react-native-executorch
Version:
An easy way to run AI models in React Native with ExecuTorch
75 lines (65 loc) • 1.89 kB
text/typescript
import { useEffect, useState } from 'react';
import { ETError, getError } from '../Error';
interface Module {
load: (...args: any[]) => Promise<void>;
forward: (...args: any[]) => Promise<any>;
delete: () => void;
}
interface ModuleConstructor<M extends Module> {
new (): M;
}
export const useModule = <
M extends Module,
LoadArgs extends Parameters<M['load']>,
ForwardArgs extends Parameters<M['forward']>,
ForwardReturn extends Awaited<ReturnType<M['forward']>>,
>({
module,
model,
preventLoad = false,
}: {
module: ModuleConstructor<M>;
model: LoadArgs[0];
preventLoad?: boolean;
}) => {
const [error, setError] = useState<null | string>(null);
const [isReady, setIsReady] = useState(false);
const [isGenerating, setIsGenerating] = useState(false);
const [downloadProgress, setDownloadProgress] = useState(0);
const [moduleInstance] = useState(() => new module());
useEffect(() => {
if (preventLoad) return;
(async () => {
setDownloadProgress(0);
setError(null);
try {
setIsReady(false);
await moduleInstance.load(model, setDownloadProgress);
setIsReady(true);
} catch (err) {
setError((err as Error).message);
}
})();
return () => {
moduleInstance.delete();
};
// eslint-disable-next-line react-hooks/exhaustive-deps
}, [moduleInstance, ...Object.values(model), preventLoad]);
const forward = async (...input: ForwardArgs): Promise<ForwardReturn> => {
if (!isReady) throw new Error(getError(ETError.ModuleNotLoaded));
if (isGenerating) throw new Error(getError(ETError.ModelGenerating));
try {
setIsGenerating(true);
return await moduleInstance.forward(...input);
} finally {
setIsGenerating(false);
}
};
return {
error,
isReady,
isGenerating,
downloadProgress,
forward,
};
};