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# jobs_robots
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2026-03-05 23:55:18 +08:00
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Telegram 招聘数据采集与清洗项目,当前主流程为:
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2026-02-26 20:00:06 +08:00
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2026-03-05 23:55:18 +08:00
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1. 抓取原始消息到本地 MySQL
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2. 清洗为结构化岗位数据
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3. 每日定时增量执行
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4. 同步本地 MySQL 到云端 MySQL
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2026-03-05 23:55:18 +08:00
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## 1. 项目结构
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- `main.py`: Telegram 增量爬取,写入 `messages`,维护 `sync_state`
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- `clean_to_structured.py`: 按来源规则清洗,写入 `structured_jobs`,维护 `clean_state`
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- `import_excel_jobs.py`: 读取 `sheets/` Excel,导入结构化数据,实习数据落 `internship_jobs_raw`
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- `sync_to_cloud_mysql.py`: 本地 MySQL -> 云端 MySQL 增量同步
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- `run_daily_incremental.sh`: 每日调度入口(滚动窗口、抓取、清洗、云同步)
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- `config.json`: 运行配置(本地使用)
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- `config.example.json`: 配置模板
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## 2. 环境要求
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- Python `>=3.13`
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- MySQL 8.x(本地)
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- MySQL 8.x(云端,可选)
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- 已完成 Telethon 登录(项目目录下会生成 `scraper.session`)
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2026-03-05 23:55:18 +08:00
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依赖安装:
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```bash
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uv sync
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```
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## 3. 配置说明
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先复制模板并修改:
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2026-03-05 23:55:18 +08:00
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```bash
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cp config.example.json config.json
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```
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关键字段:
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- `sources`: 要抓取的 Telegram 来源列表
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- `time_window`: 抓取时间窗口
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- `daily_window_days`: 每日滚动窗口天数(默认 `2`)
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- `backfill`: 回补配置
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- `throttle`: 限频配置,降低封号风险
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- `mysql`: 本地 MySQL 连接
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- `mysql_cloud`: 云端 MySQL 连接(用于同步)
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2026-03-05 23:55:18 +08:00
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## 4. 运行方式
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### 4.1 手动执行
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```bash
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uv run main.py
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uv run clean_to_structured.py
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uv run sync_to_cloud_mysql.py
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```
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如果在 cron/非交互环境,建议用 venv Python:
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```bash
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.venv/bin/python main.py
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.venv/bin/python clean_to_structured.py
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.venv/bin/python sync_to_cloud_mysql.py
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```
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### 4.2 Excel 导入
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默认读取 `sheets/` 下文件:
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```bash
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uv run import_excel_jobs.py
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```
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指定文件/工作表:
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```bash
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uv run import_excel_jobs.py --file /path/to/jobs.xlsx --sheet Sheet1 --source @excel_import
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```
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导入规则:
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- 普通岗位:清洗后写入 `structured_jobs`
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- 实习岗位:写入 `internship_jobs_raw`,不进入结构化主表
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### 4.3 每日定时(推荐)
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调度脚本:
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- `/home/liam/code/python/jobs_robots/run_daily_incremental.sh`
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示例 crontab(每天 01:10):
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```cron
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10 1 * * * /home/liam/code/python/jobs_robots/run_daily_incremental.sh
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```
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脚本执行顺序:
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1. 自动更新 `config.json` 的 `time_window.start/end`(按 `daily_window_days`)
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2. 运行 `main.py` 增量抓取
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3. 运行 `clean_to_structured.py` 增量清洗
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4. 若 `mysql_cloud` 已配置,运行 `sync_to_cloud_mysql.py` 同步云端
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## 5. 增量与回补策略
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### 5.1 抓取增量
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- 状态表:`sync_state`
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- 游标字段:`last_message_id`
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- 粒度:每个 source 独立
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### 5.2 清洗增量
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- 状态表:`clean_state`
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- 游标字段:`last_message_row_id`(对应 `messages.id`)
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- 规则:仅处理 `messages.id > checkpoint`
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### 5.3 回补(Backfill)
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在 `config.json` 设置:
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- `backfill.enabled = true`
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- `backfill.start / backfill.end`
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- `backfill.sources`
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- `backfill.ignore_sync_state`(回补时是否忽略抓取游标)
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回补结束后建议关闭 `backfill.enabled`,恢复日常增量。
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## 6. 本地到云端同步
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脚本:`sync_to_cloud_mysql.py`
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同步规则:
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- `messages`: 按本地 `id` 增量,云端按 `(source, message_id)` upsert
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- `structured_jobs`: 按本地 `id` 增量 + `cleaned_at` 补偿更新
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- `sync_state` / `clean_state`: 小表全量 upsert
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- `internship_jobs_raw`: 存在则按 `id` 增量 upsert
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状态表(云端):
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- `cloud_sync_state`
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注意:
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- 同步脚本会自动在云端补齐缺失目标表(从本地表结构复制 DDL)
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- `mysql_cloud` 未配置时,日常脚本会跳过云同步
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## 7. 数据库表与字段含义
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### 7.1 原始层
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- `messages`
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- 原始消息正文、媒体补充文本、来源、消息时间
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- 唯一键:`(source, message_id)`
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- `sync_state`
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- 每个 source 的抓取游标
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### 7.2 清洗层
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- `structured_jobs`
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- 清洗后结构化岗位数据
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- 唯一键:`(source, message_id)`
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- 关键字段:
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- `source`, `source_channel`
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- `company_name`, `position_name`
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- `work_mode`(`remote|onsite|hybrid|unknown`)
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- `job_nature`(`full_time|part_time|contract|intern|freelance|unknown`)
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- `job_location_text`, `job_location_tags_json`(无地点为 `NULL`)
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- `apply_email`, `apply_telegram`, `job_source_url`
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- `salary_raw`, `salary_currency`, `salary_min`, `salary_max`, `salary_period`
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- `body_text`, `raw_content`, `cleaned_at`
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- `clean_state`
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- 清洗检查点
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- `internship_jobs_raw`
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- Excel 导入时保留的实习原始数据
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## 8. 日志
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- `logs/app.log`: 抓取日志
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- `logs/clean_to_structured.log`: 清洗日志
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- `logs/sync_to_cloud_mysql.log`: 云同步日志
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- `logs/daily_job.log`: 每日调度总日志
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## 9. 常见问题
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1. `uv: command not found`(cron)
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- 使用 `.venv/bin/python` 运行,已在 `run_daily_incremental.sh` 中处理。
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2. `Table 'jobs.messages' doesn't exist`(云同步)
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- 云端目标库为空。新版同步脚本会自动建表后再同步。
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3. `Public Key Retrieval is not allowed`(DBeaver 连 MySQL)
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- 连接参数添加 `allowPublicKeyRetrieval=true&useSSL=false`(排障用)。
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4. `ERROR 1410 You are not allowed to create a user with GRANT`
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- 先 `CREATE USER`,再 `GRANT`,不要用旧式 `GRANT ... IDENTIFIED BY ...`。
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5. 清洗无新增
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- 检查 `messages` 是否有新数据。
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- 检查 `clean_state.last_message_row_id` 是否已到最新。
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## 10. 协作规范建议
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- 新增来源规则时,优先增加 source 专用 parser,避免影响已有来源。
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- 结构字段变更前,先确认 `structured_jobs` 迁移策略和历史兼容。
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- 定时任务统一走 `run_daily_incremental.sh`,避免多个入口重复执行。
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