الفصل 2: تنسيق النماذج المتعددة

موجه النموذج

from typing import Callable

class ModelRouter:
    def __init__(self):
        self.models = {}
        self.routing_rules = []
    
    def register_model(self, name: str, client: Callable, config: dict):
        self.models[name] = {"client": client, "config": config}
    
    def add_routing_rule(self, condition: Callable, model_name: str):
        self.routing_rules.append((condition, model_name))
    
    def route(self, request: dict) -> str:
        """Determine which model to use."""
        for condition, model_name in self.routing_rules:
            if condition(request):
                return model_name
        return "default"
    
    async def generate(self, request: dict) -> dict:
        model_name = self.route(request)
        model = self.models[model_name]
        
        try:
            response = await model["client"].generate(request["prompt"])
            return {"response": response, "model": model_name}
        except Exception as e:
            # Fallback to next model
            return await self.fallback(request, exclude=[model_name])

# Usage
router = ModelRouter()
router.register_model("gpt-4", gpt4_client, {"cost": "high", "quality": "best"})
router.register_model("gpt-3.5", gpt35_client, {"cost": "low", "quality": "good"})
router.register_model("claude", claude_client, {"cost": "medium", "quality": "best"})

# Route simple queries to cheaper model
router.add_routing_rule(
    lambda r: len(r["prompt"]) < 100, 
    "gpt-3.5"
)

استراتيجية الاسترجاع

class FallbackChain:
    def __init__(self, models: list[str], router: ModelRouter):
        self.models = models
        self.router = router
    
    async def generate_with_fallback(self, request: dict) -> dict:
        last_error = None
        
        for model_name in self.models:
            try:
                response = await self.router.models[model_name]["client"].generate(
                    request["prompt"]
                )
                return {"response": response, "model": model_name}
            except Exception as e:
                last_error = e
                continue
        
        raise FallbackExhaustedException(f"All models failed: {last_error}")

---

التالي: الفصل 3: بناء منصات النماذج اللغوية الكبيرة