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博客园 - 慕尘

在浏览器跑 Qwen2.5 使用 WSL 在 Windows 上安装 Linux LangExtract pgvector 向量数据库 Faiss Goose trafilatura python里使用Playwright python的jieba MinGW nomic-embed-text 解析非结构化数据 LangChain 的 DocumentLoader 能够使用require但不能使用import ChromaDB nvm-windows 使用js实现文字转语音 pyttsx3 Ollama笔记
unstructured
慕尘 · 2025-03-19 · via 博客园 - 慕尘

unstructured 是一个开源的 Python 库,专门用于处理非结构化数据,如从 PDF、Word 文档、HTML 文件等中提取文本内容,并将其转换为结构化格式

(1)安装依赖库

使用text

from unstructured.partition.auto import partition

filename = "a.txt"
docs = partition(filename=filename)
for doc in docs:
    print(doc.text)

docx

from unstructured.partition.auto import partition

filename = "c.docx"
docs = partition(filename=filename)
for doc in docs:
    print(doc.text)

需要安装

pip install "unstructured[docx]"

markdown

from unstructured.partition.auto import partition

filename = "README.md"
docs = partition(filename=filename)
for doc in docs:
    print(doc.text)

pdf

from unstructured.partition.auto import partition

filename = "aa.pdf"
docs = partition(filename=filename)
for doc in docs:
    print(doc.text)

from unstructured.partition.pdf import partition_pdf

filename = "aa.pdf"
docs = partition_pdf(filename=filename)
for doc in docs:
    print(doc.text)

需要安装

pip install "unstructured[pdf]"

注意:

  安装中需要cmake

(2)本地部署服务 

https://github.com/Unstructured-IO/unstructured-api 

docker pull downloads.unstructured.io/unstructured-io/unstructured-api:latest

启动

docker run -p 9500:9500 -d --rm --name unstructured-api -e PORT=9500 downloads.unstructured.io/unstructured-io/unstructured-api:latest

服务的

URL url = "http://localhost:9500/general/v0/general"