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(WIP) Local emotion classification pipeline

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This commit is contained in:
Cohee 2023-09-09 15:14:16 +03:00
parent 4d08e3e9be
commit 967a084aad
7 changed files with 389 additions and 75 deletions
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1
.gitignore vendored
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@ -36,3 +36,4 @@ cloudflared.exe
public/assets/
access.log
/vectors/
/cache/

304
package-lock.json generated
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"onnxruntime-common": "~1.14.0"
}
},
"node_modules/onnxruntime-web": {
"version": "1.14.0",
"resolved": "https://registry.npmjs.org/onnxruntime-web/-/onnxruntime-web-1.14.0.tgz",
"integrity": "sha512-Kcqf43UMfW8mCydVGcX9OMXI2VN17c0p6XvR7IPSZzBf/6lteBzXHvcEVWDPmCKuGombl997HgLqj91F11DzXw==",
"dependencies": {
"flatbuffers": "^1.12.0",
"guid-typescript": "^1.0.9",
"long": "^4.0.0",
"onnx-proto": "^4.0.4",
"onnxruntime-common": "~1.14.0",
"platform": "^1.3.6"
}
},
"node_modules/open": {
"version": "8.4.2",
"resolved": "https://registry.npmjs.org/open/-/open-8.4.2.tgz",
@ -3189,6 +3330,11 @@
"node": ">=10"
}
},
"node_modules/platform": {
"version": "1.3.6",
"resolved": "https://registry.npmjs.org/platform/-/platform-1.3.6.tgz",
"integrity": "sha512-fnWVljUchTro6RiCFvCXBbNhJc2NijN7oIQxbwsyL0buWJPG85v81ehlHI9fXrJsMNgTofEoWIQeClKpgxFLrg=="
},
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"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",
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"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",

1
package.json
View File

@ -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",

90
public/scripts/extensions/expressions/index.js
View File

@ -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()

16
public/scripts/extensions/expressions/settings.html
View File

@ -6,14 +6,14 @@
</div>
<div class="inline-drawer-content">
<!-- Toggle button for aituber/static images -->
<div class="toggle_button">
<label class="switch">
<input id="image_type_toggle" type="checkbox">
<span class="slider round"></span>
<label for="image_type_toggle">Image Type - talkinghead (extras)</label>
</label>
</div>
<label class="checkbox_label" for="expression_local" title="Use classification model without the Extras server.">
<input id="expression_local" type="checkbox" />
<span data-i18n="Local server classification">Local server classification</span>
</label>
<label class="checkbox_label" for="image_type_toggle">
<input id="image_type_toggle" type="checkbox">
<span>Image Type - talkinghead (extras)</span>
</label>
<div class="offline_mode">
<small>You are in offline mode. Click on the image below to set the expression.</small>
</div>

4
server.js
View File

@ -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);
});

48
src/classify.mjs Normal file
View File

@ -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,
};