@huggingface/inference
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Typescript client for the Hugging Face Inference Providers and Inference Endpoints
168 lines (152 loc) • 5.13 kB
text/typescript
/**
* See the registered mapping of HF model ID => Novita model ID here:
*
* https://huggingface.co/api/partners/novita/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 Novita 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 Novita, please open an issue on the present repo
* and we will tag Novita team members.
*
* Thanks!
*/
import { isUrl } from "../lib/isUrl.js";
import type { TextToVideoArgs } from "../tasks/index.js";
import type { BodyParams, UrlParams } from "../types.js";
import { delay } from "../utils/delay.js";
import { omit } from "../utils/omit.js";
import {
BaseConversationalTask,
BaseTextGenerationTask,
TaskProviderHelper,
type TextToVideoTaskHelper,
} from "./providerHelper.js";
import {
InferenceClientInputError,
InferenceClientProviderApiError,
InferenceClientProviderOutputError,
} from "../errors.js";
const NOVITA_API_BASE_URL = "https://api.novita.ai";
export interface NovitaAsyncAPIOutput {
task_id: string;
}
export class NovitaTextGenerationTask extends BaseTextGenerationTask {
constructor() {
super("novita", NOVITA_API_BASE_URL);
}
override makeRoute(): string {
return "/v3/openai/chat/completions";
}
}
export class NovitaConversationalTask extends BaseConversationalTask {
constructor() {
super("novita", NOVITA_API_BASE_URL);
}
override makeRoute(): string {
return "/v3/openai/chat/completions";
}
}
export class NovitaTextToVideoTask extends TaskProviderHelper implements TextToVideoTaskHelper {
constructor() {
super("novita", NOVITA_API_BASE_URL);
}
override makeRoute(params: UrlParams): string {
return `/v3/async/${params.model}`;
}
override preparePayload(params: BodyParams<TextToVideoArgs>): Record<string, unknown> {
const { num_inference_steps, ...restParameters } = params.args.parameters ?? {};
return {
...omit(params.args, ["inputs", "parameters"]),
...restParameters,
steps: num_inference_steps,
prompt: params.args.inputs,
};
}
override async getResponse(
response: NovitaAsyncAPIOutput,
url?: string,
headers?: Record<string, string>
): Promise<Blob> {
if (!url || !headers) {
throw new InferenceClientInputError("URL and headers are required for text-to-video task");
}
const taskId = response.task_id;
if (!taskId) {
throw new InferenceClientProviderOutputError(
"Received malformed response from Novita text-to-video API: no task ID found in the response"
);
}
const parsedUrl = new URL(url);
const baseUrl = `${parsedUrl.protocol}//${parsedUrl.host}${
parsedUrl.host === "router.huggingface.co" ? "/novita" : ""
}`;
const resultUrl = `${baseUrl}/v3/async/task-result?task_id=${taskId}`;
let status = "";
let taskResult: unknown;
while (status !== "TASK_STATUS_SUCCEED" && status !== "TASK_STATUS_FAILED") {
await delay(500);
const resultResponse = await fetch(resultUrl, { headers });
if (!resultResponse.ok) {
throw new InferenceClientProviderApiError(
"Failed to fetch task result",
{ url: resultUrl, method: "GET", headers },
{
requestId: resultResponse.headers.get("x-request-id") ?? "",
status: resultResponse.status,
body: await resultResponse.text(),
}
);
}
try {
taskResult = await resultResponse.json();
if (
taskResult &&
typeof taskResult === "object" &&
"task" in taskResult &&
taskResult.task &&
typeof taskResult.task === "object" &&
"status" in taskResult.task &&
typeof taskResult.task.status === "string"
) {
status = taskResult.task.status;
} else {
throw new InferenceClientProviderOutputError(
"Received malformed response from Novita text-to-video API: failed to get task status"
);
}
} catch (error) {
throw new InferenceClientProviderOutputError(
"Received malformed response from Novita text-to-video API: failed to parse task result"
);
}
}
if (status === "TASK_STATUS_FAILED") {
throw new InferenceClientProviderOutputError("Novita text-to-video task failed");
}
if (
typeof taskResult === "object" &&
!!taskResult &&
"videos" in taskResult &&
typeof taskResult.videos === "object" &&
!!taskResult.videos &&
Array.isArray(taskResult.videos) &&
taskResult.videos.length > 0 &&
"video_url" in taskResult.videos[0] &&
typeof taskResult.videos[0].video_url === "string" &&
isUrl(taskResult.videos[0].video_url)
) {
const urlResponse = await fetch(taskResult.videos[0].video_url);
return await urlResponse.blob();
} else {
throw new InferenceClientProviderOutputError(
`Received malformed response from Novita text-to-video API: expected { videos: [{ video_url: string }] } format, got instead: ${JSON.stringify(
taskResult
)}`
);
}
}
}