Token Classification
Transformers.js
ONNX
bert
feature-extraction
coreference
multilingual
onnxruntime-web
Instructions to use cp500/infon-coref-pointer with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers.js
How to use cp500/infon-coref-pointer with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('token-classification', 'cp500/infon-coref-pointer');
Upload js/src/hub.ts with huggingface_hub
Browse files- js/src/hub.ts +76 -0
js/src/hub.ts
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/**
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* Hugging Face Hub fetcher with browser caching.
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*
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* We don't pull in @huggingface/hub: it's a heavy dep with a lot of
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* upload-side machinery we don't need for a read-only inference
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* client. The hub URL pattern is stable enough to inline.
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*
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* URL pattern:
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* https://huggingface.co/<repo>/resolve/<revision>/<filename>
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*
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* The ``main`` revision is fine for everyone except library authors;
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* pin to a commit SHA for reproducibility once the model lands.
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*/
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const HF_BASE = 'https://huggingface.co';
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export interface HubFile {
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/** Repo identifier, e.g. ``cp500/infon-coref-pointer``. */
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repo: string;
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/** Path inside the repo, e.g. ``onnx/backbone_bio_fp16.onnx``. */
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path: string;
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/** Branch, tag, or commit SHA. */
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revision?: string;
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}
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/** Build a downloadable URL for a file in an HF repo. */
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export function hubUrl({ repo, path, revision = 'main' }: HubFile): string {
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return `${HF_BASE}/${repo}/resolve/${revision}/${path}`;
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}
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/**
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* Fetch a file from the Hub as an ``ArrayBuffer``.
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*
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* Browsers automatically cache by URL via the HTTP cache, so repeated
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* loads in the same session reuse the disk copy. For longer-term
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* caching we use ``caches.open`` (Cache API) when available — that
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* survives reloads and works offline.
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*/
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export async function fetchHubFile(
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file: HubFile,
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opts?: { cacheName?: string },
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): Promise<ArrayBuffer> {
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const url = hubUrl(file);
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const cacheName = opts?.cacheName ?? 'infon-coref-v1';
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// Browser Cache API path.
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if (typeof caches !== 'undefined') {
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try {
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const cache = await caches.open(cacheName);
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const cached = await cache.match(url);
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if (cached) return await cached.arrayBuffer();
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const r = await fetch(url);
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if (!r.ok) throw new Error(`hub fetch ${url}: ${r.status}`);
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// Clone before consuming so we can stash it in the cache.
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cache.put(url, r.clone()).catch(() => {
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/* cache failures are non-fatal */
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});
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return await r.arrayBuffer();
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} catch (err) {
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// Cache API exists but write failed (e.g. quota). Fall through
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// to plain fetch.
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if (!(err instanceof TypeError)) throw err;
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}
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}
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// Plain fetch (Node 18+ has it; older Node needs polyfill).
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const r = await fetch(url);
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if (!r.ok) throw new Error(`hub fetch ${url}: ${r.status}`);
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return await r.arrayBuffer();
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}
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/** Fetch a file as JSON. */
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export async function fetchHubJson<T = unknown>(file: HubFile): Promise<T> {
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const buf = await fetchHubFile(file);
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return JSON.parse(new TextDecoder().decode(buf)) as T;
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}
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