LiteLLM agent support (#2460)

* litellm agent support

* lint

* add LiteLLM provider config

---------

Co-authored-by: Timothy Carambat <rambat1010@gmail.com>
This commit is contained in:
Sean Hatfield 2024-10-15 12:43:14 -07:00 committed by GitHub
parent bce7988683
commit cb4b0a878e
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6 changed files with 143 additions and 11 deletions

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@ -24,6 +24,7 @@ const ENABLED_PROVIDERS = [
"bedrock",
"fireworksai",
"deepseek",
"litellm",
"apipie",
// TODO: More agent support.
// "cohere", // Has tool calling and will need to build explicit support

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@ -785,6 +785,8 @@ ${this.getHistory({ to: route.to })
return new Providers.FireworksAIProvider({ model: config.model });
case "deepseek":
return new Providers.DeepSeekProvider({ model: config.model });
case "litellm":
return new Providers.LiteLLMProvider({ model: config.model });
case "apipie":
return new Providers.ApiPieProvider({ model: config.model });

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@ -130,6 +130,22 @@ class Provider {
apiKey: process.env.FIREWORKS_AI_LLM_API_KEY,
...config,
});
case "apipie":
return new ChatOpenAI({
configuration: {
baseURL: "https://apipie.ai/v1",
},
apiKey: process.env.APIPIE_LLM_API_KEY ?? null,
...config,
});
case "deepseek":
return new ChatOpenAI({
configuration: {
baseURL: "https://api.deepseek.com/v1",
},
apiKey: process.env.DEEPSEEK_API_KEY ?? null,
...config,
});
// OSS Model Runners
// case "anythingllm_ollama":
@ -174,22 +190,15 @@ class Provider {
apiKey: process.env.TEXT_GEN_WEB_UI_API_KEY ?? "not-used",
...config,
});
case "deepseek":
case "litellm":
return new ChatOpenAI({
configuration: {
baseURL: "https://api.deepseek.com/v1",
baseURL: process.env.LITE_LLM_BASE_PATH,
},
apiKey: process.env.DEEPSEEK_API_KEY ?? null,
...config,
});
case "apipie":
return new ChatOpenAI({
configuration: {
baseURL: "https://apipie.ai/v1",
},
apiKey: process.env.APIPIE_LLM_API_KEY ?? null,
apiKey: process.env.LITE_LLM_API_KEY ?? null,
...config,
});
default:
throw new Error(`Unsupported provider ${provider} for this task.`);
}

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@ -15,6 +15,7 @@ const TextWebGenUiProvider = require("./textgenwebui.js");
const AWSBedrockProvider = require("./bedrock.js");
const FireworksAIProvider = require("./fireworksai.js");
const DeepSeekProvider = require("./deepseek.js");
const LiteLLMProvider = require("./litellm.js");
const ApiPieProvider = require("./apipie.js");
module.exports = {
@ -35,5 +36,6 @@ module.exports = {
TextWebGenUiProvider,
AWSBedrockProvider,
FireworksAIProvider,
LiteLLMProvider,
ApiPieProvider,
};

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@ -0,0 +1,110 @@
const OpenAI = require("openai");
const Provider = require("./ai-provider.js");
const InheritMultiple = require("./helpers/classes.js");
const UnTooled = require("./helpers/untooled.js");
/**
* The agent provider for LiteLLM.
*/
class LiteLLMProvider extends InheritMultiple([Provider, UnTooled]) {
model;
constructor(config = {}) {
super();
const { model = null } = config;
const client = new OpenAI({
baseURL: process.env.LITE_LLM_BASE_PATH,
apiKey: process.env.LITE_LLM_API_KEY ?? null,
maxRetries: 3,
});
this._client = client;
this.model = model || process.env.LITE_LLM_MODEL_PREF;
this.verbose = true;
}
get client() {
return this._client;
}
async #handleFunctionCallChat({ messages = [] }) {
return await this.client.chat.completions
.create({
model: this.model,
temperature: 0,
messages,
})
.then((result) => {
if (!result.hasOwnProperty("choices"))
throw new Error("LiteLLM chat: No results!");
if (result.choices.length === 0)
throw new Error("LiteLLM chat: No results length!");
return result.choices[0].message.content;
})
.catch((_) => {
return null;
});
}
/**
* Create a completion based on the received messages.
*
* @param messages A list of messages to send to the API.
* @param functions
* @returns The completion.
*/
async complete(messages, functions = null) {
try {
let completion;
if (functions.length > 0) {
const { toolCall, text } = await this.functionCall(
messages,
functions,
this.#handleFunctionCallChat.bind(this)
);
if (toolCall !== null) {
this.providerLog(`Valid tool call found - running ${toolCall.name}.`);
this.deduplicator.trackRun(toolCall.name, toolCall.arguments);
return {
result: null,
functionCall: {
name: toolCall.name,
arguments: toolCall.arguments,
},
cost: 0,
};
}
completion = { content: text };
}
if (!completion?.content) {
this.providerLog(
"Will assume chat completion without tool call inputs."
);
const response = await this.client.chat.completions.create({
model: this.model,
messages: this.cleanMsgs(messages),
});
completion = response.choices[0].message;
}
// The UnTooled class inherited Deduplicator is mostly useful to prevent the agent
// from calling the exact same function over and over in a loop within a single chat exchange
// _but_ we should enable it to call previously used tools in a new chat interaction.
this.deduplicator.reset("runs");
return {
result: completion.content,
cost: 0,
};
} catch (error) {
throw error;
}
}
getCost(_usage) {
return 0;
}
}
module.exports = LiteLLMProvider;

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@ -166,6 +166,12 @@ class AgentHandler {
if (!process.env.DEEPSEEK_API_KEY)
throw new Error("DeepSeek API Key must be provided to use agents.");
break;
case "litellm":
if (!process.env.LITE_LLM_BASE_PATH)
throw new Error(
"LiteLLM API base path and key must be provided to use agents."
);
break;
case "apipie":
if (!process.env.APIPIE_LLM_API_KEY)
throw new Error("ApiPie API Key must be provided to use agents.");
@ -216,6 +222,8 @@ class AgentHandler {
return null;
case "deepseek":
return "deepseek-chat";
case "litellm":
return null;
case "apipie":
return null;
default: