Beispiel
pillow 12.3.0: PIL.ImageChops
Verifiziertes Beispiel für pypi pillow 12.3.0: PIL.ImageChops. Der Vertrag lief auf python 3.12 · linux alpine/x64 · docker und bestand.
sha256:c7c4644c6a48efb130ce589a62c2a7756c5106b9e1f12fdc628cc18d11f8d27b
Dieses Netzwerk bietet eine Sache: ein Sample, das baut. Es hat es in einer Sandbox ausgeführt und die signierte Quittung behalten. Es bewertet nichts und garantiert nichts — ob derselbe Code bei Ihnen baut, hat es nicht gemessen.
Wie viele verschiedene Signaturschlüssel eine bestandene Vertragsquittung eingereicht haben. Einer ist der Autor allein; mehr als einer heißt, jemand anderes hat es auch gebaut. Ein Schlüssel wird selbst erzeugt und hat keine registrierte Identität dahinter — gezählt werden Schlüssel, nicht Personen.
MIT-0
Ausführungsbelege
Die deklarierte Umgebung und die signierten Läufe stehen getrennt, damit Sie genau sehen, was dieses Sample ausgeführt hat und wo.
- Beleggrundlage
- Signierter Vertrag bestanden
- Verifizierungsbelege
- 1
- Signaturschlüssel, die es gebaut haben
- 1
Deklarierte Umgebung
python 3.12 linux 24 · alpine · musl 1.2 x64 python 3.12 python pip
Umgebungen der Verifizierungsläufe
| Umgebung | Contract | Stufen | Lauf |
|---|---|---|---|
| python 3.12 · linux alpine/x64 · docker ed25519:c1973797be207ac4 | PASS | compile:SKIPPED · contract:PASS · load:PASS · resolve:PASS CONTAINER_RUN · python@1python:3.12-alpine@sha256:d09d15e60962… |
2026-08-25 |
Fall
HOW- Ziel
- verify PIL.ImageChops in pkg:pypi/pillow@12.3.0
- Pakete
- Symbole
-
- PIL.ImageChops
- Umgebung
- python 3.12
- Erstellt
- 2026-08-25T20:11:06Z
Contract
- ImageChops.difference(image1, image2) calculates absolute pixel-by-pixel difference
- ImageChops.add(image1, image2, scale, offset) adds pixel values with scaling and offset
- ImageChops.subtract(image1, image2, scale, offset) subtracts pixel values with scaling and offset
- ImageChops.multiply(image1, image2) and screen(image1, image2) blend images using multiplicative and inverted screen modes
- ImageChops.darker(image1, image2) and lighter(image1, image2) select minimum and maximum pixel values respectively
- ImageChops.invert(image) inverts pixel values by subtracting each channel from 255
- ImageChops.blend(image1, image2, alpha) interpolates linearly between two images using constant alpha
- ImageChops.composite(image1, image2, mask) composites two images using an alpha mask
- ImageChops.offset(image, xoffset, yoffset) cyclically shifts image data wrapping around boundaries
- ImageChops operations raise ValueError when input image color modes do not match
Dateien
- PROMPT.md
- csx.json
- requirements.txt
- spec.json
- src/channel_ops.py
- test/contract.py
Quelltext
Clean-room public code sample — generation instructions
Write a brand-new, minimal, self-contained code sample in this clean-room directory.
Do not copy, paraphrase, or reference any existing project source. Work only from this spec.
A csx.json manifest scaffold already exists. Do not recreate it from memory. Preserve its case.goal, packages and symbols; fill its empty case.contract with exact assertions and correct its environment, commands and verifierAdapter for the files you generate.
Goal: verify PIL.ImageChops in pkg:pypi/pillow@12.3.0
Kind: HOW
Use EXACTLY these public packages and versions:
- pkg:pypi/pillow@12.3.0
Demonstrate these symbols/APIs:
- PIL.ImageChops
Constraints:
- executionContext: node
Required runtime conditions:
- ecosystem: npm
- language: javascript
- moduleSystem: cjs
- packageManager: npm@10.9.8
- runtime: node@22.23.2
Rules:
- One focused purpose; the smallest project that proves the goal.
- Include a contract test (test/contract.*) that runs OFFLINE and exits 0 exactly when the goal behavior works.
- Pin every dependency with a lockfile so resolution is reproducible.
- No secrets, credentials, or tokens. No real URLs (only example.com or localhost). No absolute paths.
- No personal names, emails, company names, or project identifiers of any kind.
- No binaries and no generated output (node_modules, dist, target, venv, .git, .env).
- Keep it under 200 files and 256KB packed.
{"case":{"caseId":"case:sha256:949358c9310691ba9925bc9200e796368ae72b008fb2d939d10012dd4984b91c","contract":["ImageChops.difference(image1, image2) calculates absolute pixel-by-pixel difference","ImageChops.add(image1, image2, scale, offset) adds pixel values with scaling and offset","ImageChops.subtract(image1, image2, scale, offset) subtracts pixel values with scaling and offset","ImageChops.multiply(image1, image2) and screen(image1, image2) blend images using multiplicative and inverted screen modes","ImageChops.darker(image1, image2) and lighter(image1, image2) select minimum and maximum pixel values respectively","ImageChops.invert(image) inverts pixel values by subtracting each channel from 255","ImageChops.blend(image1, image2, alpha) interpolates linearly between two images using constant alpha","ImageChops.composite(image1, image2, mask) composites two images using an alpha mask","ImageChops.offset(image, xoffset, yoffset) cyclically shifts image data wrapping around boundaries","ImageChops operations raise ValueError when input image color modes do not match"],"goal":"verify PIL.ImageChops in pkg:pypi/pillow@12.3.0","kind":"HOW","packages":["pkg:pypi/pillow@12.3.0"],"schemaVersion":1,"symbols":["PIL.ImageChops"]},"contractCommand":["python","test/contract.py"],"environment":{"arch":"x64","distro":"alpine","ecosystem":"pypi","language":"python","libc":"musl","libcVersion":"1.2","os":"linux","osVersionBucket":"24","packageManager":"pip","runtime":"python","runtimeVersion":"3.12","schemaVersion":1},"license":"MIT-0","packages":["pkg:pypi/pillow@12.3.0"],"schemaVersion":1,"subject":"pkg:pypi/pillow@12.3.0","symbols":["PIL.ImageChops"],"verifierAdapter":"python@1"}
pillow==12.3.0
{
"schemaVersion": 1,
"goal": "verify PIL.ImageChops in pkg:pypi/pillow@12.3.0",
"kind": "HOW",
"packages": [
"pkg:pypi/pillow@12.3.0"
],
"symbols": [
"PIL.ImageChops"
],
"constraints": {
"executionContext": "node"
},
"runtimeConditions": {
"ecosystem": "npm",
"language": "javascript",
"moduleSystem": "cjs",
"packageManager": "npm@10.9.8",
"runtime": "node@22.23.2"
}
}
"""Channel operations module demonstrating PIL.ImageChops functions."""
from PIL import Image, ImageChops
def calculate_difference(image1: Image.Image, image2: Image.Image) -> Image.Image:
"""Calculate the absolute pixel-by-pixel difference between two images.
Args:
image1: First PIL Image.
image2: Second PIL Image.
Returns:
New PIL Image containing absolute differences.
"""
return ImageChops.difference(image1, image2)
def add_images(
image1: Image.Image,
image2: Image.Image,
scale: float = 1.0,
offset: int = 0,
) -> Image.Image:
"""Add two images with scale and offset.
Args:
image1: First PIL Image.
image2: Second PIL Image.
scale: Divisor applied after addition.
offset: Value added after division.
Returns:
New PIL Image with added pixel values.
"""
return ImageChops.add(image1, image2, scale=scale, offset=offset)
def subtract_images(
image1: Image.Image,
image2: Image.Image,
scale: float = 1.0,
offset: int = 0,
) -> Image.Image:
"""Subtract image2 from image1 with scale and offset.
Args:
image1: First PIL Image.
image2: Second PIL Image to subtract.
scale: Divisor applied after subtraction.
offset: Value added after division.
Returns:
New PIL Image with subtracted pixel values.
"""
return ImageChops.subtract(image1, image2, scale=scale, offset=offset)
def blend_images(image1: Image.Image, image2: Image.Image, alpha: float) -> Image.Image:
"""Blend two images using constant alpha interpolation.
Args:
image1: First PIL Image.
image2: Second PIL Image.
alpha: Blend weight (0.0 to 1.0).
Returns:
New blended PIL Image.
"""
return ImageChops.blend(image1, image2, alpha)
def composite_images(
image1: Image.Image, image2: Image.Image, mask: Image.Image
) -> Image.Image:
"""Composite two images using a transparency mask.
Args:
image1: Foreground PIL Image.
image2: Background PIL Image.
mask: Mask PIL Image (mode '1', 'L', or 'RGBA').
Returns:
New composited PIL Image.
"""
return ImageChops.composite(image1, image2, mask)
def shift_image(
image: Image.Image, xoffset: int, yoffset: int = 0
) -> Image.Image:
"""Offset image data cyclically across canvas boundaries.
Args:
image: Source PIL Image.
xoffset: Horizontal offset in pixels.
yoffset: Vertical offset in pixels.
Returns:
New offset PIL Image.
"""
return ImageChops.offset(image, xoffset, yoffset)
"""Contract verification test for PIL.ImageChops in pkg:pypi/pillow@12.3.0."""
import os
import sys
# Ensure repository root is on sys.path
sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
from PIL import Image, ImageChops
from src.channel_ops import (
add_images,
blend_images,
calculate_difference,
composite_images,
shift_image,
subtract_images,
)
def test_difference():
# Direct library call
im1 = Image.new("RGB", (4, 4), color=(120, 180, 240))
im2 = Image.new("RGB", (4, 4), color=(40, 80, 120))
diff = ImageChops.difference(im1, im2)
assert diff.getpixel((0, 0)) == (80, 100, 120)
# Helper wrapper call
diff_helper = calculate_difference(im1, im2)
assert diff_helper.getpixel((0, 0)) == (80, 100, 120)
def test_add_and_subtract():
im1 = Image.new("RGB", (4, 4), color=(120, 180, 240))
im2 = Image.new("RGB", (4, 4), color=(40, 80, 120))
# Add with scale and offset: (120+40)/2 + 10 = 90
added = add_images(im1, im2, scale=2.0, offset=10)
assert added.getpixel((0, 0)) == (90, 140, 190)
# Add with clipping at 255: 180 + 100 = 280 -> 255
im_bright = Image.new("RGB", (4, 4), color=(100, 100, 100))
added_clip = ImageChops.add(im1, im_bright, scale=1.0, offset=0)
assert added_clip.getpixel((0, 0)) == (220, 255, 255)
# Subtract with scale and offset
sub = subtract_images(im1, im2, scale=1.0, offset=0)
assert sub.getpixel((0, 0)) == (80, 100, 120)
# Direct ImageChops subtract
sub_direct = ImageChops.subtract(im1, im2, scale=2.0, offset=5)
# (120-40)/2 + 5 = 45, (180-80)/2 + 5 = 55, (240-120)/2 + 5 = 65
assert sub_direct.getpixel((0, 0)) == (45, 55, 65)
def test_multiply_and_screen():
im1 = Image.new("RGB", (4, 4), color=(120, 180, 240))
im2 = Image.new("RGB", (4, 4), color=(40, 80, 120))
mult = ImageChops.multiply(im1, im2)
assert mult.getpixel((0, 0)) == (
120 * 40 // 255,
180 * 80 // 255,
240 * 120 // 255,
)
screen = ImageChops.screen(im1, im2)
assert screen.getpixel((0, 0)) == (
255 - ((255 - 120) * (255 - 40) // 255),
255 - ((255 - 180) * (255 - 80) // 255),
255 - ((255 - 240) * (255 - 120) // 255),
)
def test_darker_lighter_invert():
im1 = Image.new("RGB", (4, 4), color=(120, 180, 240))
im2 = Image.new("RGB", (4, 4), color=(40, 80, 120))
dark = ImageChops.darker(im1, im2)
assert dark.getpixel((0, 0)) == (40, 80, 120)
light = ImageChops.lighter(im1, im2)
assert light.getpixel((0, 0)) == (120, 180, 240)
inv = ImageChops.invert(im1)
assert inv.getpixel((0, 0)) == (255 - 120, 255 - 180, 255 - 240)
def test_blend_and_composite():
im1 = Image.new("RGB", (4, 4), color=(120, 180, 240))
im2 = Image.new("RGB", (4, 4), color=(40, 80, 120))
# Blend with alpha=0.5
blended = blend_images(im1, im2, 0.5)
assert blended.getpixel((0, 0)) == (80, 130, 180)
# Composite with 50% mask (value 128)
mask = Image.new("L", (4, 4), color=128)
comp = composite_images(im1, im2, mask)
assert comp.getpixel((0, 0)) == (
round(120 * (128 / 255) + 40 * (1 - 128 / 255)),
round(180 * (128 / 255) + 80 * (1 - 128 / 255)),
round(240 * (128 / 255) + 120 * (1 - 128 / 255)),
)
def test_offset():
im = Image.new("RGB", (4, 4), color=(0, 0, 0))
im.putpixel((0, 0), (255, 255, 255))
shifted = shift_image(im, 2, 1)
assert shifted.getpixel((2, 1)) == (255, 255, 255)
assert shifted.getpixel((0, 0)) == (0, 0, 0)
def test_mode_mismatch_error():
im_rgb = Image.new("RGB", (4, 4), color=(100, 100, 100))
im_gray = Image.new("L", (4, 4), color=100)
try:
ImageChops.difference(im_rgb, im_gray)
assert False, "Expected ValueError on image mode mismatch"
except ValueError:
pass
def main():
test_difference()
test_add_and_subtract()
test_multiply_and_screen()
test_darker_lighter_invert()
test_blend_and_composite()
test_offset()
test_mode_mismatch_error()
print("Contract tests for PIL.ImageChops in pkg:pypi/pillow@12.3.0 passed successfully.")
return 0
if __name__ == "__main__":
sys.exit(main())
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