Add Litellm support (#1493)

This commit is contained in:
Dev Khant
2024-07-18 12:19:48 +05:30
committed by GitHub
parent fb5a3bfd95
commit c411dc294e
6 changed files with 899 additions and 3 deletions

71
mem0/llms/litellm.py Normal file
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@@ -0,0 +1,71 @@
import json
from typing import Dict, List, Optional
import litellm
from mem0.llms.base import LLMBase
class LiteLLM(LLMBase):
def __init__(self, model="gpt-4o"):
self.model = model
def _parse_response(self, response, tools):
"""
Process the response based on whether tools are used or not.
Args:
response: The raw response from API.
tools: The list of tools provided in the request.
Returns:
str or dict: The processed response.
"""
if tools:
processed_response = {
"content": response.choices[0].message.content,
"tool_calls": []
}
if response.choices[0].message.tool_calls:
for tool_call in response.choices[0].message.tool_calls:
processed_response["tool_calls"].append({
"name": tool_call.function.name,
"arguments": json.loads(tool_call.function.arguments)
})
return processed_response
else:
return response.choices[0].message.content
def generate_response(
self,
messages: List[Dict[str, str]],
response_format=None,
tools: Optional[List[Dict]] = None,
tool_choice: str = "auto",
):
"""
Generate a response based on the given messages using Litellm.
Args:
messages (list): List of message dicts containing 'role' and 'content'.
response_format (str or object, optional): Format of the response. Defaults to "text".
tools (list, optional): List of tools that the model can call. Defaults to None.
tool_choice (str, optional): Tool choice method. Defaults to "auto".
Returns:
str: The generated response.
"""
if not litellm.supports_function_calling(self.model):
raise ValueError(f"Model '{self.model}' in litellm does not support function calling.")
params = {"model": self.model, "messages": messages}
if response_format:
params["response_format"] = response_format
if tools:
params["tools"] = tools
params["tool_choice"] = tool_choice
response = litellm.completion(**params)
return self._parse_response(response, tools)

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@@ -13,7 +13,8 @@ class LlmFactory:
"openai": "mem0.llms.openai.OpenAILLM",
"groq": "mem0.llms.groq.GroqLLM",
"together": "mem0.llms.together.TogetherLLM",
"aws_bedrock": "mem0.llms.aws_bedrock.AWSBedrockLLM"
"aws_bedrock": "mem0.llms.aws_bedrock.AWSBedrockLLM",
"litellm": "mem0.llms.litellm.LiteLLM",
}
@classmethod