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Sebastian Kułaga
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Parent(s):
33b3bae
Frontend
Browse files- app.py +7 -2
- static/index.html +36 -0
- static/script.js +21 -0
- static/style.css +45 -0
app.py
CHANGED
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@@ -1,4 +1,6 @@
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from fastapi import FastAPI
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from routers.distilbert import prediction
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@@ -6,8 +8,11 @@ from routers.distilbert import prediction
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app = FastAPI()
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app.include_router(prediction)
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@app.get("/")
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def
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return
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from fastapi import FastAPI
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from fastapi.staticfiles import StaticFiles
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from fastapi.responses import FileResponse
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from routers.distilbert import prediction
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app = FastAPI()
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app.include_router(prediction)
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app.mount("/", StaticFiles(directory="static", html=True), name="static")
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@app.get("/")
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def index() -> FileResponse:
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return FileResponse(path="/static/index.html", media_type="text/html")
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# def greet_json():
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# return {"detail": "AI Challenge FastAPI"}
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static/index.html
ADDED
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<title>Fast API 🤗 Space served with Uvicorn</title>
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<link rel="stylesheet" href="style.css" />
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<script type="module" src="script.js"></script>
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</head>
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<body>
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<main>
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<section id="text-class">
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<h1>AI Challenge Query Classification using DistilBERT</h1>
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<p>
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Model:
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<a
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href="https://huggingface.co/SebaK13/DistilBERT-finetuned-customer-queries-balanced"
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rel="noreferrer"
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target="_blank"
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>DistilBERT</a
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>
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</p>
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<form class="text-class-form">
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<label for="text-class-input">User Query</label>
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<input
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id="text-class-input"
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type="text"
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value="Are pets allowed on flights?"
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/>
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<button id="text-class-submit">Submit</button>
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<p class="text-class-output"></p>
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</form>
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</section>
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</main>
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</body>
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</html>
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static/script.js
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const textClassForm = document.querySelector('.text-class-form');
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const classifyText = async (text) => {
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const inferResponse = await fetch(`predict/predict?query=${text}`);
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const inferJson = await inferResponse.json();
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console.log(inferJson.label)
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return inferJson.label;
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};
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textClassForm.addEventListener('submit', async (event) => {
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event.preventDefault();
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const textClassInput = document.getElementById('text-class-input');
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const textClassParagraph = document.querySelector('.text-class-output');
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try {
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textClassParagraph.textContent = await classifyText(textClassInput.value);
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} catch (err) {
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console.error(err);
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}
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});
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static/style.css
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body {
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--text: hsl(0 0% 15%);
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padding: 2.5rem;
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font-family: sans-serif;
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color: var(--text);
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}
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body.dark-theme {
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--text: hsl(0 0% 90%);
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background-color: hsl(223 39% 7%);
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}
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main {
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max-width: 80rem;
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text-align: center;
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}
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section {
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display: flex;
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flex-direction: column;
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align-items: center;
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}
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a {
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color: var(--text);
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}
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form {
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width: 30rem;
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margin: 0 auto;
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}
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input {
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width: 100%;
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}
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button {
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cursor: pointer;
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}
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.text-gen-output {
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min-height: 1.2rem;
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margin: 1rem;
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border: 0.5px solid grey;
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}
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