guilhermewerner/image-caption-api
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Update api and add website

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This commit is contained in:
Guilherme Werner
2023-10-10 20:37:03 -03:00
parent 6e30532b85
commit 38d059f008
12 changed files with 807 additions and 4 deletions
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35
.gitignore vendored Normal file
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@ -0,0 +1,35 @@
# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
# dependencies
/node_modules
/.pnp
.pnp.js
# testing
/coverage
# next.js
/.next/
/out/
# production
/build
# misc
.DS_Store
*.pem
# debug
npm-debug.log*
yarn-debug.log*
yarn-error.log*
# local env files
.env*.local
# vercel
.vercel
# typescript
*.tsbuildinfo
next-env.d.ts

32
api/main.py
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@ -8,8 +8,13 @@ from transformers import *
from tqdm import tqdm from tqdm import tqdm
import urllib.parse as parse import urllib.parse as parse
import os import os
import base64
from io import BytesIO
import re
from flask_cors import CORS
app = Flask(__name__) app = Flask(__name__)
CORS(app)
device = "cuda" if torch.cuda.is_available() else "cpu" device = "cuda" if torch.cuda.is_available() else "cpu"
print(device) print(device)
@ -24,8 +29,7 @@ def load_image(image_path):
return Image.open(requests.get(image_path, stream=True).raw) return Image.open(requests.get(image_path, stream=True).raw)
# Função para obter a legenda de uma imagem # Função para obter a legenda de uma imagem
def get_caption(model, image_processor, tokenizer, image_path): def get_caption(model, image_processor, tokenizer, image):
image = load_image(image_path)
img = image_processor(image, return_tensors="pt").to(device) img = image_processor(image, return_tensors="pt").to(device)
output = model.generate(**img) output = model.generate(**img)
caption = tokenizer.batch_decode(output, skip_special_tokens=True)[0] caption = tokenizer.batch_decode(output, skip_special_tokens=True)[0]
@ -37,11 +41,31 @@ def caption_image():
data = request.get_json() data = request.get_json()
if 'image_url' in data: if 'image_url' in data:
image_url = data['image_url'] image_url = data['image_url']
caption = get_caption(finetuned_model, finetuned_image_processor, finetuned_tokenizer, image_url) caption = get_caption(finetuned_model, finetuned_image_processor, finetuned_tokenizer, load_image(image_path))
response = {"caption": caption} response = {"caption": caption}
return jsonify(response) return jsonify(response)
else: else:
return jsonify({"error": "Missing 'image_url'"}), 400 return jsonify({"error": "Missing 'image_url'"}), 400
# Rota da api para obter a caption da imagem
@app.route('/caption-base64', methods=['POST'])
def caption_image_base64():
data = request.get_json()
print(data)
if 'image_base64' in data:
image_base64 = re.sub('^data:image/.+;base64,', '', data['image_base64'])
image_data = base64.b64decode(image_base64)
image_stream = BytesIO(image_data)
image = Image.open(image_stream)
caption = get_caption(finetuned_model, finetuned_image_processor, finetuned_tokenizer, image)
response = {"caption": caption}
return jsonify(response)
else:
return jsonify({"error": "Missing 'image_base64'"}), 400
if __name__ == '__main__': if __name__ == '__main__':
app.run(host='0.0.0.0', port=5885) app.run(host='0.0.0.0', port=5885, debug=True)

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next.config.js Normal file
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/** @type {import('next').NextConfig} */
const nextConfig = {
reactStrictMode: true,
}
module.exports = nextConfig

26
package.json Normal file
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{
"name": "image-caption",
"version": "0.1.0",
"private": true,
"scripts": {
"dev": "next dev",
"build": "next build",
"start": "next start",
"lint": "next lint"
},
"dependencies": {
"bootstrap": "^5.3.2",
"next": "13.5.4",
"react": "^18",
"react-bootstrap": "^2.9.0",
"react-dom": "^18",
"react-icons": "^4.11.0",
"sass": "^1.69.2"
},
"devDependencies": {
"@types/node": "^20",
"@types/react": "^18",
"@types/react-dom": "^18",
"typescript": "^5"
}
}

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src/pages/_app.tsx Normal file
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import '@/styles/globals.scss'
import type { AppProps } from 'next/app'
export default function App({ Component, pageProps }: AppProps) {
return <Component {...pageProps} />
}

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src/pages/_document.tsx Normal file
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import { Html, Head, Main, NextScript } from 'next/document'
export default function Document() {
return (
<Html lang="en">
<Head>
<meta charSet='utf-8' />
<meta name="viewport" content="width=device-width,initial-scale=1.0" />
<link rel="icon" href="/favicon.ico" />
</Head>
<body>
<Main />
<NextScript />
</body>
</Html>
)
}

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src/pages/index.tsx Normal file
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import Head from 'next/head'
import { Inter } from 'next/font/google'
import styles from '@/styles/Home.module.css'
import Container from 'react-bootstrap/Container';
import Nav from 'react-bootstrap/Nav';
import Navbar from 'react-bootstrap/Navbar';
import NavDropdown from 'react-bootstrap/NavDropdown';
import Button from 'react-bootstrap/Button';
import Form from 'react-bootstrap/Form';
import Image from 'react-bootstrap/Image';
import Ratio from 'react-bootstrap/Ratio';
import { useState } from 'react';
export default function Home() {
const [image64, setImage64] = useState<string | ArrayBuffer | null | undefined>(null);
const [imageUrl, setImageUrl] = useState<string | ArrayBuffer | null | undefined>(null);
const [caption, setCaption] = useState<string | null | undefined>(null);
const handleImageChange = (e: any) => {
const file = e.target.files[0];
if (file) {
const imageUrl = URL.createObjectURL(file);
setImageUrl(imageUrl);
const reader = new FileReader();
reader.onload = (e) => {
const base64Image = e?.target?.result;
setImage64(base64Image);
};
reader.readAsDataURL(file);
}
};
const handleSubmit = () => {
if (imageUrl) {
fetch("http://localhost:5885/caption-base64", {
method: "POST",
body: JSON.stringify({ image_base64: image64 }),
headers: {
"Content-Type": "application/json",
}
}).then((res) => {
if (res.status === 200) {
return res.json();
}
}).then((data) => {
setCaption(data.caption)
})
}
};
return (
<>
<Head>
<title>Image Caption</title>
</Head>
<header>
<Navbar expand="lg" className="shadow-sm">
<Container>
<Navbar.Brand href="/">Image Caption</Navbar.Brand>
</Container>
</Navbar>
</header>
<main className='mt-3'>
<Container>
<div className='d-flex justify-content-center align-items-center flex-grow-1'>
<div
className='d-flex'
style={{ width: '480px', height: 'auto' }}
>
<Ratio className='d-flex' aspectRatio="16x9">
<Image src={imageUrl} />
</Ratio>
</div>
</div>
<Form className='my-3'>
<Form.Group className="mb-3" controlId="formBasicEmail">
<Form.Label>Image</Form.Label>
<Form.Control type="file" onChange={handleImageChange} />
</Form.Group>
<div className='text-end'>
<Button variant="primary" onClick={handleSubmit}>
Submit
</Button>
</div>
</Form>
<p className='my-3 text-center'>{caption}</p>
</Container>
</main>
</>
)
}

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src/styles/globals.scss Normal file
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@import "~bootstrap/scss/_functions";
@import "~bootstrap/scss/_variables";
@import "~bootstrap/scss/_variables-dark";
@import "~bootstrap/scss/_mixins";
@import "~bootstrap/scss/bootstrap";
@import url("https://fonts.googleapis.com/css2?family=Roboto:ital,wght@0,300;0,400;0,500;0,700;1,300&display=swap");
body {
font-family: "Roboto", var(--bs-font-sans-serif);
}

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tsconfig.json Normal file
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"allowJs": true,
"skipLibCheck": true,
"strict": true,
"noEmit": true,
"esModuleInterop": true,
"module": "esnext",
"moduleResolution": "bundler",
"resolveJsonModule": true,
"isolatedModules": true,
"jsx": "preserve",
"incremental": true,
"paths": {
"@/*": [
"./src/*"
]
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],
"exclude": [
"node_modules"
]
}

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typescript@^5:
version "5.2.2"
resolved "https://registry.yarnpkg.com/typescript/-/typescript-5.2.2.tgz#5ebb5e5a5b75f085f22bc3f8460fba308310fa78"
integrity sha512-mI4WrpHsbCIcwT9cF4FZvr80QUeKvsUsUvKDoR+X/7XHQH98xYD8YHZg7ANtz2GtZt/CBq2QJ0thkGJMHfqc1w==
uncontrollable@^7.2.1:
version "7.2.1"
resolved "https://registry.yarnpkg.com/uncontrollable/-/uncontrollable-7.2.1.tgz#1fa70ba0c57a14d5f78905d533cf63916dc75738"
integrity sha512-svtcfoTADIB0nT9nltgjujTi7BzVmwjZClOmskKu/E8FW9BXzg9os8OLr4f8Dlnk0rYWJIWr4wv9eKUXiQvQwQ==
dependencies:
"@babel/runtime" "^7.6.3"
"@types/react" ">=16.9.11"
invariant "^2.2.4"
react-lifecycles-compat "^3.0.4"
uncontrollable@^8.0.1:
version "8.0.4"
resolved "https://registry.yarnpkg.com/uncontrollable/-/uncontrollable-8.0.4.tgz#a0a8307f638795162fafd0550f4a1efa0f8c5eb6"
integrity sha512-ulRWYWHvscPFc0QQXvyJjY6LIXU56f0h8pQFvhxiKk5V1fcI8gp9Ht9leVAhrVjzqMw0BgjspBINx9r6oyJUvQ==
undici-types@~5.25.1:
version "5.25.3"
resolved "https://registry.yarnpkg.com/undici-types/-/undici-types-5.25.3.tgz#e044115914c85f0bcbb229f346ab739f064998c3"
integrity sha512-Ga1jfYwRn7+cP9v8auvEXN1rX3sWqlayd4HP7OKk4mZWylEmu3KzXDUGrQUN6Ol7qo1gPvB2e5gX6udnyEPgdA==
warning@^4.0.0, warning@^4.0.3:
version "4.0.3"
resolved "https://registry.yarnpkg.com/warning/-/warning-4.0.3.tgz#16e9e077eb8a86d6af7d64aa1e05fd85b4678ca3"
integrity sha512-rpJyN222KWIvHJ/F53XSZv0Zl/accqHR8et1kpaMTD/fLCRxtV8iX8czMzY7sVZupTI3zcUTg8eycS2kNF9l6w==
dependencies:
loose-envify "^1.0.0"
watchpack@2.4.0:
version "2.4.0"
resolved "https://registry.yarnpkg.com/watchpack/-/watchpack-2.4.0.tgz#fa33032374962c78113f93c7f2fb4c54c9862a5d"
integrity sha512-Lcvm7MGST/4fup+ifyKi2hjyIAwcdI4HRgtvTpIUxBRhB+RFtUh8XtDOxUfctVCnhVi+QQj49i91OyvzkJl6cg==
dependencies:
glob-to-regexp "^0.4.1"
graceful-fs "^4.1.2"