vision-squeezer (Python)
Python bindings for vision-squeezer — LLM-native image optimization. Reduces vision model token consumption by snapping to tile boundaries.
Install
pip install vision-squeezer
From source (requires Rust + pip install maturin):
cd python && maturin develop --release
Usage
import vision_squeezer as vs
# Optimize an image on disk and write next to it.
report = vs.optimize_image(
"screenshot.png",
model="claude",
quality=75,
output_path="screenshot.optimized.jpg",
)
print(f"Saved {report['tokens_saved']} tokens, {report['size_reduction_pct']:.1f}% smaller")
# Or work with raw bytes.
with open("screenshot.png", "rb") as f:
raw = f.read()
report = vs.optimize_image(raw, model="gpt4o", format="webp")
# report["bytes"] holds the optimized image
# report["base64"] is the same image, base64-encoded
# Estimate tokens without optimizing.
est = vs.estimate_tokens(4096, 3072, model="claude")
print(est) # {'model': 'claude', 'tokens': ..., 'tiles': ...}
# Optimal send dimensions for a given model.
print(vs.optimal_dimensions(4096, 3072, model="gpt4o"))
Supported models
claude(3.5 / 4.x — area-based token estimation)gpt4o(GPT-4o / 4.5 — 2048 fit then 768 short-side, 512px tiles)gpt5(GPT-5/5.5 — 6000px max, 10.24M pixel cap, 1536 token cap)gemini(Gemini 2.0/3.0 — flat 258 ≤384×384, else 768px tiles)
Output formats
jpeg (default) and webp. Format affects bytes, not tokens.
1 maintainer
Metadata
1 maintainer
Release files for vision-squeezer 0.8.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| vision_squeezer-0.8.0.tar.gz | 10.4 MB | Details |
Built distributions (wheels)
| File | Reset | |||
|---|---|---|---|---|
| vision_squeezer-0.8.0-cp38-abi3-win_amd64.whl | CPython 3.8 | abi3 | Windows x86-64 | Details |
| vision_squeezer-0.8.0-cp38-abi3-manylinux_2_28_x86_64.whl | CPython 3.8 | abi3 | Linux glibc 2.28+ x86-64 | Details |
| vision_squeezer-0.8.0-cp38-abi3-manylinux_2_28_aarch64.whl | CPython 3.8 | abi3 | Linux glibc 2.28+ ARM64 | Details |
| vision_squeezer-0.8.0-cp38-abi3-macosx_11_0_arm64.whl | CPython 3.8 | abi3 | macOS 11.0+ ARM64 | Details |
| vision_squeezer-0.8.0-cp38-abi3-macosx_10_12_x86_64.whl | CPython 3.8 | abi3 | macOS 10.12+ x86-64 | Details |
Total release size: 26.1 MB
Release files / vision_squeezer-0.8.0.tar.gz
| Download URL | vision_squeezer-0.8.0.tar.gz |
|---|---|
| Size | 10.4 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
1f01921a92892cec7b7810d07f196e8983b03eca861cf564ebcf29c01f238f8c
|
|
BLAKE2b-256 checksum How to use checksums |
3828ed3efc55f7ea4af41aef56f5702408f2aaf9f61637c53ee2e412afcba74a
|
| 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 Oct 1, 2026.
Transparency logRelease files / vision_squeezer-0.8.0-cp38-abi3-win_amd64.whl
| Download URL | vision_squeezer-0.8.0-cp38-abi3-win_amd64.whl |
|---|---|
| Size | 3.7 MB |
| Tags | CPython 3.8 Windows x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
f91094aa42db2a5eba04f6b1be957091221a30f22126e3974c323b5033d7bd0b
|
|
BLAKE2b-256 checksum How to use checksums |
0a4621f77f0e5b193e466132a6ddd63dcfbb0215c1c203f57e3476f81a780b07
|
| 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 Oct 1, 2026.
Transparency logRelease files / vision_squeezer-0.8.0-cp38-abi3-manylinux_2_28_x86_64.whl
| Download URL | vision_squeezer-0.8.0-cp38-abi3-manylinux_2_28_x86_64.whl |
|---|---|
| Size | 3.2 MB |
| Tags | CPython 3.8 Linux glibc 2.28+ x86-64 abi3 |
|
SHA-256 checksum How to use checksums |
41845730d817be9c72772a1465ec59ee1311ee857f577dffed157a5d5d19773e
|
|
BLAKE2b-256 checksum How to use checksums |
4ae5cdce4ca5b51ace79db4c5601b7c1814564bfcf8d9c5b6a470efe40e2dede
|
| 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 Oct 1, 2026.
Transparency logRelease files / vision_squeezer-0.8.0-cp38-abi3-manylinux_2_28_aarch64.whl
| Download URL | vision_squeezer-0.8.0-cp38-abi3-manylinux_2_28_aarch64.whl |
|---|---|
| Size | 3.1 MB |
| Tags | CPython 3.8 Linux glibc 2.28+ ARM64 abi3 |
|
SHA-256 checksum How to use checksums |
f7a3f571898f5dbf818a2bd56e6ae1b69a9dbe70f3776258feab02099dea90a1
|
|
BLAKE2b-256 checksum How to use checksums |
a15bf7be9eac13b43c0a155d4c29a24a37c98911ad61b8c95fd9b7387d184315
|
| 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 Oct 1, 2026.
Transparency logRelease files / vision_squeezer-0.8.0-cp38-abi3-macosx_11_0_arm64.whl
| Download URL | vision_squeezer-0.8.0-cp38-abi3-macosx_11_0_arm64.whl |
|---|---|
| Size | 2.8 MB |
| Tags | CPython 3.8 abi3 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
f229c216a4b42aa9739f298f97febb86aa3c2f2fb607dccc0e97224724fbdbd4
|
|
BLAKE2b-256 checksum How to use checksums |
4904188b386faa134c243c257f7c130b8719c0845659d2ca9d6b1659fbdb0723
|
| 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 Oct 1, 2026.
Transparency logRelease files / vision_squeezer-0.8.0-cp38-abi3-macosx_10_12_x86_64.whl
| Download URL | vision_squeezer-0.8.0-cp38-abi3-macosx_10_12_x86_64.whl |
|---|---|
| Size | 3.0 MB |
| Tags | CPython 3.8 abi3 macOS 10.12+ x86-64 |
|
SHA-256 checksum How to use checksums |
9dd94ba7521b56906c18ec46fa82cf7627c5e4664ee95c95c06c30541f06a3a8
|
|
BLAKE2b-256 checksum How to use checksums |
c3b5a994bd439900b442b01195a81207bc0f3c31bcbc5304461096fe955cb3c6
|
| 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 Oct 1, 2026.
Transparency log
