diff --git a/examples/demos/discogs-autotagging/.dockerignore b/examples/demos/discogs-autotagging/.dockerignore new file mode 100644 index 0000000..0d8104f --- /dev/null +++ b/examples/demos/discogs-autotagging/.dockerignore @@ -0,0 +1,3 @@ +*/node_modules +*/public +*/README.md diff --git a/examples/demos/discogs-autotagging/.gitignore b/examples/demos/discogs-autotagging/.gitignore new file mode 100644 index 0000000..ab43eeb --- /dev/null +++ b/examples/demos/discogs-autotagging/.gitignore @@ -0,0 +1,7 @@ +node_modules +.DS_Store +dist +dist-ssr +*.local +!package-lock.json +.vscode \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/Dockerfile b/examples/demos/discogs-autotagging/Dockerfile new file mode 100644 index 0000000..77e6a87 --- /dev/null +++ b/examples/demos/discogs-autotagging/Dockerfile @@ -0,0 +1,29 @@ +FROM node:14.18.1 as fe-builder + +WORKDIR /usr/src/app +COPY views/package.json . +RUN npm install + +COPY views/ . +RUN npm run build + +FROM node:14.18.1 + +RUN apt-get -y update && \ + apt-get install -y ffmpeg && \ + rm -rf /var/lib/apt/lists/* + +WORKDIR /usr/src/app + +COPY server/package.json . + +RUN npm install + +COPY ./server/ ./ +COPY --from=fe-builder /usr/src/app/dist/ ./public + +EXPOSE 8000 +ENV PORT=8000 + +WORKDIR /usr/src/app +CMD node server.js diff --git a/examples/demos/discogs-autotagging/README.md b/examples/demos/discogs-autotagging/README.md new file mode 100644 index 0000000..b6237a5 --- /dev/null +++ b/examples/demos/discogs-autotagging/README.md @@ -0,0 +1,12 @@ +# Music autotagging with Discogs Effnet +Demo showing realtime music autotagging based on the Discogs taxonomy (400 subgenre tags). + +## To start project locally (Dev version): +- `cd server` +- `npm run dev` +- `cd ../views` +- `npm run dev` + +## To build for deployment: +- `docker build -t discogs-demo:latest .` +- `docker run --rm -it -p 8000:8000 discogs-demo:latest node server.js` diff --git 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b/examples/demos/discogs-autotagging/server/package.json @@ -0,0 +1,21 @@ +{ + "name": "youtube-streaming-test", + "version": "1.0.0", + "description": "", + "main": "index.js", + "scripts": { + "dev": "nodemon server.js", + "test": "echo \"Error: no test specified\" && exit 1" + }, + "author": "Jorge Marcos Fernandez", + "license": "ISC", + "dependencies": { + "cors": "^2.8.5", + "ejs": "^3.1.6", + "express": "^4.17.1", + "youtube-audio-stream": "^0.3.32" + }, + "devDependencies": { + "nodemon": "^2.0.15" + } +} diff --git a/examples/demos/discogs-autotagging/server/server.js b/examples/demos/discogs-autotagging/server/server.js new file mode 100644 index 0000000..b76b51b --- /dev/null +++ b/examples/demos/discogs-autotagging/server/server.js @@ -0,0 +1,31 @@ +const express = require('express'); +const path = require('path'); +const cors = require('cors'); +// const http = require('http'); +const process = require('process'); +const app = express(); + +const stream = require('youtube-audio-stream'); + +const corsOptions = { + origin: ['https://192.168.1.131:3000', 'https://localhost:3000', 'https://localhost:4173'], + optionsSuccessStatus: 200 +} + +app.get('/stream/:videoId', cors(corsOptions), async function (req, res) { + try { + res.set({'Content-Type': 'audio/mpeg'}); + stream(req.params.videoId).pipe(res); + } catch (exception) { + res.status(500).send(exception) + } +}); + +// app.use(express.static(path.join(__dirname, '../views/dist'))); +app.use('/', express.static('public')); + + +// const server = http.createServer(app); +app.listen(process.env.PORT || 8000, '0.0.0.0', () => { + console.log(`server is running on port ${process.env.PORT || 8000}`) +}); diff --git a/examples/demos/discogs-autotagging/views/README.md b/examples/demos/discogs-autotagging/views/README.md new file mode 100644 index 0000000..93d42b3 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/README.md @@ -0,0 +1,4 @@ +# Music autotagging with Discogs Effnet + +model currently in use: +- 211115-202040_resnet18 diff --git a/examples/demos/discogs-autotagging/views/index.html b/examples/demos/discogs-autotagging/views/index.html new file mode 100644 index 0000000..159f8b9 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/index.html @@ -0,0 +1,13 @@ + + + + + + + DiscogsEffNet Music Classification Demo + + +
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"@vitejs/plugin-vue": "^1.9.3", + "sass": "^1.50.1", + "vite": "^2.9.10" + } +} diff --git a/examples/demos/discogs-autotagging/views/public/favicon.ico b/examples/demos/discogs-autotagging/views/public/favicon.ico new file mode 100644 index 0000000..ec58e32 Binary files /dev/null and b/examples/demos/discogs-autotagging/views/public/favicon.ico differ diff --git a/examples/demos/discogs-autotagging/views/src/App.vue b/examples/demos/discogs-autotagging/views/src/App.vue new file mode 100644 index 0000000..035c3ec --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/App.vue @@ -0,0 +1,54 @@ + + + + + diff --git a/examples/demos/discogs-autotagging/views/src/assets/logo.png b/examples/demos/discogs-autotagging/views/src/assets/logo.png new file mode 100644 index 0000000..f3d2503 Binary files /dev/null and b/examples/demos/discogs-autotagging/views/src/assets/logo.png differ diff --git a/examples/demos/discogs-autotagging/views/src/assets/styles/globals.scss b/examples/demos/discogs-autotagging/views/src/assets/styles/globals.scss new file mode 100644 index 0000000..6e0ec03 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/assets/styles/globals.scss @@ -0,0 +1,9 @@ +$primary: #E4454A; +$dark: rgb(25, 25, 25); +$carousel-control-color: #000; + +@import 'bootstrap/scss/bootstrap.scss'; + +body { + overflow: hidden; +} \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/audio/ActivationSmoother.js b/examples/demos/discogs-autotagging/views/src/audio/ActivationSmoother.js new file mode 100644 index 0000000..ac120ab --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/audio/ActivationSmoother.js @@ -0,0 +1,65 @@ +import { EffnetDiscogsLabels as discogsLabels } from './labels.js'; +import { median } from 'mathjs'; + +class ActivationSmoother { + #memory; + #size; + constructor (memorySize = 3) { + this.#memory = {}; + this.#size = memorySize; + + for (let label of discogsLabels) { + this.#memory[label] = Array(memorySize).fill(0); + } + console.log('Smoother init:\n'); + console.log(this.#memory); + } + + push (activations) { + if (activations.length < discogsLabels.length) throw RangeError; + + if (this.#size === 1) { + console.log('smoother: size 1'); + return activations; + } + + return discogsLabels.map( (l, i) => { + // if (i==0) console.log('before shift', this.#memory[l]); + this.#memory[l].shift(); + // if (i==0) console.log('before push', this.#memory[l]); + this.#memory[l].push(activations[i]); + // console.log('after push', this.#memory[l]); + const activationMedian = median(this.#memory[l]); + // console.log('after median', this.#memory[l]); + // this.#memory[l][this.#size-1] = activationMedian; + return activationMedian; + }) + } + + set memorySize (newSize) { + if (newSize === this.#size) return; // do nothing + if (newSize < 1) newSize = 1; + if (newSize > this.#size) { + const diff = newSize - this.#size; // to add + for (let label of discogsLabels) { + this.#memory[label].splice(0, 0, ...Array(diff).fill(0)); + } + console.log(this.#memory); + } + if (newSize < this.#size) { + const diff = this.#size - newSize; // to remove + for (let label of discogsLabels) { + this.#memory[label].splice(0, diff); + } + console.log(this.#memory); + } + this.#size = newSize; + console.info(`Smoother now using memory size: ${this.#size}`); + } + + get memorySize () { + return this.#size; + } +} + +export default new ActivationSmoother(); \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/audio/feature-extractor.js b/examples/demos/discogs-autotagging/views/src/audio/feature-extractor.js new file mode 100644 index 0000000..5dd32fd --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/audio/feature-extractor.js @@ -0,0 +1,109 @@ +// import { EssentiaWASM, EssentiaModel } from "essentia.js"; +import { EssentiaWASM } from "https://cdn.jsdelivr.net/npm/essentia.js@0.1.3/dist/essentia-wasm.es.js"; +import * as EssentiaModel from "https://cdn.jsdelivr.net/npm/essentia.js@0.1.3/dist/essentia.js-model.es.js"; +// retrieved from https://raw.githubusercontent.com/GoogleChromeLabs/web-audio-samples/main/audio-worklet/design-pattern/lib/wasm-audio-helper.js +// import { RingBuffer } from "./wasm-audio-helper.js"; + +class PatchHop { + constructor(patchSize, ratio) { + this.size = Math.floor(patchSize * ratio); + this.frameCount = 0; + } + + incrementFrame() { + this.frameCount++; + this.frameCount %= this.size; + } + + readyToHop() { + if (this.frameCount === 0) { + return true; + } else { + return false; + } + } +} + +function getZeroMatrix(x, y) { + let matrix = new Array(x); + for (let f = 0; f < x; f++) { + matrix[f] = new Array(y); + matrix[f].fill(0); + } + return matrix; +} + +class FeatureExtractProcessor extends AudioWorkletProcessor { + constructor() { + super(); + this._frameSize = 512; + this._hopSize = 256; + this._channelCount = 1; + this._patchHop = new PatchHop(128, 0.5); // if patchSize at 16kHz and 256 hopSize corresponds to about 3s of audio, this would jump by 1s + this._extractor = new EssentiaModel.EssentiaTFInputExtractor(EssentiaWASM, 'musicnn'); + this._features = { + melSpectrum: getZeroMatrix(128, 96), // init melSpectrum 187x96 matrix with zeros + frameSize: 128, + melBandsSize: 96, + patchSize: 128 + }; + + // buffersize mismatch helpers + this._hopRingBuffer = new RingBuffer(this._hopSize, this._channelCount); + this._frameRingBuffer = new RingBuffer(this._frameSize, this._channelCount); + this._hopData = [new Float32Array(this._hopSize)]; + this._frameData = [new Float32Array(this._frameSize)]; + + // init zero-pad frameData so we have 512 values upon the very first 256 samples we get in + this._hopData[0].fill(0); + + // setup worker comms + this._workerPort = undefined; + this._workerPortAvailable = false; + this.port.onmessage = (msg) => { + if (msg.data.port) { + console.info('Worklet received port from main!\n', msg.data.port); + this._workerPort = msg.data.port; + this._workerPortAvailable = true; + this._workerPort.postMessage({request: "check", check: "Received 2-way port from worker" }); + } + } + } + + process(inputList) { + let input = inputList[0]; + if (!input[0]) { + console.info("worklet: empty input buffer"); + return true; + } + + this._hopRingBuffer.push(input); + + if (this._hopRingBuffer.framesAvailable >= this._hopSize) { + + this._frameRingBuffer.push(this._hopData); // always push the previous hopData samples to create overlap of hopSize + this._hopRingBuffer.pull(this._hopData); + this._frameRingBuffer.push(this._hopData); // push new hopData samples + + if (this._frameRingBuffer.framesAvailable >= this._frameSize) { + // console.count('frame'); + this._frameRingBuffer.pull(this._frameData); + this._features.melSpectrum.push(this._extractor.compute(this._frameData[0]).melSpectrum); + this._features.melSpectrum.shift(); + this._patchHop.incrementFrame(); + if (this._patchHop.readyToHop() && this._workerPort) { + // send features to Worker for inference + // console.info('Computed new patch of features\n', this._features); + this._workerPort.postMessage({ + request: "features", + features: this._features + }); + } + } + } + + return true; + } +} + +registerProcessor("feature-extract-processor", FeatureExtractProcessor); \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/audio/inference.js b/examples/demos/discogs-autotagging/views/src/audio/inference.js new file mode 100644 index 0000000..d5551bf --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/audio/inference.js @@ -0,0 +1,88 @@ +// debugger; +import * as tf from '@tensorflow/tfjs'; +import { EssentiaModel } from 'essentia.js'; +import activationSmoother from './ActivationSmoother.js'; +import modelURL from './model-tfjs/model.json?url'; +console.info('Worker: imports went ok') +// console.log({activationSmoother}); + +let model = new EssentiaModel.TensorflowMusiCNN(tf, modelURL); +let modelReady = false; + +async function loadModel() { + await model.initialize(); + modelReady = true; + console.log('Model loaded!'); + await modelWarmUp(); + console.log('Model warmed up!') +} + +async function modelWarmUp() { + // perform inference on all-zero input to load model weights and ops onto GPU + if (!modelReady) { + console.error('worker: model not initialised'); + return; + } + let zeroFeatures = { + melSpectrum: Array(128).fill( Array(96).fill(0) ), + melBandsSize: 96, + patchSize: 128, + frameSize: 128 + }; + await model.predict(zeroFeatures); +} + +function outputPredictions(p) { + self.postMessage({ + type: 'predictions', + predictions: p + }); +} + +async function modelPredict(features) { + if (modelReady) { + let predictions = await model.predict(features); + predictions = predictions[0]; // model.predict returns a [Array(50)] + // median smoothing + const smoothedPredictions = activationSmoother.push(predictions); + // output to main thread + // console.log({smoothedPredictions}); + outputPredictions(smoothedPredictions); + } +} + +const channel = new MessageChannel(); +const port1 = channel.port1; + +self.postMessage({ + type: 'port', + port: channel.port2 +}, [channel.port2]); + +port1.onmessage = async function listenToAudioWorklet(msg) { + switch (msg.data.request) { + case 'check': + console.log(`Received ${msg.data.check} from AudioWorkletProcessor`); + break; + case 'features': + await modelPredict(msg.data.features); + break; + default: + break; + } +} + +self.onmessage = function listenToMainThread (msg) { + switch (msg.data.request) { + case 'shutdown': + model.dispose(); + self.postMessage({type: 'shutdown'}) + break; + case 'setSmoothing': + activationSmoother.memorySize = Number(msg.data.value); + default: + break; + } +} + +loadModel(); diff --git a/examples/demos/discogs-autotagging/views/src/audio/labels.js b/examples/demos/discogs-autotagging/views/src/audio/labels.js new file mode 100644 index 0000000..4ac1449 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/audio/labels.js @@ -0,0 +1,406 @@ +const labels = [ + "Blues---Boogie Woogie", + "Blues---Chicago Blues", + "Blues---Country Blues", + "Blues---Delta Blues", + "Blues---Electric Blues", + "Blues---Harmonica Blues", + "Blues---Jump Blues", + "Blues---Louisiana Blues", + "Blues---Modern Electric Blues", + "Blues---Piano Blues", + "Blues---Rhythm & Blues", + "Blues---Texas Blues", + "Children's---Educational", + "Children's---Nursery Rhymes", + "Children's---Story", + "Classical---Baroque", + "Classical---Choral", + "Classical---Classical", + "Classical---Contemporary", + "Classical---Impressionist", + "Classical---Medieval", + "Classical---Modern", + "Classical---Neo-Classical", + "Classical---Neo-Romantic", + "Classical---Opera", + "Classical---Post-Modern", + "Classical---Renaissance", + "Classical---Romantic", + "Electronic---Abstract", + "Electronic---Acid", + "Electronic---Acid House", + "Electronic---Acid Jazz", + "Electronic---Ambient", + "Electronic---Bassline", + "Electronic---Beatdown", + "Electronic---Berlin-School", + "Electronic---Big Beat", + "Electronic---Bleep", + "Electronic---Breakbeat", + "Electronic---Breakcore", + "Electronic---Breaks", + "Electronic---Broken Beat", + "Electronic---Chillwave", + "Electronic---Chiptune", + "Electronic---Dance-pop", + "Electronic---Dark Ambient", + "Electronic---Darkwave", + "Electronic---Deep House", + "Electronic---Deep Techno", + "Electronic---Disco", + "Electronic---Disco Polo", + "Electronic---Donk", + "Electronic---Downtempo", + "Electronic---Drone", + "Electronic---Drum n Bass", + "Electronic---Dub", + "Electronic---Dub Techno", + "Electronic---Dubstep", + "Electronic---Dungeon Synth", + "Electronic---EBM", + "Electronic---Electro", + "Electronic---Electro House", + "Electronic---Electroclash", + "Electronic---Euro House", + "Electronic---Euro-Disco", + "Electronic---Eurobeat", + "Electronic---Eurodance", + "Electronic---Experimental", + "Electronic---Freestyle", + "Electronic---Future Jazz", + "Electronic---Gabber", + "Electronic---Garage House", + "Electronic---Ghetto", + "Electronic---Ghetto House", + "Electronic---Glitch", + "Electronic---Goa Trance", + "Electronic---Grime", + "Electronic---Halftime", + "Electronic---Hands Up", + "Electronic---Happy Hardcore", + "Electronic---Hard House", + "Electronic---Hard Techno", + "Electronic---Hard Trance", + "Electronic---Hardcore", + "Electronic---Hardstyle", + "Electronic---Hi NRG", + "Electronic---Hip Hop", + "Electronic---Hip-House", + "Electronic---House", + "Electronic---IDM", + "Electronic---Illbient", + "Electronic---Industrial", + "Electronic---Italo House", + "Electronic---Italo-Disco", + "Electronic---Italodance", + "Electronic---Jazzdance", + "Electronic---Juke", + "Electronic---Jumpstyle", + "Electronic---Jungle", + "Electronic---Latin", + "Electronic---Leftfield", + "Electronic---Makina", + "Electronic---Minimal", + "Electronic---Minimal Techno", + "Electronic---Modern Classical", + "Electronic---Musique Concrète", + "Electronic---Neo Trance", + "Electronic---Neofolk", + "Electronic---New Age", + "Electronic---New Beat", + "Electronic---New Wave", + "Electronic---Noise", + "Electronic---Nu-Disco", + "Electronic---Power Electronics", + "Electronic---Progressive Breaks", + "Electronic---Progressive House", + "Electronic---Progressive Trance", + "Electronic---Psy-Trance", + "Electronic---Rhythmic Noise", + "Electronic---Schranz", + "Electronic---Sound Collage", + "Electronic---Speed Garage", + "Electronic---Speedcore", + "Electronic---Synth-pop", + "Electronic---Synthwave", + "Electronic---Tech House", + "Electronic---Tech Trance", + "Electronic---Techno", + "Electronic---Trance", + "Electronic---Tribal", + "Electronic---Tribal House", + "Electronic---Trip Hop", + "Electronic---Tropical House", + "Electronic---UK Garage", + "Electronic---Vaporwave", + "Folk, World, & Country---African", + "Folk, World, & Country---Bluegrass", + "Folk, World, & Country---Cajun", + "Folk, World, & Country---Canzone Napoletana", + "Folk, World, & Country---Celtic", + "Folk, World, & Country---Country", + "Folk, World, & Country---Fado", + "Folk, World, & Country---Flamenco", + "Folk, World, & Country---Folk", + "Folk, World, & Country---Gamelan", + "Folk, World, & Country---Gospel", + "Folk, World, & Country---Hawaiian", + "Folk, World, & Country---Highlife", + "Folk, World, & Country---Hillbilly", + "Folk, World, & Country---Hindustani", + "Folk, World, & Country---Honky Tonk", + "Folk, World, & Country---Indian Classical", + "Folk, World, & Country---Klezmer", + "Folk, World, & Country---Laïkó", + "Folk, World, & Country---Nordic", + "Folk, World, & Country---Pacific", + "Folk, World, & Country---Polka", + "Folk, World, & Country---Raï", + "Folk, World, & Country---Romani", + "Folk, World, & Country---Soukous", + "Folk, World, & Country---Séga", + "Folk, World, & Country---Volksmusik", + "Folk, World, & Country---Zouk", + "Folk, World, & Country---Éntekhno", + "Funk / Soul---Afrobeat", + "Funk / Soul---Bayou Funk", + "Funk / Soul---Boogie", + "Funk / Soul---Contemporary R&B", + "Funk / Soul---Disco", + "Funk / Soul---Free Funk", + "Funk / Soul---Funk", + "Funk / Soul---Gospel", + "Funk / Soul---Neo Soul", + "Funk / Soul---New Jack Swing", + "Funk / Soul---P.Funk", + "Funk / Soul---Psychedelic", + "Funk / Soul---Rhythm & Blues", + "Funk / Soul---Soul", + "Funk / Soul---Swingbeat", + "Funk / Soul---UK Street Soul", + "Hip Hop---Bass Music", + "Hip Hop---Boom Bap", + "Hip Hop---Bounce", + "Hip Hop---Britcore", + "Hip Hop---Cloud Rap", + "Hip Hop---Conscious", + "Hip Hop---Crunk", + "Hip Hop---Cut-up/DJ", + "Hip Hop---DJ Battle Tool", + "Hip Hop---Electro", + "Hip Hop---G-Funk", + "Hip Hop---Gangsta", + "Hip Hop---Grime", + "Hip Hop---Hardcore Hip-Hop", + "Hip Hop---Horrorcore", + "Hip Hop---Instrumental", + "Hip Hop---Jazzy Hip-Hop", + "Hip Hop---Miami Bass", + "Hip Hop---Pop Rap", + "Hip Hop---Ragga HipHop", + "Hip Hop---RnB/Swing", + "Hip Hop---Screw", + "Hip Hop---Thug Rap", + "Hip Hop---Trap", + "Hip Hop---Trip Hop", + "Hip Hop---Turntablism", + "Jazz---Afro-Cuban Jazz", + "Jazz---Afrobeat", + "Jazz---Avant-garde Jazz", + "Jazz---Big Band", + "Jazz---Bop", + "Jazz---Bossa Nova", + "Jazz---Contemporary Jazz", + "Jazz---Cool Jazz", + "Jazz---Dixieland", + "Jazz---Easy Listening", + "Jazz---Free Improvisation", + "Jazz---Free Jazz", + "Jazz---Fusion", + "Jazz---Gypsy Jazz", + "Jazz---Hard Bop", + "Jazz---Jazz-Funk", + "Jazz---Jazz-Rock", + "Jazz---Latin Jazz", + "Jazz---Modal", + "Jazz---Post Bop", + "Jazz---Ragtime", + "Jazz---Smooth Jazz", + "Jazz---Soul-Jazz", + "Jazz---Space-Age", + "Jazz---Swing", + "Latin---Afro-Cuban", + "Latin---Baião", + "Latin---Batucada", + "Latin---Beguine", + "Latin---Bolero", + "Latin---Boogaloo", + "Latin---Bossanova", + "Latin---Cha-Cha", + "Latin---Charanga", + "Latin---Compas", + "Latin---Cubano", + "Latin---Cumbia", + "Latin---Descarga", + "Latin---Forró", + "Latin---Guaguancó", + "Latin---Guajira", + "Latin---Guaracha", + "Latin---MPB", + "Latin---Mambo", + "Latin---Mariachi", + "Latin---Merengue", + "Latin---Nueva Cancion", + "Latin---Pachanga", + "Latin---Porro", + "Latin---Ranchera", + "Latin---Reggaeton", + "Latin---Rumba", + "Latin---Salsa", + "Latin---Samba", + "Latin---Son", + "Latin---Son Montuno", + "Latin---Tango", + "Latin---Tejano", + "Latin---Vallenato", + "Non-Music---Comedy", + "Non-Music---Dialogue", + "Non-Music---Education", + "Non-Music---Field Recording", + "Non-Music---Interview", + "Non-Music---Monolog", + "Non-Music---Poetry", + "Non-Music---Political", + "Non-Music---Promotional", + "Non-Music---Radioplay", + "Non-Music---Religious", + "Non-Music---Speech", + "Non-Music---Spoken Word", + "Pop---Ballad", + "Pop---Bollywood", + "Pop---Bubblegum", + "Pop---Chanson", + "Pop---City Pop", + "Pop---Europop", + "Pop---Indie Pop", + "Pop---J-pop", + "Pop---K-pop", + "Pop---Kayōkyoku", + "Pop---Light Music", + "Pop---Music Hall", + "Pop---Novelty", + "Pop---Parody", + "Pop---Schlager", + "Pop---Vocal", + "Reggae---Calypso", + "Reggae---Dancehall", + "Reggae---Dub", + "Reggae---Dub Poetry", + "Reggae---Lovers Rock", + "Reggae---Ragga", + "Reggae---Reggae", + "Reggae---Reggae-Pop", + "Reggae---Rocksteady", + "Reggae---Roots Reggae", + "Reggae---Ska", + "Reggae---Soca", + "Rock---AOR", + "Rock---Acid Rock", + "Rock---Acoustic", + "Rock---Alternative Rock", + "Rock---Arena Rock", + "Rock---Art Rock", + "Rock---Atmospheric Black Metal", + "Rock---Avantgarde", + "Rock---Beat", + "Rock---Black Metal", + "Rock---Blues Rock", + "Rock---Brit Pop", + "Rock---Classic Rock", + "Rock---Coldwave", + "Rock---Country Rock", + "Rock---Crust", + "Rock---Death Metal", + "Rock---Deathcore", + "Rock---Deathrock", + "Rock---Doo Wop", + "Rock---Doom Metal", + "Rock---Dream Pop", + "Rock---Emo", + "Rock---Ethereal", + "Rock---Experimental", + "Rock---Folk Metal", + "Rock---Folk Rock", + "Rock---Funeral Doom Metal", + "Rock---Funk Metal", + "Rock---Garage Rock", + "Rock---Glam", + "Rock---Goregrind", + "Rock---Goth Rock", + "Rock---Gothic Metal", + "Rock---Grindcore", + "Rock---Grunge", + "Rock---Hard Rock", + "Rock---Hardcore", + "Rock---Heavy Metal", + "Rock---Indie Rock", + "Rock---Industrial", + "Rock---Krautrock", + "Rock---Lo-Fi", + "Rock---Lounge", + "Rock---Math Rock", + "Rock---Melodic Death Metal", + "Rock---Melodic Hardcore", + "Rock---Metalcore", + "Rock---Mod", + "Rock---Neofolk", + "Rock---New Wave", + "Rock---No Wave", + "Rock---Noise", + "Rock---Noisecore", + "Rock---Nu Metal", + "Rock---Oi", + "Rock---Parody", + "Rock---Pop Punk", + "Rock---Pop Rock", + "Rock---Pornogrind", + "Rock---Post Rock", + "Rock---Post-Hardcore", + "Rock---Post-Metal", + "Rock---Post-Punk", + "Rock---Power Metal", + "Rock---Power Pop", + "Rock---Power Violence", + "Rock---Prog Rock", + "Rock---Progressive Metal", + "Rock---Psychedelic Rock", + "Rock---Psychobilly", + "Rock---Pub Rock", + "Rock---Punk", + "Rock---Rock & Roll", + "Rock---Rockabilly", + "Rock---Shoegaze", + "Rock---Ska", + "Rock---Sludge Metal", + "Rock---Soft Rock", + "Rock---Southern Rock", + "Rock---Space Rock", + "Rock---Speed Metal", + "Rock---Stoner Rock", + "Rock---Surf", + "Rock---Symphonic Rock", + "Rock---Technical Death Metal", + "Rock---Thrash", + "Rock---Twist", + "Rock---Viking Metal", + "Rock---Yé-Yé", + "Stage & Screen---Musical", + "Stage & Screen---Score", + "Stage & Screen---Soundtrack", + "Stage & Screen---Theme", +]; + +const duplicateSubgenres = ['Rhythm & Blues', 'Disco', 'Dub', 'Electro', 'Experimental', 'Grime', 'Hardcore', 'Industrial', 'Neofolk', 'New Wave', 'Noise', 'Trip Hop', 'Gospel', 'Afrobeat', 'Parody', 'Ska']; + +export { labels as EffnetDiscogsLabels, duplicateSubgenres }; \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/audio/manager.js b/examples/demos/discogs-autotagging/views/src/audio/manager.js new file mode 100644 index 0000000..a8a2669 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/audio/manager.js @@ -0,0 +1,173 @@ +import EventBus from '../event-bus.js'; +import InferenceWorker from './inference.js?worker'; +import workletURL from './feature-extractor.js?url'; +import { URLFromFiles } from '../utils.js'; +// import essentiaURL from '../../node_modules/essentia.js/index?url'; +import audiohelperURL from './wasm-audio-helper.js?url'; +import eventBus from '../event-bus.js'; + +const audioCtxOptions = { + sampleRate: 16000 +}; + +let AudioContext = window.AudioContext || window.webkitAudioContext;; +let audioCtx; +let audioStream; +let mic; +let gain; +let featureExtractorNode; +let audioGraphConnected = false; + +let inferenceWorker; +let workerToWorkletPort; + +let dataIsAvailable = false; + +async function createAudioProcessor(audioContext) { + let node; + try { + node = new AudioWorkletNode(audioContext, "feature-extract-processor"); + } catch(e) { + try { + const concatenadedCode = await URLFromFiles([audiohelperURL, workletURL]); + await audioContext.audioWorklet.addModule(concatenadedCode); + console.log('audio worklet registered'); + node = new AudioWorkletNode(audioContext, "feature-extract-processor"); + } catch (e) { + console.log('There was an error creating the feature extractor AudioWorklet:\n', e); + return null; + } + } + + return node; +} + +function createInferenceWorker() { + inferenceWorker = new InferenceWorker(); + console.log({inferenceWorker}); + inferenceWorker.onmessage = function listenToWorker(msg) { + switch (msg.data.type) { + case 'port': + // listen out for port transfer + workerToWorkletPort = msg.data.port; + console.log("Received port from worker\n", workerToWorkletPort); + break; + case 'predictions': + // listen out for model output + EventBus.$emit('model-predictions', msg.data.predictions); + break; + case 'shutdown': + // worker has finished its operations and is ready to be terminated + inferenceWorker.terminate(); + inferenceWorker = undefined; + break; + default: + console.log(msg.data); + break; + } + }; + inferenceWorker.onerror = function processWorkerError (ev) { + console.log('There was an error with the worker', ev); + console.error(ev.type); + } +} + +async function startAudioProcessing(stream) { + console.log('manager: got audio stream') + audioStream = stream; + + let audioTracks = audioStream.getAudioTracks(); + audioTracks.forEach((t) => { + console.log('MediaStream constraints are: ', t.getSettings()); + }) + + audioStream.addEventListener('active', handleActiveStream) +} + +async function handleActiveStream () { + dataIsAvailable = true; + if (audioCtx.state === 'closed') { + audioCtx = new AudioContext(audioCtxOptions); + } + + if (!audioGraphConnected) { + await connectAudioGraph(); + console.log('audio graph created and connected'); + } else { + mic = audioCtx.createMediaStreamSource(audioStream); + mic.connect(featureExtractorNode); + } + + audioCtx.resume(); + console.log('audio ctx resumed'); + eventBus.$emit('stream-active'); +} + +async function connectAudioGraph () { + mic = audioCtx.createMediaStreamSource(audioStream); + gain = audioCtx.createGain(); + gain.gain.setValueAtTime(0, audioCtx.currentTime); + featureExtractorNode = await createAudioProcessor(audioCtx); + + featureExtractorNode.port.postMessage({ + port: workerToWorkletPort + }, [workerToWorkletPort]); + + try { + mic.connect(featureExtractorNode); + featureExtractorNode.connect(gain); + gain.connect(audioCtx.destination); + audioGraphConnected = true; + } catch(e) { + console.log(`There was a problem connecting the audio graph \n ${e}`); + } +} + +async function stopAudioProcessing() { + // stop media stream + audioStream.getAudioTracks().forEach(function(track) { + track.stop(); + audioStream.removeTrack(track); + }); + audioStream.removeEventListener('active', handleActiveStream); + audioStream = null; + console.log('audio stream cleared'); + + await audioCtx.suspend(); + console.log('audio suspended'); + // disconnect mic, which we can't reuse + mic.disconnect(); + mic = undefined; + console.log('mic disconnected'); + dataIsAvailable = false; +} + + + +async function main() { + try { + audioCtx = new AudioContext(audioCtxOptions); + } catch (e) { + throw 'Could not instantiate AudioContext: ' + e.message; + } + + createInferenceWorker(); + + EventBus.$on('received-stream', async (stream) => { + if (audioStream && audioCtx.state !== 'suspended') { + await stopAudioProcessing(); + } + if (!workerToWorkletPort && !inferenceWorker) { + createInferenceWorker(); + } + + startAudioProcessing(stream); + }) + + EventBus.$on('stop-audio', () => stopAudioProcessing() ); + EventBus.$on('pause', () => audioCtx.suspend() ); + EventBus.$on('play', () => dataIsAvailable ? audioCtx.resume() : null ); + EventBus.$on('loaded-data', () => dataIsAvailable = true ); +} + +export default main; diff --git a/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/group1-shard10of11.bin b/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/group1-shard10of11.bin new file mode 100644 index 0000000..45e3868 Binary files /dev/null and b/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/group1-shard10of11.bin differ diff --git a/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/group1-shard11of11.bin b/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/group1-shard11of11.bin new file mode 100644 index 0000000..c4062a8 Binary files /dev/null and b/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/group1-shard11of11.bin differ diff --git a/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/group1-shard1of11.bin 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[1], "dtype": "int32"}, {"name": "PartitionedCall/flatten/strided_slice/stack_1", "shape": [1], "dtype": "int32"}, {"name": "PartitionedCall/flatten/strided_slice/stack_2", "shape": [1], "dtype": "int32"}, {"name": "PartitionedCall/flatten/Reshape/shape/1", "shape": [], "dtype": "int32"}, {"name": "PartitionedCall/transpose_62", "shape": [512, 400], "dtype": "float32"}, {"name": "PartitionedCall/mul_1", "shape": [400], "dtype": "float32"}]}]} \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/audio/wasm-audio-helper.js b/examples/demos/discogs-autotagging/views/src/audio/wasm-audio-helper.js new file mode 100644 index 0000000..ddf7954 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/audio/wasm-audio-helper.js @@ -0,0 +1,265 @@ +/** + * Copyright 2018 Google LLC + * + * Licensed under the Apache License, Version 2.0 (the "License"); you may not + * use this file except in compliance with the License. You may obtain a copy of + * the License at + * + * http://www.apache.org/licenses/LICENSE-2.0 + * + * Unless required by applicable law or agreed to in writing, software + * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT + * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the + * License for the specific language governing permissions and limitations under + * the License. + */ + +// Byte per audio sample. (32 bit float) +const BYTES_PER_SAMPLE = Float32Array.BYTES_PER_ELEMENT; + +// The max audio channel on Chrome is 32. +const MAX_CHANNEL_COUNT = 32; + +// WebAudio's render quantum size. +const RENDER_QUANTUM_FRAMES = 128; + + +/** + * A WASM HEAP wrapper for AudioBuffer class. This breaks down the AudioBuffer + * into an Array of Float32Array for the convinient WASM opearion. + * + * @class + * @dependency Module A WASM module generated by the emscripten glue code. + */ +class HeapAudioBuffer { + /** + * @constructor + * @param {object} wasmModule WASM module generated by Emscripten. + * @param {number} length Buffer frame length. + * @param {number} channelCount Number of channels. + * @param {number=} maxChannelCount Maximum number of channels. + */ + constructor(wasmModule, length, channelCount, maxChannelCount) { + // The |channelCount| must be greater than 0, and less than or equal to + // the maximum channel count. + this._isInitialized = false; + this._module = wasmModule; + this._length = length; + this._maxChannelCount = maxChannelCount + ? Math.min(maxChannelCount, MAX_CHANNEL_COUNT) + : channelCount; + this._channelCount = channelCount; + this._allocateHeap(); + this._isInitialized = true; + } + + /** + * Allocates memory in the WASM heap and set up Float32Array views for the + * channel data. + * + * @private + */ + _allocateHeap() { + const dataByteSize = this._channelCount * this._length * BYTES_PER_SAMPLE; + this._dataPtr = this._module._malloc(dataByteSize); + this._channelData = []; + for (let i = 0; i < this._channelCount; ++i) { + // convert pointer to HEAPF32 index + let startOffset = this._dataPtr / BYTES_PER_SAMPLE + i * this._length; + let endOffset = startOffset + this._length; + this._channelData[i] = + this._module.HEAPF32.subarray(startOffset, endOffset); + } + } + + /** + * Adapt the current channel count to the new input buffer. + * + * @param {number} newChannelCount The new channel count. + */ + adaptChannel(newChannelCount) { + if (newChannelCount < this._maxChannelCount) { + this._channelCount = newChannelCount; + } + } + + /** + * Getter for the buffer length in frames. + * + * @return {?number} Buffer length in frames. + */ + get length() { + return this._isInitialized ? this._length : null; + } + + /** + * Getter for the number of channels. + * + * @return {?number} Buffer length in frames. + */ + get numberOfChannels() { + return this._isInitialized ? this._channelCount : null; + } + + /** + * Getter for the maxixmum number of channels allowed for the instance. + * + * @return {?number} Buffer length in frames. + */ + get maxChannelCount() { + return this._isInitialized ? this._maxChannelCount : null; + } + + /** + * Returns a Float32Array object for a given channel index. If the channel + * index is undefined, it returns the reference to the entire array of channel + * data. + * + * @param {number|undefined} channelIndex Channel index. + * @return {?Array} a channel data array or an + * array of channel data. + */ + getChannelData(channelIndex) { + if (channelIndex >= this._channelCount) { + return null; + } + + return typeof channelIndex === 'undefined' + ? this._channelData : this._channelData[channelIndex]; + } + + /** + * Returns the base address of the allocated memory space in the WASM heap. + * + * @return {number} WASM Heap address. + */ + getHeapAddress() { + return this._dataPtr; + } + + /** + * Frees the allocated memory space in the WASM heap. + */ + free() { + this._isInitialized = false; + this._module._free(this._dataPtr); + this._module._free(this._pointerArrayPtr); + this._channelData = null; + } +} // class HeapAudioBuffer + + +/** + * A JS FIFO implementation for the AudioWorklet. 3 assumptions for the + * simpler operation: + * 1. the push and the pull operation are done by 128 frames. (Web Audio + * API's render quantum size in the speficiation) + * 2. the channel count of input/output cannot be changed dynamically. + * The AudioWorkletNode should be configured with the `.channelCount = k` + * (where k is the channel count you want) and + * `.channelCountMode = explicit`. + * 3. This is for the single-thread operation. (obviously) + * + * @class + */ +class RingBuffer { + /** + * @constructor + * @param {number} length Buffer length in frames. + * @param {number} channelCount Buffer channel count. + */ + constructor(length, channelCount) { + this._readIndex = 0; + this._writeIndex = 0; + this._framesAvailable = 0; + + this._channelCount = channelCount; + this._length = length; + this._channelData = []; + for (let i = 0; i < this._channelCount; ++i) { + this._channelData[i] = new Float32Array(length); + } + } + + /** + * Getter for Available frames in buffer. + * + * @return {number} Available frames in buffer. + */ + get framesAvailable() { + return this._framesAvailable; + } + + /** + * Push a sequence of Float32Arrays to buffer. + * + * @param {array} arraySequence A sequence of Float32Arrays. + */ + push(arraySequence) { + // The channel count of arraySequence and the length of each channel must + // match with this buffer obejct. + + // Transfer data from the |arraySequence| storage to the internal buffer. + let sourceLength = arraySequence[0].length; + for (let i = 0; i < sourceLength; ++i) { + let writeIndex = (this._writeIndex + i) % this._length; + for (let channel = 0; channel < this._channelCount; ++channel) { + this._channelData[channel][writeIndex] = arraySequence[channel][i]; + } + } + + this._writeIndex += sourceLength; + if (this._writeIndex >= this._length) { + this._writeIndex = 0; + } + + // For excessive frames, the buffer will be overwritten. + this._framesAvailable += sourceLength; + if (this._framesAvailable > this._length) { + this._framesAvailable = this._length; + } + } + + /** + * Pull data out of buffer and fill a given sequence of Float32Arrays. + * + * @param {array} arraySequence An array of Float32Arrays. + */ + pull(arraySequence) { + // The channel count of arraySequence and the length of each channel must + // match with this buffer obejct. + + // If the FIFO is completely empty, do nothing. + if (this._framesAvailable === 0) { + return; + } + + let destinationLength = arraySequence[0].length; + + // Transfer data from the internal buffer to the |arraySequence| storage. + for (let i = 0; i < destinationLength; ++i) { + let readIndex = (this._readIndex + i) % this._length; + for (let channel = 0; channel < this._channelCount; ++channel) { + arraySequence[channel][i] = this._channelData[channel][readIndex]; + } + } + + this._readIndex += destinationLength; + if (this._readIndex >= this._length) { + this._readIndex = 0; + } + + this._framesAvailable -= destinationLength; + if (this._framesAvailable < 0) { + this._framesAvailable = 0; + } + } +} // class RingBuffer + + +export { + MAX_CHANNEL_COUNT, + RENDER_QUANTUM_FRAMES, + HeapAudioBuffer, + RingBuffer, +}; diff --git a/examples/demos/discogs-autotagging/views/src/components/CustomToggle.vue b/examples/demos/discogs-autotagging/views/src/components/CustomToggle.vue new file mode 100644 index 0000000..4770364 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/CustomToggle.vue @@ -0,0 +1,86 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/components/DemosFooter.vue b/examples/demos/discogs-autotagging/views/src/components/DemosFooter.vue new file mode 100644 index 0000000..4182436 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/DemosFooter.vue @@ -0,0 +1,79 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/components/EssentiaLogo.vue b/examples/demos/discogs-autotagging/views/src/components/EssentiaLogo.vue new file mode 100644 index 0000000..f378843 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/EssentiaLogo.vue @@ -0,0 +1,92 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/components/EssentiajsLogo.vue b/examples/demos/discogs-autotagging/views/src/components/EssentiajsLogo.vue new file mode 100644 index 0000000..1daaa62 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/EssentiajsLogo.vue @@ -0,0 +1,25 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/components/MTGLogo.vue b/examples/demos/discogs-autotagging/views/src/components/MTGLogo.vue new file mode 100644 index 0000000..2bb80bf --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/MTGLogo.vue @@ -0,0 +1,369 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/components/PredictionSet.vue b/examples/demos/discogs-autotagging/views/src/components/PredictionSet.vue new file mode 100644 index 0000000..a0854ac --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/PredictionSet.vue @@ -0,0 +1,111 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/components/PredictionsDisplay.vue b/examples/demos/discogs-autotagging/views/src/components/PredictionsDisplay.vue new file mode 100644 index 0000000..99053c1 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/PredictionsDisplay.vue @@ -0,0 +1,146 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/components/YTStream.vue b/examples/demos/discogs-autotagging/views/src/components/YTStream.vue new file mode 100644 index 0000000..aa21cfd --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/components/YTStream.vue @@ -0,0 +1,296 @@ + + + + + \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/src/event-bus.js b/examples/demos/discogs-autotagging/views/src/event-bus.js new file mode 100644 index 0000000..a0a3ba2 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/event-bus.js @@ -0,0 +1,9 @@ +import Emitter from 'pico-emitter'; +const emitter = new Emitter(); + +export default { + $on: (...args) => emitter.on(...args), + $once: (...args) => emitter.once(...args), + $off: (...args) => emitter.off(...args), + $emit: (...args) => emitter.emit(...args) +} diff --git a/examples/demos/discogs-autotagging/views/src/main.js b/examples/demos/discogs-autotagging/views/src/main.js new file mode 100644 index 0000000..7dc8ed5 --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/main.js @@ -0,0 +1,6 @@ +import { createApp } from 'vue' +import App from './App.vue'; +import initAudio from './audio/manager.js'; + +initAudio(); +createApp(App).mount('#app') diff --git a/examples/demos/discogs-autotagging/views/src/utils.js b/examples/demos/discogs-autotagging/views/src/utils.js new file mode 100644 index 0000000..ee05f3a --- /dev/null +++ b/examples/demos/discogs-autotagging/views/src/utils.js @@ -0,0 +1,16 @@ +function URLFromFiles(files) { + const promises = files + .map((file) => fetch(file) + .then((response) => response.text())); + + return Promise + .all(promises) + .then((texts) => { + const text = texts.join(''); + const blob = new Blob([text], {type: "application/javascript"}); + + return URL.createObjectURL(blob); + }); +} + +export { URLFromFiles } \ No newline at end of file diff --git a/examples/demos/discogs-autotagging/views/vite.config.js b/examples/demos/discogs-autotagging/views/vite.config.js new file mode 100644 index 0000000..004132e --- /dev/null +++ b/examples/demos/discogs-autotagging/views/vite.config.js @@ -0,0 +1,14 @@ +import { defineConfig } from 'vite' +import vue from '@vitejs/plugin-vue' + +// https://vitejs.dev/config/ +export default defineConfig({ + base: "/essentiajs-discogs/", + plugins: [vue()], + server: { + https: true + }, + preview: { + https: true + } +}) diff --git a/examples/demos/screenshots/discogs-autotagging.png b/examples/demos/screenshots/discogs-autotagging.png new file mode 100644 index 0000000..53927ad Binary files /dev/null and b/examples/demos/screenshots/discogs-autotagging.png differ diff --git a/examples/index.html b/examples/index.html index 948457a..ad2ed78 100644 --- a/examples/index.html +++ b/examples/index.html @@ -160,6 +160,18 @@

Examples

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