@huggingface/inference
Version:
Typescript client for the Hugging Face Inference Providers and Inference Endpoints
119 lines (106 loc) • 3.54 kB
text/typescript
/**
* See the registered mapping of HF model ID => Together model ID here:
*
* https://huggingface.co/api/partners/together/models
*
* This is a publicly available mapping.
*
* If you want to try to run inference for a new model locally before it's registered on huggingface.co,
* you can add it to the dictionary "HARDCODED_MODEL_ID_MAPPING" in consts.ts, for dev purposes.
*
* - If you work at Together and want to update this mapping, please use the model mapping API we provide on huggingface.co
* - If you're a community member and want to add a new supported HF model to Together, please open an issue on the present repo
* and we will tag Together team members.
*
* Thanks!
*/
import type { ChatCompletionOutput, TextGenerationOutput, TextGenerationOutputFinishReason } from "@huggingface/tasks";
import { InferenceOutputError } from "../lib/InferenceOutputError";
import type { BodyParams } from "../types";
import { omit } from "../utils/omit";
import {
BaseConversationalTask,
BaseTextGenerationTask,
TaskProviderHelper,
type TextToImageTaskHelper,
} from "./providerHelper";
const TOGETHER_API_BASE_URL = "https://api.together.xyz";
interface TogetherTextCompletionOutput extends Omit<ChatCompletionOutput, "choices"> {
choices: Array<{
text: string;
finish_reason: TextGenerationOutputFinishReason;
seed: number;
logprobs: unknown;
index: number;
}>;
}
interface TogetherBase64ImageGeneration {
data: Array<{
b64_json: string;
}>;
}
export class TogetherConversationalTask extends BaseConversationalTask {
constructor() {
super("together", TOGETHER_API_BASE_URL);
}
}
export class TogetherTextGenerationTask extends BaseTextGenerationTask {
constructor() {
super("together", TOGETHER_API_BASE_URL);
}
override preparePayload(params: BodyParams): Record<string, unknown> {
return {
model: params.model,
...params.args,
prompt: params.args.inputs,
};
}
override async getResponse(response: TogetherTextCompletionOutput): Promise<TextGenerationOutput> {
if (
typeof response === "object" &&
"choices" in response &&
Array.isArray(response?.choices) &&
typeof response?.model === "string"
) {
const completion = response.choices[0];
return {
generated_text: completion.text,
};
}
throw new InferenceOutputError("Expected Together text generation response format");
}
}
export class TogetherTextToImageTask extends TaskProviderHelper implements TextToImageTaskHelper {
constructor() {
super("together", TOGETHER_API_BASE_URL);
}
makeRoute(): string {
return "v1/images/generations";
}
preparePayload(params: BodyParams): Record<string, unknown> {
return {
...omit(params.args, ["inputs", "parameters"]),
...(params.args.parameters as Record<string, unknown>),
prompt: params.args.inputs,
response_format: "base64",
model: params.model,
};
}
async getResponse(response: TogetherBase64ImageGeneration, outputType?: "url" | "blob"): Promise<string | Blob> {
if (
typeof response === "object" &&
"data" in response &&
Array.isArray(response.data) &&
response.data.length > 0 &&
"b64_json" in response.data[0] &&
typeof response.data[0].b64_json === "string"
) {
const base64Data = response.data[0].b64_json;
if (outputType === "url") {
return `data:image/jpeg;base64,${base64Data}`;
}
return fetch(`data:image/jpeg;base64,${base64Data}`).then((res) => res.blob());
}
throw new InferenceOutputError("Expected Together text-to-image response format");
}
}