From 967a084aad8fa79a7820a008c54da9246b4a4d00 Mon Sep 17 00:00:00 2001 From: Cohee <18619528+Cohee1207@users.noreply.github.com> Date: Sat, 9 Sep 2023 15:14:16 +0300 Subject: [PATCH] (WIP) Local emotion classification pipeline --- .gitignore | 1 + package-lock.json | 304 +++++++++++++++--- package.json | 1 + .../scripts/extensions/expressions/index.js | 90 ++++-- .../extensions/expressions/settings.html | 16 +- server.js | 4 + src/classify.mjs | 48 +++ 7 files changed, 389 insertions(+), 75 deletions(-) create mode 100644 src/classify.mjs diff --git a/.gitignore b/.gitignore index 582031246..ab258371e 100644 --- a/.gitignore +++ b/.gitignore @@ -36,3 +36,4 @@ cloudflared.exe public/assets/ access.log /vectors/ +/cache/ diff --git a/package-lock.json b/package-lock.json index ee683edaa..f8a23d2ac 100644 --- a/package-lock.json +++ b/package-lock.json @@ -14,6 +14,7 @@ "@dqbd/tiktoken": "^1.0.2", "@tensorflow-models/universal-sentence-encoder": "^1.3.3", "@tensorflow/tfjs": "^4.10.0", + 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"node_modules/png-chunk-text": { "version": "1.0.0", "resolved": "https://registry.npmjs.org/png-chunk-text/-/png-chunk-text-1.0.0.tgz", @@ -3223,7 +3369,6 @@ "version": "7.1.1", "resolved": "https://registry.npmjs.org/prebuild-install/-/prebuild-install-7.1.1.tgz", "integrity": "sha512-jAXscXWMcCK8GgCoHOfIr0ODh5ai8mj63L2nWrjuAgXE6tDyYGnx4/8o/rCgU+B4JSyZBKbeZqzhtwtC3ovxjw==", - "dev": true, "dependencies": { "detect-libc": "^2.0.0", "expand-template": "^2.0.3", @@ -3267,6 +3412,31 @@ "node": ">=0.4.0" } }, + "node_modules/protobufjs": { + "version": "6.11.4", + "resolved": "https://registry.npmjs.org/protobufjs/-/protobufjs-6.11.4.tgz", + "integrity": "sha512-5kQWPaJHi1WoCpjTGszzQ32PG2F4+wRY6BmAT4Vfw56Q2FZ4YZzK20xUYQH4YkfehY1e6QSICrJquM6xXZNcrw==", + "hasInstallScript": true, + "dependencies": { + "@protobufjs/aspromise": "^1.1.2", + "@protobufjs/base64": "^1.1.2", + "@protobufjs/codegen": "^2.0.4", + "@protobufjs/eventemitter": "^1.1.0", + "@protobufjs/fetch": "^1.1.0", + "@protobufjs/float": "^1.0.2", + "@protobufjs/inquire": "^1.1.0", + "@protobufjs/path": "^1.1.2", + "@protobufjs/pool": "^1.1.0", + "@protobufjs/utf8": "^1.1.0", + "@types/long": "^4.0.1", + "@types/node": ">=13.7.0", + "long": "^4.0.0" + }, + "bin": { + "pbjs": "bin/pbjs", + "pbts": "bin/pbts" + } + }, "node_modules/proxy-addr": { "version": "2.0.7", "resolved": "https://registry.npmjs.org/proxy-addr/-/proxy-addr-2.0.7.tgz", @@ -3296,7 +3466,6 @@ "version": "3.0.0", "resolved": "https://registry.npmjs.org/pump/-/pump-3.0.0.tgz", "integrity": "sha512-LwZy+p3SFs1Pytd/jYct4wpv49HiYCqd9Rlc5ZVdk0V+8Yzv6jR5Blk3TRmPL1ft69TxP0IMZGJ+WPFU2BFhww==", - "dev": true, "dependencies": { "end-of-stream": "^1.1.0", "once": "^1.3.1" @@ -3336,6 +3505,11 @@ } ] }, + "node_modules/queue-tick": { + "version": "1.0.1", + "resolved": "https://registry.npmjs.org/queue-tick/-/queue-tick-1.0.1.tgz", + "integrity": "sha512-kJt5qhMxoszgU/62PLP1CJytzd2NKetjSRnyuj31fDd3Rlcz3fzlFdFLD1SItunPwyqEOkca6GbV612BWfaBag==" + }, "node_modules/range-parser": { "version": "1.2.1", "resolved": "https://registry.npmjs.org/range-parser/-/range-parser-1.2.1.tgz", @@ -3370,7 +3544,6 @@ "version": "1.2.8", "resolved": "https://registry.npmjs.org/rc/-/rc-1.2.8.tgz", "integrity": "sha512-y3bGgqKj3QBdxLbLkomlohkvsA8gdAiUQlSBJnBhfn+BPxg4bc62d8TcBW15wavDfgexCgccckhcZvywyQYPOw==", - "dev": true, "dependencies": { "deep-extend": "^0.6.0", "ini": "~1.3.0", @@ -3550,7 +3723,6 @@ "version": "7.5.4", "resolved": "https://registry.npmjs.org/semver/-/semver-7.5.4.tgz", "integrity": "sha512-1bCSESV6Pv+i21Hvpxp3Dx+pSD8lIPt8uVjRrxAUt/nbswYc+tK6Y2btiULjd4+fnq15PX+nqQDC7Oft7WkwcA==", - "dev": true, "dependencies": { "lru-cache": "^6.0.0" }, @@ -3608,6 +3780,48 @@ "resolved": "https://registry.npmjs.org/setprototypeof/-/setprototypeof-1.2.0.tgz", "integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==" }, + "node_modules/sharp": { + "version": "0.32.5", + "resolved": "https://registry.npmjs.org/sharp/-/sharp-0.32.5.tgz", + "integrity": "sha512-0dap3iysgDkNaPOaOL4X/0akdu0ma62GcdC2NBQ+93eqpePdDdr2/LM0sFdDSMmN7yS+odyZtPsb7tx/cYBKnQ==", + "hasInstallScript": true, + "dependencies": { + "color": "^4.2.3", + "detect-libc": "^2.0.2", + "node-addon-api": "^6.1.0", + "prebuild-install": "^7.1.1", + "semver": "^7.5.4", + "simple-get": "^4.0.1", + "tar-fs": "^3.0.4", + "tunnel-agent": "^0.6.0" + }, + "engines": { + "node": ">=14.15.0" + }, + "funding": { + "url": "https://opencollective.com/libvips" + } + }, + "node_modules/sharp/node_modules/tar-fs": { + "version": "3.0.4", + "resolved": "https://registry.npmjs.org/tar-fs/-/tar-fs-3.0.4.tgz", + "integrity": "sha512-5AFQU8b9qLfZCX9zp2duONhPmZv0hGYiBPJsyUdqMjzq/mqVpy/rEUSeHk1+YitmxugaptgBh5oDGU3VsAJq4w==", + "dependencies": { + "mkdirp-classic": "^0.5.2", + "pump": "^3.0.0", + "tar-stream": "^3.1.5" + } + }, + "node_modules/sharp/node_modules/tar-stream": { + "version": "3.1.6", + "resolved": "https://registry.npmjs.org/tar-stream/-/tar-stream-3.1.6.tgz", + "integrity": "sha512-B/UyjYwPpMBv+PaFSWAmtYjwdrlEaZQEhMIBFNC5oEG8lpiW8XjcSdmEaClj28ArfKScKHs2nshz3k2le6crsg==", + "dependencies": { + "b4a": "^1.6.4", + "fast-fifo": "^1.2.0", + "streamx": "^2.15.0" + } + }, "node_modules/side-channel": { "version": "1.0.4", "resolved": "https://registry.npmjs.org/side-channel/-/side-channel-1.0.4.tgz", @@ -3636,7 +3850,6 @@ "version": "1.0.1", "resolved": "https://registry.npmjs.org/simple-concat/-/simple-concat-1.0.1.tgz", "integrity": "sha512-cSFtAPtRhljv69IK0hTVZQ+OfE9nePi/rtJmw5UjHeVyVroEqJXP1sFztKUy1qU+xvz3u/sfYJLa947b7nAN2Q==", - "dev": true, "funding": [ { "type": "github", @@ -3656,7 +3869,6 @@ "version": "4.0.1", "resolved": "https://registry.npmjs.org/simple-get/-/simple-get-4.0.1.tgz", "integrity": "sha512-brv7p5WgH0jmQJr1ZDDfKDOSeWWg+OVypG99A/5vYGPqJ6pxiaHLy8nxtFjBA7oMa01ebA9gfh1uMCFqOuXxvA==", - "dev": true, "funding": [ { "type": "github", @@ -3712,6 +3924,14 @@ "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.2.tgz", "integrity": "sha512-sGkPx+VjMtmA6MX27oA4FBFELFCZZ4S4XqeGOXCv68tT+jb3vk/RyaKWP0PTKyWtmLSM0b+adUTEvbs1PEaH2w==" }, + "node_modules/simple-swizzle": { + "version": "0.2.2", + "resolved": "https://registry.npmjs.org/simple-swizzle/-/simple-swizzle-0.2.2.tgz", + "integrity": "sha512-JA//kQgZtbuY83m+xT+tXJkmJncGMTFT+C+g2h2R9uxkYIrE2yy9sgmcLhCnw57/WSD+Eh3J97FPEDFnbXnDUg==", + "dependencies": { + "is-arrayish": "^0.3.1" + } + }, "node_modules/slash": { "version": "3.0.0", "resolved": "https://registry.npmjs.org/slash/-/slash-3.0.0.tgz", @@ -3756,6 +3976,15 @@ "node": ">=10.0.0" } }, + "node_modules/streamx": { + "version": "2.15.1", + "resolved": "https://registry.npmjs.org/streamx/-/streamx-2.15.1.tgz", + "integrity": "sha512-fQMzy2O/Q47rgwErk/eGeLu/roaFWV0jVsogDmrszM9uIw8L5OA+t+V93MgYlufNptfjmYR1tOMWhei/Eh7TQA==", + "dependencies": { + "fast-fifo": "^1.1.0", + "queue-tick": "^1.0.1" + } + }, "node_modules/string_decoder": { "version": "1.1.1", "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.1.1.tgz", @@ -3792,7 +4021,6 @@ "version": "2.0.1", "resolved": "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-2.0.1.tgz", "integrity": "sha512-4gB8na07fecVVkOI6Rs4e7T6NOTki5EmL7TUduTs6bu3EdnSycntVJ4re8kgZA+wx9IueI2Y11bfbgwtzuE0KQ==", - "dev": true, "engines": { "node": ">=0.10.0" } @@ -3840,7 +4068,6 @@ "version": "2.1.1", "resolved": "https://registry.npmjs.org/tar-fs/-/tar-fs-2.1.1.tgz", "integrity": "sha512-V0r2Y9scmbDRLCNex/+hYzvp/zyYjvFbHPNgVTKfQvVrb6guiE/fxP+XblDNR011utopbkex2nM4dHNV6GDsng==", - "dev": true, "dependencies": { "chownr": "^1.1.1", "mkdirp-classic": "^0.5.2", @@ -3852,7 +4079,6 @@ "version": "2.2.0", "resolved": "https://registry.npmjs.org/tar-stream/-/tar-stream-2.2.0.tgz", "integrity": "sha512-ujeqbceABgwMZxEJnk2HDY2DlnUZ+9oEcb1KzTVfYHio0UE6dG71n60d8D2I4qNvleWrrXpmjpt7vZeF1LnMZQ==", - "dev": true, "dependencies": { "bl": "^4.0.3", "end-of-stream": "^1.4.1", @@ -3868,7 +4094,6 @@ "version": "3.6.2", "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz", "integrity": "sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==", - "dev": true, "dependencies": { "inherits": "^2.0.3", "string_decoder": "^1.1.1", @@ -3950,7 +4175,6 @@ "version": "0.6.0", "resolved": "https://registry.npmjs.org/tunnel-agent/-/tunnel-agent-0.6.0.tgz", "integrity": "sha512-McnNiV1l8RYeY8tBgEpuodCC1mLUdbSN+CYBL7kJsJNInOP8UjDDEwdk6Mw60vdLLrr5NHKZhMAOSrR2NZuQ+w==", - "dev": true, "dependencies": { "safe-buffer": "^5.0.1" }, @@ -4100,8 +4324,7 @@ "node_modules/wrappy": { "version": "1.0.2", "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz", - "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==", - "dev": true + "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==" }, "node_modules/write-file-atomic": { "version": "5.0.1", @@ -4178,8 +4401,7 @@ "node_modules/yallist": { "version": "4.0.0", "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz", - "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==", - "dev": true + "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==" }, "node_modules/yargs": { "version": "17.7.2", diff --git a/package.json b/package.json index aa74e21a5..5d210a53c 100644 --- a/package.json +++ b/package.json @@ -5,6 +5,7 @@ "@dqbd/tiktoken": "^1.0.2", "@tensorflow-models/universal-sentence-encoder": "^1.3.3", "@tensorflow/tfjs": "^4.10.0", + "@xenova/transformers": "^2.6.0", "command-exists": "^1.2.9", "compression": "^1", "cookie-parser": "^1.4.6", diff --git a/public/scripts/extensions/expressions/index.js b/public/scripts/extensions/expressions/index.js index 6026ebf9d..b8b7930df 100644 --- a/public/scripts/extensions/expressions/index.js +++ b/public/scripts/extensions/expressions/index.js @@ -530,7 +530,7 @@ async function moduleWorker() { } const offlineMode = $('.expression_settings .offline_mode'); - if (!modules.includes('classify')) { + if (!modules.includes('classify') && !extension_settings.expressions.local) { $('.expression_settings').show(); offlineMode.css('display', 'block'); lastCharacter = context.groupId || context.characterId; @@ -711,25 +711,45 @@ async function setSpriteSlashCommand(_, spriteId) { async function getExpressionLabel(text) { // Return if text is undefined, saving a costly fetch request - if (!modules.includes('classify') || !text) { + if ((!modules.includes('classify') && !extension_settings.expressions.local) || !text) { return FALLBACK_EXPRESSION; } - const url = new URL(getApiUrl()); - url.pathname = '/api/classify'; + try { + if (extension_settings.expressions.local) { + // Local transformers pipeline + const apiResult = await fetch('/api/extra/classify', { + method: 'POST', + headers: getRequestHeaders(), + body: JSON.stringify({ text: text }), + }); - const apiResult = await doExtrasFetch(url, { - method: 'POST', - headers: { - 'Content-Type': 'application/json', - 'Bypass-Tunnel-Reminder': 'bypass', - }, - body: JSON.stringify({ text: text }), - }); + if (apiResult.ok) { + const data = await apiResult.json(); + return data.classification[0].label; + } + } else { + // Extras + const url = new URL(getApiUrl()); + url.pathname = '/api/classify'; - if (apiResult.ok) { - const data = await apiResult.json(); - return data.classification[0].label; + const apiResult = await doExtrasFetch(url, { + method: 'POST', + headers: { + 'Content-Type': 'application/json', + 'Bypass-Tunnel-Reminder': 'bypass', + }, + body: JSON.stringify({ text: text }), + }); + + if (apiResult.ok) { + const data = await apiResult.json(); + return data.classification[0].label; + } + } + } catch (error) { + console.log(error); + return FALLBACK_EXPRESSION; } } @@ -821,7 +841,7 @@ async function getSpritesList(name) { async function getExpressionsList() { // get something for offline mode (default images) - if (!modules.includes('classify')) { + if (!modules.includes('classify') && !extension_settings.expressions.local) { return DEFAULT_EXPRESSIONS; } @@ -829,20 +849,34 @@ async function getExpressionsList() { return expressionsList; } - const url = new URL(getApiUrl()); - url.pathname = '/api/classify/labels'; try { - const apiResult = await doExtrasFetch(url, { - method: 'GET', - headers: { 'Bypass-Tunnel-Reminder': 'bypass' }, - }); + if (extension_settings.expressions.local) { + const apiResult = await fetch('/api/extra/classify/labels', { + method: 'POST', + headers: getRequestHeaders(), + }); - if (apiResult.ok) { + if (apiResult.ok) { + const data = await apiResult.json(); + expressionsList = data.labels; + return expressionsList; + } + } else { + const url = new URL(getApiUrl()); + url.pathname = '/api/classify/labels'; - const data = await apiResult.json(); - expressionsList = data.labels; - return expressionsList; + const apiResult = await doExtrasFetch(url, { + method: 'GET', + headers: { 'Bypass-Tunnel-Reminder': 'bypass' }, + }); + + if (apiResult.ok) { + + const data = await apiResult.json(); + expressionsList = data.labels; + return expressionsList; + } } } catch (error) { @@ -1226,6 +1260,10 @@ function setExpressionOverrideHtml(forceClear = false) { $('#expressions_show_default').on('input', onExpressionsShowDefaultInput); $('#expression_upload_pack_button').on('click', onClickExpressionUploadPackButton); $('#expressions_show_default').prop('checked', extension_settings.expressions.showDefault).trigger('input'); + $('#expression_local').prop('checked', extension_settings.expressions.local).on('input', function () { + extension_settings.expressions.local = !!$(this).prop('checked'); + saveSettingsDebounced(); + }); $('#expression_override_cleanup_button').on('click', onClickExpressionOverrideRemoveAllButton); $(document).on('dragstart', '.expression', (e) => { e.preventDefault() diff --git a/public/scripts/extensions/expressions/settings.html b/public/scripts/extensions/expressions/settings.html index 27779cce2..20c2942c8 100644 --- a/public/scripts/extensions/expressions/settings.html +++ b/public/scripts/extensions/expressions/settings.html @@ -6,14 +6,14 @@
- -
- -
+ +
You are in offline mode. Click on the image below to set the expression.
diff --git a/server.js b/server.js index b4c172360..fe4a546bf 100644 --- a/server.js +++ b/server.js @@ -5741,3 +5741,7 @@ app.post('/get_character_assets_list', jsonParser, async (request, response) => // Vector storage DB require('./src/vectors').registerEndpoints(app, jsonParser); +// Emotion classification +import('./src/classify.mjs').then(module => { + module.default.registerEndpoints(app, jsonParser); +}); diff --git a/src/classify.mjs b/src/classify.mjs new file mode 100644 index 000000000..7b4c07c42 --- /dev/null +++ b/src/classify.mjs @@ -0,0 +1,48 @@ +import { pipeline, TextClassificationPipeline } from '@xenova/transformers'; +import path from 'path'; + +class PipelineAccessor { + /** + * @type {TextClassificationPipeline} + */ + pipe; + + async get() { + if (!this.pipe) { + const cache_dir = path.join(process.cwd(), 'cache'); + this.pipe = await pipeline('text-classification', 'Cohee/distilbert-base-uncased-go-emotions-onnx', { cache_dir, quantized: true }); + } + + return this.pipe; + } +} + +/** + * @param {import("express").Express} app + * @param {any} jsonParser + */ +function registerEndpoints(app, jsonParser) { + const pipelineAccessor = new PipelineAccessor(); + + app.post('/api/extra/classify/labels', jsonParser, async (req, res) => { + const pipe = await pipelineAccessor.get(); + const result = Object.keys(pipe.model.config.label2id); + return res.json({ labels: result }); + }); + + app.post('/api/extra/classify', jsonParser, async (req, res) => { + const { text } = req.body; + + const pipe = await pipelineAccessor.get(); + const result = await pipe(text); + + console.log('Classify input:', text); + console.log('Classify output:', result); + + return res.json({ classification: result }); + }); +} + +export default { + registerEndpoints, +};