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togetherai.ts
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togetherai.ts
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import type {
BaseChatModelParams,
LangSmithParams,
} from "@langchain/core/language_models/chat_models";
import {
type OpenAIClient,
type ChatOpenAICallOptions,
type OpenAIChatInput,
type OpenAICoreRequestOptions,
ChatOpenAI,
} from "@langchain/openai";
import { getEnvironmentVariable } from "@langchain/core/utils/env";
type TogetherAIUnsupportedArgs =
| "frequencyPenalty"
| "presencePenalty"
| "logitBias"
| "functions";
type TogetherAIUnsupportedCallOptions = "functions" | "function_call";
export interface ChatTogetherAICallOptions
extends Omit<ChatOpenAICallOptions, TogetherAIUnsupportedCallOptions> {
response_format: {
type: "json_object";
schema: Record<string, unknown>;
};
}
export interface ChatTogetherAIInput
extends Omit<OpenAIChatInput, "openAIApiKey" | TogetherAIUnsupportedArgs>,
BaseChatModelParams {
/**
* The TogetherAI API key to use for requests.
* Alias for `apiKey`
* @default process.env.TOGETHER_AI_API_KEY
*/
togetherAIApiKey?: string;
/**
* The TogetherAI API key to use for requests.
* @default process.env.TOGETHER_AI_API_KEY
*/
apiKey?: string;
}
/**
* Wrapper around TogetherAI API for large language models fine-tuned for chat
*
* TogetherAI API is compatible to the OpenAI API with some limitations. View the
* full API ref at:
* @link {https://docs.together.ai/reference/chat-completions}
*
* To use, you should have the `TOGETHER_AI_API_KEY` environment variable set.
* @example
* ```typescript
* const model = new ChatTogetherAI({
* temperature: 0.9,
* apiKey: process.env.TOGETHER_AI_API_KEY,
* });
*
* const response = await model.invoke([new HumanMessage("Hello there!")]);
* console.log(response);
* ```
*/
export class ChatTogetherAI extends ChatOpenAI<ChatTogetherAICallOptions> {
static lc_name() {
return "ChatTogetherAI";
}
_llmType() {
return "togetherAI";
}
get lc_secrets(): { [key: string]: string } | undefined {
return {
togetherAIApiKey: "TOGETHER_AI_API_KEY",
apiKey: "TOGETHER_AI_API_KEY",
};
}
lc_serializable = true;
constructor(
fields?: Partial<
Omit<OpenAIChatInput, "openAIApiKey" | TogetherAIUnsupportedArgs>
> &
BaseChatModelParams & {
/**
* Prefer `apiKey`
*/
togetherAIApiKey?: string;
/**
* The TogetherAI API key to use.
*/
apiKey?: string;
}
) {
const togetherAIApiKey =
fields?.apiKey ||
fields?.togetherAIApiKey ||
getEnvironmentVariable("TOGETHER_AI_API_KEY");
if (!togetherAIApiKey) {
throw new Error(
`TogetherAI API key not found. Please set the TOGETHER_AI_API_KEY environment variable or provide the key into "togetherAIApiKey"`
);
}
super({
...fields,
model: fields?.model || "mistralai/Mixtral-8x7B-Instruct-v0.1",
apiKey: togetherAIApiKey,
configuration: {
baseURL: "https://api.together.xyz/v1/",
},
});
}
getLsParams(options: this["ParsedCallOptions"]): LangSmithParams {
const params = super.getLsParams(options);
params.ls_provider = "together";
return params;
}
toJSON() {
const result = super.toJSON();
if (
"kwargs" in result &&
typeof result.kwargs === "object" &&
result.kwargs != null
) {
delete result.kwargs.openai_api_key;
delete result.kwargs.configuration;
}
return result;
}
async completionWithRetry(
request: OpenAIClient.Chat.ChatCompletionCreateParamsStreaming,
options?: OpenAICoreRequestOptions
): Promise<AsyncIterable<OpenAIClient.Chat.Completions.ChatCompletionChunk>>;
async completionWithRetry(
request: OpenAIClient.Chat.ChatCompletionCreateParamsNonStreaming,
options?: OpenAICoreRequestOptions
): Promise<OpenAIClient.Chat.Completions.ChatCompletion>;
/**
* Calls the TogetherAI API with retry logic in case of failures.
* @param request The request to send to the TogetherAI API.
* @param options Optional configuration for the API call.
* @returns The response from the TogetherAI API.
*/
async completionWithRetry(
request:
| OpenAIClient.Chat.ChatCompletionCreateParamsStreaming
| OpenAIClient.Chat.ChatCompletionCreateParamsNonStreaming,
options?: OpenAICoreRequestOptions
): Promise<
| AsyncIterable<OpenAIClient.Chat.Completions.ChatCompletionChunk>
| OpenAIClient.Chat.Completions.ChatCompletion
> {
delete request.frequency_penalty;
delete request.presence_penalty;
delete request.logit_bias;
delete request.functions;
if (request.stream === true) {
return super.completionWithRetry(request, options);
}
return super.completionWithRetry(request, options);
}
}