Supports integration of two models from DeepSeek for analysis!

This commit is contained in:
戒酒的李白
2025-02-12 01:45:45 +08:00
parent 12a8732bd2
commit 82089852c9
3 changed files with 74 additions and 6 deletions
+48 -4
View File
@@ -11,14 +11,21 @@ class AIAnalyzer:
# 从环境变量获取API密钥
self.openai_key = os.getenv('OPENAI_API_KEY')
self.claude_key = os.getenv('ANTHROPIC_API_KEY')
self.deepseek_key = os.getenv('DEEPSEEK_API_KEY')
if not self.openai_key and not self.claude_key:
raise ValueError("请至少设置一个API密钥 (OPENAI_API_KEY ANTHROPIC_API_KEY)")
if not any([self.openai_key, self.claude_key, self.deepseek_key]):
raise ValueError("请至少设置一个API密钥 (OPENAI_API_KEY, ANTHROPIC_API_KEY 或 DEEPSEEK_API_KEY)")
if self.openai_key:
openai.api_key = self.openai_key
if self.claude_key:
self.claude_client = anthropic.Anthropic(api_key=self.claude_key)
if self.deepseek_key:
# 配置DeepSeek API
self.deepseek_client = openai.OpenAI(
api_key=self.deepseek_key,
base_url="https://api.deepseek.com/v1"
)
# 支持的模型列表
self.supported_models = {
@@ -35,7 +42,11 @@ class AIAnalyzer:
'claude-3-haiku-20240307': {'provider': 'anthropic', 'max_tokens': 2000, 'cost_per_1k': 0.0025},
'claude-2.1': {'provider': 'anthropic', 'max_tokens': 100000, 'cost_per_1k': 0.008},
'claude-2.0': {'provider': 'anthropic', 'max_tokens': 100000, 'cost_per_1k': 0.008},
'claude-instant-1.2': {'provider': 'anthropic', 'max_tokens': 100000, 'cost_per_1k': 0.0015}
'claude-instant-1.2': {'provider': 'anthropic', 'max_tokens': 100000, 'cost_per_1k': 0.0015},
# DeepSeek 模型
'deepseek-chat': {'provider': 'deepseek', 'max_tokens': 4000, 'cost_per_1k': 0.002}, # DeepSeek-V3
'deepseek-reasoner': {'provider': 'deepseek', 'max_tokens': 4000, 'cost_per_1k': 0.003} # DeepSeek-R1
}
# 不同深度的分析提示词
@@ -129,13 +140,20 @@ class AIAnalyzer:
model_type,
max_tokens
)
else: # anthropic
elif provider == 'anthropic':
result = await self._analyze_with_claude(
messages_text,
system_prompt,
model_type,
max_tokens
)
elif provider == 'deepseek':
result = await self._analyze_with_deepseek(
messages_text,
system_prompt,
model_type,
max_tokens
)
if result:
all_results.extend(result)
@@ -235,6 +253,32 @@ class AIAnalyzer:
logging.error(f"Claude API调用失败: {e}")
return []
async def _analyze_with_deepseek(self, messages_text: str, system_prompt: str,
model: str, max_tokens: int) -> List[Dict]:
"""使用DeepSeek API进行分析"""
try:
response = await self.deepseek_client.chat.completions.create(
model=model,
messages=[
{"role": "system", "content": system_prompt},
{"role": "user", "content": f"请分析以下消息:\n{messages_text}"}
],
temperature=0.3,
max_tokens=max_tokens,
response_format={"type": "json_object"} # 强制JSON响应格式
)
result = json.loads(response.choices[0].message.content)
if isinstance(result, dict) and 'analysis_results' in result:
return result['analysis_results']
else:
logging.error(f"DeepSeek API返回格式不正确: {response.choices[0].message.content}")
return []
except Exception as e:
logging.error(f"DeepSeek API调用失败: {e}")
return []
def format_analysis_for_display(self, analysis: Dict) -> Dict:
"""将分析结果格式化为前端显示格式"""
base_result = {