Auto-translate GLPI ticket followups using local Ollama LLM
Project description
GLPI Followup Translate
Auto-translate GLPI tickets using a local Ollama LLM. Detects Chinese or English content and translates bidirectionally (zh ↔ en). Works with ticket names, descriptions, followups, tasks, solutions, and validations.
📖 English | 简体中文
Features
- 🔄 Daemon or one-shot — polling loop or single-pass mode
- 🌐 Language detection — CJK ratio-aware with mixed CN/EN fallback
- 🔀 Bidirectional — zh-cn → en, en → zh-cn
- 📖 Glossary — domain-specific terminology for consistent translations
- 📝 Preserves original — translation appended, never overwritten
- 🎨 Rich-text aware — HTML formatting preserved; verbose styles stripped for performance
- 📦 Full timeline — followups, tasks, solutions, validations (approval request & answer)
- 🚫 Dedup — content-hash state + in-content markers prevent duplicate translations
- 🔄 Auto-retry — failed translations retried on next pass
- ✂️ Chunked translation — long texts split into paragraphs to avoid timeout
- 📋 Log viewer — view recent logs via
--logscommand - ⚙️ Configurable — polling interval, model, language pairs, glossary, min text length
- 💻 Cross-platform — Windows, Linux, macOS
Translation Targets
| Type | Field(s) | Method |
|---|---|---|
| Ticket | name, content |
PATCH ticket |
| Followup | content |
PATCH followup |
| Task | content |
PATCH task |
| Solution | content |
PATCH solution |
| Validation | submission_comment, approval_comment |
Create followup (read-only) |
| Document | — | Skipped (no writable content) |
Translation Format
| Field | Format |
|---|---|
| Title | 原始标题 / Translated title |
| Description (rich text) | <p>原始内容</p><br><br><p><strong>[AUTO-TRANSLATED]</strong></p><p>翻译内容</p> |
| Description (plain text) | 原始内容\n\n[AUTO-TRANSLATED]\n翻译内容 |
| Followup | Same as description — rich text or plain text depending on content |
Example — Title
服务器无法连接数据库 / The server cannot connect to the database
Example — Rich-Text Description
<p><strong>生产环境</strong>服务器无法连接到
<span style="color: rgb(255, 0, 0);">MySQL数据库</span>。</p>
<br><br>
<p><strong>[AUTO-TRANSLATED]</strong></p>
<p><strong>Production environment</strong> server cannot connect to the
<span style="color: rgb(255, 0, 0);">MySQL database</span>.</p>
Example — Plain-Text Followup
检查了防火墙规则,发现3306端口被意外关闭。
[AUTO-TRANSLATED]
Checked the firewall rules and found that port 3306 was accidentally closed.
Requirements
- Python 3.9+
- Ollama installed and running
- GLPI instance with API v2.3 and OAuth2 enabled
Quick Start
Option A: pip install (recommended)
pip install glpi-followup-translate
ollama pull kaelri/hy-mt2:1.8b
See Configuration below, then:
glpi-followup-translate # start daemon
glpi-followup-translate --once # single pass and exit
More commands: CLI Reference.
For 24/7 service: Run 24/7.
Option B: Development / source install
git clone https://github.com/qingdaoamerasia/glpi-followup-translate.git
cd glpi-followup-translate
pip install -e .
ollama pull kaelri/hy-mt2:1.8b
See Configuration below, then:
glpi-followup-translate # CLI command
python -m glpi_followup_translate # or via python module
glpi-followup-translate --once # single pass
Configuration
# Recommended: XDG standard location (works from any directory)
mkdir -p ~/.config/glpi-followup-translate
cp config.yaml.example ~/.config/glpi-followup-translate/config.yaml
nano ~/.config/glpi-followup-translate/config.yaml
Config search order: ./config.yaml → ~/.config/glpi-followup-translate/config.yaml → <project_root>/config.yaml. Use -c /path/to/config.yaml to override.
glpi:
api_url: "http://your-glpi-server/api.php/v2.3"
auth_method: "oauth2_password"
client_id: "your_client_id"
client_secret: "your_client_secret"
username: "your_glpi_username"
password: "your_glpi_password"
ollama:
api_url: "http://localhost:11434"
model: "kaelri/hy-mt2:1.8b"
timeout: 60
polling:
interval: 60 # seconds between checks
translation:
prefix: "[AUTO-TRANSLATED]"
min_text_length: 0 # 0 = translate any length
source_languages:
- "zh-cn"
- "zh"
- "en"
target_language:
zh-cn: "en"
zh: "en"
en: "zh-cn"
glossary: # domain-specific terms (source_lang: {term: translation})
zh-cn:
工单: "ticket"
数据库: "database"
服务器: "server"
en:
ticket: "工单"
database: "数据库"
server: "服务器"
logging:
level: "INFO"
# file: "" # empty = XDG default (recommended)
| Option | Description | Default |
|---|---|---|
glpi.api_url |
GLPI API endpoint | — |
glpi.auth_method |
oauth2_password or app_token |
oauth2_password |
glpi.client_id |
OAuth2 Client ID | — |
glpi.client_secret |
OAuth2 Client Secret | — |
glpi.username |
GLPI login username (oauth2_password) | — |
glpi.password |
GLPI login password (oauth2_password) | — |
glpi.session_dir |
GLPI session directory for auto-cleanup (see below) | "" (disabled) |
glpi.session_max_age |
Max age in minutes before cleanup | 2 × polling.interval |
ollama.api_url |
Ollama API URL | http://localhost:11434 |
ollama.model |
Translation model | kaelri/hy-mt2:1.8b |
ollama.timeout |
Request timeout (seconds) | 60 |
polling.interval |
Polling interval (seconds) | 60 |
translation.prefix |
Translation separator marker | [AUTO-TRANSLATED] |
translation.min_text_length |
Min plain-text length to translate (0 = no limit) | 0 |
translation.source_languages |
Language codes to detect | ["zh-cn", "zh", "en"] |
translation.target_language |
Source→target language mapping | zh-cn→en, zh→en, en→zh-cn |
translation.glossary |
Per-direction term mappings for consistent translation | {} (empty) |
logging.level |
Log level (DEBUG, INFO, WARNING, ERROR) |
INFO |
logging.file |
Log file path (empty = XDG default) | "" (auto) |
Testing
# Unit tests only (no GLPI/Ollama required)
python test_integration.py --unit
# Single-ticket quick test (Round 1 only)
python test_integration.py --single
# Run first N rounds
python test_integration.py --rounds 3
# Run ALL rounds (full test suite)
python test_integration.py --rounds 0
# List available test rounds
python test_integration.py --list-rounds
# Clean up test tickets created by this script
python test_integration.py --cleanup
Unit Tests (--unit)
Tests language detection, CJK ratio calculation, glossary post-processing, output cleanup, and placeholder round-trip — all without external services.
Integration Tests (--rounds)
Creates [Test]-prefixed tickets on a live GLPI instance, runs a translation
pass, and verifies output format and glossary enforcement. Each round targets
a specific scenario:
| Round | Name | What it tests |
|---|---|---|
| 1 | Rich-text HTML + mixed followups | HTML content, zh/en followup alternation |
| 2 | Short text + long text | Very short strings and multi-paragraph content |
| 3 | Low CJK ratio | Predominantly English text with a few Chinese words |
| 4 | High CJK ratio | Chinese-dominant text with English tech terms |
| 5 | Glossary verification | Dynamic — generated from config.yaml glossary at runtime |
| 6 | English → Chinese | All-English tickets translated into Chinese |
Round 5 reads glossary terms from config.yaml and generates test tickets that
embed those terms, verifying correct translation without hardcoding proprietary
vocabulary in the test file.
Run 24/7 (Background Service)
One command, auto-detects your OS:
glpi-followup-translate --install-service # install
glpi-followup-translate --remove-service # uninstall
| Platform | Service |
|---|---|
| Linux | systemd |
| Windows | Task Scheduler |
| macOS | launchd |
CLI Reference
glpi-followup-translate [options]
| Flag | Description |
|---|---|
| (none) | Start daemon — polls GLPI every polling.interval seconds |
--once |
Run a single translation pass and exit |
--version |
Print version and exit |
--logs |
View recent log entries and exit |
--log-lines N |
Number of log lines to display (default: 50) |
--follow |
Continuously tail the log file (implies --logs) |
-c PATH |
Path to config.yaml (default: auto-detect) |
--install-service |
Install as background service (systemd/Task Scheduler/launchd) |
--remove-service |
Remove background service |
Session Cleanup (GLPI Inode Exhaustion)
GLPI's Symfony framework creates a PHP session file for every API request — even stateless Bearer-token calls. Without cleanup, these files accumulate and exhaust the filesystem's inodes, crashing GLPI.
The daemon includes automatic session cleanup when glpi.session_dir is configured. After each polling cycle, it deletes session files older than session_max_age minutes.
Setup
Step 1: Check permissions
The daemon needs write access to GLPI's session directory (typically /var/lib/glpi/_sessions, owned by www-data:www-data).
# Check directory ownership and permissions
ls -ld /var/lib/glpi/_sessions
# drwxr-xr-x 2 www-data www-data ... /var/lib/glpi/_sessions
# Check what user your daemon runs as
ps aux | grep glpi-followup-translate
| Daemon runs as | Can delete sessions? | Action needed |
|---|---|---|
root |
✅ Yes | None — root bypasses file permissions |
www-data |
✅ Yes | None — same owner as session files |
Other user (e.g. qais) |
❌ No | See Step 2 |
Step 2: Grant permissions (if needed)
If your daemon runs as a non-root, non-www-data user, add it to the www-data group:
# Add daemon user to www-data group
sudo usermod -aG www-data $(whoami)
# Grant group write access to session directory
sudo chmod 775 /var/lib/glpi/_sessions
# Restart daemon to pick up new group
sudo systemctl restart glpi-translate.service
Step 3: Configure
Add to your config.yaml:
glpi:
# ... existing config ...
session_dir: "/var/lib/glpi/_sessions"
# session_max_age: 30 # optional, default = 2x polling interval
Step 4: Verify
# Check session count before
ls /var/lib/glpi/_sessions | wc -l
# Run daemon for a few minutes, then check again
ls /var/lib/glpi/_sessions | wc -l
# Should be stable, not growing
How It Works
- Each polling cycle, the daemon makes ~119 API requests to GLPI
- Each request creates a PHP session file on the GLPI server
- After the cycle, the daemon deletes session files older than
session_max_age - Net result: session count stays bounded instead of growing indefinitely
Troubleshooting
| Symptom | Cause | Fix |
|---|---|---|
Permission denied in logs |
Daemon user can't write to session dir | See Step 2 above |
| Sessions still growing | session_dir not configured or wrong path |
Check config.yaml |
| Cleanup not running | Daemon not using latest code | pip install --upgrade glpi-followup-translate |
Project Structure
glpi-followup-translate/
├── glpi_followup_translate/
│ ├── __init__.py
│ ├── __main__.py # entry point
│ ├── config.py # YAML config loader
│ ├── glpi_client.py # GLPI REST API v2.3 client
│ ├── main.py # daemon loop, translation logic, log viewer
│ └── ollama_client.py # Ollama API client
├── config.yaml.example # config template (safe to commit)
├── pyproject.toml # pip package configuration
├── requirements.txt
├── test_integration.py # unified test suite (unit + integration)
├── CHANGELOG.md
├── README.md
├── README.zh-CN.md
└── CLAUDE.md
License
MIT
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