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 a/examples/demos/discogs-autotagging/server/package-lock.json b/examples/demos/discogs-autotagging/server/package-lock.json
new file mode 100644
index 0000000..ac64a65
--- /dev/null
+++ b/examples/demos/discogs-autotagging/server/package-lock.json
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+}
diff --git a/examples/demos/discogs-autotagging/server/package.json b/examples/demos/discogs-autotagging/server/package.json
new file mode 100644
index 0000000..b83748a
--- /dev/null
+++ 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
+
+
+
+
+
+
diff --git a/examples/demos/discogs-autotagging/views/package-lock.json b/examples/demos/discogs-autotagging/views/package-lock.json
new file mode 100644
index 0000000..8624dad
--- /dev/null
+++ b/examples/demos/discogs-autotagging/views/package-lock.json
@@ -0,0 +1,1363 @@
+{
+ "name": "discogseffnet-demo",
+ "version": "0.0.0",
+ "lockfileVersion": 1,
+ "requires": true,
+ "dependencies": {
+ "@babel/parser": {
+ "version": "7.16.4",
+ "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.16.4.tgz",
+ "integrity": "sha512-6V0qdPUaiVHH3RtZeLIsc+6pDhbYzHR8ogA8w+f+Wc77DuXto19g2QUwveINoS34Uw+W8/hQDGJCx+i4n7xcng=="
+ },
+ "@babel/runtime": {
+ "version": "7.18.3",
+ "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.18.3.tgz",
+ "integrity": "sha512-38Y8f7YUhce/K7RMwTp7m0uCumpv9hZkitCbBClqQIow1qSbCvGkcegKOXpEWCQLfWmevgRiWokZ1GkpfhbZug==",
+ "requires": {
+ "regenerator-runtime": "^0.13.4"
+ }
+ },
+ "@tensorflow/tfjs": {
+ "version": "3.11.0",
+ "resolved": "https://registry.npmjs.org/@tensorflow/tfjs/-/tfjs-3.11.0.tgz",
+ "integrity": "sha512-TTYrKdkoh1sHnt4vn6MboLbpi1Es4U1Aw+L3PqwadRvXW4+7ySUtc00McrQ+ooK0q3Qhl3N7cvgchgM7nED3Mg==",
+ "requires": {
+ "@tensorflow/tfjs-backend-cpu": "3.11.0",
+ "@tensorflow/tfjs-backend-webgl": "3.11.0",
+ "@tensorflow/tfjs-converter": "3.11.0",
+ "@tensorflow/tfjs-core": "3.11.0",
+ "@tensorflow/tfjs-data": "3.11.0",
+ "@tensorflow/tfjs-layers": "3.11.0",
+ "argparse": "^1.0.10",
+ "chalk": "^4.1.0",
+ "core-js": "3",
+ "regenerator-runtime": "^0.13.5",
+ "yargs": "^16.0.3"
+ }
+ },
+ "@tensorflow/tfjs-backend-cpu": {
+ "version": "3.11.0",
+ "resolved": "https://registry.npmjs.org/@tensorflow/tfjs-backend-cpu/-/tfjs-backend-cpu-3.11.0.tgz",
+ "integrity": "sha512-ShLkrZ4/rmhZwzGKenMFDfQnaEbyZgWA5F8JRa52Iob/vptlZeuOzjq87CZKmZMUmDswR9A2kjzovT/H1bJdWQ==",
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+ "escalade": "^3.1.1",
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+ "require-directory": "^2.1.1",
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+ }
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+ "version": "20.2.9",
+ "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-20.2.9.tgz",
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+ }
+ }
+}
diff --git a/examples/demos/discogs-autotagging/views/package.json b/examples/demos/discogs-autotagging/views/package.json
new file mode 100644
index 0000000..4753e2d
--- /dev/null
+++ b/examples/demos/discogs-autotagging/views/package.json
@@ -0,0 +1,27 @@
+{
+ "name": "discogseffnet-demo",
+ "version": "0.0.0",
+ "scripts": {
+ "dev": "vite --host",
+ "build": "vite build && cp src/audio/model-tfjs/*.bin dist/assets",
+ "serve": "vite preview"
+ },
+ "dependencies": {
+ "@tensorflow/tfjs": "^3.11.0",
+ "bootstrap": "^4.6.1",
+ "d3": "^7.1.1",
+ "d3-cloud": "^1.2.5",
+ "essentia.js": "^0.1.3",
+ "mathjs": "^10.6.1",
+ "pico-emitter": "^1.1.0",
+ "seedrandom": "^3.0.5",
+ "tiny-emitter": "^2.1.0",
+ "uuid": "^8.3.2",
+ "vue": "^3.2.16"
+ },
+ "devDependencies": {
+ "@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;
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diff --git a/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/model.json b/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/model.json
new file mode 100644
index 0000000..e229dff
--- /dev/null
+++ b/examples/demos/discogs-autotagging/views/src/audio/model-tfjs/model.json
@@ -0,0 +1 @@
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"PartitionedCall/transpose_42/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_13", "shape": [3, 3, 256, 256], "dtype": "float32"}, {"name": "unknown_26", "shape": [256], "dtype": "float32"}, {"name": "PartitionedCall/transpose_43/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_12", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_45/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_14", "shape": [3, 3, 256, 256], "dtype": "float32"}, {"name": "unknown_28", "shape": [256], "dtype": "float32"}, {"name": "PartitionedCall/transpose_46/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_9", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_33/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_10", "shape": [3, 3, 128, 256], "dtype": "float32"}, {"name": "unknown_20", "shape": [256], "dtype": "float32"}, {"name": 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"PartitionedCall/split_9", "shape": [3, 3, 128, 128], "dtype": "float32"}, {"name": "unknown_18", "shape": [128], "dtype": "float32"}, {"name": "PartitionedCall/transpose_31/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_5", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_18/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_5", "shape": [3, 3, 64, 128], "dtype": "float32"}, {"name": "unknown_10", "shape": [128], "dtype": "float32"}, {"name": "PartitionedCall/transpose_19/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_6", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_21/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_6", "shape": [3, 3, 128, 128], "dtype": "float32"}, {"name": "unknown_12", "shape": [128], "dtype": "float32"}, {"name": "PartitionedCall/transpose_22/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_3", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_12/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_3", "shape": [3, 3, 64, 64], "dtype": "float32"}, {"name": "unknown_6", "shape": [64], "dtype": "float32"}, {"name": "PartitionedCall/transpose_13/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_4", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_15/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_4", "shape": [3, 3, 64, 64], "dtype": "float32"}, {"name": "unknown_8", "shape": [64], "dtype": "float32"}, {"name": "PartitionedCall/transpose_16/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_1", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_6/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_1", "shape": [3, 3, 64, 64], "dtype": "float32"}, {"name": "unknown_2", "shape": [64], "dtype": "float32"}, {"name": "PartitionedCall/transpose_7/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/Const_2", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_9/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_2", "shape": [3, 3, 64, 64], "dtype": "float32"}, {"name": "unknown_4", "shape": [64], "dtype": "float32"}, {"name": "PartitionedCall/transpose_10/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/onnx_tf_prefix_Unsqueeze_0/dim", "shape": [], "dtype": "int32"}, {"name": "PartitionedCall/Const", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/transpose_1/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split", "shape": [7, 7, 1, 64], "dtype": "float32"}, {"name": "unknown_0", "shape": [64], "dtype": "float32"}, {"name": "PartitionedCall/transpose_2/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/PadV2/paddings", "shape": [4, 2], "dtype": "int32"}, {"name": "PartitionedCall/PadV2/constant_values", "shape": [], "dtype": "float32"}, {"name": "PartitionedCall/transpose_3/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/transpose_4/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/transpose_24/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_7", "shape": [1, 1, 64, 128], "dtype": "float32"}, {"name": "unknown_14", "shape": [128], "dtype": "float32"}, {"name": "PartitionedCall/transpose_25/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/transpose_39/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_12", "shape": [1, 1, 128, 256], "dtype": "float32"}, {"name": "unknown_24", "shape": [256], "dtype": "float32"}, {"name": "PartitionedCall/transpose_40/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/transpose_54/perm", "shape": [4], "dtype": "int32"}, {"name": "PartitionedCall/split_17", "shape": [1, 1, 256, 512], "dtype": "float32"}, {"name": "unknown_34", "shape": [512], "dtype": "float32"}, {"name": "PartitionedCall/transpose_55/perm", "shape": [4], "dtype": "int32"}, {"name": "ConstantFolding/PartitionedCall/split_20-folded-1", "shape": [2], "dtype": "int32"}, {"name": "PartitionedCall/strided_slice_6/stack", "shape": [1], "dtype": "int32"}, {"name": "PartitionedCall/strided_slice_6/stack_1", "shape": [1], "dtype": "int32"}, {"name": "PartitionedCall/strided_slice_6/stack_2", "shape": [1], "dtype": "int32"}, {"name": "PartitionedCall/Const_18", "shape": [1], "dtype": "int32"}, {"name": "PartitionedCall/flatten/strided_slice/stack", "shape": [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 @@
+
+
+
+
+
+ {{ t.name }} ({{ t.parentGenre }})
+
+
+
+
+
+
+
+
+
\ 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 @@
+
+
+
+
+ Waiting for stream to become active... It will start shortly.
+
+
+
+
+
+
+
+
+
\ 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 @@
+
+
+
+ Music Genre Autotagging
+
+
+
+
+ Enter a Youtube video URL or upload your own file to get real-time music genre predictions based on the analysed audio stream.
+
+
+ Note: Works only in Chromium-based browsers.
+
+
+
+ selectedMethod = method">
+
+
+
+
+
+
+
+
+
+
+
+
\ 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
+