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Add ability to override local classification model
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@ -15,7 +15,15 @@ const skipContentCheck = false; // If true, no new default content will be deliv
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// Change this setting only on "trusted networks". Do not change this value unless you are aware of the issues that can arise from changing this setting and configuring a insecure setting.
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const securityOverride = false;
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// Additional settings for extra modules / extensions
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const extras = {
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// Text classification model for sentiment analysis. HuggingFace ID of a model in ONNX format.
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classificationModel: 'Cohee/distilbert-base-uncased-go-emotions-onnx',
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};
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// Request overrides for additional headers
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// Format is an array of objects:
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// { hosts: [ "<url>" ], headers: { <header>: "<value>" } }
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const requestOverrides = [];
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module.exports = {
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@ -32,4 +40,5 @@ module.exports = {
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securityOverride,
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skipContentCheck,
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requestOverrides,
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extras,
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};
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@ -1,22 +1,37 @@
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import { pipeline, TextClassificationPipeline, env } from 'sillytavern-transformers';
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import { pipeline, env } from 'sillytavern-transformers';
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import path from 'path';
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// Limit the number of threads to 1 to avoid issues on Android
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env.backends.onnx.wasm.numThreads = 1;
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class PipelineAccessor {
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/**
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* @type {TextClassificationPipeline}
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* @type {import("sillytavern-transformers").TextClassificationPipeline}
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*/
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pipe;
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async get() {
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if (!this.pipe) {
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const cache_dir = path.join(process.cwd(), 'cache');
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this.pipe = await pipeline('text-classification', 'Cohee/distilbert-base-uncased-go-emotions-onnx', { cache_dir, quantized: true });
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const model = this.getClassificationModel();
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this.pipe = await pipeline('text-classification', model, { cache_dir, quantized: true });
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}
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return this.pipe;
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}
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getClassificationModel() {
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const DEFAULT_MODEL = 'Cohee/distilbert-base-uncased-go-emotions-onnx';
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try {
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const config = require(path.join(process.cwd(), './config.conf'));
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const model = config?.extras?.classificationModel;
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return model || DEFAULT_MODEL;
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} catch {
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console.warn('Failed to read config.conf, using default classification model.');
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return DEFAULT_MODEL;
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}
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}
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}
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/**
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@ -28,30 +43,40 @@ function registerEndpoints(app, jsonParser) {
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const pipelineAccessor = new PipelineAccessor();
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app.post('/api/extra/classify/labels', jsonParser, async (req, res) => {
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const pipe = await pipelineAccessor.get();
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const result = Object.keys(pipe.model.config.label2id);
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return res.json({ labels: result });
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try {
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const pipe = await pipelineAccessor.get();
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const result = Object.keys(pipe.model.config.label2id);
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return res.json({ labels: result });
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} catch (error) {
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console.error(error);
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return res.sendStatus(500);
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}
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});
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app.post('/api/extra/classify', jsonParser, async (req, res) => {
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const { text } = req.body;
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try {
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const { text } = req.body;
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async function getResult(text) {
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if (cacheObject.hasOwnProperty(text)) {
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return cacheObject[text];
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} else {
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const pipe = await pipelineAccessor.get();
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const result = await pipe(text);
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cacheObject[text] = result;
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return result;
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async function getResult(text) {
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if (cacheObject.hasOwnProperty(text)) {
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return cacheObject[text];
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} else {
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const pipe = await pipelineAccessor.get();
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const result = await pipe(text);
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cacheObject[text] = result;
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return result;
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}
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}
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console.log('Classify input:', text);
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const result = await getResult(text);
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console.log('Classify output:', result);
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return res.json({ classification: result });
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} catch (error) {
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console.error(error);
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return res.sendStatus(500);
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}
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console.log('Classify input:', text);
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const result = await getResult(text);
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console.log('Classify output:', result);
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return res.json({ classification: result });
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});
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}
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