from typing import Optional, Dict, Any
from abc import ABC, abstractmethod
import httpx

class BaseAIProvider(ABC):
    def __init__(self, api_key: str, model_name: str, base_url: str = None):
        self.api_key = api_key
        self.model_name = model_name
        self.base_url = base_url

    @abstractmethod
    async def generate_content(self, prompt: str, system_instruction: str = None) -> str:
        pass

class GeminiProvider(BaseAIProvider):
    async def generate_content(self, prompt: str, system_instruction: str = None) -> str:
        # Placeholder for Gemini API Implementation
        # https://generativelanguage.googleapis.com/v1beta/models/...
        return f"Gemini Response to: {prompt}"

class OpenAIProvider(BaseAIProvider):
    async def generate_content(self, prompt: str, system_instruction: str = None) -> str:
         # Placeholder for OpenAI API
        return f"OpenAI Response to: {prompt}"

class OllamaProvider(BaseAIProvider):
    """
    Ollama (Local LLM), compatible with OpenAI client usually, or direct /api/generate
    """
    async def generate_content(self, prompt: str, system_instruction: str = None) -> str:
        # Placeholder for Ollama API
        url = f"{self.base_url}/api/generate"
        payload = {
            "model": self.model_name,
            "prompt": prompt,
            "stream": False
        }
        if system_instruction:
            payload["system"] = system_instruction
            
        try:
            async with httpx.AsyncClient() as client:
                resp = await client.post(url, json=payload, timeout=60.0)
                resp.raise_for_status()
                data = resp.json()
                return data.get("response", "")
        except Exception as e:
            return f"Error: {e}"

class AIFactory:
    @staticmethod
    def get_provider(provider_type: str, api_key: str, model_name: str, base_url: str = None) -> BaseAIProvider:
        if provider_type.lower() == "gemini":
            return GeminiProvider(api_key, model_name, base_url)
        elif provider_type.lower() == "openai":
            return OpenAIProvider(api_key, model_name, base_url)
        elif provider_type.lower() == "ollama":
            return OllamaProvider(api_key, model_name, base_url)
        else:
            raise ValueError(f"Unknown Provider: {provider_type}")