Update app.py
Browse files
app.py
CHANGED
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@@ -7,6 +7,7 @@ from datetime import datetime
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from fastapi import FastAPI, HTTPException
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from pydantic import BaseModel
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from transformers import AutoTokenizer, AutoModelForCausalLM
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# === Ortam değişkenleri
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os.environ.setdefault("HF_HOME", "/app/.cache")
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@@ -17,35 +18,38 @@ def log(message):
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timestamp = datetime.now().strftime("%H:%M:%S")
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print(f"[{timestamp}] {message}", flush=True)
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# ===
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app = FastAPI()
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tokenizer = None
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model = None
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global tokenizer, model
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try:
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model_name = "ytu-ce-cosmos/Turkish-Llama-8b-DPO-v0.1"
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log(f"⬇️ Model yükleme başlatılıyor: {model_name}")
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(
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model_name,
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torch_dtype="auto",
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device_map="auto"
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)
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# Padding için pad_token ayarla (yoksa hata veriyor)
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tokenizer.pad_token = tokenizer.eos_token
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log("✅ Model ve tokenizer başarıyla hazır.")
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except Exception as e:
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log(f"❌ Model yükleme hatası: {e}")
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traceback.print_exc()
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raise
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class UserInputRequest(BaseModel):
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user_input: str
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system_prompt: str
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from fastapi import FastAPI, HTTPException
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from pydantic import BaseModel
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from transformers import AutoTokenizer, AutoModelForCausalLM
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from contextlib import asynccontextmanager
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# === Ortam değişkenleri
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os.environ.setdefault("HF_HOME", "/app/.cache")
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timestamp = datetime.now().strftime("%H:%M:%S")
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print(f"[{timestamp}] {message}", flush=True)
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# === Global model değişkenleri
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tokenizer = None
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model = None
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# === Lifespan tanımı
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@asynccontextmanager
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async def lifespan(app: FastAPI):
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global tokenizer, model
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try:
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model_name = "ytu-ce-cosmos/Turkish-Llama-8b-DPO-v0.1"
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log(f"⬇️ Model yükleme başlatılıyor: {model_name}")
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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tokenizer.pad_token = tokenizer.eos_token
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model = AutoModelForCausalLM.from_pretrained(
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model_name,
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torch_dtype="auto",
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device_map="auto"
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)
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log("✅ Model ve tokenizer başarıyla hazır.")
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yield # Uygulama burada çalışır
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except Exception as e:
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log(f"❌ Model yükleme hatası: {e}")
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traceback.print_exc()
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raise
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# === FastAPI başlat
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app = FastAPI(lifespan=lifespan)
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class UserInputRequest(BaseModel):
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user_input: str
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system_prompt: str
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