app.py

from fastapi import FastAPI, HTTPException
from transformers import pipeline
import langdetect
import logging
import os

os.environ["HF_HOME"] = "/app/cache"
os.environ["TRANSFORMERS_CACHE"] = "/app/cache"

app = FastAPI()

logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)

MODEL_MAP = {
    "id": "Helsinki-NLP/opus-mt-id-en",
    "th": "Helsinki-NLP/opus-mt-th-en",
    "fr": "Helsinki-NLP/opus-mt-fr-en",
    "es": "Helsinki-NLP/opus-mt-es-en",
    "ja": "Helsinki-NLP/opus-mt-ja-en",
    "zh": "Helsinki-NLP/opus-mt-zh-en",  # Gunakan zh untuk Sederhana dan Tradisional
    "vi": "Helsinki-NLP/opus-mt-vi-en",
}

translators = {}
try:
    for lang, model_name in MODEL_MAP.items():
        logger.info(f"Loading model for {lang}...")
        translators[lang] = pipeline("translation", model=model_name)
        logger.info(f"Model for {lang} loaded successfully")
except Exception as e:
    logger.error(f"Model initialization failed: {str(e)}")
    raise Exception(f"Model initialization failed: {str(e)}")

def detect_language(text: str) -> str:
    try:
        lang = langdetect.detect(text)
        return lang if lang in MODEL_MAP else "en"
    except Exception as e:
        logger.warning(f"Language detection failed: {str(e)}, defaulting to English")
        return "en"

@app.post("/translate")
async def translate(text: str):
    if not text:
        raise HTTPException(status_code=400, detail="Text input is required")
    try:
        source_lang = detect_language(text)
        logger.info(f"Detected source language: {source_lang}")
        if source_lang == "en":
            return {"translated_text": text}
        translator = translators.get(source_lang)
        if not translator:
            raise HTTPException(status_code=400, detail=f"Translation not supported for language: {source_lang}")
        result = translator(text)
        return {"translated_text": result[0]["translation_text"]}
    except Exception as e:
        logger.error(f"Processing failed: {str(e)}")
        raise HTTPException(status_code=500, detail=f"Processing failed: {str(e)}")