| # Sema Translation API - Enhanced Capabilities |
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| ## π **What Our API Can Do** |
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| Your Sema Translation API is now a comprehensive, enterprise-grade translation service with extensive language support, custom HuggingFace models, and developer-friendly features. |
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| ## π **Core Translation Features** |
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| ### **1. Text Translation** |
| - **200+ Languages**: Complete FLORES-200 language support |
| - **55+ African Languages**: Comprehensive African language coverage (updated from 23) |
| - **Custom Models**: Optimized `sematech/sema-utils` HuggingFace models |
| - **Automatic Language Detection**: Smart source language detection with FastText |
| - **High-Quality Translation**: CTranslate2 optimized NLLB-200 neural translation |
| - **Bidirectional Translation**: Translate between any supported language pair |
| - **Character Limit**: Up to 5000 characters per request |
| - **Performance**: 0.2-2.5 seconds depending on text length |
| - **Server-Side Timing**: Request performance tracking and optimization |
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| ### **2. Language Detection** |
| - **Automatic Detection**: Identifies source language when not specified |
| - **High Accuracy**: 99%+ accuracy with FastText-based identification |
| - **200+ Language Support**: Detects all supported languages |
| - **Confidence Scoring**: Normalized confidence scores (0.0-1.0) |
| - **Case Insensitive**: Works with any text case (uppercase, lowercase, mixed) |
| - **Fast Processing**: 0.01-0.05 seconds detection time |
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| ## π£οΈ **Enhanced Language Support System** |
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| ### **Complete Language Information** |
| Your API now knows everything about its supported languages: |
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| #### **Language Metadata** |
| - **English Names**: "Swahili", "French", "Chinese", "Akan", "Bambara" |
| - **Native Names**: "Kiswahili", "FranΓ§ais", "δΈζ", "Akan", "Bamanankan" |
| - **Geographic Regions**: Africa, Europe, Asia, Middle East, Americas |
| - **Writing Scripts**: Latin, Arabic, Cyrillic, Han, Devanagari, Ethiopic, Tifinagh, etc. |
| - **Language Codes**: FLORES-200 standard codes (e.g., swh_Latn, aka_Latn) |
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| #### **Enhanced Regional Coverage** |
| - **African Languages** (55+): Swahili, Hausa, Yoruba, Kikuyu, Akan, Bambara, Fon, Twi, Ewe, Zulu, Xhosa, Amharic, Somali |
| - **European Languages** (40+): English, French, German, Spanish, Italian, Russian, Polish |
| - **Asian Languages** (80+): Chinese, Japanese, Korean, Hindi, Bengali, Thai, Vietnamese |
| - **Middle Eastern** (15+): Arabic, Hebrew, Persian, Turkish |
| - **Americas** (30+): Spanish, Portuguese, English, French, Indigenous languages |
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| ## π‘ **API Endpoints** |
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| ### **Translation Endpoints** |
| ``` |
| POST /translate # Main translation endpoint |
| POST /api/v1/translate # Versioned endpoint |
| ``` |
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| ### **Language Information Endpoints** |
| ``` |
| GET /languages # All supported languages |
| GET /languages/popular # Most commonly used languages |
| GET /languages/african # African languages specifically |
| GET /languages/region/{region} # Languages by geographic region |
| GET /languages/search?q={query} # Search languages by name/code |
| GET /languages/stats # Language statistics and coverage |
| GET /languages/{code} # Specific language information |
| ``` |
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| ### **Monitoring & Health** |
| ``` |
| GET / # Basic health check |
| GET /health # Detailed health monitoring |
| GET /metrics # Prometheus metrics |
| GET /docs # Interactive API documentation |
| GET /redoc # Alternative documentation |
| ``` |
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| ## π― **Developer Experience Features** |
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| ### **1. Language Discovery** |
| - **Complete Language List**: Get all 200+ supported languages |
| - **Popular Languages**: Quick access to commonly used languages |
| - **Regional Filtering**: Filter by geographic region |
| - **Search Functionality**: Find languages by name, native name, or code |
| - **Language Validation**: Check if a language code is supported |
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| ### **2. Frontend Integration Ready** |
| ```javascript |
| // Get all languages for dropdown |
| const languages = await fetch('/languages').then(r => r.json()); |
| |
| // Get popular languages for quick selection |
| const popular = await fetch('/languages/popular').then(r => r.json()); |
| |
| // Search languages for autocomplete |
| const results = await fetch('/languages/search?q=Swah').then(r => r.json()); |
| |
| // Validate language code |
| const langInfo = await fetch('/languages/swh_Latn').then(r => r.json()); |
| ``` |
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| ### **3. Rich Metadata** |
| Each language includes: |
| ```json |
| { |
| "swh_Latn": { |
| "name": "Swahili", |
| "native_name": "Kiswahili", |
| "region": "Africa", |
| "script": "Latin" |
| } |
| } |
| ``` |
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| ## π **Analytics & Monitoring** |
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| ### **Usage Tracking** |
| - **Request Counting**: Total API requests by endpoint |
| - **Translation Metrics**: Translations by language pair |
| - **Character Counting**: Total characters translated |
| - **Performance Metrics**: Request duration and inference time |
| - **Error Tracking**: Error rates by type |
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| ### **Language Statistics** |
| - **Coverage Stats**: Languages by region and script |
| - **Usage Patterns**: Most translated language pairs |
| - **Performance Data**: Translation speed by language |
| - **Regional Analytics**: Usage by geographic region |
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| ## π **Enterprise Features** |
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| ### **Rate Limiting** |
| - **60 requests/minute** per IP address |
| - **5000 characters** maximum per request |
| - **Graceful degradation** with clear error messages |
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| ### **Request Tracking** |
| - **Unique Request IDs**: For debugging and support |
| - **Structured Logging**: JSON logs for analysis |
| - **Request/Response Logging**: Complete audit trail |
| - **Performance Monitoring**: Response time tracking |
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| ### **Error Handling** |
| - **Comprehensive Validation**: Input validation with clear messages |
| - **HTTP Status Codes**: Standard REST API responses |
| - **Error Details**: Specific error information |
| - **Graceful Failures**: Service continues despite individual failures |
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| ## π¨ **Frontend Integration Examples** |
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| ### **Language Selector Component** |
| ```javascript |
| // React component example |
| function LanguageSelector({ onSelect }) { |
| const [languages, setLanguages] = useState([]); |
| const [popular, setPopular] = useState([]); |
| |
| useEffect(() => { |
| // Load popular languages first |
| fetch('/languages/popular') |
| .then(r => r.json()) |
| .then(data => setPopular(Object.entries(data.languages))); |
| |
| // Load all languages for search |
| fetch('/languages') |
| .then(r => r.json()) |
| .then(data => setLanguages(Object.entries(data.languages))); |
| }, []); |
| |
| return ( |
| <select onChange={e => onSelect(e.target.value)}> |
| <optgroup label="Popular Languages"> |
| {popular.map(([code, info]) => ( |
| <option key={code} value={code}> |
| {info.name} ({info.native_name}) |
| </option> |
| ))} |
| </optgroup> |
| <optgroup label="All Languages"> |
| {languages.map(([code, info]) => ( |
| <option key={code} value={code}> |
| {info.name} - {info.region} |
| </option> |
| ))} |
| </optgroup> |
| </select> |
| ); |
| } |
| ``` |
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| ### **Translation Interface** |
| ```javascript |
| // Translation function with language validation |
| async function translateText(text, targetLang, sourceLang = null) { |
| // Validate target language |
| const langInfo = await fetch(`/languages/${targetLang}`); |
| if (!langInfo.ok) { |
| throw new Error(`Unsupported language: ${targetLang}`); |
| } |
| |
| // Perform translation |
| const response = await fetch('/translate', { |
| method: 'POST', |
| headers: { 'Content-Type': 'application/json' }, |
| body: JSON.stringify({ |
| text, |
| target_language: targetLang, |
| source_language: sourceLang |
| }) |
| }); |
| |
| return response.json(); |
| } |
| ``` |
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| ## π― **Perfect For** |
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| ### **Web Applications** |
| - **Language Selectors**: Rich dropdowns with native names |
| - **Translation Interfaces**: Real-time translation with validation |
| - **Multi-language Support**: Dynamic language switching |
| - **Search & Autocomplete**: Find languages quickly |
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| ### **Mobile Applications** |
| - **Offline Language Lists**: Cache language data locally |
| - **Quick Selection**: Popular languages for faster UX |
| - **Regional Filtering**: Show relevant languages by location |
| - **Voice Input**: Validate detected languages |
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| ### **Business Intelligence** |
| - **Usage Analytics**: Track translation patterns |
| - **Language Coverage**: Monitor supported languages |
| - **Performance Metrics**: API response times and success rates |
| - **Regional Insights**: Usage by geographic region |
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| ## π **Ready for Production** |
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| Your API now provides: |
| - β
**Complete Language Awareness**: Knows all its capabilities |
| - β
**Developer-Friendly**: Easy integration with comprehensive docs |
| - β
**Frontend-Ready**: Perfect for building user interfaces |
| - β
**Enterprise-Grade**: Monitoring, logging, and analytics |
| - β
**Scalable**: Clean architecture for future enhancements |
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| The API is now a complete translation platform that developers will love to work with! π |
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