cubemaster21
/
classifier
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Added endpoint to test with

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master
Edward Peterson 3 years ago
parent e0e7d2f95e
commit 5b349bc19a
5 changed files with 564 additions and 13 deletions
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1
.gitignore vendored
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@ -3,3 +3,4 @@ training images
sorted images
test images
export.json
temp

59
index.js
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@ -4,6 +4,28 @@ const library = require('image-classifier');
const fs = require('fs');
// const
const path = require('path')
const cliProgress = require('cli-progress');
const multer = require('multer');
const express = require('express');
const app = express();
const upload = multer({
dest: './temp',
})
app.post('/classify', upload.single("file"), (req, res) => {
const tempPath = req.file.path;
console.log(tempPath);
classifier.predict(tempPath).then(async (result) => {
await fs.unlink(tempPath)
res.status(200).json(result);
})
// res.status(200).json({message: 'Success'})
})
app.listen(2666);
var shouldRebuildModel = false;
process.argv.forEach((val, index, array) => {
@ -34,32 +56,45 @@ async function runAsync() {
classifier = await library.create();
const matches = await pGlob('training images/**/*');
console.log(`Building model with ${matches.length} training items...`)
const rebuildBar = new cliProgress.SingleBar({}, cliProgress.Presets.shades_grey);
rebuildBar.start(matches.length);
await Promise.all(matches.map(file => {
if(fs.lstatSync(file).isDirectory()) {
console.log('Skipping', file)
rebuildBar.increment();
return Promise.resolve();
}
const classA = getClass(file);
return classifier.addExample(classA, file)
return classifier.addExample(classA, file).then(() => rebuildBar.increment())
})).catch(error => {
console.error(error);
});
rebuildBar.stop();
console.log('all examples loaded...');
console.log('saving dataset...')
await classifier.save('./export.json');
} else {
classifier = await library.load('./export.json');
}
const matches = await pGlob('test images/**/*');
await Promise.all(matches.map(async file => {
const baseFileName = path.parse(file).name;
const extension = path.extname(file);
const newClass= await classifier.predict(file);
console.log(newClass);
return new Promise((resolve, reject) => {
fs.copyFile(file, path.resolve('sorted images', `${baseFileName}-${newClass.label}.${extension}`), resolve);
})
}))
// const matches = await pGlob('test images/**/*');
// const classifyBar = new cliProgress.SingleBar({}, cliProgress.Presets.shades_grey);
// classifyBar.start(matches.length);
// await Promise.all(matches.map(async file => {
// const baseFileName = path.parse(file).name;
// const extension = path.extname(file);
// const newClass= await classifier.predict(file);
// // console.log(newClass);
// return new Promise((resolve, reject) => {
// if(!fs.existsSync(path.resolve('sorted images', newClass.label))){
// fs.mkdirSync(path.resolve('sorted images', newClass.label));
// }
// fs.copyFile(file, path.resolve('sorted images', newClass.label, `${baseFileName}.${extension}`), () => {
// classifyBar.increment();
// resolve()
// });
// })
// }))
// classifyBar.stop();
}
runAsync();

508
package-lock.json generated
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@ -242,6 +295,33 @@
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@ -474,16 +745,41 @@
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@ -607,6 +928,20 @@
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},
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@ -617,6 +952,11 @@
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}
},
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},
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@ -695,6 +1035,19 @@
"resolved": "https://registry.npmjs.org/object-assign/-/object-assign-4.1.1.tgz",
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},
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}
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@ -722,11 +1075,21 @@
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}
},
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},
"path-to-regexp": {
"version": "0.1.7",
"resolved": "https://registry.npmjs.org/path-to-regexp/-/path-to-regexp-0.1.7.tgz",
"integrity": "sha512-5DFkuoqlv1uYQKxy8omFBeJPQcdoE07Kv2sferDCrAq1ohOU+MSDswDIbnx3YAM60qIOnYa53wBhXW0EbMonrQ=="
},
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@ -737,6 +1100,39 @@
"resolved": "https://registry.npmjs.org/progress/-/progress-2.0.3.tgz",
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"integrity": "sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==",
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}
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}
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@ -820,11 +1216,74 @@
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"fresh": "0.5.2",
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"escape-html": "~1.0.3",
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}
},
"set-blocking": {
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},
"setprototypeof": {
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"integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw=="
},
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"integrity": "sha512-q5XPytqFEIKHkGdiMIrY10mvLRvnQh42/+GoBlFW3b2LXLE2xxJpZFdm94we0BaoV3RwJyGqg5wS7epxTv0Zvw==",
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}
},
"signal-exit": {
"version": "3.0.7",
"resolved": "https://registry.npmjs.org/signal-exit/-/signal-exit-3.0.7.tgz",
@ -835,6 +1294,16 @@
"resolved": "https://registry.npmjs.org/sprintf-js/-/sprintf-js-1.0.3.tgz",
"integrity": "sha512-D9cPgkvLlV3t3IzL0D0YLvGA9Ahk4PcvVwUbN0dSGr1aP0Nrt4AEnTUbuGvquEC0mA64Gqt1fzirlRs5ibXx8g=="
},
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"integrity": "sha512-Mcc5wHehp9aXz1ax6bZUyY5afg9u2rv5cqQI3mRrYkGC8rW2hM02jWuwjtL++LS5qinSyhj2QfLyNsuc+VsExg=="
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@ -903,16 +1372,50 @@
"@tensorflow/tfjs": "^2.0.1"
}
},
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}
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},
"util-deprecate": {
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"resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
"integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw=="
},
"utils-merge": {
"version": "1.0.1",
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"integrity": "sha512-pMZTvIkT1d+TFGvDOqodOclx0QWkkgi6Tdoa8gC8ffGAAqz9pzPTZWAybbsHHoED/ztMtkv/VoYTYyShUn81hA=="
},
"vary": {
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"integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg=="
},
"webidl-conversions": {
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@ -950,6 +1453,11 @@
"resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
"integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
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"xtend": {
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},
"y18n": {
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"resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",

5
package.json
Unescape Escape View File

@ -9,7 +9,10 @@
"author": "",
"license": "ISC",
"dependencies": {
"cli-progress": "^3.11.2",
"express": "^4.18.2",
"glob": "^8.0.3",
"image-classifier": "^1.1.0"
"image-classifier": "^1.1.0",
"multer": "^1.4.5-lts.1"
}
}

4
test.html
Unescape Escape View File

@ -0,0 +1,4 @@
<form method="post" enctype="multipart/form-data" action="http://localhost:2666/classify">
<input type="file" name="file">
<input type="submit" value="Submit">
</form>
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