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Create translator_engine.py
Browse files- translator_engine.py +381 -0
translator_engine.py
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|
| 1 |
+
# 4. translator_engine.py
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| 2 |
+
"""
|
| 3 |
+
Moteur de traduction multi-engines avec fallback intelligent
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| 4 |
+
"""
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| 5 |
+
import time
|
| 6 |
+
import logging
|
| 7 |
+
from typing import List, Optional, Dict, Any
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| 8 |
+
from abc import ABC, abstractmethod
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| 9 |
+
from concurrent.futures import ThreadPoolExecutor, as_completed
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| 10 |
+
import streamlit as st
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| 11 |
+
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| 12 |
+
# Import des différents moteurs
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| 13 |
+
try:
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| 14 |
+
import translators as ts
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| 15 |
+
except ImportError:
|
| 16 |
+
ts = None
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| 17 |
+
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| 18 |
+
try:
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| 19 |
+
from googletrans import Translator as GoogleTranslator
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| 20 |
+
except ImportError:
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| 21 |
+
GoogleTranslator = None
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| 22 |
+
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| 23 |
+
try:
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| 24 |
+
import deepl
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| 25 |
+
except ImportError:
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| 26 |
+
deepl = None
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| 27 |
+
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| 28 |
+
try:
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| 29 |
+
import openai
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| 30 |
+
except ImportError:
|
| 31 |
+
openai = None
|
| 32 |
+
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| 33 |
+
try:
|
| 34 |
+
import anthropic
|
| 35 |
+
except ImportError:
|
| 36 |
+
anthropic = None
|
| 37 |
+
|
| 38 |
+
from utils import RateLimiter, TranslationCache
|
| 39 |
+
|
| 40 |
+
class TranslationEngine(ABC):
|
| 41 |
+
"""Classe abstraite pour les moteurs de traduction"""
|
| 42 |
+
|
| 43 |
+
def __init__(self, name: str):
|
| 44 |
+
self.name = name
|
| 45 |
+
self.logger = logging.getLogger(f"Engine.{name}")
|
| 46 |
+
self.rate_limiter = RateLimiter()
|
| 47 |
+
self.is_available = self.check_availability()
|
| 48 |
+
|
| 49 |
+
@abstractmethod
|
| 50 |
+
def check_availability(self) -> bool:
|
| 51 |
+
"""Vérifie si le moteur est disponible"""
|
| 52 |
+
pass
|
| 53 |
+
|
| 54 |
+
@abstractmethod
|
| 55 |
+
def translate(self, text: str, source_lang: str, target_lang: str) -> Optional[str]:
|
| 56 |
+
"""Traduit le texte"""
|
| 57 |
+
pass
|
| 58 |
+
|
| 59 |
+
def translate_with_retry(self, text: str, source_lang: str, target_lang: str, max_retries: int = 3) -> Optional[str]:
|
| 60 |
+
"""Traduit avec retry automatique"""
|
| 61 |
+
for attempt in range(max_retries):
|
| 62 |
+
try:
|
| 63 |
+
self.rate_limiter.wait()
|
| 64 |
+
result = self.translate(text, source_lang, target_lang)
|
| 65 |
+
if result:
|
| 66 |
+
self.rate_limiter.reset_errors()
|
| 67 |
+
return result
|
| 68 |
+
except Exception as e:
|
| 69 |
+
self.logger.warning(f"Tentative {attempt + 1}/{max_retries} échouée: {e}")
|
| 70 |
+
self.rate_limiter.register_error()
|
| 71 |
+
if attempt < max_retries - 1:
|
| 72 |
+
time.sleep(2 ** attempt) # Backoff exponentiel
|
| 73 |
+
return None
|
| 74 |
+
|
| 75 |
+
class TranslatorsEngine(TranslationEngine):
|
| 76 |
+
"""Moteur utilisant la bibliothèque translators"""
|
| 77 |
+
|
| 78 |
+
def __init__(self, provider: str = 'google'):
|
| 79 |
+
self.provider = provider
|
| 80 |
+
super().__init__(f"Translators-{provider}")
|
| 81 |
+
|
| 82 |
+
def check_availability(self) -> bool:
|
| 83 |
+
return ts is not None
|
| 84 |
+
|
| 85 |
+
def translate(self, text: str, source_lang: str, target_lang: str) -> Optional[str]:
|
| 86 |
+
if not self.is_available:
|
| 87 |
+
return None
|
| 88 |
+
|
| 89 |
+
try:
|
| 90 |
+
# Conversion des codes de langue si nécessaire
|
| 91 |
+
if source_lang == 'auto':
|
| 92 |
+
source_lang = 'auto'
|
| 93 |
+
|
| 94 |
+
result = ts.translate_text(
|
| 95 |
+
text,
|
| 96 |
+
translator=self.provider,
|
| 97 |
+
from_language=source_lang,
|
| 98 |
+
to_language=target_lang,
|
| 99 |
+
timeout=30
|
| 100 |
+
)
|
| 101 |
+
return result
|
| 102 |
+
except Exception as e:
|
| 103 |
+
self.logger.error(f"Erreur traduction {self.provider}: {e}")
|
| 104 |
+
return None
|
| 105 |
+
|
| 106 |
+
class GoogleTransEngine(TranslationEngine):
|
| 107 |
+
"""Moteur Google Translate (googletrans)"""
|
| 108 |
+
|
| 109 |
+
def __init__(self):
|
| 110 |
+
super().__init__("GoogleTrans")
|
| 111 |
+
self.translator = GoogleTranslator() if GoogleTranslator else None
|
| 112 |
+
|
| 113 |
+
def check_availability(self) -> bool:
|
| 114 |
+
return GoogleTranslator is not None
|
| 115 |
+
|
| 116 |
+
def translate(self, text: str, source_lang: str, target_lang: str) -> Optional[str]:
|
| 117 |
+
if not self.is_available:
|
| 118 |
+
return None
|
| 119 |
+
|
| 120 |
+
try:
|
| 121 |
+
result = self.translator.translate(
|
| 122 |
+
text,
|
| 123 |
+
src=source_lang if source_lang != 'auto' else 'auto',
|
| 124 |
+
dest=target_lang
|
| 125 |
+
)
|
| 126 |
+
return result.text
|
| 127 |
+
except Exception as e:
|
| 128 |
+
self.logger.error(f"Erreur GoogleTrans: {e}")
|
| 129 |
+
return None
|
| 130 |
+
|
| 131 |
+
class DeepLEngine(TranslationEngine):
|
| 132 |
+
"""Moteur DeepL (nécessite une clé API)"""
|
| 133 |
+
|
| 134 |
+
def __init__(self, api_key: str = None):
|
| 135 |
+
super().__init__("DeepL")
|
| 136 |
+
self.api_key = api_key
|
| 137 |
+
self.translator = None
|
| 138 |
+
if api_key and deepl:
|
| 139 |
+
try:
|
| 140 |
+
self.translator = deepl.Translator(api_key)
|
| 141 |
+
except:
|
| 142 |
+
pass
|
| 143 |
+
|
| 144 |
+
def check_availability(self) -> bool:
|
| 145 |
+
return self.translator is not None
|
| 146 |
+
|
| 147 |
+
def translate(self, text: str, source_lang: str, target_lang: str) -> Optional[str]:
|
| 148 |
+
if not self.is_available:
|
| 149 |
+
return None
|
| 150 |
+
|
| 151 |
+
try:
|
| 152 |
+
# Conversion des codes de langue pour DeepL
|
| 153 |
+
target_lang_deepl = target_lang.upper()
|
| 154 |
+
if target_lang_deepl == 'EN':
|
| 155 |
+
target_lang_deepl = 'EN-US'
|
| 156 |
+
|
| 157 |
+
result = self.translator.translate_text(
|
| 158 |
+
text,
|
| 159 |
+
source_lang=None if source_lang == 'auto' else source_lang.upper(),
|
| 160 |
+
target_lang=target_lang_deepl
|
| 161 |
+
)
|
| 162 |
+
return result.text
|
| 163 |
+
except Exception as e:
|
| 164 |
+
self.logger.error(f"Erreur DeepL: {e}")
|
| 165 |
+
return None
|
| 166 |
+
|
| 167 |
+
class OpenAIEngine(TranslationEngine):
|
| 168 |
+
"""Moteur OpenAI GPT (nécessite une clé API)"""
|
| 169 |
+
|
| 170 |
+
def __init__(self, api_key: str = None, model: str = "gpt-3.5-turbo"):
|
| 171 |
+
super().__init__("OpenAI")
|
| 172 |
+
self.api_key = api_key
|
| 173 |
+
self.model = model
|
| 174 |
+
if api_key and openai:
|
| 175 |
+
openai.api_key = api_key
|
| 176 |
+
|
| 177 |
+
def check_availability(self) -> bool:
|
| 178 |
+
return self.api_key is not None and openai is not None
|
| 179 |
+
|
| 180 |
+
def translate(self, text: str, source_lang: str, target_lang: str) -> Optional[str]:
|
| 181 |
+
if not self.is_available:
|
| 182 |
+
return None
|
| 183 |
+
|
| 184 |
+
try:
|
| 185 |
+
# Mapping des codes de langue vers les noms complets
|
| 186 |
+
lang_names = {
|
| 187 |
+
'en': 'English', 'fr': 'French', 'es': 'Spanish',
|
| 188 |
+
'de': 'German', 'it': 'Italian', 'pt': 'Portuguese',
|
| 189 |
+
'ru': 'Russian', 'ja': 'Japanese', 'ko': 'Korean',
|
| 190 |
+
'zh': 'Chinese', 'ar': 'Arabic', 'hi': 'Hindi'
|
| 191 |
+
}
|
| 192 |
+
|
| 193 |
+
target_name = lang_names.get(target_lang, target_lang)
|
| 194 |
+
|
| 195 |
+
prompt = f"Translate the following text to {target_name}. Only provide the translation, no explanations:\n\n{text}"
|
| 196 |
+
|
| 197 |
+
response = openai.ChatCompletion.create(
|
| 198 |
+
model=self.model,
|
| 199 |
+
messages=[
|
| 200 |
+
{"role": "system", "content": "You are a professional translator. Provide accurate translations while preserving the original meaning and tone."},
|
| 201 |
+
{"role": "user", "content": prompt}
|
| 202 |
+
],
|
| 203 |
+
temperature=0.3,
|
| 204 |
+
max_tokens=len(text) * 2 # Estimation généreuse
|
| 205 |
+
)
|
| 206 |
+
|
| 207 |
+
return response.choices[0].message.content.strip()
|
| 208 |
+
except Exception as e:
|
| 209 |
+
self.logger.error(f"Erreur OpenAI: {e}")
|
| 210 |
+
return None
|
| 211 |
+
|
| 212 |
+
class AnthropicEngine(TranslationEngine):
|
| 213 |
+
"""Moteur Anthropic Claude (nécessite une clé API)"""
|
| 214 |
+
|
| 215 |
+
def __init__(self, api_key: str = None):
|
| 216 |
+
super().__init__("Anthropic")
|
| 217 |
+
self.api_key = api_key
|
| 218 |
+
self.client = None
|
| 219 |
+
if api_key and anthropic:
|
| 220 |
+
try:
|
| 221 |
+
self.client = anthropic.Anthropic(api_key=api_key)
|
| 222 |
+
except:
|
| 223 |
+
pass
|
| 224 |
+
|
| 225 |
+
def check_availability(self) -> bool:
|
| 226 |
+
return self.client is not None
|
| 227 |
+
|
| 228 |
+
def translate(self, text: str, source_lang: str, target_lang: str) -> Optional[str]:
|
| 229 |
+
if not self.is_available:
|
| 230 |
+
return None
|
| 231 |
+
|
| 232 |
+
try:
|
| 233 |
+
# Mapping des codes de langue
|
| 234 |
+
lang_names = {
|
| 235 |
+
'en': 'English', 'fr': 'French', 'es': 'Spanish',
|
| 236 |
+
'de': 'German', 'it': 'Italian', 'pt': 'Portuguese',
|
| 237 |
+
'ru': 'Russian', 'ja': 'Japanese', 'ko': 'Korean',
|
| 238 |
+
'zh': 'Chinese', 'ar': 'Arabic', 'hi': 'Hindi'
|
| 239 |
+
}
|
| 240 |
+
|
| 241 |
+
target_name = lang_names.get(target_lang, target_lang)
|
| 242 |
+
|
| 243 |
+
message = self.client.messages.create(
|
| 244 |
+
model="claude-3-sonnet-20240229",
|
| 245 |
+
max_tokens=len(text) * 2,
|
| 246 |
+
temperature=0.3,
|
| 247 |
+
messages=[
|
| 248 |
+
{
|
| 249 |
+
"role": "user",
|
| 250 |
+
"content": f"Translate this text to {target_name}. Provide only the translation:\n\n{text}"
|
| 251 |
+
}
|
| 252 |
+
]
|
| 253 |
+
)
|
| 254 |
+
|
| 255 |
+
return message.content[0].text
|
| 256 |
+
except Exception as e:
|
| 257 |
+
self.logger.error(f"Erreur Anthropic: {e}")
|
| 258 |
+
return None
|
| 259 |
+
|
| 260 |
+
class MultiEngineTranslator:
|
| 261 |
+
"""Gestionnaire principal avec fallback entre moteurs"""
|
| 262 |
+
|
| 263 |
+
def __init__(self, config: Dict[str, Any] = None):
|
| 264 |
+
self.config = config or {}
|
| 265 |
+
self.cache = TranslationCache()
|
| 266 |
+
self.logger = logging.getLogger("MultiEngineTranslator")
|
| 267 |
+
self.engines = []
|
| 268 |
+
self._initialize_engines()
|
| 269 |
+
|
| 270 |
+
def _initialize_engines(self):
|
| 271 |
+
"""Initialise tous les moteurs disponibles"""
|
| 272 |
+
|
| 273 |
+
# Moteurs gratuits (translators)
|
| 274 |
+
for provider in ['google', 'bing', 'yandex', 'baidu']:
|
| 275 |
+
engine = TranslatorsEngine(provider)
|
| 276 |
+
if engine.is_available:
|
| 277 |
+
self.engines.append(engine)
|
| 278 |
+
|
| 279 |
+
# Google Translate alternatif
|
| 280 |
+
google_engine = GoogleTransEngine()
|
| 281 |
+
if google_engine.is_available:
|
| 282 |
+
self.engines.append(google_engine)
|
| 283 |
+
|
| 284 |
+
# Moteurs avec API (si les clés sont fournies)
|
| 285 |
+
if self.config.get('deepl_api_key'):
|
| 286 |
+
deepl_engine = DeepLEngine(self.config['deepl_api_key'])
|
| 287 |
+
if deepl_engine.is_available:
|
| 288 |
+
self.engines.insert(0, deepl_engine) # Priorité haute
|
| 289 |
+
|
| 290 |
+
if self.config.get('openai_api_key'):
|
| 291 |
+
openai_engine = OpenAIEngine(
|
| 292 |
+
self.config['openai_api_key'],
|
| 293 |
+
self.config.get('openai_model', 'gpt-3.5-turbo')
|
| 294 |
+
)
|
| 295 |
+
if openai_engine.is_available:
|
| 296 |
+
self.engines.insert(0, openai_engine)
|
| 297 |
+
|
| 298 |
+
if self.config.get('anthropic_api_key'):
|
| 299 |
+
anthropic_engine = AnthropicEngine(self.config['anthropic_api_key'])
|
| 300 |
+
if anthropic_engine.is_available:
|
| 301 |
+
self.engines.insert(0, anthropic_engine)
|
| 302 |
+
|
| 303 |
+
self.logger.info(f"Moteurs disponibles: {[e.name for e in self.engines]}")
|
| 304 |
+
|
| 305 |
+
def translate(self, text: str, source_lang: str = 'auto', target_lang: str = 'fr') -> str:
|
| 306 |
+
"""
|
| 307 |
+
Traduit le texte avec fallback automatique entre moteurs
|
| 308 |
+
"""
|
| 309 |
+
if not text or not text.strip():
|
| 310 |
+
return text
|
| 311 |
+
|
| 312 |
+
# Vérifier le cache pour chaque moteur
|
| 313 |
+
for engine in self.engines:
|
| 314 |
+
cached = self.cache.get(text, source_lang, target_lang, engine.name)
|
| 315 |
+
if cached:
|
| 316 |
+
self.logger.debug(f"Traduction trouvée en cache ({engine.name})")
|
| 317 |
+
return cached
|
| 318 |
+
|
| 319 |
+
# Essayer chaque moteur dans l'ordre
|
| 320 |
+
for engine in self.engines:
|
| 321 |
+
self.logger.info(f"Tentative avec {engine.name}")
|
| 322 |
+
try:
|
| 323 |
+
result = engine.translate_with_retry(text, source_lang, target_lang)
|
| 324 |
+
if result:
|
| 325 |
+
# Sauvegarder en cache
|
| 326 |
+
self.cache.set(text, result, source_lang, target_lang, engine.name)
|
| 327 |
+
return result
|
| 328 |
+
except Exception as e:
|
| 329 |
+
self.logger.warning(f"Échec {engine.name}: {e}")
|
| 330 |
+
continue
|
| 331 |
+
|
| 332 |
+
# Si tous les moteurs échouent, retourner le texte original
|
| 333 |
+
self.logger.error("Tous les moteurs ont échoué, retour du texte original")
|
| 334 |
+
return text
|
| 335 |
+
|
| 336 |
+
def translate_batch(self, texts: List[str], source_lang: str = 'auto',
|
| 337 |
+
target_lang: str = 'fr', max_workers: int = 3) -> List[str]:
|
| 338 |
+
"""
|
| 339 |
+
Traduit plusieurs textes en parallèle
|
| 340 |
+
"""
|
| 341 |
+
results = [None] * len(texts)
|
| 342 |
+
|
| 343 |
+
with ThreadPoolExecutor(max_workers=max_workers) as executor:
|
| 344 |
+
futures = {
|
| 345 |
+
executor.submit(self.translate, text, source_lang, target_lang): i
|
| 346 |
+
for i, text in enumerate(texts)
|
| 347 |
+
}
|
| 348 |
+
|
| 349 |
+
for future in as_completed(futures):
|
| 350 |
+
index = futures[future]
|
| 351 |
+
try:
|
| 352 |
+
results[index] = future.result()
|
| 353 |
+
except Exception as e:
|
| 354 |
+
self.logger.error(f"Erreur traduction batch index {index}: {e}")
|
| 355 |
+
results[index] = texts[index]
|
| 356 |
+
|
| 357 |
+
return results
|
| 358 |
+
|
| 359 |
+
def get_available_engines(self) -> List[str]:
|
| 360 |
+
"""Retourne la liste des moteurs disponibles"""
|
| 361 |
+
return [engine.name for engine in self.engines]
|
| 362 |
+
|
| 363 |
+
def estimate_cost(self, char_count: int) -> Dict[str, float]:
|
| 364 |
+
"""Estime le coût de traduction pour les APIs payantes"""
|
| 365 |
+
costs = {}
|
| 366 |
+
|
| 367 |
+
# DeepL: ~20€ pour 1M caractères
|
| 368 |
+
if any(e.name == 'DeepL' for e in self.engines):
|
| 369 |
+
costs['DeepL'] = (char_count / 1_000_000) * 20
|
| 370 |
+
|
| 371 |
+
# OpenAI GPT-3.5: ~$0.002 per 1K tokens (environ 4 caractères par token)
|
| 372 |
+
if any(e.name == 'OpenAI' for e in self.engines):
|
| 373 |
+
token_count = char_count / 4
|
| 374 |
+
costs['OpenAI'] = (token_count / 1000) * 0.002
|
| 375 |
+
|
| 376 |
+
# Anthropic Claude: ~$0.003 per 1K tokens
|
| 377 |
+
if any(e.name == 'Anthropic' for e in self.engines):
|
| 378 |
+
token_count = char_count / 4
|
| 379 |
+
costs['Anthropic'] = (token_count / 1000) * 0.003
|
| 380 |
+
|
| 381 |
+
return costs
|