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c1c8998
1 Parent(s): f1c657a

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Files changed (6) hide show
  1. Dockerfile +20 -0
  2. main.py +20 -0
  3. requirements.txt +6 -0
  4. static/index.html +24 -0
  5. static/script.js +17 -0
  6. static/style.css +45 -0
Dockerfile ADDED
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+ FROM python:3.9
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+
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+ WORKDIR /code
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+
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+ COPY ./requirements.txt /code/requirements.txt
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+
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+ RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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+
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+ RUN useradd -m -u 1000 user
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+
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+ USER user
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+
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+ ENV HOME=/home/user \
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+ PATH=/home/user/.local/bin:$PATH
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+
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+ WORKDIR $HOME/app
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+
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+ COPY --chown=user . $HOME/app
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+
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+ CMD ["uvicorn", "main:app", "--host", "0.0.0.0", "--port", "7860"]
main.py ADDED
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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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+
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+ from transformers import pipeline
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+
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+ app = FastAPI()
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+
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+ pipe_flan = pipeline("text2text-generation", model="google/flan-t5-small")
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+
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+ @app.get("/infer_t5")
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+ def t5(input):
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+ output = pipe_flan(input)
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+ return {"output": output[0]["generated_text"]}
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+
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+ app.mount("/", StaticFiles(directory="static", html=True), name="static")
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+
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+ @app.get("/")
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+ def index() -> FileResponse:
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+ return FileResponse(path="/app/static/index.html", media_type="text/html")
requirements.txt ADDED
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+ fastapi==0.74.*
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+ requests==2.27.*
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+ sentencepiece==0.1.*
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+ torch==1.11.*
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+ transformers==4.*
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+ uvicorn[standard]==0.17.*
static/index.html ADDED
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+ <main>
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+ <section id="text-gen">
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+ <h2>Text generation using Flan T5</h2>
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+ <p>
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+ Model:
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+ <a
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+ href="https://huggingface.co/google/flan-t5-small"
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+ rel="noreferrer"
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+ target="_blank"
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+ >google/flan-t5-small
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+ </a>
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+ </p>
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+ <form class="text-gen-form">
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+ <label for="text-gen-input">Text prompt</label>
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+ <input
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+ id="text-gen-input"
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+ type="text"
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+ value="German: There are many ducks"
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+ />
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+ <button id="text-gen-submit">Submit</button>
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+ <p class="text-gen-output"></p>
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+ </form>
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+ </section>
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+ </main>
static/script.js ADDED
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+ const textGenForm = document.querySelector(".text-gen-form");
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+
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+ const translateText = async (text) => {
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+ const inferResponse = await fetch(`infer_t5?input=${text}`);
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+ const inferJson = await inferResponse.json();
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+
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+ return inferJson.output;
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+ };
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+
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+ textGenForm.addEventListener("submit", async (event) => {
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+ event.preventDefault();
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+
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+ const textGenInput = document.getElementById("text-gen-input");
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+ const textGenParagraph = document.querySelector(".text-gen-output");
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+
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+ textGenParagraph.textContent = await translateText(textGenInput.value);
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+ });
static/style.css ADDED
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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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+
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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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+
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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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+
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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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+
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+ a {
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+ color: var(--text);
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+ }
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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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+
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+ input {
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+ width: 100%;
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+ }
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+
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+ button {
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+ cursor: pointer;
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+ }
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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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+ }