diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/collect/index.html b/collect/index.html index 8b1cf9f..04d955f 100644 --- a/collect/index.html +++ b/collect/index.html @@ -5,13 +5,12 @@ - - + diff --git a/collect/sketch.js b/collect/sketch.js index add39b7..a67bded 100644 --- a/collect/sketch.js +++ b/collect/sketch.js @@ -1,92 +1,129 @@ let brain; let state = 'waiting'; -let targetLabel; // Déclarer targetLabel à la portée globale +let targetLabel; +let rawData = []; // Stocke les données brutes de l'accéléromètre +let sequenceLength = 10; // La longueur de la séquence pour chaque axe +let sequenceCounter = 0; // Compteur pour le nombre de séquences ajoutées +let maxSequences = 40; // Nombre maximal de séquences à collecter +let collectionInterval; // Pour stocker l'identifiant de l'intervalle de collecte -// Variables pour les données d'accélération -let accelerationX = 0; -let accelerationY = 0; -let accelerationZ = 0; - -// Charger un son pour le bip (remplacer 'bip.mp3' par le chemin de votre fichier son) +// Charger un son pour le bip let bipSound; function preload() { - bipSound = loadSound('../sound/bip.mp3'); // Assurez-vous que le fichier 'bip.mp3' est à la racine du projet + bipSound = loadSound('../sound/bip.mp3'); } function setup() { createCanvas(640, 480); background(255); - // Écouter les événements d'accéléromètre - if (window.DeviceMotionEvent) { - window.addEventListener('devicemotion', (event) => { - accelerationX = event.accelerationIncludingGravity.x; - accelerationY = event.accelerationIncludingGravity.y; - accelerationZ = event.accelerationIncludingGravity.z; - }); - } else { - console.log("DeviceMotionEvent is not supported"); + // Configuration du réseau de neurones + let inputs = []; + for (let i = 0; i < sequenceLength; i++) { + inputs.push('x' + i); + inputs.push('y' + i); + inputs.push('z' + i); } - let options = { - inputs: 3, - outputs: 4, + const options = { + inputs: inputs, + outputs: 3, // Nombre de labels de classification task: 'classification', debug: true }; + + console.log(options) brain = ml5.neuralNetwork(options); - // Création et configuration des boutons de collecte pour différents labels - createCollectButton('Ligne', 'line'); - createCollectButton('Carré', 'square'); - createCollectButton('Infini', 'infinite'); - createCollectButton('Rien', 'nothing'); + // Boutons pour la collecte de données + createCollectButton('Ligne', 'line', 1); + createCollectButton('Circle', 'circle', 2); + createCollectButton('Rien', 'nothing', 3); + + // Bouton pour télécharger les données + let downloadButton = createButton('Télécharger les données'); + downloadButton.position(19, 19); + downloadButton.mousePressed(() => { + brain.saveData('collectedData'); + }); } -function createCollectButton(buttonText, label) { +function collectData(x, y, z) { + // Arrondir les valeurs à deux décimales + let roundedX = parseFloat(x.toFixed(3)); + let roundedY = parseFloat(y.toFixed(3)); + let roundedZ = parseFloat(z.toFixed(3)); + + rawData.push({ x: roundedX, y: roundedY, z: roundedZ }); + + if (rawData.length === sequenceLength) { + let dataObject = {}; + for (let i = 0; i < sequenceLength; i++) { + dataObject['x' + i] = rawData[i].x; + dataObject['y' + i] = rawData[i].y; + dataObject['z' + i] = rawData[i].z; + } + console.log(dataObject) + brain.addData(dataObject, { label: targetLabel }); + sequenceCounter++; + + rawData = []; // Réinitialiser pour la prochaine séquence + if (sequenceCounter >= maxSequences) { + clearInterval(collectionInterval); // Arrêtez la collecte + state = 'waiting'; + sequenceCounter = 0; // Réinitialiser pour la prochaine fois + bipSound.play(); // Jouer le son pour indiquer la fin + } + } +} + +function createCollectButton(buttonText, label, index) { let button = createButton(buttonText); + button.position(19, (19 + index * 40)); button.mousePressed(() => { prepareToCollect(label); }); } function prepareToCollect(label) { - if (state === 'waiting') { + if (state === 'waiting' && sequenceCounter < maxSequences) { targetLabel = label; state = 'preparing'; - console.log(`Preparing to collect for label: ${label}`); - setTimeout(() => startCollecting(label), 3000); // Commence la collecte après un délai de 3 secondes + setTimeout(() => startCollecting(), 1500); } } -function startCollecting(targetLabel) { - bipSound.play(); // Jouer le bip sonore - console.log(`Collecting for label: ${targetLabel}`); - state = 'collecting'; - setTimeout(stopCollecting, 15000); // Arrête la collecte après 15 secondes -} - -function stopCollecting() { - bipSound.play(); // Jouer le bip sonore - state = 'waiting'; - console.log('Collection stopped'); - brain.saveData('collectedData.json'); // Sauvegarde les données collectées +function startCollecting() { + if (state === 'preparing') { + bipSound.play(); + state = 'collecting'; + collectionInterval = setInterval(() => { + if (window.DeviceMotionEvent && window.latestDeviceMotionEvent) { + let event = window.latestDeviceMotionEvent; + collectData( + event.accelerationIncludingGravity.x, + event.accelerationIncludingGravity.y, + event.accelerationIncludingGravity.z + ); + } + }, 100); + } } function draw() { background(255); fill(0); - noStroke(); - textSize(32); + textSize(16); textAlign(LEFT, TOP); - text(`X: ${accelerationX.toFixed(2)}`, 10, 40); - text(`Y: ${accelerationY.toFixed(2)}`, 10, 80); - text(`Z: ${accelerationZ.toFixed(2)}`, 10, 120); - - if (state === 'collecting') { - let inputs = [accelerationX, accelerationY, accelerationZ]; - let target = [targetLabel]; - brain.addData(inputs, target); - } + text('Collecte: ' + state, 50, 50); + text('Label: ' + targetLabel, 50, 70); + text('Séquences collectées: ' + sequenceCounter, 50, 90); +} + +// Gestionnaire d'événements pour l'accéléromètre +if (window.DeviceMotionEvent) { + window.addEventListener('devicemotion', (event) => { + window.latestDeviceMotionEvent = event; + }); } diff --git a/model/model.json b/model/model.json index ed1a426..6ec7f4d 100644 --- a/model/model.json +++ b/model/model.json @@ -1 +1 @@ -{"modelTopology":{"class_name":"Sequential","config":[{"class_name":"Dense","config":{"units":16,"activation":"relu","use_bias":true,"kernel_initializer":{"class_name":"VarianceScaling","config":{"scale":1,"mode":"fan_avg","distribution":"normal","seed":null}},"bias_initializer":{"class_name":"Zeros","config":{}},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"name":"dense_Dense1","trainable":true,"batch_input_shape":[null,3],"dtype":"float32"}},{"class_name":"Dense","config":{"units":4,"activation":"softmax","use_bias":true,"kernel_initializer":{"class_name":"VarianceScaling","config":{"scale":1,"mode":"fan_avg","distribution":"normal","seed":null}},"bias_initializer":{"class_name":"Zeros","config":{}},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"name":"dense_Dense2","trainable":true}}],"keras_version":"tfjs-layers 1.2.2","backend":"tensor_flow.js"},"weightsManifest":[{"paths":["./model.weights.bin"],"weights":[{"name":"dense_Dense1/kernel","shape":[3,16],"dtype":"float32"},{"name":"dense_Dense1/bias","shape":[16],"dtype":"float32"},{"name":"dense_Dense2/kernel","shape":[16,4],"dtype":"float32"},{"name":"dense_Dense2/bias","shape":[4],"dtype":"float32"}]}]} \ No newline at end of file +{"modelTopology":{"class_name":"Sequential","config":[{"class_name":"Dense","config":{"units":16,"activation":"relu","use_bias":true,"kernel_initializer":{"class_name":"VarianceScaling","config":{"scale":1,"mode":"fan_avg","distribution":"normal","seed":null}},"bias_initializer":{"class_name":"Zeros","config":{}},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"name":"dense_Dense1","trainable":true,"batch_input_shape":[null,30],"dtype":"float32"}},{"class_name":"Dense","config":{"units":3,"activation":"softmax","use_bias":true,"kernel_initializer":{"class_name":"VarianceScaling","config":{"scale":1,"mode":"fan_avg","distribution":"normal","seed":null}},"bias_initializer":{"class_name":"Zeros","config":{}},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"name":"dense_Dense2","trainable":true}}],"keras_version":"tfjs-layers 1.2.2","backend":"tensor_flow.js"},"weightsManifest":[{"paths":["./model.weights.bin"],"weights":[{"name":"dense_Dense1/kernel","shape":[30,16],"dtype":"float32"},{"name":"dense_Dense1/bias","shape":[16],"dtype":"float32"},{"name":"dense_Dense2/kernel","shape":[16,3],"dtype":"float32"},{"name":"dense_Dense2/bias","shape":[3],"dtype":"float32"}]}]} \ No newline at end of file diff --git a/model/model.weights.bin b/model/model.weights.bin index b11bd03..2ab2604 100644 Binary files a/model/model.weights.bin and b/model/model.weights.bin differ diff --git a/model/model_meta.json b/model/model_meta.json index 1d188ec..7b004dc 100644 --- a/model/model_meta.json +++ b/model/model_meta.json @@ -1 +1 @@ -{"inputUnits":[3],"outputUnits":4,"inputs":{"0":{"dtype":"number","min":-11.3,"max":18.900000000000002},"1":{"dtype":"number","min":-10.600000000000001,"max":4.4},"2":{"dtype":"number","min":-0.30000000000000004,"max":25}},"outputs":{"0":{"dtype":"string","min":0,"max":1,"uniqueValues":["nothing","line","square","infinite"],"legend":{"nothing":[1,0,0,0],"line":[0,1,0,0],"square":[0,0,1,0],"infinite":[0,0,0,1]}}},"isNormalized":true} \ No newline at end of file +{"inputUnits":[30],"outputUnits":3,"inputs":{"x0":{"dtype":"number","min":-6.2,"max":7.8},"y0":{"dtype":"number","min":-3.9,"max":3.2},"z0":{"dtype":"number","min":4.7,"max":14},"x1":{"dtype":"number","min":-7.9,"max":6.7},"y1":{"dtype":"number","min":-3.7,"max":3.4},"z1":{"dtype":"number","min":2.1,"max":14.4},"x2":{"dtype":"number","min":-7.8,"max":6.4},"y2":{"dtype":"number","min":-4.1,"max":3.7},"z2":{"dtype":"number","min":2.6,"max":13.2},"x3":{"dtype":"number","min":-6.4,"max":6.9},"y3":{"dtype":"number","min":-3.4,"max":3.6},"z3":{"dtype":"number","min":3.9,"max":14.1},"x4":{"dtype":"number","min":-6.4,"max":8.7},"y4":{"dtype":"number","min":-4.4,"max":3.7},"z4":{"dtype":"number","min":4.1,"max":14.1},"x5":{"dtype":"number","min":-6.5,"max":6.7},"y5":{"dtype":"number","min":-4,"max":3.7},"z5":{"dtype":"number","min":2.7,"max":15.1},"x6":{"dtype":"number","min":-7.2,"max":7.6},"y6":{"dtype":"number","min":-3.9,"max":4.1},"z6":{"dtype":"number","min":6.5,"max":15.9},"x7":{"dtype":"number","min":-6.9,"max":6.9},"y7":{"dtype":"number","min":-3.9,"max":4.3},"z7":{"dtype":"number","min":4.8,"max":15.9},"x8":{"dtype":"number","min":-6.6,"max":7.4},"y8":{"dtype":"number","min":-3.5,"max":4},"z8":{"dtype":"number","min":4,"max":14.3},"x9":{"dtype":"number","min":-7,"max":7.5},"y9":{"dtype":"number","min":-3.4,"max":4.3},"z9":{"dtype":"number","min":5.4,"max":13.8}},"outputs":{"label":{"dtype":"string","min":0,"max":1,"uniqueValues":["nothing","circle","line"],"legend":{"nothing":[1,0,0],"circle":[0,1,0],"line":[0,0,1]}}},"isNormalized":true} \ No newline at end of file diff --git a/model2/model.json b/model2/model.json new file mode 100644 index 0000000..6ec7f4d --- /dev/null +++ b/model2/model.json @@ -0,0 +1 @@ +{"modelTopology":{"class_name":"Sequential","config":[{"class_name":"Dense","config":{"units":16,"activation":"relu","use_bias":true,"kernel_initializer":{"class_name":"VarianceScaling","config":{"scale":1,"mode":"fan_avg","distribution":"normal","seed":null}},"bias_initializer":{"class_name":"Zeros","config":{}},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"name":"dense_Dense1","trainable":true,"batch_input_shape":[null,30],"dtype":"float32"}},{"class_name":"Dense","config":{"units":3,"activation":"softmax","use_bias":true,"kernel_initializer":{"class_name":"VarianceScaling","config":{"scale":1,"mode":"fan_avg","distribution":"normal","seed":null}},"bias_initializer":{"class_name":"Zeros","config":{}},"kernel_regularizer":null,"bias_regularizer":null,"activity_regularizer":null,"kernel_constraint":null,"bias_constraint":null,"name":"dense_Dense2","trainable":true}}],"keras_version":"tfjs-layers 1.2.2","backend":"tensor_flow.js"},"weightsManifest":[{"paths":["./model.weights.bin"],"weights":[{"name":"dense_Dense1/kernel","shape":[30,16],"dtype":"float32"},{"name":"dense_Dense1/bias","shape":[16],"dtype":"float32"},{"name":"dense_Dense2/kernel","shape":[16,3],"dtype":"float32"},{"name":"dense_Dense2/bias","shape":[3],"dtype":"float32"}]}]} \ No newline at end of file diff --git a/model2/model.weights.bin b/model2/model.weights.bin new file mode 100644 index 0000000..65477d6 Binary files /dev/null and b/model2/model.weights.bin differ diff --git a/model2/model_meta.json b/model2/model_meta.json new file mode 100644 index 0000000..7b004dc --- /dev/null +++ b/model2/model_meta.json @@ -0,0 +1 @@ +{"inputUnits":[30],"outputUnits":3,"inputs":{"x0":{"dtype":"number","min":-6.2,"max":7.8},"y0":{"dtype":"number","min":-3.9,"max":3.2},"z0":{"dtype":"number","min":4.7,"max":14},"x1":{"dtype":"number","min":-7.9,"max":6.7},"y1":{"dtype":"number","min":-3.7,"max":3.4},"z1":{"dtype":"number","min":2.1,"max":14.4},"x2":{"dtype":"number","min":-7.8,"max":6.4},"y2":{"dtype":"number","min":-4.1,"max":3.7},"z2":{"dtype":"number","min":2.6,"max":13.2},"x3":{"dtype":"number","min":-6.4,"max":6.9},"y3":{"dtype":"number","min":-3.4,"max":3.6},"z3":{"dtype":"number","min":3.9,"max":14.1},"x4":{"dtype":"number","min":-6.4,"max":8.7},"y4":{"dtype":"number","min":-4.4,"max":3.7},"z4":{"dtype":"number","min":4.1,"max":14.1},"x5":{"dtype":"number","min":-6.5,"max":6.7},"y5":{"dtype":"number","min":-4,"max":3.7},"z5":{"dtype":"number","min":2.7,"max":15.1},"x6":{"dtype":"number","min":-7.2,"max":7.6},"y6":{"dtype":"number","min":-3.9,"max":4.1},"z6":{"dtype":"number","min":6.5,"max":15.9},"x7":{"dtype":"number","min":-6.9,"max":6.9},"y7":{"dtype":"number","min":-3.9,"max":4.3},"z7":{"dtype":"number","min":4.8,"max":15.9},"x8":{"dtype":"number","min":-6.6,"max":7.4},"y8":{"dtype":"number","min":-3.5,"max":4},"z8":{"dtype":"number","min":4,"max":14.3},"x9":{"dtype":"number","min":-7,"max":7.5},"y9":{"dtype":"number","min":-3.4,"max":4.3},"z9":{"dtype":"number","min":5.4,"max":13.8}},"outputs":{"label":{"dtype":"string","min":0,"max":1,"uniqueValues":["nothing","circle","line"],"legend":{"nothing":[1,0,0],"circle":[0,1,0],"line":[0,0,1]}}},"isNormalized":true} \ No newline at end of file diff --git a/run/run.html b/run/index.html similarity index 89% rename from run/run.html rename to run/index.html index ec22662..aef2cae 100644 --- a/run/run.html +++ b/run/index.html @@ -10,7 +10,7 @@ - + diff --git a/run/run.js b/run/run.js deleted file mode 100644 index 4441d07..0000000 --- a/run/run.js +++ /dev/null @@ -1,104 +0,0 @@ -let brain; -let label = "waiting..."; // Label initial pour l'affichage -let confidence = 0; // Confiance initiale pour l'affichage -let isClassifying = false; // Flag pour contrôler quand classer - -// Sons pour les labels -let bipSoundA; -let bipSoundB; -let classifyButton; // Bouton pour commencer la classification - -function preload() { - bipSoundA = loadSound('../sound/bip2.mp3'); - bipSoundB = loadSound('../sound/bip3.mp3'); -} - -function setup() { - createCanvas(640, 480); - background(255); - - classifyButton = createButton('Start Classification'); - classifyButton.position(59, 59); - classifyButton.mousePressed(startClassification); - - // Initialisation du réseau de neurones - let options = { - inputs: 3, - outputs: 4, - task: 'classification', - debug: true - }; - brain = ml5.neuralNetwork(options); - - // Charger le modèle pré-entraîné - const modelInfo = { - model: '../model/model.json', - metadata: '../model/model_meta.json', - weights: '../model/model.weights.bin', - }; - brain.load(modelInfo, brainLoaded); -} - -function startClassification() { - isClassifying = true; // Active la classification - classifyButton.html('Classifying...'); -} - -function brainLoaded() { - console.log('Model ready for classification'); -} - -function classifyAcceleration() { - if (isClassifying) { - let inputs = [ - accelerationX, - accelerationY, - accelerationZ - ]; - brain.classify(inputs, gotResult); - } -} - -function gotResult(error, results) { - if (error) { - console.error(error); - return; - } - if (results[0].confidence > 0.55) { - label = results[0].label.toUpperCase(); - confidence = results[0].confidence; - - if (label === 'LINE') { - bipSoundA.play(); - } else if (label === 'INFINITE') { - bipSoundB.play(); - } - } - classifyAcceleration(); // Continue la classification si isClassifying est vrai -} - -let accelerationX, accelerationY, accelerationZ; - -function draw() { - background(255); - fill(0); - textSize(32); - textAlign(CENTER, CENTER); - text(label, width / 2, height / 2); - text(confidence.toFixed(2), width / 2, height / 2 + 32); - - if (isClassifying) { - classifyAcceleration(); - } -} - -// Gestionnaire d'événements pour l'accéléromètre -if (window.DeviceMotionEvent) { - window.addEventListener('devicemotion', (event) => { - accelerationX = event.accelerationIncludingGravity.x; - accelerationY = event.accelerationIncludingGravity.y; - accelerationZ = event.accelerationIncludingGravity.z; - }); -} else { - console.log("DeviceMotionEvent is not supported"); -} diff --git a/run/sketch.js b/run/sketch.js new file mode 100644 index 0000000..3bb7c85 --- /dev/null +++ b/run/sketch.js @@ -0,0 +1,129 @@ +let brain; +let state = 'waiting'; +let targetLabel; +let rawData = []; // Stocke les données brutes de l'accéléromètre +let sequenceLength = 10; // La longueur de la séquence pour chaque axe +let collectionInterval; // Pour stocker l'identifiant de l'intervalle de collecte + +// Charger un son pour le bip +let bipSound; + +function preload() { + bipSound = loadSound('../sound/bip.mp3'); +} + +function setup() { + createCanvas(640, 480); + background(255); + + // Configuration du réseau de neurones + let inputs = []; + for (let i = 0; i < sequenceLength; i++) { + inputs.push('x' + i); + inputs.push('y' + i); + inputs.push('z' + i); + } + + const options = { + inputs: inputs, + outputs: 3, // Nombre de labels de classification + task: 'classification', + debug: true + }; + + brain = ml5.neuralNetwork(options); + const modelInfo = { + model: '/model/model.json', + metadata: '/model/model_meta.json', + weights: '/model/model.weights.bin', + }; + brain.load(modelInfo, brainLoaded); + + // Boutons pour la collecte de données + createCollectButton('Test'); +} + +function brainLoaded() { + console.log('Classification ready!'); +} + +function collectData(x, y, z) { + // Arrondir les valeurs à deux décimales + let roundedX = parseFloat(x.toFixed(3)); + let roundedY = parseFloat(y.toFixed(3)); + let roundedZ = parseFloat(z.toFixed(3)); + + rawData.push({ x: roundedX, y: roundedY, z: roundedZ }); + + if (rawData.length === sequenceLength) { + let dataObject = {}; + for (let i = 0; i < sequenceLength; i++) { + dataObject['x' + i] = rawData[i].x; + dataObject['y' + i] = rawData[i].y; + dataObject['z' + i] = rawData[i].z; + } + + brain.classify(dataObject, function(error, results) { + if (error) { + console.error(error); + } else { + let label = results[0].label; + let confidence = results[0].confidence; + if (confidence > 0.65) { + console.log(label, confidence); + targetLabel = label; + } + } + }); + + rawData = []; // Réinitialiser pour la prochaine séquence + } +} + +function createCollectButton(buttonText) { + let button = createButton(buttonText); + button.position(20, 60); + button.mousePressed(() => { + prepareToCollect(); + }); +} + +function prepareToCollect() { + if (state === 'waiting') { + state = 'preparing'; + setTimeout(() => startCollecting(), 1500); + } +} + +function startCollecting() { + if (state === 'preparing') { + bipSound.play(); + state = 'collecting'; + collectionInterval = setInterval(() => { + if (window.DeviceMotionEvent && window.latestDeviceMotionEvent) { + let event = window.latestDeviceMotionEvent; + collectData( + event.accelerationIncludingGravity.x, + event.accelerationIncludingGravity.y, + event.accelerationIncludingGravity.z + ); + } + }, 100); + } +} + +function draw() { + background(255); + fill(0); + textSize(24); + textAlign(LEFT, TOP); + text('Collecte: ' + state, 50, 50); + text('Label: ' + targetLabel, 50, 70); +} + +// Gestionnaire d'événements pour l'accéléromètre +if (window.DeviceMotionEvent) { + window.addEventListener('devicemotion', (event) => { + window.latestDeviceMotionEvent = event; + }); +} diff --git a/train/collectedData.json b/train/collectedData.json index 51b32bb..d8c9035 100644 --- a/train/collectedData.json +++ b/train/collectedData.json @@ -1 +1 @@ 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\ No newline at end of file diff --git a/train/train.html b/train/index.html similarity index 79% rename from train/train.html rename to train/index.html index 6b54cb0..bf3594f 100644 --- a/train/train.html +++ b/train/index.html @@ -5,13 +5,12 @@ - - + diff --git a/train/sketch.js b/train/sketch.js new file mode 100644 index 0000000..75c76fd --- /dev/null +++ b/train/sketch.js @@ -0,0 +1,38 @@ +let brain; +let sequenceLength = 10; + +function setup() { + createCanvas(640, 480); + + // Configuration du réseau de neurones + let inputs = []; + for (let i = 0; i < sequenceLength; i++) { + inputs.push('x' + i); + inputs.push('y' + i); + inputs.push('z' + i); + } + + let options = { + inputs: inputs, + outputs: 3, + task: 'classification', + debug: true + } + brain = ml5.neuralNetwork(options); + brain.loadData('collectedData.json', dataReady); +} + +function dataReady() { + brain.normalizeData(); + + const trainingOptions = { + epochs: 80 + } + + brain.train(trainingOptions, finished); +} + +function finished() { + console.log('model trained'); + brain.save(); +} diff --git a/train/train.js b/train/train.js deleted file mode 100644 index bebb3a3..0000000 --- a/train/train.js +++ /dev/null @@ -1,23 +0,0 @@ -let brain; - -function setup() { - createCanvas(640, 480); - let options = { - inputs: 34, - outputs: 4, - task: 'classification', - debug: true - } - brain = ml5.neuralNetwork(options); - brain.loadData('collectedData.json', dataReady); -} - -function dataReady() { - brain.normalizeData(); - brain.train({epochs: 70}, finished); -} - -function finished() { - console.log('model trained'); - brain.save(); -}