import json
import requests
from typing import Generator
from .base import BaseModel

class ClaudeModel(BaseModel):
    def get_default_system_prompt(self) -> str:
        return """You are an expert at analyzing questions and providing detailed solutions. When presented with an image of a question:
1. First read and understand the question carefully
2. Break down the key components of the question
3. Provide a clear, step-by-step solution
4. If relevant, explain any concepts or theories involved
5. If there are multiple approaches, explain the most efficient one first"""

    def get_model_identifier(self) -> str:
        return "claude-3-5-sonnet-20241022"

    def analyze_text(self, text: str, proxies: dict = None) -> Generator[dict, None, None]:
        """Stream Claude's response for text analysis"""
        try:
            # Initial status
            yield {"status": "started", "content": ""}

            api_key = self.api_key.strip()
            if api_key.startswith('Bearer '):
                api_key = api_key[7:]

            headers = {
                'x-api-key': api_key,
                'anthropic-version': '2023-06-01',
                'content-type': 'application/json',
                'accept': 'application/json',
            }

            payload = {
                'model': self.get_model_identifier(),
                'stream': True,
                'max_tokens': 4096,
                'temperature': self.temperature,
                'system': self.system_prompt,
                'messages': [{
                    'role': 'user',
                    'content': [
                        {
                            'type': 'text',
                            'text': text
                        }
                    ]
                }]
            }

            response = requests.post(
                'https://api.anthropic.com/v1/messages',
                headers=headers,
                json=payload,
                stream=True,
                proxies=proxies,
                timeout=60
            )

            if response.status_code != 200:
                error_msg = f'API error: {response.status_code}'
                try:
                    error_data = response.json()
                    if 'error' in error_data:
                        error_msg += f" - {error_data['error']['message']}"
                except:
                    error_msg += f" - {response.text}"
                yield {"status": "error", "error": error_msg}
                return

            for chunk in response.iter_lines():
                if not chunk:
                    continue

                try:
                    chunk_str = chunk.decode('utf-8')
                    if not chunk_str.startswith('data: '):
                        continue

                    chunk_str = chunk_str[6:]
                    data = json.loads(chunk_str)

                    if data.get('type') == 'content_block_delta':
                        if 'delta' in data and 'text' in data['delta']:
                            yield {
                                "status": "streaming",
                                "content": data['delta']['text']
                            }

                    elif data.get('type') == 'message_stop':
                        yield {
                            "status": "completed",
                            "content": ""
                        }

                    elif data.get('type') == 'error':
                        error_msg = data.get('error', {}).get('message', 'Unknown error')
                        yield {
                            "status": "error",
                            "error": error_msg
                        }
                        break

                except json.JSONDecodeError as e:
                    print(f"JSON decode error: {str(e)}")
                    continue

        except Exception as e:
            yield {
                "status": "error",
                "error": f"Streaming error: {str(e)}"
            }

    def analyze_image(self, image_data: str, proxies: dict = None) -> Generator[dict, None, None]:
        """Stream Claude's response for image analysis"""
        try:
            # Initial status
            yield {"status": "started", "content": ""}

            api_key = self.api_key.strip()
            if api_key.startswith('Bearer '):
                api_key = api_key[7:]

            headers = {
                'x-api-key': api_key,
                'anthropic-version': '2023-06-01',
                'content-type': 'application/json',
                'accept': 'application/json',
            }

            payload = {
                'model': self.get_model_identifier(),
                'stream': True,
                'max_tokens': 4096,
                'temperature': self.temperature,
                'system': self.system_prompt,
                'messages': [{
                    'role': 'user',
                    'content': [
                        {
                            'type': 'image',
                            'source': {
                                'type': 'base64',
                                'media_type': 'image/png',
                                'data': image_data
                            }
                        },
                        {
                            'type': 'text',
                            'text': "Please analyze this question and provide a detailed solution. If you see multiple questions, focus on solving them one at a time."
                        }
                    ]
                }]
            }

            response = requests.post(
                'https://api.anthropic.com/v1/messages',
                headers=headers,
                json=payload,
                stream=True,
                proxies=proxies,
                timeout=60
            )

            if response.status_code != 200:
                error_msg = f'API error: {response.status_code}'
                try:
                    error_data = response.json()
                    if 'error' in error_data:
                        error_msg += f" - {error_data['error']['message']}"
                except:
                    error_msg += f" - {response.text}"
                yield {"status": "error", "error": error_msg}
                return

            for chunk in response.iter_lines():
                if not chunk:
                    continue

                try:
                    chunk_str = chunk.decode('utf-8')
                    if not chunk_str.startswith('data: '):
                        continue

                    chunk_str = chunk_str[6:]
                    data = json.loads(chunk_str)

                    if data.get('type') == 'content_block_delta':
                        if 'delta' in data and 'text' in data['delta']:
                            yield {
                                "status": "streaming",
                                "content": data['delta']['text']
                            }

                    elif data.get('type') == 'message_stop':
                        yield {
                            "status": "completed",
                            "content": ""
                        }

                    elif data.get('type') == 'error':
                        error_msg = data.get('error', {}).get('message', 'Unknown error')
                        yield {
                            "status": "error",
                            "error": error_msg
                        }
                        break

                except json.JSONDecodeError as e:
                    print(f"JSON decode error: {str(e)}")
                    continue

        except Exception as e:
            yield {
                "status": "error",
                "error": f"Streaming error: {str(e)}"
            }