ea7f2e51027d4bf1e2265ab417e866b102ac01add0da8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL chromapakz-0.10.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size 1.2 MB
Tags CPython 3.11 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
07798de09c578a58b3103bd2878ddb8f1b57729fb149f231e2c9dfa98e6063ac
BLAKE2b-256 checksum
How to use checksums
fa951930d7ed6ec8b534bd6942a19b032fe3647225330ade9ff5a21e2b117365
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp311-cp311-macosx_13_0_arm64.whl

Download URL chromapakz-0.10.0-cp311-cp311-macosx_13_0_arm64.whl
Size 696.3 kB
Tags CPython 3.11 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
3cd459e9be07e84d320e18b5ccd8bb26db2ca9a448a82779153c301e32b74b2b
BLAKE2b-256 checksum
How to use checksums
9106b66389218a10fcea7d38651db0cf6b257f950b67413d94393c7def98dbfb
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL chromapakz-0.10.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 1.2 MB
Tags CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
a61ade19db2097192658a91f9bb7ddf0314f9c2e4b3a71b34df7dea484d07d5b
BLAKE2b-256 checksum
How to use checksums
c90ebf5cc916072a2d91123fd965c674fa616a1b02359d054153a036e4dac02a
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL chromapakz-0.10.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size 1.2 MB
Tags CPython 3.10 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
c9d5c1ba2a908379b8766456fbb88ff1437b0db0015a988dbe43b0632788b4f2
BLAKE2b-256 checksum
How to use checksums
9b6fc8283bb1bd9c71bf9fb70347dc4ffdc3e5ffab4dcfcb039f02e4726fa0f8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp310-cp310-macosx_13_0_arm64.whl

Download URL chromapakz-0.10.0-cp310-cp310-macosx_13_0_arm64.whl
Size 696.3 kB
Tags CPython 3.10 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
15baae23893504b696d02b537201fb04e8b90788aae30ad521aaa7169f7ad5ec
BLAKE2b-256 checksum
How to use checksums
00216d6cbb6212085000af545c64ac05844f5a299d66e42a9ab166e4c325f06c
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL chromapakz-0.10.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 1.2 MB
Tags CPython 3.9 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
7f92ab7c8f90bb5505d90933746dd63f01b395f2f171da2570d30ebb8c071259
BLAKE2b-256 checksum
How to use checksums
abdd22058d35cd02dbd873204f787e8761f91852beeea36959bf790c7a678b98
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL chromapakz-0.10.0-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size 1.2 MB
Tags CPython 3.9 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum
How to use checksums
52bdd883d5f2ccb33a823e90e17ef0a8b999f5acd84e8efa6485b60a67fa93c9
BLAKE2b-256 checksum
How to use checksums
c73ea716bd0b765a592e04ab79d1daf30ac1e508bdaeee1aae5c9589b5b0e388
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release files / chromapakz-0.10.0-cp39-cp39-macosx_13_0_arm64.whl

Download URL chromapakz-0.10.0-cp39-cp39-macosx_13_0_arm64.whl
Size 696.3 kB
Tags CPython 3.9 macOS 13.0+ ARM64
SHA-256 checksum
How to use checksums
ec1b7ef64919f474d7216151236e22eb1de1c27903ee421201171d05653fbec3
BLAKE2b-256 checksum
How to use checksums
3db38ca7060499492b596a6eb211188f82960c38b28aaa116b5bb612a6afd68e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Aug 12, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

0.10.0 This release

19 release files

0.9.1

19 release files

0.3.0

19 release files

0.2.0

16 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page