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Update llm_providers.py
Browse files- llm_providers.py +76 -77
llm_providers.py
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from langchain_anthropic import ChatAnthropic
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from langchain_openai import ChatOpenAI
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from langchain_ollama import ChatOllama
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from langchain_core.language_models.base import BaseLanguageModel
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from langchain_core.messages import BaseMessage, HumanMessage, AIMessage
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from typing import Optional, Dict, List, Any, Sequence
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from langchain.tools import BaseTool
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import os
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import requests
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import json
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from dotenv import load_dotenv
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from dataclasses import dataclass
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import ollama
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import copy
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from chat_gemini import ChatGemini
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load_dotenv()
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class LLMProvider:
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def __init__(self, api_keys: Optional[Dict[str, str]] = None):
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if api_keys:
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self.api_keys = api_keys
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self.providers: Dict[str, Any] = {}
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self._setup_providers()
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def _get_ollama_models(self) -> List[str]:
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"""Get list of available Ollama models using the ollama package"""
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try:
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models = ollama.list()
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return [model.model for model in models['models']]
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except Exception:
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return []
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def _setup_providers(self):
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return self.providers.get(name)
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from langchain_anthropic import ChatAnthropic
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from langchain_openai import ChatOpenAI
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from langchain_ollama import ChatOllama
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from langchain_core.language_models.base import BaseLanguageModel
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from langchain_core.messages import BaseMessage, HumanMessage, AIMessage
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from typing import Optional, Dict, List, Any, Sequence
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from langchain.tools import BaseTool
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import os
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import requests
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import json
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from dotenv import load_dotenv
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from dataclasses import dataclass
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import ollama
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import copy
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from chat_gemini import ChatGemini
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load_dotenv()
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class LLMProvider:
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def __init__(self, api_keys: Optional[Dict[str, str]] = None):
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if api_keys:
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self.api_keys = api_keys
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self.providers: Dict[str, Any] = {}
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self._setup_providers()
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def _get_ollama_models(self) -> List[str]:
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"""Get list of available Ollama models using the ollama package"""
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try:
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models = ollama.list()
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return [model.model for model in models['models']]
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except Exception:
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return []
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def _setup_providers(self):
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# Google Gemini
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if google_key := os.getenv('GOOGLE_API_KEY') or self.api_keys.get('google'):
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self.providers['Gemini'] = ChatGemini(api_key=google_key)
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# Anthropicsel
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if anthropic_key := os.getenv('ANTHROPIC_API_KEY') or self.api_keys.get('anthropic'):
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self.providers['Claude'] = ChatAnthropic(
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api_key=anthropic_key,
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model_name="claude-3-5-sonnet-20241022",
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)
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# OpenAI
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if openai_key := os.getenv('OPENAI_API_KEY') or self.api_keys.get('openai'):
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self.providers['ChatGPT'] = ChatOpenAI(
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api_key=openai_key,
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model_name="gpt-4o-2024-11-20",
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max_completion_tokens=4096,
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)
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# Ollama (local)
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try:
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# Get available Ollama models using the ollama package
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ollama_models = self._get_ollama_models()
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for model in ollama_models:
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self.providers[f'Ollama-{model}'] = ChatOllama(model=model)
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except Exception:
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pass # Ollama not available
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def get_available_providers(self) -> list[str]:
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"""Return list of available provider names"""
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return list(self.providers.keys())
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def get_provider(self, name: str) -> Optional[Any]:
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"""Get LLM provider by name"""
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return self.providers.get(name)
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