{"id":1050128,"date":"2024-12-31T14:05:15","date_gmt":"2024-12-31T06:05:15","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1050128.html"},"modified":"2024-12-31T14:05:17","modified_gmt":"2024-12-31T06:05:17","slug":"python%e4%b8%ad%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e6%90%9c%e7%b4%a2%e5%bc%95%e6%93%8e","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1050128.html","title":{"rendered":"python\u4e2d\u5982\u4f55\u5b9e\u73b0\u641c\u7d22\u5f15\u64ce"},"content":{"rendered":"

\"python\u4e2d\u5982\u4f55\u5b9e\u73b0\u641c\u7d22\u5f15\u64ce\"<\/p>\n

Python\u4e2d\u5b9e\u73b0\u641c\u7d22\u5f15\u64ce\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u57fa\u4e8e\u6587\u672c\u7684\u641c\u7d22\u3001\u57fa\u4e8e\u6570\u636e\u5e93\u7684\u641c\u7d22\u3001\u57fa\u4e8e\u5012\u6392\u7d22\u5f15\u7684\u641c\u7d22\u3001\u4f7f\u7528\u73b0\u6709\u7684\u641c\u7d22\u5f15\u64ce\u5e93\uff08\u5982Whoosh\u3001Elasticsearch\uff09\u7b49\u3002<\/strong> \u5176\u4e2d\uff0c\u57fa\u4e8e\u5012\u6392\u7d22\u5f15\u7684\u641c\u7d22\u548c\u4f7f\u7528\u73b0\u6709\u7684\u641c\u7d22\u5f15\u64ce\u5e93\u662f\u6700\u5e38\u89c1\u548c\u6709\u6548\u7684\u65b9\u6cd5\u3002\u57fa\u4e8e\u5012\u6392\u7d22\u5f15\u7684\u641c\u7d22\u53ef\u4ee5\u5b9e\u73b0\u5feb\u901f\u7684\u5168\u6587\u68c0\u7d22\uff0c\u800c\u4f7f\u7528\u73b0\u6709\u7684\u641c\u7d22\u5f15\u64ce\u5e93\u53ef\u4ee5\u5229\u7528\u5176\u4f18\u5316\u7684\u7b97\u6cd5\u548c\u5f3a\u5927\u7684\u529f\u80fd\u6765\u5b9e\u73b0\u9ad8\u6548\u7684\u641c\u7d22\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u57fa\u4e8e\u6587\u672c\u7684\u641c\u7d22<\/h3>\n<\/p>\n

\u57fa\u4e8e\u6587\u672c\u7684\u641c\u7d22\u662f\u6700\u57fa\u672c\u7684\u641c\u7d22\u65b9\u5f0f\uff0c\u9002\u7528\u4e8e\u5c0f\u89c4\u6a21\u6570\u636e\u96c6\u3002\u5176\u4e3b\u8981\u601d\u60f3\u662f\u9010\u884c\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\uff0c\u7136\u540e\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6216\u5b57\u7b26\u4e32\u5339\u914d\u7684\u65b9\u6cd5\u67e5\u627e\u76ee\u6807\u5173\u952e\u8bcd\u3002<\/p>\n<\/p>\n

1\u3001\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9<\/h4>\n<\/p>\n

\u9996\u5148\uff0c\u9700\u8981\u8bfb\u53d6\u5f85\u641c\u7d22\u7684\u6587\u4ef6\u5185\u5bb9\uff0c\u53ef\u4ee5\u4f7f\u7528Python\u5185\u7f6e\u7684open<\/code>\u51fd\u6570\u8bfb\u53d6\u6587\u4ef6\u3002<\/p>\n<\/p>\n

def read_file(file_path):<\/p>\n
    with open(file_path, 'r', encoding='utf-8') as file:<\/p>\n
        content = file.read()<\/p>\n
    return content<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u5b57\u7b26\u4e32\u5339\u914d<\/h4>\n<\/p>\n
\u4f7f\u7528Python\u7684\u5b57\u7b26\u4e32\u5339\u914d\u51fd\u6570\u67e5\u627e\u76ee\u6807\u5173\u952e\u8bcd\u3002<\/p>\n<\/p>\n
def simple_search(content, keyword):<\/p>\n
    return keyword in content<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u6b63\u5219\u8868\u8fbe\u5f0f\u5339\u914d<\/h4>\n<\/p>\n
\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u8fdb\u884c\u66f4\u590d\u6742\u7684\u5339\u914d\u3002<\/p>\n<\/p>\n
import re<\/p>\n
def regex_search(content, pattern):<\/p>\n
    return re.findall(pattern, content)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e8c\u3001\u57fa\u4e8e\u6570\u636e\u5e93\u7684\u641c\u7d22<\/h3>\n<\/p>\n
\u5bf9\u4e8e\u4e2d\u7b49\u89c4\u6a21\u7684\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u4f7f\u7528\u6570\u636e\u5e93\u8fdb\u884c\u641c\u7d22\u3002\u5e38\u89c1\u7684\u6570\u636e\u5e93\u6709MySQL\u3001PostgreSQL\u3001SQLite\u7b49\u3002<\/p>\n<\/p>\n
1\u3001\u5efa\u7acb\u6570\u636e\u5e93<\/h4>\n<\/p>\n
\u9996\u5148\uff0c\u9700\u8981\u521b\u5efa\u6570\u636e\u5e93\u548c\u8868\u3002<\/p>\n<\/p>\n
CREATE TABLE documents (<\/p>\n
    id INT PRIMARY KEY,<\/p>\n
    content TEXT<\/p>\n
);<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u63d2\u5165\u6570\u636e<\/h4>\n<\/p>\n
\u5c06\u6587\u4ef6\u5185\u5bb9\u63d2\u5165\u5230\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n<\/p>\n
import sqlite3<\/p>\n
def insert_data(db_path, data):<\/p>\n
    conn = sqlite3.connect(db_path)<\/p>\n
    cursor = conn.cursor()<\/p>\n
    cursor.executemany('INSERT INTO documents (id, content) VALUES (?, ?)', data)<\/p>\n
    conn.commit()<\/p>\n
    conn.close()<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u6267\u884c\u641c\u7d22<\/h4>\n<\/p>\n
\u4f7f\u7528SQL\u67e5\u8be2\u8fdb\u884c\u641c\u7d22\u3002<\/p>\n<\/p>\n
def search_db(db_path, keyword):<\/p>\n
    conn = sqlite3.connect(db_path)<\/p>\n
    cursor = conn.cursor()<\/p>\n
    cursor.execute('SELECT * FROM documents WHERE content LIKE ?', ('%' + keyword + '%',))<\/p>\n
    results = cursor.fetchall()<\/p>\n
    conn.close()<\/p>\n
    return results<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e09\u3001\u57fa\u4e8e\u5012\u6392\u7d22\u5f15\u7684\u641c\u7d22<\/h3>\n<\/p>\n
\u5012\u6392\u7d22\u5f15\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u5168\u6587\u68c0\u7d22\u65b9\u6cd5\u3002\u5176\u4e3b\u8981\u601d\u60f3\u662f\u5c06\u6bcf\u4e2a\u5173\u952e\u8bcd\u4e0e\u5305\u542b\u8be5\u5173\u952e\u8bcd\u7684\u6587\u6863\u5217\u8868\u5173\u8054\u8d77\u6765\uff0c\u4ece\u800c\u5b9e\u73b0\u5feb\u901f\u641c\u7d22\u3002<\/p>\n<\/p>\n
1\u3001\u6784\u5efa\u5012\u6392\u7d22\u5f15<\/h4>\n<\/p>\n
\u9996\u5148\uff0c\u9700\u8981\u6784\u5efa\u5012\u6392\u7d22\u5f15\u3002<\/p>\n<\/p>\n
from collections import defaultdict<\/p>\n
def build_inverted_index(docs):<\/p>\n
    inverted_index = defaultdict(list)<\/p>\n
    for doc_id, content in docs.items():<\/p>\n
        for word in content.split():<\/p>\n
            inverted_index[word].append(doc_id)<\/p>\n
    return inverted_index<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u6267\u884c\u641c\u7d22<\/h4>\n<\/p>\n
\u4f7f\u7528\u5012\u6392\u7d22\u5f15\u8fdb\u884c\u641c\u7d22\u3002<\/p>\n<\/p>\n
def search_inverted_index(inverted_index, keyword):<\/p>\n
    return inverted_index.get(keyword, [])<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u56db\u3001\u4f7f\u7528\u73b0\u6709\u7684\u641c\u7d22\u5f15\u64ce\u5e93<\/h3>\n<\/p>\n
\u4f7f\u7528\u73b0\u6709\u7684\u641c\u7d22\u5f15\u64ce\u5e93\u53ef\u4ee5\u5927\u5927\u7b80\u5316\u641c\u7d22\u5f15\u64ce\u7684\u5b9e\u73b0\u8fc7\u7a0b\u3002\u5e38\u7528\u7684\u641c\u7d22\u5f15\u64ce\u5e93\u6709Whoosh\u548cElasticsearch\u3002<\/p>\n<\/p>\n
1\u3001\u4f7f\u7528Whoosh<\/h4>\n<\/p>\n
Whoosh\u662f\u4e00\u4e2a\u7eafPython\u7f16\u5199\u7684\u641c\u7d22\u5f15\u64ce\u5e93\uff0c\u9002\u7528\u4e8e\u5c0f\u578b\u9879\u76ee\u3002<\/p>\n<\/p>\n
\u5b89\u88c5Whoosh<\/h5>\n<\/p>\n
pip install Whoosh<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u521b\u5efa\u7d22\u5f15<\/h5>\n<\/p>\n
from whoosh.index import create_in<\/p>\n
from whoosh.fields import Schema, TEXT<\/p>\n
def create_index(index_dir, docs):<\/p>\n
    schema = Schema(id=TEXT(stored=True), content=TEXT)<\/p>\n
    if not os.path.exists(index_dir):<\/p>\n
        os.mkdir(index_dir)<\/p>\n
    ix = create_in(index_dir, schema)<\/p>\n
    writer = ix.writer()<\/p>\n
    for doc_id, content in docs.items():<\/p>\n
        writer.add_document(id=doc_id, content=content)<\/p>\n
    writer.commit()<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u6267\u884c\u641c\u7d22<\/h5>\n<\/p>\n
from whoosh.qparser import QueryParser<\/p>\n
def search_whoosh(index_dir, keyword):<\/p>\n
    ix = open_dir(index_dir)<\/p>\n
    with ix.searcher() as searcher:<\/p>\n
        query = QueryParser("content", ix.schema).parse(keyword)<\/p>\n
        results = searcher.search(query)<\/p>\n
        return [result['id'] for result in results]<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u4f7f\u7528Elasticsearch<\/h4>\n<\/p>\n
Elasticsearch\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u641c\u7d22\u5f15\u64ce\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002<\/p>\n<\/p>\n
\u5b89\u88c5Elasticsearch<\/h5>\n<\/p>\n
\u9996\u5148\uff0c\u9700\u8981\u5b89\u88c5Elasticsearch\u5e76\u542f\u52a8\u670d\u52a1\u3002<\/p>\n<\/p>\n
\u5b89\u88c5Elasticsearch Python\u5ba2\u6237\u7aef<\/h5>\n<\/p>\n
pip install elasticsearch<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u521b\u5efa\u7d22\u5f15<\/h5>\n<\/p>\n
from elasticsearch import Elasticsearch<\/p>\n
def create_index(es, index_name, docs):<\/p>\n
    es.indices.create(index=index_name, ignore=400)<\/p>\n
    for doc_id, content in docs.items():<\/p>\n
        es.index(index=index_name, id=doc_id, body={'content': content})<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u6267\u884c\u641c\u7d22<\/h5>\n<\/p>\n
def search_elasticsearch(es, index_name, keyword):<\/p>\n
    body = {<\/p>\n
        "query": {<\/p>\n
            "match": {<\/p>\n
                "content": keyword<\/p>\n
            }<\/p>\n
        }<\/p>\n
    }<\/p>\n
    results = es.search(index=index_name, body=body)<\/p>\n
    return [hit['_id'] for hit in results['hits']['hits']]<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e94\u3001\u4f18\u5316\u641c\u7d22\u5f15\u64ce<\/h3>\n<\/p>\n
\u65e0\u8bba\u4f7f\u7528\u54ea\u79cd\u641c\u7d22\u65b9\u6cd5\uff0c\u90fd\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u51e0\u79cd\u65b9\u6cd5\u4f18\u5316\u641c\u7d22\u5f15\u64ce\u7684\u6027\u80fd\u3002<\/p>\n<\/p>\n
1\u3001\u5efa\u7acb\u7d22\u5f15<\/h4>\n<\/p>\n
\u5efa\u7acb\u7d22\u5f15\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u641c\u7d22\u901f\u5ea6\u3002\u5e38\u89c1\u7684\u7d22\u5f15\u7c7b\u578b\u6709\u5012\u6392\u7d22\u5f15\u3001B\u6811\u7d22\u5f15\u7b49\u3002<\/p>\n<\/p>\n
2\u3001\u7f13\u5b58\u641c\u7d22\u7ed3\u679c<\/h4>\n<\/p>\n
\u5bf9\u4e8e\u9891\u7e41\u67e5\u8be2\u7684\u5173\u952e\u8bcd\uff0c\u53ef\u4ee5\u5c06\u641c\u7d22\u7ed3\u679c\u7f13\u5b58\u8d77\u6765\uff0c\u907f\u514d\u91cd\u590d\u8ba1\u7b97\u3002<\/p>\n<\/p>\n
3\u3001\u5206\u8bcd\u5904\u7406<\/h4>\n<\/p>\n
\u5728\u8fdb\u884c\u641c\u7d22\u4e4b\u524d\uff0c\u53ef\u4ee5\u5bf9\u6587\u672c\u8fdb\u884c\u5206\u8bcd\u5904\u7406\uff0c\u5c06\u6587\u672c\u62c6\u5206\u6210\u5355\u72ec\u7684\u8bcd\u8bed\uff0c\u63d0\u9ad8\u641c\u7d22\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n
4\u3001\u4f7f\u7528\u591a\u7ebf\u7a0b\u6216\u5f02\u6b65\u5904\u7406<\/h4>\n<\/p>\n
\u5bf9\u4e8e\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u7ebf\u7a0b\u6216\u5f02\u6b65\u5904\u7406\u7684\u65b9\u6cd5\uff0c\u63d0\u9ad8\u641c\u7d22\u5f15\u64ce\u7684\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n<\/p>\n
\u603b\u7ed3<\/h3>\n<\/p>\n
\u672c\u6587\u4ecb\u7ecd\u4e86\u5728Python\u4e2d\u5b9e\u73b0\u641c\u7d22\u5f15\u64ce\u7684\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u57fa\u4e8e\u6587\u672c\u7684\u641c\u7d22\u3001\u57fa\u4e8e\u6570\u636e\u5e93\u7684\u641c\u7d22\u3001\u57fa\u4e8e\u5012\u6392\u7d22\u5f15\u7684\u641c\u7d22\u3001\u4f7f\u7528\u73b0\u6709\u7684\u641c\u7d22\u5f15\u64ce\u5e93\u7b49\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u9002\u7528\u7684\u573a\u666f\u548c\u4f18\u7f3a\u70b9\uff0c\u5177\u4f53\u9009\u62e9\u54ea\u79cd\u65b9\u6cd5\u53d6\u51b3\u4e8e\u6570\u636e\u89c4\u6a21\u548c\u641c\u7d22\u9700\u6c42\u3002\u901a\u8fc7\u5408\u7406\u4f7f\u7528\u7d22\u5f15\u3001\u7f13\u5b58\u3001\u5206\u8bcd\u3001\u591a\u7ebf\u7a0b\u7b49\u4f18\u5316\u6280\u672f\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8\u641c\u7d22\u5f15\u64ce\u7684\u6027\u80fd\u3002\u5e0c\u671b\u672c\u6587\u5bf9\u5b9e\u73b0\u4e00\u4e2a\u9ad8\u6548\u7684\u641c\u7d22\u5f15\u64ce\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5982\u4f55\u5728Python\u4e2d\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u641c\u7d22\u5f15\u64ce\uff1f<\/strong>
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Python\u641c\u7d22\u5f15\u64ce\u7684\u6027\u80fd\u5982\u4f55\u4f18\u5316\uff1f<\/strong>
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