pixlib 图像处理工具包
一个轻量级的 Python 图像处理库,专为 AI 图像生成工作流设计。提供纯色图检测、图片有效性校验、透明区域检测、URL 图片下载、MD5 计算、通用 HTTP 请求客户端等实用功能。
主要特性
- 纯色图检测 (
ImageTool.is_plain_gray) - 通过 7 个维度综合判定图片是否为纯色图,支持bytes/ 文件路径 /URL输入 - 图片有效性校验 (
ImageTool.is_valid_image) - 检测图片是否损坏或不完整,支持bytes/ 文件路径 /URL输入 - 透明区域检测 (
ImageTool.has_multiple_transparency) - 检测图片是否包含多个透明区域,支持bytes/ 文件路径 /BytesIO/URL输入 - 批量透明区域检测 (
ImageTool.batch_has_multiple_transparency) - 多线程 +tqdm进度条批量检测目录下所有图片的透明区域 - 透明/白色边缘裁剪 (
ImageTool.trim_transparent_edges) - 自动裁剪图片的透明/白色边缘并可选添加padding,支持bytes/ 文件路径 /BytesIO/URL输入 - 彩色线条检测 (
ImageTool.has_colored_lines) - 检测黑色背景上是否仅包含绿色/红色线条,五重过滤(面积占比 + 颜色纯度 + 双色占比 + 稀疏豁免 + 通道比值)排除填充图/多色图/单色文字/干扰色,支持抗锯齿暗绿色识别,支持bytes/ 文件路径 /BytesIO/URL输入 - URL 图片下载 (
ImageTool.get_img_url_io) - 从URL获取图片,支持指数退避重试 - MD5 计算 (
utils.str_to_md5) - 支持字符串、bytes、文件路径 - 随机字符串 (
utils.generate_random_lowercase) - 生成指定长度的随机小写字母 - 字节大小转换 (
utils.bytes_to_human) - 将字节数转换为人类可读的B/KB/MB/GB/TB字符串,支持自动或指定单位 - HTTP 请求客户端 (
HttpRequestClient) - 通用HTTP客户端,支持指数退避重试、GET/POST快捷方法,内置断开ConnectionError重链。
安装
pip install pixlib
使用示例
import pixlib
# 纯色图检测(支持 bytes / 文件路径 / URL)
is_gray, metrics, msg = pixlib.ImageTool.is_plain_gray(image_bytes)
is_gray, metrics, msg = pixlib.ImageTool.is_plain_gray("/path/to/image.png")
is_gray, metrics, msg = pixlib.ImageTool.is_plain_gray("https://example.com/img.png")
# 图片有效性校验(支持 bytes / 文件路径 / URL)
try:
pixlib.ImageTool.is_valid_image(image_bytes, task_id="abc123")
except Exception as e:
print(e.extra_data)
# 透明区域检测(支持 bytes / 文件路径 / BytesIO / URL)
has_transparent = pixlib.ImageTool.has_multiple_transparency(image_bytes)
# 批量透明区域检测(多线程 + tqdm 进度条)
results = pixlib.ImageTool.batch_has_multiple_transparency("./images", max_workers=8)
for path, has_trans in results.items():
if has_trans:
print(f"有透明区域: {path}")
# 裁剪透明/白色边缘(支持 bytes / 文件路径 / BytesIO / URL)
cropped_bytes = pixlib.ImageTool.trim_transparent_edges(image_bytes, padding=10)
cropped_bytes = pixlib.ImageTool.trim_transparent_edges("/path/to/image.png", padding=20, output_format="WEBP")
# 彩色线条检测(检测黑色背景上的绿色/红色线条)
result = pixlib.ImageTool.has_colored_lines("images/lines.jpg")
print(result)
# {'has_lines': True, 'has_green': True, 'has_red': True, 'green_ratio': 0.5076, 'red_ratio': 0.4819, ...}
# URL 下载图片
im_io = pixlib.ImageTool.get_img_url_io("https://example.com/img.png")
# MD5 计算
pixlib.utils.str_to_md5("hello")
pixlib.utils.str_to_md5("/path/to/image.png")
# 随机字符串
pixlib.utils.generate_random_lowercase(10)
# 字节大小转换
pixlib.utils.bytes_to_human(10515887) # '10.03 MB'(自动选择单位)
pixlib.utils.bytes_to_human(10515887, unit="KB") # '10269.42 KB'(指定单位)
# HTTP 请求客户端
client = pixlib.HttpRequestClient(max_retries=3, base_timeout=300)
resp = client.get("https://example.com/api/data")
resp = client.post("https://example.com/api/submit", json={"key": "value"})
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