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* What `load()` was handed, decided before anything touches the network.
*
* `load` absorbs `registerModel` and `ingestModelFolder`, so one call has to
* tell four things apart: a model id, a URL to fetch from, an explicit remote
* spec, and a folder off disk. Keeping that decision here β pure, synchronous,
* no store and no engine β means it can be tested exhaustively without a GPU,
* and means `load()` reads as "classify, then act".
*
* Two rules this deliberately does **not** implement, both measured rather than
* assumed:
*
* - **`modelLib` is never guessed.** `<base><id>-webgpu.wasm` matches 0 of the
* 163 prebuilt models (real names carry a `_cs1k`-style suffix and drop the
* `-MLC`), and 0 of 163 host the lib on the same origin as the weights β
* they live on `raw.githubusercontent.com`. A guess would be wrong every
* time and would surface as a 404 deep inside WebLLM's loader, which is the
* worst place to learn it. So a URL source without `modelLib` fails here,
* immediately, with a sentence saying why.
* - **`/resolve/main/` is never derived for HuggingFace URLs.** WebLLM's
* `cleanModelUrl` already appends it when the URL does not match
* `.+/resolve/.+/`. Deriving it here would re-introduce exactly the
* duplication ARCHIVE.md records removing. The URL is passed through.
*/
import { ERROR, EngineError } from "./errors.js";
/** @typedef {"id"|"remote"|"register"|"files"} SourceKind */
export const SOURCE_KIND = {
ID: "id",
REMOTE: "remote",
REGISTER: "register",
FILES: "files",
};
/** A scheme, as `absolutize()` recognises one. */
const HAS_SCHEME = /^[a-z][a-z0-9+.-]*:/i;
/**
* A string is a location rather than an id when it carries a scheme or is
* explicitly path-shaped. No prebuilt model id contains `/` or `:`, so this
* never steals a real id β and it means `load("/models/foo/")` is understood
* as the URL it obviously is instead of being looked up and reported missing.
*/
export const looksLikeUrl = (s) =>
HAS_SCHEME.test(s) || s.startsWith("/") || s.startsWith("./") || s.startsWith("../");
/** Duck-typed: `DataTransfer` and `FileList` do not exist in Node. */
export const isDataTransfer = (v) => !!v && typeof v === "object" && "items" in v && "files" in v;
export const isFileList = (v) =>
!!v &&
typeof v === "object" &&
typeof v.length === "number" &&
!Array.isArray(v) &&
(v.length === 0 || typeof v[0]?.name === "string");
/**
* The local label for a model loaded from a URL.
*
* Safe to derive, unlike `modelLib`: an id is a key in our own registry, never
* a path anything fetches, so a wrong guess is visible immediately and costs
* nothing. `.../mlc-ai/Foo-MLC` and `.../models/foo/` both give the last real
* segment.
*/
export function idFromUrl(url) {
const path = HAS_SCHEME.test(url) ? safeUrlPath(url) : url;
const segments = path.split("/").filter((s) => s && s !== "." && s !== "..");
const last = segments.at(-1);
return last ? decodeURIComponent(last) : null;
}
function safeUrlPath(url) {
try {
return new URL(url).pathname;
} catch {
return url;
}
}
/**
* @param {string | object} src
* @param {{id?: string, modelLib?: string}} [opts]
* @returns {{kind: SourceKind, modelId?: string, model?: string, modelLib?: string, files?: unknown}}
*/
export function classifySource(src, opts = {}) {
if (src === null || src === undefined || src === "") {
throw new EngineError(
ERROR.BAD_REQUEST,
"load() needs a model id, a URL, `{ model, modelLib }`, or a folder " +
"(`{ files }`, a FileList, or a drop event's DataTransfer).",
);
}
if (typeof src === "string") {
if (!looksLikeUrl(src)) return { kind: SOURCE_KIND.ID, modelId: src };
return remote(src, opts.modelLib, opts.id ?? idFromUrl(src));
}
// Folder routes first: a DataTransfer also has other properties, and `files`
// is the field that decides, exactly as `registerModel` already reads it.
if (isDataTransfer(src) || isFileList(src) || Array.isArray(src)) {
return { kind: SOURCE_KIND.FILES, files: src, modelId: opts.id };
}
if (typeof src === "object") {
if (src.files !== undefined) {
if (src.model || src.modelLib) {
throw new EngineError(
ERROR.BAD_REQUEST,
"load() takes either `files` (local, never fetched) or `model`/`modelLib` " +
"(a base URL to fetch), not both.",
);
}
return { kind: SOURCE_KIND.FILES, files: src.files, modelId: src.modelId ?? opts.id };
}
if (src.model !== undefined) {
// The id falls back to the URL exactly as the string form's does β the
// two spellings of "a model at this URL" must not disagree about it.
const spec = remote(
src.model,
src.modelLib ?? opts.modelLib,
src.modelId ?? opts.id ?? idFromUrl(String(src.model)),
);
return { ...spec, kind: SOURCE_KIND.REGISTER };
}
}
throw new EngineError(
ERROR.BAD_REQUEST,
"load() did not recognise that source. Pass a model id, a URL, " +
"`{ model, modelLib }`, or a folder (`{ files }`, a FileList, or a DataTransfer).",
{ received: typeof src },
);
}
/** The one place a URL source is validated, so both string and object forms agree. */
function remote(model, modelLib, modelId) {
if (!modelLib) {
throw new EngineError(
ERROR.BAD_REQUEST,
`Loading "${model}" from a URL needs \`modelLib\` β the compiled .wasm β and it cannot be ` +
"guessed: across all 163 prebuilt models, none has a lib name derivable from its id and " +
"none hosts the lib on the same origin as the weights. " +
"Pass load(url, { modelLib: \"https://.../foo-webgpu.wasm\" }).",
{ model },
);
}
if (!modelId) {
throw new EngineError(
ERROR.BAD_REQUEST,
`Could not derive a model id from "${model}". Pass one as load(src, { id }).`,
{ model },
);
}
return { kind: SOURCE_KIND.REMOTE, model, modelLib, modelId };
}
/**
* Ids close enough to be a typo, so an unknown id can say "did you mean".
*
* Cheap on purpose β case-insensitive substring both ways, then a bounded edit
* distance. The list is at most a few hundred entries and this runs once, on a
* path that is already about to throw.
*/
export function nearMatches(wanted, available, limit = 3) {
const needle = wanted.toLowerCase();
const scored = available
.map((id) => {
const hay = id.toLowerCase();
if (hay === needle) return { id, score: 0 };
if (hay.includes(needle) || needle.includes(hay)) return { id, score: 1 };
return { id, score: 2 + editDistance(needle, hay) };
})
// Beyond this a "suggestion" is noise, and a wrong suggestion is worse than
// none β it sends the reader looking for a model that was never the point.
.filter(({ score, id }) => score <= 2 + Math.ceil(Math.max(id.length, needle.length) / 3))
.sort((a, b) => a.score - b.score || a.id.localeCompare(b.id));
return scored.slice(0, limit).map(({ id }) => id);
}
/** Levenshtein, two rows. */
function editDistance(a, b) {
let prev = Array.from({ length: b.length + 1 }, (_, i) => i);
for (let i = 1; i <= a.length; i++) {
const row = [i];
for (let j = 1; j <= b.length; j++) {
row[j] = Math.min(
prev[j] + 1,
row[j - 1] + 1,
prev[j - 1] + (a[i - 1] === b[j - 1] ? 0 : 1),
);
}
prev = row;
}
return prev[b.length];
}
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