From 727f750aec11d6f10f3cb586ddf217de1e236f46 Mon Sep 17 00:00:00 2001 From: cupcakearmy Date: Fri, 17 Jan 2020 19:56:30 +0100 Subject: [PATCH] initial push --- .gitignore | 4 + docker-compose.yml | 10 ++ package.json | 16 ++ src/canvas.js | 81 ++++++++++ src/index.html | 61 +++++++ src/tf.js | 22 +++ static/group1-shard1of1.bin | Bin 0 -> 2441384 bytes static/model.json | 310 ++++++++++++++++++++++++++++++++++++ 8 files changed, 504 insertions(+) create mode 100644 .gitignore create mode 100644 docker-compose.yml create mode 100644 package.json create mode 100644 src/canvas.js create mode 100644 src/index.html create mode 100644 src/tf.js create mode 100644 static/group1-shard1of1.bin create mode 100644 static/model.json diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..fb62d60 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +yarn.lock +.cache +dist +node_modules diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000..5a43a25 --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,10 @@ +version: '3.7' + +services: + server: + image: cupcakearmy/static + restart: unless-stopped + ports: + - 80:80 + volumes: + - ./dist:/srv:ro \ No newline at end of file diff --git a/package.json b/package.json new file mode 100644 index 0000000..eb36497 --- /dev/null +++ b/package.json @@ -0,0 +1,16 @@ +{ + "scripts": { + "start": "parcel src/index.html", + "build": "parcel build src/index.html" + }, + "browserslist": [ + "last 1 Chrome versions" + ], + "dependencies": { + "@tensorflow/tfjs": "^1.5.1" + }, + "devDependencies": { + "parcel-bundler": "^1.12.4", + "parcel-plugin-static-files-copy": "^2.2.1" + } +} \ No newline at end of file diff --git a/src/canvas.js b/src/canvas.js new file mode 100644 index 0000000..4db43ea --- /dev/null +++ b/src/canvas.js @@ -0,0 +1,81 @@ +/* jslint esversion: 6, asi: true */ + +var canvas, ctx, flag = false, + prevX = 0, + currX = 0, + prevY = 0, + currY = 0, + dot_flag = false; + +var x = "black", + y = 2; + +function init() { + canvas = document.getElementById('can'); + ctx = canvas.getContext("2d"); + w = canvas.width; + h = canvas.height; + + canvas.addEventListener("mousemove", function (e) { + findxy('move', e) + }, false); + canvas.addEventListener("mousedown", function (e) { + findxy('down', e) + }, false); + canvas.addEventListener("mouseup", function (e) { + findxy('up', e) + }, false); + canvas.addEventListener("mouseout", function (e) { + findxy('out', e) + }, false); + + + window.document.getElementById('clear').addEventListener('click', erase) +} + +function draw() { + ctx.beginPath(); + ctx.moveTo(prevX, prevY); + ctx.lineTo(currX, currY); + ctx.strokeStyle = x; + ctx.lineWidth = y; + ctx.stroke(); + ctx.closePath(); +} + +function erase() { + ctx.clearRect(0, 0, w, h); +} + +function findxy(res, e) { + if (res == 'down') { + prevX = currX; + prevY = currY; + currX = e.clientX - canvas.offsetLeft; + currY = e.clientY - canvas.offsetTop; + + flag = true; + dot_flag = true; + if (dot_flag) { + ctx.beginPath(); + ctx.fillStyle = x; + ctx.fillRect(currX, currY, 2, 2); + ctx.closePath(); + dot_flag = false; + } + } + if (res == 'up' || res == "out") { + flag = false; + } + if (res == 'move') { + if (flag) { + prevX = currX; + prevY = currY; + currX = e.clientX - canvas.offsetLeft; + currY = e.clientY - canvas.offsetTop; + draw(); + } + } +} + +init() \ No newline at end of file diff --git a/src/index.html b/src/index.html new file mode 100644 index 0000000..2b369ad --- /dev/null +++ b/src/index.html @@ -0,0 +1,61 @@ + + + + + + + +
+

MNIST (Pretrained)

+ +
+ +
+ +
+

+ +

source code

+
+
+ + + + + + \ No newline at end of file diff --git a/src/tf.js b/src/tf.js new file mode 100644 index 0000000..f667b87 --- /dev/null +++ b/src/tf.js @@ -0,0 +1,22 @@ +/* jslint esversion: 8, asi: true */ + +import * as tf from '@tensorflow/tfjs'; + +let model + +tf.loadLayersModel('/model.json').then(m => { + model = m +}) + +window.document.getElementById('test').addEventListener('click', async () => { + const canvas = window.document.querySelector('canvas') + + const { data, width, height } = canvas.getContext('2d').getImageData(0, 0, 28, 28) + + const tensor = tf.tensor(new Uint8Array(data.filter((_, i) => i % 4 === 3)), [1, 28, 28, 1]) + const prediction = model.predict(tensor) + const result = await prediction.data() + const guessed = result.indexOf(1) + console.log(guessed) + window.document.querySelector('#result').innerText = guessed +}) \ No newline at end of file diff --git a/static/group1-shard1of1.bin b/static/group1-shard1of1.bin new file mode 100644 index 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