Add FastAPI service, Dockerfile and README

Dockerfile

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+FROM python:3.10-slim
+
+# Set up a new user named "user" with user ID 1000
+RUN useradd -m -u 1000 user
+USER user
+ENV PATH="/home/user/.local/bin:$PATH"
+
+WORKDIR /app
+
+# Install CPU-only torch to save space and download time
+# We need torch>=2.6.0 to fix the CVE-2025-32434 vulnerability, but PyTorch 2.6.0+ CPU wheels
+# haven't been published to the main index yet or have dependency issues.
+# Instead, we install the latest torch 2.6+ from the default PyPI index, but force CPU-only.
+RUN pip install --no-cache-dir torch torchvision --extra-index-url https://download.pytorch.org/whl/cpu
+
+# Install requirements
+COPY --chown=user ./requirements.txt /app/requirements.txt
+# Remove torch from requirements.txt to avoid reinstalling the heavy CUDA version
+RUN sed -i '/^torch$/d' /app/requirements.txt && \
+    pip install --no-cache-dir --upgrade -r /app/requirements.txt
+
+# Copy the rest of the application
+COPY --chown=user . /app
+
+# Command to run the FastAPI application on port 7860
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "7860"]

README.md

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+---
+title: Image2Wiki
+emoji: 🖼️
+colorFrom: blue
+colorTo: green
+sdk: docker
+pinned: false
+---
+
+# Image2Wiki
+
+[![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/letitbE/image2wiki)
+
+Image2Wiki is a service that generates Wikipedia-style articles based on an uploaded image. It uses a fine-tuned VisionEncoderDecoder model (`tuman/vit-rugpt2-image-captioning` with a LoRA adapter) to generate structured text (title, lead, sections, paragraphs) from images.
+
+## Features
+- FastAPI based web service
+- Wikipedia-like UI for generated articles
+- Fine-tuned model for structured article generation
+
+## Setup
+
+1. Install dependencies:
+```bash
+pip install -r requirements.txt
+```
+
+2. Run the service:
+```bash
+uvicorn app.main:app --port 8013 --reload
+```
+
+## Project Structure
+- `app/` - FastAPI application and UI templates
+- `adapted_best_embed2/` - Fine-tuned LoRA adapter weights
+- `collect_data.py` & `collect_data_async.py` - Scripts for collecting training data
+- `finetune.ipynb` - Notebook used for fine-tuning the model

app/main.py

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+import os
+import json
+import random
+from pathlib import Path
+from PIL import Image
+
+from fastapi import FastAPI, Request, File, UploadFile
+from fastapi.responses import HTMLResponse
+from fastapi.staticfiles import StaticFiles
+from fastapi.templating import Jinja2Templates
+import shutil
+import uuid
+
+import torch
+from transformers import VisionEncoderDecoderModel, AutoTokenizer, AutoImageProcessor
+from peft import PeftModel
+
+app = FastAPI()
+
+app.mount("/static", StaticFiles(directory="app/static"), name="static")
+templates = Jinja2Templates(directory="app/templates")
+
+# --- Model Loading ---
+MODEL_NAME = 'tuman/vit-rugpt2-image-captioning'
+ADAPTER_DIR = 'letitbE/image2wiki-adapter'
+DATA_ROOT = Path('.')
+
+print("Loading base model...")
+base_model = VisionEncoderDecoderModel.from_pretrained(MODEL_NAME)
+print("Loading tokenizer and feature extractor...")
+try:
+    tok = AutoTokenizer.from_pretrained(ADAPTER_DIR)
+except:
+    tok = AutoTokenizer.from_pretrained(MODEL_NAME)
+fe = AutoImageProcessor.from_pretrained(MODEL_NAME)
+
+print("Resizing embeddings...")
+base_model.decoder.resize_token_embeddings(len(tok))
+
+print("Loading LoRA adapter...")
+try:
+    base_model.decoder = PeftModel.from_pretrained(base_model.decoder, ADAPTER_DIR)
+except Exception as e:
+    print(f"WARNING: Could not load adapter {ADAPTER_DIR}: {e}. Using base model.")
+base_model.eval()
+
+# --- Data Loading ---
+print("Loading dataset...")
+valid_arts = []
+try:
+    with open('data/metadata.jsonl', 'r', encoding='utf-8') as f:
+        for line in f:
+            art = json.loads(line)
+            img_path = Path(art.get('image_path', ''))
+            if not img_path.is_absolute():
+                img_path = DATA_ROOT / img_path
+            if img_path.exists():
+                valid_arts.append(art)
+    print(f"Found {len(valid_arts)} valid articles with images.")
+except Exception as e:
+    print(f"Error loading dataset: {e}")
+
+def build_target(article):
+    # Same logic as in finetune.ipynb
+    parts = []
+    if article.get('title'):
+        parts.append(f"<title>{article['title']}")
+    if article.get('lead'):
+        parts.append(f"<lead>{article['lead']}")
+    for sec in article.get('sections', []):
+        if sec.get('title'):
+            parts.append(f"<section>{sec['title']}")
+        if sec.get('text'):
+            parts.append(f"<paragraph>{sec['text']}")
+    return "\n".join(parts)
+
+def parse_generated_text(text):
+    """Parses the raw generated text into HTML for the Wikipedia template."""
+    title = "Сгенерированная статья"
+    
+    # Extract title if present
+    if text.startswith('<title>'):
+        parts = text.split('<title>', 1)[1]
+        # Find next tag
+        next_tag_idx = len(parts)
+        for tag in ['<lead>', '<section>', '<paragraph>']:
+            idx = parts.find(tag)
+            if idx != -1 and idx < next_tag_idx:
+                next_tag_idx = idx
+        title = parts[:next_tag_idx].strip()
+        text = parts[next_tag_idx:]
+    elif '<lead>' in text:
+        title = text.split('<lead>')[0].strip()
+        text = '<lead>' + text.split('<lead>', 1)[1]
+
+    # Replace tags with HTML
+    html = text
+    html = html.replace('<lead>', '<p>')
+    html = html.replace('<paragraph>', '</p><p>')
+    
+    toc_items = []
+    
+    def section_replacer(match):
+        content = match.group(1)
+        # Split by first period or newline
+        split_idx = len(content)
+        period_idx = content.find('.')
+        if period_idx != -1:
+            split_idx = period_idx + 1
+            
+        heading = content[:split_idx].strip()
+        rest = content[split_idx:].strip()
+        
+        sec_id = heading.replace(' ', '_').replace('"', '').replace("'", "")
+        toc_items.append((sec_id, heading))
+        
+        res = f'</p><div class="mw-heading mw-heading2"><h2 id="{sec_id}">{heading}</h2></div>'
+        if rest:
+            res += f'<p>{rest}'
+        return res
+
+    import re
+    html = re.sub(r'<section>(.*?)(?=<section>|<paragraph>|<lead>|$)', section_replacer, html, flags=re.DOTALL)
+    
+    # Clean up empty paragraphs
+    html = html.replace('<p></p>', '')
+    if not html.endswith('</p>'):
+        html += '</p>'
+        
+    # Generate TOC HTML
+    toc_html = ""
+    for i, (sec_id, heading) in enumerate(toc_items, 1):
+        toc_html += f'''
+        <li id="toc-{sec_id}" class="vector-toc-list-item vector-toc-level-1">
+            <a class="vector-toc-link" href="#{sec_id}">
+                <div class="vector-toc-text">
+                    <span class="vector-toc-numb">{i}</span>
+                    <span>{heading}</span>
+                </div>
+            </a>
+        </li>
+        '''
+        
+    return title, html, toc_html
+
+def generate_article_raw(image, model, tokenizer, feature_extractor):
+    pixel_values = feature_extractor(images=image, return_tensors="pt").pixel_values
+    
+    with torch.no_grad():
+        output_ids = model.generate(
+            pixel_values,
+            max_new_tokens=512,
+            # Для локального тестирования на CPU отключаем beam search (num_beams=1)
+            # чтобы генерация работала в разы быстрее
+            num_beams=1,
+            no_repeat_ngram_size=3,
+            decoder_start_token_id=tokenizer.bos_token_id,
+            eos_token_id=tokenizer.eos_token_id,
+            pad_token_id=tokenizer.eos_token_id,
+        )
+    
+    generated_text = tokenizer.decode(output_ids[0], skip_special_tokens=False)
+    # Remove bos/eos
+    generated_text = generated_text.replace(tokenizer.bos_token, '').replace(tokenizer.eos_token, '').strip()
+    return generated_text
+
+@app.get("/", response_class=HTMLResponse)
+async def read_root(request: Request):
+    return templates.TemplateResponse(request, "search.html", {})
+
+@app.post("/generate", response_class=HTMLResponse)
+async def generate_article(request: Request, image: UploadFile = File(...)):
+    # Save the uploaded image temporarily
+    upload_dir = Path("app/static/uploads")
+    upload_dir.mkdir(parents=True, exist_ok=True)
+    
+    file_ext = image.filename.split('.')[-1] if '.' in image.filename else 'jpg'
+    filename = f"{uuid.uuid4()}.{file_ext}"
+    file_path = upload_dir / filename
+    
+    with open(file_path, "wb") as buffer:
+        shutil.copyfileobj(image.file, buffer)
+        
+    # Open image for the model
+    try:
+        pil_image = Image.open(file_path).convert('RGB')
+        
+        # Generate text
+        print(f"Generating article for {filename}...")
+        generated_raw = generate_article_raw(pil_image, base_model, tok, fe)
+        
+        if not generated_raw.startswith('<title>'):
+            generated_raw = "<title>" + generated_raw
+            
+        title, content_html, toc_html = parse_generated_text(generated_raw)
+        
+    except Exception as e:
+        print(f"Error during generation: {e}")
+        title = "Ошибка генерации"
+        content_html = f"<p>Произошла ошибка при создании статьи: {str(e)}</p>"
+        toc_html = ""
+        
+    img_url = f"/static/uploads/{filename}"
+        
+    return templates.TemplateResponse(request, "index.html", {
+        "title": title,
+        "content": content_html,
+        "toc": toc_html,
+        "image_url": img_url,
+        "target_text": ""
+    })
+
+# Mount the root directory to serve images
+import os
+
+if os.path.exists("data"):
+    app.mount("/data", StaticFiles(directory="data"), name="data")

app/static/assets/load1.js

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app/static/assets/load3.css

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app/static/assets/load4.css

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+.rt-overlay{position:absolute;width:100%;font-size:calc(var(--font-size-medium,1rem) * (13 / 14));line-height:1.5em;z-index:800;top:0}.skin-vector-legacy .rt-overlay{font-size:13px}.skin-monobook .rt-overlay{font-size:12.7px}.rt-tooltip{position:absolute;max-width:27em;background:var(--background-color-base,#fff);color:var(--color-base,#202122);border:1px solid var(--border-color-subtle,#c8ccd1);border-radius:2px;box-shadow:0 20px 48px 0 rgba(0,0,0,0.2)}html.skin-theme-clientpref-night .rt-tooltip{box-shadow:0 20px 48px 0 rgba(0,0,0,1)}.rt-tooltip-above .rt-hoverArea{margin-bottom:-0.6em;padding-bottom:0.6em}.rt-tooltip-below .rt-hoverArea{margin-top:-0.7em;padding-top:0.7em}.rt-scroll{overflow-x:auto}.rt-content{padding:0.7em 0.9em;overflow-wrap:break-word}.rt-tail{background:linear-gradient(to top right,var(--border-color-subtle,#c8ccd1) 48%,rgba(0,0,0,0) 48%);--tail-left:19px;--tail-side-width:13px}.rt-tail,.rt-tail:after{position:absolute;z-index:-1;width:var(--tail-side-width);height:var(--tail-side-width)}.rt-tail:after{content:'';background:var(--background-color-base,#fff);bottom:1px;left:1px}.rt-tooltip-above .rt-tail{transform:rotate(-45deg);transform-origin:100% 100%;bottom:0;left:var(--tail-left)}.rt-tooltip-below .rt-tail{transform:rotate(135deg);transform-origin:0 0;top:0;left:calc(var(--tail-left) + var(--tail-side-width))}.rt-settingsLink{background-image:url(data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%2024%2024%22%3E%0D%0A%20%20%20%20%3Cpath%20fill%3D%22%2354595d%22%20d%3D%22M20%2014.5v-2.9l-1.8-.3c-.1-.4-.3-.8-.6-1.4l1.1-1.5-2.1-2.1-1.5%201.1c-.5-.3-1-.5-1.4-.6L13.5%205h-2.9l-.3%201.8c-.5.1-.9.3-1.4.6L7.4%206.3%205.3%208.4l1%201.5c-.3.5-.4.9-.6%201.4l-1.7.2v2.9l1.8.3c.1.5.3.9.6%201.4l-1%201.5%202.1%202.1%201.5-1c.4.2.9.4%201.4.6l.3%201.8h3l.3-1.8c.5-.1.9-.3%201.4-.6l1.5%201.1%202.1-2.1-1.1-1.5c.3-.5.5-1%20.6-1.4l1.5-.3zM12%2016c-1.7%200-3-1.3-3-3s1.3-3%203-3%203%201.3%203%203-1.3%203-3%203z%22%2F%3E%0D%0A%3C%2Fsvg%3E);float:right;margin:-0.5em -0.5em 0 0.5em;box-sizing:border-box;height:32px;width:32px;border:1px solid transparent;border-radius:2px;background-position:center center;background-repeat:no-repeat;background-size:24px 24px}html.skin-theme-clientpref-night .rt-settingsLink{background-image:url(data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20viewBox%3D%220%200%2024%2024%22%3E%0D%0A%20%20%20%20%3Cpath%20fill%3D%22%23c8ccd1%22%20d%3D%22M20%2014.5v-2.9l-1.8-.3c-.1-.4-.3-.8-.6-1.4l1.1-1.5-2.1-2.1-1.5%201.1c-.5-.3-1-.5-1.4-.6L13.5%205h-2.9l-.3%201.8c-.5.1-.9.3-1.4.6L7.4%206.3%205.3%208.4l1%201.5c-.3.5-.4.9-.6%201.4l-1.7.2v2.9l1.8.3c.1.5.3.9.6%201.4l-1%201.5%202.1%202.1%201.5-1c.4.2.9.4%201.4.6l.3%201.8h3l.3-1.8c.5-.1.9-.3%201.4-.6l1.5%201.1%202.1-2.1-1.1-1.5c.3-.5.5-1%20.6-1.4l1.5-.3zM12%2016c-1.7%200-3-1.3-3-3s1.3-3%203-3%203%201.3%203%203-1.3%203-3%203z%22%2F%3E%0D%0A%3C%2Fsvg%3E)}.rt-settingsLink:hover,.rt-settingsLink:active{background-color:var(--background-color-interactive,#eaecf0)}.rt-settingsLink:active{border-color:var(--border-color-interactive,#72777d)}.rt-settingsLink:focus{outline:1px solid transparent}.rt-settingsLink:focus:not(:active){border-color:var(--border-color-progressive--focus,#36c);box-shadow:inset 0 0 0 1px var(--box-shadow-color-progressive--focus,#36c)}.rt-target{background-color:var(--background-color-progressive-subtle,#eaf3ff)}.rt-enableField{font-weight:bold;margin-bottom:1.25em}.rt-numberInput.rt-numberInput{width:10em}.rt-tooltipsForCommentsField.rt-tooltipsForCommentsField.rt-tooltipsForCommentsField{margin-top:1.25em}.rt-disabledHelp{border-collapse:collapse}.rt-disabledHelp td{padding:0}.rt-disabledNote.rt-disabledNote{vertical-align:bottom;padding-left:0.36em;font-weight:bold}@keyframes rt-fade-in-up{0%{opacity:0;transform:translate(0,20px)}100%{opacity:1;transform:translate(0,0)}}@keyframes rt-fade-in-down{0%{opacity:0;transform:translate(0,-20px)}100%{opacity:1;transform:translate(0,0)}}@keyframes rt-fade-out-down{0%{opacity:1;transform:translate(0,0)}100%{opacity:0;transform:translate(0,20px)}}@keyframes rt-fade-out-up{0%{opacity:1;transform:translate(0,0)}100%{opacity:0;transform:translate(0,-20px)}}.rt-fade-in-up{animation:rt-fade-in-up 0.2s ease forwards}.rt-fade-in-down{animation:rt-fade-in-down 0.2s ease forwards}.rt-fade-out-down{animation:rt-fade-out-down 0.2s ease forwards}.rt-fade-out-up{animation:rt-fade-out-up 0.2s ease forwards}

app/templates/search.html

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+<!DOCTYPE html>
+<html lang="ru">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-width=1.0">
+    <title>Найди себя в Википедии</title>
+    <link rel="icon" href="https://ru.wikipedia.org/static/favicon/wikipedia.ico">
+    <style>
+        body {
+            font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Lato, Helvetica, Arial, sans-serif;
+            background-color: #f8f9fa;
+            margin: 0;
+            padding: 0;
+            display: flex;
+            flex-direction: column;
+            align-items: center;
+            justify-content: center;
+            min-height: 100vh;
+            color: #202122;
+        }
+        .container {
+            text-align: center;
+            background: white;
+            padding: 40px;
+            border-radius: 10px;
+            box-shadow: 0 4px 12px rgba(0,0,0,0.1);
+            max-width: 500px;
+            width: 90%;
+        }
+        .logo {
+            width: 150px;
+            margin-bottom: 20px;
+        }
+        h1 {
+            font-size: 24px;
+            margin-bottom: 10px;
+            font-weight: normal;
+        }
+        .subtitle {
+            color: #72777d;
+            margin-bottom: 30px;
+            font-size: 14px;
+        }
+        .upload-area {
+            border: 2px dashed #a2a9b1;
+            border-radius: 8px;
+            padding: 40px 20px;
+            cursor: pointer;
+            transition: background 0.3s;
+            margin-bottom: 20px;
+            position: relative;
+        }
+        .upload-area:hover {
+            background: #f8f9fa;
+        }
+        .upload-area input[type="file"] {
+            position: absolute;
+            top: 0;
+            left: 0;
+            width: 100%;
+            height: 100%;
+            opacity: 0;
+            cursor: pointer;
+        }
+        .upload-icon {
+            font-size: 40px;
+            color: #36c;
+            margin-bottom: 10px;
+        }
+        .btn-submit {
+            background-color: #36c;
+            color: white;
+            border: none;
+            padding: 12px 24px;
+            font-size: 16px;
+            border-radius: 4px;
+            cursor: pointer;
+            font-weight: bold;
+            transition: background 0.3s;
+            width: 100%;
+        }
+        .btn-submit:hover {
+            background-color: #2a4b8d;
+        }
+        .btn-submit:disabled {
+            background-color: #a2a9b1;
+            cursor: not-allowed;
+        }
+        .note {
+            margin-top: 15px;
+            font-size: 13px;
+            color: #d33;
+            font-weight: bold;
+        }
+        .disclaimer {
+            position: fixed;
+            bottom: 10px;
+            right: 10px;
+            font-size: 11px;
+            color: #a2a9b1;
+            max-width: 250px;
+            text-align: right;
+        }
+        #preview {
+            max-width: 100%;
+            max-height: 200px;
+            margin-top: 15px;
+            display: none;
+            border-radius: 4px;
+        }
+        .loading-overlay {
+            display: none;
+            position: fixed;
+            top: 0;
+            left: 0;
+            width: 100%;
+            height: 100%;
+            background: rgba(255, 255, 255, 0.9);
+            z-index: 1000;
+            flex-direction: column;
+            align-items: center;
+            justify-content: center;
+        }
+        .spinner {
+            border: 4px solid #f3f3f3;
+            border-top: 4px solid #36c;
+            border-radius: 50%;
+            width: 50px;
+            height: 50px;
+            animation: spin 1s linear infinite;
+            margin-bottom: 20px;
+        }
+        @keyframes spin {
+            0% { transform: rotate(0deg); }
+            100% { transform: rotate(360deg); }
+        }
+        .loading-text {
+            font-size: 18px;
+            font-weight: bold;
+            color: #202122;
+            margin-bottom: 10px;
+        }
+        .loading-subtext {
+            color: #72777d;
+            font-size: 14px;
+        }
+    </style>
+</head>
+<body>
+
+    <div class="container">
+        <img src="https://ru.wikipedia.org/static/images/icons/wikipedia.png" alt="Wikipedia" class="logo">
+        <h1>Найди себя в Википедии</h1>
+        <div class="subtitle">Загрузите фотографию, чтобы узнать, что о вас написано в свободной энциклопедии</div>
+
+        <form id="uploadForm" action="/generate" method="post" enctype="multipart/form-data">
+            <div class="upload-area" id="dropZone">
+                <div class="upload-icon">📷</div>
+                <div id="uploadText">Нажмите или перетащите фото сюда</div>
+                <input type="file" name="image" id="imageInput" accept="image/*" required>
+                <img id="preview" alt="Предпр��смотр">
+            </div>
+            
+            <button type="submit" class="btn-submit" id="submitBtn" disabled>Найти статью</button>
+            
+            <div class="note">
+                ⚠️ Внимание: создание статьи занимает около 3 минут. Пожалуйста, не закрывайте страницу.
+            </div>
+        </form>
+    </div>
+
+    <div class="disclaimer">
+        * Данный инструмент не ищет реальные статьи на Википедии, а генерирует шуточные статьи с помощью нейросети на основе загруженной фотографии.
+    </div>
+
+    <div class="loading-overlay" id="loadingOverlay">
+        <div class="spinner"></div>
+        <div class="loading-text">Нейросеть пишет статью...</div>
+        <div class="loading-subtext">Это займет около 3 минут. Пожалуйста, подождите.</div>
+    </div>
+
+    <script>
+        const imageInput = document.getElementById('imageInput');
+        const preview = document.getElementById('preview');
+        const uploadText = document.getElementById('uploadText');
+        const submitBtn = document.getElementById('submitBtn');
+        const uploadForm = document.getElementById('uploadForm');
+        const loadingOverlay = document.getElementById('loadingOverlay');
+
+        imageInput.addEventListener('change', function() {
+            if (this.files && this.files[0]) {
+                const reader = new FileReader();
+                reader.onload = function(e) {
+                    preview.src = e.target.result;
+                    preview.style.display = 'block';
+                    uploadText.style.display = 'none';
+                    submitBtn.disabled = false;
+                }
+                reader.readAsDataURL(this.files[0]);
+            } else {
+                preview.style.display = 'none';
+                uploadText.style.display = 'block';
+                submitBtn.disabled = true;
+            }
+        });
+
+        uploadForm.addEventListener('submit', function() {
+            loadingOverlay.style.display = 'flex';
+        });
+    </script>
+</body>
+</html>