This commit is contained in:
Irene-Maxine
2025-09-22 14:11:16 +08:00
25 changed files with 15231 additions and 57 deletions

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@@ -1,5 +1,6 @@
export const EnMsg = {
'PYTHON_PYODIDE_IMAGE': 'Image',
'PYTHON_PYODIDE_TOOL': 'Teachable Machine',
'PYTHON_PYODIDE_LOADING': 'Python3 kernel loading...',
'PYTHON_PYODIDE_FILE_SYSTEM': 'Local File System',
'PYTHON_PYODIDE_LOAD_FILE_SYSTEM': 'Load Local Folder'

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@@ -1,5 +1,6 @@
export const ZhHansMsg = {
'PYTHON_PYODIDE_IMAGE': '图像',
'PYTHON_PYODIDE_TOOL': 'Teachable Machine',
'PYTHON_PYODIDE_LOADING': 'Python3内核载入中...',
'PYTHON_PYODIDE_FILE_SYSTEM': '本地文件系统',
'PYTHON_PYODIDE_LOAD_FILE_SYSTEM': '载入本地文件夹'

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@@ -1,5 +1,6 @@
export const ZhHantMsg = {
'PYTHON_PYODIDE_IMAGE': '影像',
'PYTHON_PYODIDE_TOOL': 'Teachable Machine',
'PYTHON_PYODIDE_LOADING': 'Python3核心載入...',
'PYTHON_PYODIDE_FILE_SYSTEM': '本機檔案系統',
'PYTHON_PYODIDE_LOAD_FILE_SYSTEM': '載入本機資料夾'

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@@ -1,6 +1,7 @@
import * as Blockly from 'blockly/core';
import * as path from 'path';
import $ from 'jquery';
import { createApp } from 'vue';
import mixlySprite from './pixi-sprite';
import {
Workspace,
@@ -13,8 +14,12 @@ import {
import { KernelLoader } from '@basthon/kernel-loader';
import StatusBarImage from './statusbar-image';
import StatusBarFileSystem from './statusbar-filesystem';
import StatusBarTool from './statusbar-tool';
import TeachableMachineApp from './teachableMachine/App.vue';
import LOADER_TEMPLATE from '../templates/html/loader.html';
import 'element-plus/dist/index.css';
export default class PythonShell {
static {
@@ -55,6 +60,9 @@ export default class PythonShell {
this.kernel = kernel;
this.statusBarImage = StatusBarImage.init();
this.statusBarFileSystem = StatusBarFileSystem.init();
this.statusBarTool = StatusBarTool.init();
const teachableMachineApp = createApp(TeachableMachineApp);
teachableMachineApp.mount(this.statusBarTool.getContent()[0]);
this.pythonShell = new PythonShell();
this.pyodide = window.pyodide;
this.interruptBuffer = new Uint8Array(new ArrayBuffer(1));

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@@ -0,0 +1,51 @@
import $ from 'jquery';
import { Msg } from 'blockly/core';
import {
PageBase,
HTMLTemplate,
StatusBarsManager,
Workspace
} from 'mixly';
import '../language/loader';
import STATUS_BAR_TOOL_TEMPLATE from '../templates/html/statusbar-tool.html';
export default class StatusBarTool extends PageBase {
static {
HTMLTemplate.add(
'html/statusbar/statusbar-tool.html',
new HTMLTemplate(STATUS_BAR_TOOL_TEMPLATE)
);
this.init = function () {
StatusBarsManager.typesRegistry.register(['tool'], StatusBarTool);
const mainWorkspace = Workspace.getMain();
const statusBarsManager = mainWorkspace.getStatusBarsManager();
statusBarsManager.add({
type: 'tool',
id: 'tool',
name: Msg.PYTHON_PYODIDE_TOOL,
title: Msg.PYTHON_PYODIDE_TOOL
});
statusBarsManager.changeTo('output');
return statusBarsManager.get('tool');
}
}
constructor() {
super();
const $content = $(HTMLTemplate.get('html/statusbar/statusbar-tool.html').render());
this.setContent($content);
}
init() {
super.init();
this.hideCloseBtn();
}
onMounted() { }
onUnmounted() { }
resize() { }
}

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@@ -0,0 +1,54 @@
<script setup>
import { onMounted, provide, reactive, ref } from 'vue';
import { ElConfigProvider } from 'element-plus';
import teachableModel from './components/teachableModel.vue';
// import 'element-plus/theme-chalk/el-message.css';
// import 'element-plus/theme-chalk/el-message-box.css';
// import 'element-plus/theme-chalk/el-notification.css';
// import './styles/index.scss';
const userInfo = reactive({
is_Login: false,
username: '',
password: '',
})
const apiurl = ref('http://127.0.0.1:5174')
provide('apiurl', apiurl.value)
provide('userInfo', userInfo)
onMounted(() => {
// 获取当前的LS里的已经登录的信息
if (
localStorage.getItem('myAIplatformUsername')
&& localStorage.getItem('myAIplatformPassword')
) {
userInfo.is_Login = true
userInfo.username = localStorage.getItem('myAIplatformUsername')
userInfo.password = localStorage.getItem('myAIplatformPassword')
}
else {
userInfo.is_Login = false
}
})
</script>
<template>
<ElConfigProvider>
<teachableModel />
</ElConfigProvider>
</template>
<style>
/* #app {
text-align: center;
color: var(--ep-text-color-primary);
}
.main-container {
height: calc(100vh - var(--ep-menu-item-height) - 4px);
background-color: #feffff;
} */
</style>

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<script setup>
import { provide, ref } from 'vue';
import { CirclePlusFilled } from '@element-plus/icons-vue';
import { ElMessage, ElSplitter, ElSplitterPanel, ElCard, ElButton, ElIcon } from 'element-plus';
import ClassBox from './teachableModel/ClassBox.vue';
import CameraBox from './teachableModel/CameraBox.vue';
import ModelArea from './teachableModel/ModelArea.vue';
import TrainArea from './teachableModel/TrainArea.vue';
// import 'element-plus/theme-chalk/src/message.scss';
// import 'element-plus/theme-chalk/src/splitter.scss';
// import 'element-plus/theme-chalk/src/splitter-panel.scss';
// import 'element-plus/theme-chalk/src/card.scss';
// import 'element-plus/theme-chalk/src/button.scss';
// import 'element-plus/theme-chalk/src/icon.scss';
// 存放所有拍摄的内容
const shotList = ref([])
provide('shotList', shotList)
// 存放类别和每个类别内含有的图片样本
const picList = ref([
{ title: '类别 1', list: [], disabled: false },
{ title: '类别 2', list: [], disabled: false },
])
provide('picList', picList)
// 训练状态
const states = ref({
isTraining: 0, // 0为未开始1为训练中2为训练完成
})
provide('states', states)
// 向某个类别添加一个样本
async function handleAddSample(idx, data) {
// 类别已被禁用
if (picList.value[idx].disabled) {
ElMessage.error('该类别已被禁用')
return
}
// 可能传入 base64 字符串上传图片
if (data) {
// data 是 base64说明是上传图片
picList.value[idx].list.push(data)
return
}
// 否则是拍摄,调用摄像头拍摄
await handleParentShot()
// 检查是否成功拍摄到图片
if (
!shotList.value[shotList.value.length - 1]
|| shotList.value[shotList.value.length - 1] === 'data:,'
) {
ElMessage.error('未获取到有效样本')
return
}
// 拍摄到的图片添加到类别中
picList.value[idx].list.push(shotList.value[shotList.value.length - 1])
}
// 添加一个类别
function handleAddClass() {
picList.value.push({
title: `类别 ${picList.value.length + 1}`,
list: [],
disabled: false,
})
}
// 删除一个类别
function handleDeleteClass(idx) {
picList.value.splice(idx, 1)
}
// 禁用/启用一个类别
function handleDisableClass(idx) {
picList.value[idx].disabled = !picList.value[idx].disabled
}
// 重命名一个类别
function handleRenameClass(idx, newTitle) {
picList.value[idx].title = newTitle
}
// 清空一个类别的样本
function handleClearSamples(idx) {
picList.value[idx].list = []
}
// 显示模型区域与否
const showModelArea = ref(true)
// 令摄像头拍摄一张图片加入shotList
const cameraBoxRef = ref(null)
async function handleParentShot() {
await cameraBoxRef.value?.captureShot()
}
// 训练模型
const modelAreaRef = ref(null)
async function handleTrain() {
await modelAreaRef.value.train()
}
</script>
<template>
<div class="main-splitter">
<ElSplitter>
<ElSplitterPanel size="70%" :min="200">
<div class="class-area">
<ClassBox v-for="(item, idx) in picList" :key="idx" :title="item.title" :pic-list="item.list"
:disabled="item.disabled" @add-sample="(data) => handleAddSample(idx, data)" @delete-sample="
(url) => (picList[idx].list = picList[idx].list.filter((i) => i !== url))
" @delete-class="handleDeleteClass(idx)" @disable-class="handleDisableClass(idx)"
@rename-class="(newTitle) => handleRenameClass(idx, newTitle)"
@clear-samples="handleClearSamples(idx)">
<ElButton type="primary" size="mini" @click="handleAddSample(idx)">
添加样本
</ElButton>
</ClassBox>
<ElCard class="add-class-card" @click="handleAddClass">
<div class="add-class-content">
添加一个类别
<ElIcon>
<CirclePlusFilled />
</ElIcon>
</div>
</ElCard>
</div>
</ElSplitterPanel>
<ElSplitterPanel :min="200">
<CameraBox ref="cameraBoxRef" />
<transition name="fade-scale">
<ModelArea v-if="showModelArea" ref="modelAreaRef" @shot="handleParentShot" />
</transition>
<TrainArea @train="handleTrain" />
</ElSplitterPanel>
</ElSplitter>
</div>
</template>
<style scoped>
.title {
font-size: 24px;
font-weight: 500;
color: #011216;
margin: 10px;
padding: 10px;
border-radius: 5px;
background: linear-gradient(to right, #d7dee1, transparent, transparent, transparent);
text-align: left;
}
.teachable-model-container {
width: 80%;
height: 80vh;
margin: 20px;
padding: 5px;
border: 2px solid #000;
border-radius: 5px;
box-shadow: 0px 0px 10px #000;
}
.main-splitter {
height: 100%;
width: 100%;
box-shadow: var(--el-border-color-light) 0px 0px 10px;
user-select: none;
}
.add-class-card {
margin: 10px auto;
border: 1px dotted #000;
max-width: 50vw;
cursor: default;
user-select: none;
box-sizing: border-box;
}
.add-class-card:hover {
cursor: pointer;
color: #409eff;
}
.fade-scale-enter-active {
transition: all 0.5s cubic-bezier(0.55, 0, 0.1, 1);
}
.fade-scale-leave-active {
transition: all 0.3s cubic-bezier(0.55, 0, 0.1, 1);
}
.fade-scale-enter-from {
opacity: 0;
transform: scale(0.8);
}
.fade-scale-enter-to {
opacity: 1;
transform: scale(1);
}
.fade-scale-leave-from {
opacity: 1;
transform: scale(1);
}
.fade-scale-leave-to {
opacity: 0;
transform: scale(0.8);
}
</style>

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<script setup>
import { defineExpose, inject, onMounted, ref } from 'vue';
const videoRef = ref(null)
const shotList = inject('shotList')
// 初始化摄像头
onMounted(() => {
navigator.mediaDevices
.getUserMedia({ video: true })
.then((stream) => {
if (videoRef.value) {
videoRef.value.srcObject = stream
}
})
.catch((err) => {
console.error('无法访问摄像头:', err)
})
})
// 拍摄照片转为正方形存入shotList
function captureShot() {
const video = videoRef.value
if (!video)
return
const vw = video.videoWidth
const vh = video.videoHeight
let sx = 0
let sy = 0
let sw = vw
let sh = vh
if (vw > vh) {
sx = (vw - vh) / 2
sw = vh
}
else if (vh > vw) {
sy = (vh - vw) / 2
sh = vw
}
const size = Math.min(sw, sh)
const canvas = document.createElement('canvas')
canvas.width = size
canvas.height = size
const ctx = canvas.getContext('2d')
ctx.drawImage(video, sx, sy, size, size, 0, 0, size, size)
shotList.value.push(canvas.toDataURL('image/png'))
return canvas.toDataURL('image/png')
}
// 暴露方法
defineExpose({ captureShot })
</script>
<template>
<div class="camera-box">
<video id="webcam" ref="videoRef" class="video-crop" autoplay playsinline muted height="100%" width="100%" />
</div>
</template>
<style scoped>
.camera-box {
margin: 10px auto;
padding: 10px;
border-radius: 20px;
width: 80%;
max-width: 250px;
aspect-ratio: 1/1;
display: flex;
justify-content: center;
align-items: center;
/* background-color: black; */
box-shadow: 0 0 10px rgba(0, 0, 0, 0.5);
}
.canvas {
width: 100%;
}
.video-crop {
max-width: 250px;
aspect-ratio: 1/1;
border-radius: 10px;
object-fit: cover;
object-position: center center;
overflow: hidden;
}
.camera-box {
cursor: default;
user-select: none;
}
</style>

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<script setup>
import { Camera, CirclePlus, Delete, EditPen, More } from '@element-plus/icons-vue';
import { saveAs } from 'file-saver';
import JSZip from 'jszip';
import { nextTick, ref, watch, TransitionGroup } from 'vue';
import { ElCard, ElDropdown, ElDropdownMenu, ElDropdownItem, ElButton, ElUpload, ElImage, ElInput, ElIcon } from 'element-plus';
// import 'element-plus/theme-chalk/el-card.css';
// import 'element-plus/theme-chalk/el-dropdown.css';
// import 'element-plus/theme-chalk/el-dropdown-menu.css';
// import 'element-plus/theme-chalk/el-dropdown-item.css';
// import 'element-plus/theme-chalk/el-button.css';
// import 'element-plus/theme-chalk/el-upload.css';
// import 'element-plus/theme-chalk/el-image.css';
// import 'element-plus/theme-chalk/el-input.css';
const props = defineProps({
title: {
type: String,
default: '类别',
},
picList: {
type: Array,
default: () => [],
},
disabled: {
type: Boolean,
default: false,
},
})
const emit = defineEmits([
'add-sample',
'delete-sample',
'rename-class',
'delete-class',
'disable-class',
'clear-samples',
])
const localTitle = ref(props.title)
const editing = ref(false)
const inputTitle = ref(localTitle.value)
const inputRef = ref(null)
const addSampleTimer = ref(null)
function editTitle() {
if (!editing.value) {
editing.value = true
inputTitle.value = localTitle.value
nextTick(() => {
if (inputRef.value && inputRef.value.input) {
inputRef.value.input.select()
}
})
}
}
function saveTitle() {
if (inputTitle.value.trim()) {
localTitle.value = inputTitle.value.trim()
emit('rename-class', localTitle.value)
}
editing.value = false
}
function handleAddSample() {
emit('add-sample')
}
function handleDeleteSample(url) {
emit('delete-sample', url)
}
function startAddSample() {
handleAddSample()
addSampleTimer.value = setInterval(() => {
handleAddSample()
}, 200) // 200ms 可根据需要调整
}
function stopAddSample() {
if (addSampleTimer.value) {
clearInterval(addSampleTimer.value)
addSampleTimer.value = null
}
}
watch(
() => props.title,
(val) => {
localTitle.value = val
},
)
function handleDeleteClass() {
emit('delete-class')
}
function handleDisableClass() {
emit('disable-class')
}
function handleClearSamples() {
emit('clear-samples')
}
function handleExportSamples() {
// 导出为zip
const zip = new JSZip()
props.picList.forEach((url, idx) => {
const base64 = url.split(',')[1]
zip.file(`sample_${idx + 1}.png`, base64, { base64: true })
})
zip.generateAsync({ type: 'blob' }).then((content) => {
saveAs(content, 'samples.zip')
})
}
// 新增:处理图片上传
// 修改处理函数
function handleUploadSample(file) {
return new Promise((resolve, reject) => {
// 新增ZIP文件处理
if (file.type === 'application/zip' || file.name.endsWith('.zip')) {
const zip = new JSZip()
zip
.loadAsync(file)
.then((zipContents) => {
const imageFiles = Object.values(zipContents.files).filter(
file => !file.dir && file.name.match(/\.(png|jpg|jpeg|gif|bmp)$/i),
)
Promise.all(
imageFiles.map((zipFile) => {
return zip
.file(zipFile.name)
.async('blob')
.then((blob) => {
const extractedFile = new File([blob], zipFile.name, {
type: blob.type,
})
const reader = new FileReader()
reader.readAsDataURL(extractedFile)
return new Promise(r => (reader.onload = r))
})
}),
).then((readers) => {
readers.forEach(e => emit('add-sample', e.target.result))
resolve(false)
})
})
.catch(reject)
}
else {
// 原有图片处理逻辑
const reader = new FileReader()
reader.onload = (e) => {
emit('add-sample', e.target.result)
resolve(false)
}
reader.onerror = reject
reader.readAsDataURL(file)
}
})
}
</script>
<template>
<ElCard class="class-box">
<template #header>
<div class="card-header">
<span class="card-header-title" style="cursor: pointer" @click="editTitle">
<template v-if="!editing">
{{ localTitle }}
<ElIcon @click.stop="editTitle">
<EditPen />
</ElIcon>
<span v-if="props.disabled" class="disabled-tag"
style="color: #f56c6c; margin-left: 8px; font-size: 13px">
禁用
</span>
</template>
<template v-else>
<ElInput ref="inputRef" v-model="inputTitle" style="width: 120px" @keyup.enter="saveTitle"
@blur="saveTitle" />
</template>
</span>
<ElDropdown class="card-header-title">
<span class="el-dropdown-link">
<ElIcon>
<More />
</ElIcon>
</span>
<template #dropdown>
<ElDropdownMenu class="class-box-dropdown">
<ElDropdownItem class="class-box-dropdown-item" @click="handleDeleteClass">
<span style="color: #f56c6c">删除类别</span>
</ElDropdownItem>
<ElDropdownItem class="class-box-dropdown-item" @click="handleDisableClass">
{{ props.disabled ? "启用" : "禁用" }}类别
</ElDropdownItem>
<ElDropdownItem class="class-box-dropdown-item" :disabled="props.picList.length === 0"
@click="handleClearSamples">
清空样本
</ElDropdownItem>
<ElDropdownItem class="class-box-dropdown-item" :disabled="props.picList.length === 0"
@click="handleExportSamples">
导出样本
</ElDropdownItem>
</ElDropdownMenu>
</template>
</ElDropdown>
</div>
</template>
<div class="card-content" style="flex-direction: column; display: flex">
<div class="card-content-info">
图像样本 {{ props.picList.length }}
<div style="display: flex; gap: 4px">
<ElButton type="primary" size="small" :disabled="props.disabled" @mousedown="startAddSample"
@mouseup="stopAddSample" @mouseleave="stopAddSample">
拍摄样本
<ElIcon>
<Camera />
</ElIcon>
</ElButton>
<ElUpload :show-file-list="false" :before-upload="handleUploadSample" accept="image/*,.zip"
:disabled="props.disabled">
<ElButton plain type="primary" size="small" :disabled="props.disabled">
上传样本
<ElIcon>
<CirclePlus />
</ElIcon>
</ElButton>
</ElUpload>
</div>
</div>
<TransitionGroup name="fade" tag="div" class="card-content-img">
<div v-for="url in props.picList.slice().reverse()" :key="url" class="card-content-img-wrapper"
style="position: relative; display: inline-block">
<ElImage :src="url" class="card-content-img-item" :class="{ 'img-disabled': props.disabled }" />
<ElIcon class="delete-icon" @click="handleDeleteSample(url)">
<Delete />
</ElIcon>
</div>
</TransitionGroup>
</div>
</ElCard>
</template>
<style>
.card-header {
display: flex;
justify-content: space-between;
align-items: center;
height: 10px;
}
.card-header-title:hover {
color: #409eff;
cursor: pointer;
}
.card-content {
display: flex;
flex-direction: column;
}
.card-content-img {
display: flex;
flex-direction: row;
width: 100%;
overflow-x: auto;
white-space: nowrap;
height: 70px;
}
.card-content-img-item {
margin: 2px;
height: 60px;
aspect-ratio: 1/1;
border-radius: 10px;
box-shadow: 0 0 4px rgba(0, 0, 0, 0.8);
object-fit: cover;
flex-shrink: 0;
}
.card-header-title {
display: flex;
align-items: center;
gap: 4px;
}
.card-content-info {
display: flex;
width: 100%;
align-items: center;
justify-content: space-between;
}
.fade-enter-active,
.fade-leave-active {
transition: all 0.3s;
}
.fade-enter-from,
.fade-leave-to {
opacity: 0;
transform: translateY(10px);
}
.card-content-img-wrapper {
position: relative;
display: inline-block;
}
.delete-icon {
position: absolute;
top: 2px;
right: 2px;
font-size: 16px;
z-index: 2;
border-radius: 50%;
padding: 2px;
transition: background 0.2s;
color: #fff;
opacity: 0;
pointer-events: none;
}
.delete-icon:hover {
background: #f56c6c;
}
.card-content-img-wrapper:hover .delete-icon {
opacity: 1;
pointer-events: auto;
}
.img-disabled {
filter: grayscale(1) brightness(0.7);
pointer-events: none;
}
.disabled-tag {
color: #f56c6c;
margin-left: 8px;
font-size: 13px;
}
.class-box {
margin: 10px auto;
max-width: 50vw;
cursor: default;
user-select: none;
}
</style>

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<script setup>
// import * as mobilenet from "@tensorflow-models/mobilenet";
import * as tf from '@tensorflow/tfjs';
import * as tfvis from '@tensorflow/tfjs-vis';
import * as path from 'path';
import { inject, ref } from 'vue';
import { ElMessage, ElButton, ElCard, ElRow, ElCol, ElInput, ElProgress, ElUpload } from 'element-plus';
import { Env } from 'mixly';
// import 'element-plus/theme-chalk/el-message.css';
// import 'element-plus/theme-chalk/el-button.css';
// import 'element-plus/theme-chalk/el-card.css';
// import 'element-plus/theme-chalk/el-row.css';
// import 'element-plus/theme-chalk/el-col.css';
// import 'element-plus/theme-chalk/el-input.css';
// import 'element-plus/theme-chalk/el-progress.css';
// import 'element-plus/theme-chalk/el-upload.css';
const emit = defineEmits(['shot'])
// 类别及其样本的列表
const picList = inject('picList')
// 图片列表
const shotList = inject('shotList')
// 训练状态
const states = inject('states')
// 用来显示进度条和名称
const classList = ref(
picList.value.map((item, idx) => ({
name: item.title,
progress: 0,
})),
)
const progressColors = ['#FF6F61', '#42A5F5', '#66BB6A', '#FFA726', '#AB47BC']
// 用来存储模型
let featureExtractor
// 用来存储损失值
let lossValues = []
// 存储被训练的模型
let model
// 单击训练按钮后训练模型
async function train() {
// 可视化相关
const visPanel = document.getElementById('vis-left-panel')
if (visPanel)
visPanel.innerHTML = '训练准备中……'
showVisPanel.value = true
console.log('正在加载Mobilenet……')
// net = await mobilenet.load();
featureExtractor = await tf.loadGraphModel(path.join(Env.boardDirPath, 'teachableModel/model.json'))
console.log('Mobilenet加载完成。')
if (visPanel)
visPanel.innerHTML = ''
// 准备数据
const NUM_CLASSES = picList.value.length
let xs = null
let ys = null
// 准备模型
model = tf.sequential()
// 添加全连接层
model.add(
tf.layers.dense({
inputShape: [1280],
units: 128,
activation: 'relu',
}),
)
// 添加分类层
model.add(
tf.layers.dense({
units: NUM_CLASSES,
activation: 'softmax',
}),
)
// 编译模型
model.compile({
optimizer: tf.train.adam(0.001),
loss: 'categoricalCrossentropy',
metrics: ['accuracy'],
})
for (let classId = 0; classId < picList.value.length; classId++) {
if (picList.value[classId].disabled)
continue
const images = picList.value[classId].list
for (let i = 0; i < images.length; i++) {
// 加载图片
const imgElement = new Image()
imgElement.src = images[i]
await new Promise((resolve) => {
imgElement.onload = resolve
})
// 将图片转化为张量
const imgTensor = tf.browser.fromPixels(imgElement)
// 使用神经网络模型进行推理,获取名为"conv_preds"的卷积层激活值
// let activation = net.infer(imgTensor, "conv_preds");
// 加载特征提取器和你的模型
// 预处理图像并提取特征
const preprocessedImg = imgTensor
.resizeBilinear([224, 224])
.toFloat()
.div(tf.scalar(127.5))
.sub(tf.scalar(1))
.expandDims(0)
const features = featureExtractor.predict(preprocessedImg)
// 将特征输入你的模型
// const predictions = net.predict(features);
let activation = features
// if (activation.shape.length === 3) {
// activation = activation.reshape([1, 1024]);
// }
// let activation = net.predict(imgTensor);
// 检查激活值张量的维度如果是3维张量则进行形状重塑
// 3维形状通常为 [height, width, channels],重塑为 [1, 1024] 的张量
// 为了适配后续分类层或特征可视化的输入要求
// 转换为one-hot编码
const y = tf.oneHot(tf.tensor1d([classId]).toInt(), NUM_CLASSES)
// 初始化xs和ys
if (xs == null) {
xs = activation.clone()
ys = y.clone()
}
else {
const oldXs = xs
xs = oldXs.concat(activation, 0)
oldXs.dispose()
const oldYs = ys
ys = oldYs.concat(y, 0)
oldYs.dispose()
}
y.dispose()
imgTensor.dispose()
}
}
// 训练过程可视化相关
lossValues = []
const metrics = ['loss', 'acc', 'val_loss', 'val_acc', 'accuracy', 'val_accuracy']
const container = document.getElementById('vis-left-panel') || {
name: '训练过程',
tab: '训练',
}
// 训练模型
await model.fit(xs, ys, {
epochs: 20,
batchSize: 16,
shuffle: true,
validationSplit: 0.2,
callbacks: tfvis.show.fitCallbacks(container, metrics, {
callbacks: ['onEpochEnd'],
}),
})
console.log('训练完成')
// 与显示进度条相关
classList.value = picList.value
.filter(item => item.disabled !== true)
.map((item, idx) => ({
name: item.title,
progress: 0,
}))
console.log(classList.value)
states.value.isTraining = 2
}
setInterval(async () => {
// 没训练完成跳过
if (states.value.isTraining !== 2)
return
// 输入是“上传图片”时跳过
if (uploadedImg.value !== '')
return
// 通知摄像头拍摄照片
emit('shot')
// 加载拍摄的照片
const img = shotList.value[shotList.value.length - 1]
if (!img || img === 'data:,') {
ElMessage.error('未获取到有效样本')
return
}
const imgElement = new Image()
imgElement.src = img
await new Promise((resolve) => {
imgElement.onload = resolve
})
// 将图片转换为张量
const imgTensor = tf.browser.fromPixels(imgElement)
// let activation = net.infer(imgTensor, "conv_preds");
let resized = tf.image.resizeBilinear(imgTensor, [224, 224])
let batched = resized.expandDims(0)
let normalized = batched.div(255)
// let activation = net.predict(imgTensor);
let activation = featureExtractor.predict(normalized)
const pred = model.predict(activation)
const predArr = await pred.data()
// console.log(predArr)
classList.value = [
...classList.value.map((item, idx) => ({
...item,
progress: Number((predArr[idx] * 100).toFixed(2)),
})),
]
// console.log(classList.value)
imgTensor.dispose()
activation.dispose()
pred.dispose()
}, 200)
const showVisPanel = ref(false)
const uploadedImg = ref('')
const uploadedResult = ref('')
const panelTop = ref('20%')
const panelRight = ref('20%')
async function exportModel() {
if (!model) {
ElMessage.error('模型尚未训练完成')
return
}
try {
// 导出模型到本地文件系统
await model.save(`downloads://${modelName.value == '' ? 'my-model' : modelName.value}`)
ElMessage.success('模型导出成功')
}
catch (error) {
ElMessage.error(`模型导出失败: ${error.message}`)
}
}
async function handleUpload(file) {
const reader = new FileReader()
reader.onload = async (e) => {
uploadedImg.value = e.target.result
if (!featureExtractor || !model) {
ElMessage.error('请先完成模型训练')
return false
}
const imgElement = new window.Image()
imgElement.src = uploadedImg.value
await new Promise(resolve => (imgElement.onload = resolve))
const imgTensor = tf.browser.fromPixels(imgElement)
// let activation = net.infer(imgTensor, "conv_preds");
let resized = tf.image.resizeBilinear(imgTensor, [224, 224])
let batched = resized.expandDims(0)
let normalized = batched.div(255)
// let activation = net.predict(imgTensor);
let activation = featureExtractor.predict(normalized)
const pred = model.predict(activation)
const predArr = await pred.data()
classList.value = [
...classList.value.map((item, idx) => ({
...item,
progress: Number((predArr[idx] * 100).toFixed(2)),
})),
]
const maxIdx = predArr.indexOf(Math.max(...predArr))
uploadedResult.value = classList.value[maxIdx]?.name || '未知'
imgTensor.dispose()
activation.dispose()
pred.dispose()
}
reader.readAsDataURL(file)
return false
}
function switchToUpload() {
uploadedImg.value = ''
}
let startX = 0
let startY = 0
let startTop = 0
let startRight = 0
function onDragStart(e) {
if (e.button !== 0)
return
startX = e.clientX
startY = e.clientY
const topVal = document.getElementById('vis-left-panel-wrapper').style.top
const rightVal = document.getElementById('vis-left-panel-wrapper').style.right
startTop = topVal.endsWith('%')
? (window.innerHeight * Number.parseFloat(topVal)) / 100
: Number.parseFloat(topVal)
startRight = rightVal.endsWith('%')
? (window.innerWidth * Number.parseFloat(rightVal)) / 100
: Number.parseFloat(rightVal)
document.addEventListener('mousemove', onDragging)
document.addEventListener('mouseup', onDragEnd)
}
function onDragging(e) {
const deltaX = e.clientX - startX
const deltaY = e.clientY - startY
let newTop = startTop + deltaY
let newRight = startRight - deltaX
newTop = Math.max(0, Math.min(window.innerHeight - 100, newTop))
newRight = Math.max(0, Math.min(window.innerWidth - 200, newRight))
panelTop.value = `${newTop}px`
panelRight.value = `${newRight}px`
}
function onDragEnd() {
document.removeEventListener('mousemove', onDragging)
document.removeEventListener('mouseup', onDragEnd)
}
defineExpose({ train })
const modelName = ref('')
async function saveModel() {
if (!model) {
ElMessage.error('模型尚未训练完成')
return
}
try {
// 导出模型到本地文件系统
await model.save(`indexeddb://${modelName.value == '' ? 'my-model' : modelName.value}`)
ElMessage.success('模型保存成功')
}
catch (error) {
ElMessage.error(`模型保存失败: ${error.message}`)
}
}
</script>
<template>
<div>
<div v-show="showVisPanel" id="vis-left-panel-wrapper" class="vis-left-panel-wrapper"
:style="`right: ${panelRight}; top: ${panelTop};`">
<div class="vis-left-panel-inner-wrapper">
<div class="vis-left-panel-title" style="" @mousedown="onDragStart">
<span> 训练过程可视化 </span>
<ElButton size="small" plain @click="showVisPanel = false">
隐藏
</ElButton>
</div>
<div id="vis-left-panel" class="vis-left-panel">
训练准备中
</div>
</div>
</div>
<ElCard v-if="states.isTraining === 2" class="model-area">
<template #header>
<div class="card-header">
模型
<ElButton v-if="!showVisPanel" size="small" style="margin-left: 10px" type="primary" plain
@click="showVisPanel = true">
显示训练过程
</ElButton>
<ElButton v-if="states.isTraining === 2" size="small" style="margin-left: 10px" type="success"
plain @click="exportModel">
模型导出至本地
</ElButton>
</div>
</template>
<ElRow class="model-item" style="flex-direction: column; align-items: flex-center">
<ElRow>
<ElCol :span="6" style="display: flex; align-items: center; text-align: right;">
名称
</ElCol>
<ElCol :span="12">
<ElInput v-model="modelName" placeholder="请输入模型名称" />
</ElCol>
<ElCol :span="4" style="display: flex; align-items: center;">
<ElButton style="margin: auto 5px" type="primary" plain size="small" @click="saveModel">
保存
</ElButton>
</ElCol>
</ElRow>
<ElRow class="model-item">
<b>输入</b>
</ElRow>
<div v-if="!uploadedImg" style="margin: auto">
上方拍摄内容
<ElUpload :show-file-list="false" accept="image/*" :before-upload="handleUpload">
<ElButton size="small" type="success">
切换为上传图片
</ElButton>
</ElUpload>
</div>
<div v-else style="margin: auto">
下方上传图片 <br>
<ElButton size="small" type="success" plain @click="switchToUpload">
切换为上方拍摄内容
</ElButton>
<ElUpload :show-file-list="false" accept="image/*" :before-upload="handleUpload">
<ElButton size="small" type="success">
重新上传一张
</ElButton>
</ElUpload>
<img :src="uploadedImg" alt="用户上传图片"
style="max-width: 100%; max-height: 150px; border-radius: 10px">
</div>
</ElRow>
<ElRow class="model-item">
<b>输出</b>
</ElRow>
<ElRow v-for="(item, idx) in classList" :key="`${item.name}-${idx}`" class="model-item">
<ElCol :span="6">
{{ item.name }}
</ElCol>
<ElCol :span="18">
<ElProgress class="progress" :text-inside="true" :stroke-width="20" :percentage="item.progress"
:color="progressColors[idx % progressColors.length]" striped :format="(p) => `${p}%`" />
</ElCol>
</ElRow>
</ElCard>
</div>
</template>
<style scoped>
.vis-left-panel-wrapper {
transition: all 0.3s;
position: fixed;
width: 400px;
z-index: 1000;
box-shadow: 0 0 20px #0001;
}
.vis-left-panel-inner-wrapper {
background: #fff;
border-radius: 10px;
box-shadow: 0 2px 8px #0001;
padding: 10px 10px 0 10px;
border: 1px solid #eee;
}
.vis-left-panel-title {
display: flex;
justify-content: space-between;
align-items: center;
margin-bottom: 8px;
cursor: move;
user-select: none;
font-weight: bold;
font-size: 16px;
}
.vis-left-panel {
min-height: 300px;
}
.model-area {
margin: 10px auto;
width: 85%;
max-width: 300px;
border-radius: 30px;
}
.card-header {
display: flex;
justify-content: space-between;
align-items: center;
height: 10px;
}
.model-item {
display: flex;
align-items: center;
margin-bottom: 15px;
}
</style>

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@@ -0,0 +1,98 @@
<script setup>
import { inject, ref, watch } from 'vue';
import { Warning } from '@element-plus/icons-vue';
import { ElButton, ElPopover, ElCard, ElText, ElIcon } from 'element-plus';
// import 'element-plus/theme-chalk/el-button.css';
// import 'element-plus/theme-chalk/el-popover.css';
// import 'element-plus/theme-chalk/el-card.css';
// import 'element-plus/theme-chalk/el-text.css';
// import 'element-plus/theme-chalk/el-icon.css';
const emit = defineEmits(['train'])
// 获取类别及其样本
const picList = inject('picList')
// 同步训练状态
const states = inject('states')
// 训练按钮是否可用
const isTrainButtonEnabled = ref(false)
const note_text = ref('待训练……')
// 检查训练按钮是否可用
function checkTrainButtonEnabled() {
// 只考虑未被禁用的类别
const enabledList = Array.isArray(picList.value)
? picList.value.filter(item => item.disabled === false)
: []
return (
states.value.isTraining !== 1
&& enabledList.length > 1
&& enabledList.every(item => Array.isArray(item.list) && item.list.length > 0)
)
}
// 监听类别列表和训练状态变化,更新训练按钮的可用性
watch(
[picList.value, () => states.value.isTraining],
() => {
isTrainButtonEnabled.value = checkTrainButtonEnabled()
if (states.value.isTraining === 0) {
note_text.value = '待训练……'
}
else if (states.value.isTraining === 1) {
note_text.value = '训练中……'
}
else if (states.value.isTraining === 2) {
note_text.value = '训练完成'
}
},
{ immediate: true },
)
// 训练模型
function handleTrain() {
if (isTrainButtonEnabled.value) {
emit('train')
states.value.isTraining = 1
}
}
</script>
<template>
<ElCard class="train-area">
<template #header>
<div class="card-header">
训练
</div>
</template>
<ElPopover class="box-item" placement="bottom" :disabled="isTrainButtonEnabled">
<ElIcon>
<Warning />
</ElIcon>
至少有两个类别且每个类别都需有图像样本
<template #reference>
<ElButton :disabled="!isTrainButtonEnabled" type="primary" style="max-width: 100%" @click="handleTrain">
训练模型
</ElButton>
</template>
</ElPopover>
<br>
<ElText>{{ note_text }}</ElText>
</ElCard>
</template>
<style scoped>
.train-area {
margin: 10px auto;
width: 85%;
max-width: 300px;
}
.card-header {
display: flex;
justify-content: space-between;
align-items: center;
height: 10px;
}
</style>

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@@ -0,0 +1,4 @@
import { useDark, useToggle } from '@vueuse/core'
export const isDark = useDark()
export const toggleDark = useToggle(isDark)

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@@ -0,0 +1 @@
export * from './dark'

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@@ -0,0 +1,8 @@
// only scss variables
$--colors: (
"primary": ("base": #589ef8,
),
);
@forward "element-plus/theme-chalk/src/dark/var.scss" with ($colors: $--colors);

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@@ -0,0 +1,33 @@
$--colors: (
'primary': ('base': green,
),
'success': ('base': #21ba45,
),
'warning': ('base': #f2711c,
),
'danger': ('base': #db2828,
),
'error': ('base': #db2828,
),
'info': ('base': #42b8dd,
),
);
// we can add this to custom namespace, default is 'el'
@forward 'element-plus/theme-chalk/src/mixins/config.scss' with ($namespace: 'ep'
);
// You should use them in scss, because we calculate it by sass.
// comment next lines to use default color
@forward 'element-plus/theme-chalk/src/common/var.scss' with ( // do not use same name, it will override.
$colors: $--colors,
$button-padding-horizontal: ('default': 50px));
// if you want to import all
// @use "element-plus/theme-chalk/src/index.scss" as *;
// You can comment it to hide debug info.
// @debug $--colors;
// custom dark variables
@use './dark.scss';

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@@ -0,0 +1,28 @@
// import dark theme
@use 'element-plus/theme-chalk/src/dark/css-vars.scss' as *;
// :root {
// --ep-color-primary: red;
// }
code {
border-radius: 2px;
padding: 2px 4px;
background-color: var(--ep-color-primary-light-9);
color: var(--ep-color-primary);
}
#nprogress {
pointer-events: none;
}
#nprogress .bar {
background: rgb(13, 148, 136);
opacity: 0.75;
position: fixed;
z-index: 1031;
top: 0;
left: 0;
width: 100%;
height: 2px;
}

File diff suppressed because it is too large Load Diff

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@@ -12,19 +12,30 @@
"publish:board": "npm publish --registry https://registry.npmjs.org/"
},
"devDependencies": {
"@vue/compiler-sfc": "^3.5.21",
"buffer": "^6.0.3",
"crypto-browserify": "^3.12.0",
"path-browserify": "^1.0.1",
"sass": "^1.93.0",
"sass-loader": "^16.0.5",
"stream-browserify": "^3.0.0",
"vm-browserify": "^1.1.2"
"vm-browserify": "^1.1.2",
"vue-loader": "^17.0.0",
"vue-style-loader": "^4.1.3"
},
"dependencies": {
"@basthon/kernel-loader": "^0.62.21",
"@element-plus/icons-vue": "^2.3.2",
"@tensorflow/tfjs": "^4.22.0",
"@tensorflow/tfjs-vis": "^1.5.1",
"@zenfs/core": "^1.4.0",
"@zenfs/dom": "^1.0.6",
"element-plus": "^2.11.3",
"file-saver": "^2.0.5",
"idb-keyval": "^6.2.1",
"pixi.js": "^3.0.8"
"jszip": "^3.10.1",
"pixi.js": "^3.0.8",
"vue": "^3.5.13"
},
"main": "./export.js",
"author": "Mixly Team",

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@@ -0,0 +1,27 @@
<style>
div[m-id="{{d.mId}}"] {
display: flex;
flex-direction: row;
justify-content: center;
align-items: center;
flex-wrap: wrap;
align-content: center;
overflow: auto;
}
div[m-id="{{d.mId}}"] > text {
font-family: 'ravie';
font-size: 60px;
}
html[data-bs-theme=light] div[m-id="{{d.mId}}"] {
background-color: #ffffff;
}
html[data-bs-theme=dark] div[m-id="{{d.mId}}"] {
background-color: #1e1e1e;
}
</style>
<div m-id="{{d.mId}}" class="page-item">
<text>Teachable Machine</text>
</div>

View File

@@ -1,14 +1,18 @@
const path = require("path");
const common = require("../../../webpack.common");
const { merge } = require("webpack-merge");
const path = require('path');
const common = require('../../../webpack.common');
const { merge } = require('webpack-merge');
const { VueLoaderPlugin } = require('vue-loader');
module.exports = merge(common, {
const webpackConfig = merge(common, {
resolve: {
alias: {
'@mixly/python': path.resolve(__dirname, '../python'),
'@mixly/python-mixpy': path.resolve(__dirname, '../python_mixpy')
'@mixly/python-mixpy': path.resolve(__dirname, '../python_mixpy'),
'vue$': 'vue/dist/vue.esm-bundler.js',
'@': __dirname
},
extensions: ['.ts', '.js'],
extensions: ['*', '.ts', '.js', '.vue', '.json'],
fallback: {
// for ocaml bundle
constants: require.resolve('constants-browserify'),
@@ -28,7 +32,21 @@ module.exports = merge(common, {
{
resourceQuery: /asset-url/,
type: 'asset/resource',
}
},
{
test: /\.scss$/,
use: ['vue-style-loader', 'css-loader', 'sass-loader'],
},
]
}
});
},
plugins: [
new VueLoaderPlugin()
]
});
webpackConfig.module.rules.unshift({
test: /\.vue$/,
use: ['vue-loader']
});
module.exports = webpackConfig;

94
package-lock.json generated
View File

@@ -44,10 +44,11 @@
}
},
"node_modules/@babel/helper-validator-identifier": {
"version": "7.24.7",
"resolved": "https://registry.npmmirror.com/@babel/helper-validator-identifier/-/helper-validator-identifier-7.24.7.tgz",
"integrity": "sha512-rR+PBcQ1SMQDDyF6X0wxtG8QyLCgUB0eRAGguqRLfkCA87l7yAP7ehq8SNj96OOGTO8OBV70KhuFYcIkHXOg0w==",
"version": "7.27.1",
"resolved": "https://registry.npmmirror.com/@babel/helper-validator-identifier/-/helper-validator-identifier-7.27.1.tgz",
"integrity": "sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==",
"dev": true,
"license": "MIT",
"engines": {
"node": ">=6.9.0"
}
@@ -306,10 +307,11 @@
}
},
"node_modules/@jridgewell/sourcemap-codec": {
"version": "1.5.0",
"resolved": "https://registry.npmmirror.com/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.5.0.tgz",
"integrity": "sha512-gv3ZRaISU3fjPAgNsriBRqGWQL6quFx04YMPW/zD8XMLsU32mhCCbfbO6KZFLjvYpCZ8zyDEgqsgf+PwPaM7GQ==",
"dev": true
"version": "1.5.5",
"resolved": "https://registry.npmmirror.com/@jridgewell/sourcemap-codec/-/sourcemap-codec-1.5.5.tgz",
"integrity": "sha512-cYQ9310grqxueWbl+WuIUIaiUaDcj7WOq5fVhEljNVgRfOUhY9fy2zTvfoqWsnebh8Sl70VScFbICvJnLKB0Og==",
"dev": true,
"license": "MIT"
},
"node_modules/@jridgewell/trace-mapping": {
"version": "0.3.25",
@@ -3671,9 +3673,9 @@
}
},
"node_modules/nanoid": {
"version": "3.3.7",
"resolved": "https://registry.npmmirror.com/nanoid/-/nanoid-3.3.7.tgz",
"integrity": "sha512-eSRppjcPIatRIMC1U6UngP8XFcz8MQWGQdt1MTBQ7NaAmvXDfvNxbvWV3x2y6CdEUciCSsDHDQZbhYaB8QEo2g==",
"version": "3.3.11",
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@@ -8991,14 +8997,14 @@
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@@ -9609,9 +9615,9 @@
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