Open Source vs Commercial AI: Which Is Better for Enterprise

Open Source vs Commercial AI: Which Is Better for Enterprise

💡 What You Will Learn

Open Source vs Commercial AI: Which Is Better for Enterprise

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class HybridRouter:
    """Intelligent/SmartAPI"""

    def __init__(self):
        self.local_model = OllamaLLM(model="qwen3:32b")
        self.cloud_api = OpenAILLM(model="gpt-4o-mini")
        self.complexity_threshold = 0.6

    def estimate_complexity(self, task: str) -> float:
        """0-1"""
        signals = 0.0
        if len(task) > 200:
            signals += 0.2
        if any(kw in task for kw in ['', '', '', '']):
            signals += 0.3
        if any(kw in task for kw in ['', 'JSON', '']):
            signals += 0.1
        if any(kw in task for kw in ['', '', '']):
            signals -= 0.3
        return min(max(signals, 0), 1)

    def route(self, task: str, context: list = None) -> str:
        score = self.estimate_complexity(task)
        if score < self.complexity_threshold:
            print(f"[]  ->  (={score:.2f})")
            return self.local_model.invoke(task)
        else:
            print(f"[]  -> API (={score:.2f})")
            return self.cloud_api.invoke(task)