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Create app.py
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app.py
ADDED
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| 1 |
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import os
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| 2 |
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import io
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| 3 |
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import re
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| 4 |
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import json
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import tempfile
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import shutil
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import logging
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import base64
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from concurrent.futures import ThreadPoolExecutor
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from fastapi import FastAPI, UploadFile, File, Form, HTTPException
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from fastapi.staticfiles import StaticFiles
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from fastapi.responses import FileResponse
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from fastapi.middleware.cors import CORSMiddleware
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from PIL import Image
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import rarfile
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import zipfile
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import google.generativeai as genai
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# Configure logging
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logging.basicConfig(level=logging.INFO)
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| 22 |
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logger = logging.getLogger(__name__)
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app = FastAPI()
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# 1. Enable CORS (good practice, though less critical if serving static from same origin)
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app.add_middleware(
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CORSMiddleware,
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allow_origins=["*"],
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allow_credentials=True,
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allow_methods=["*"],
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allow_headers=["*"],
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)
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# 2. Utility Functions
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| 36 |
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def parse_srt_time_to_ms(time_str):
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try:
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if not time_str: return 0
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time, ms = time_str.replace(',', '.').split('.')
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hours, minutes, seconds = map(int, time.split(':'))
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| 41 |
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return (hours * 3600000) + (minutes * 60000) + (seconds * 1000) + int(ms)
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| 42 |
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except Exception:
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return 0
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| 45 |
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def parse_filename_to_ms(filename):
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match = re.search(r'(\d{1,2})_(\d{2})_(\d{2})_(\d{3})', filename)
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| 47 |
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if not match:
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return None
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h, m, s, ms = map(int, match.groups())
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| 50 |
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return (h * 3600000) + (m * 60000) + (s * 1000) + ms
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def parse_srt(content: str):
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blocks = content.replace('\r\n', '\n').replace('\r', '\n').strip().split('\n\n')
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| 54 |
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parsed = []
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for block in blocks:
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lines = block.split('\n')
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if len(lines) >= 2:
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| 58 |
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time_line = lines[1]
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if '-->' in time_line:
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start_str = time_line.split('-->')[0].strip()
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text = " ".join(lines[2:]) if len(lines) > 2 else "[BLANK]"
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parsed.append({
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"id": lines[0],
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"time": time_line,
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| 65 |
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"startTimeMs": parse_srt_time_to_ms(start_str),
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| 66 |
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"text": text
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})
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return parsed
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| 69 |
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| 70 |
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def compress_image(image_bytes, quality=70, max_width=800):
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| 71 |
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try:
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img = Image.open(io.BytesIO(image_bytes))
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| 73 |
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if img.mode != 'RGB':
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img = img.convert('RGB')
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width, height = img.size
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| 77 |
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if width > max_width:
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height = int((height * max_width) / width)
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width = max_width
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img = img.resize((width, height), Image.Resampling.LANCZOS)
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| 81 |
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| 82 |
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buffer = io.BytesIO()
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| 83 |
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img.save(buffer, format="JPEG", quality=quality)
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| 84 |
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return buffer.getvalue()
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| 85 |
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except Exception as e:
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| 86 |
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logger.error(f"Image compression failed: {e}")
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| 87 |
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return None
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| 88 |
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| 89 |
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def process_batch_gemini(api_key, items):
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| 90 |
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try:
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| 91 |
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genai.configure(api_key=api_key)
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| 92 |
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model = genai.GenerativeModel('gemini-2.0-flash')
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| 93 |
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| 94 |
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prompt_parts = [
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| 95 |
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"You are a Subtitle Quality Control (QC) bot.",
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| 96 |
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f"I will provide {len(items)} images and the EXPECTED subtitle text for each.",
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| 97 |
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"Return a JSON array strictly following this schema:",
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| 98 |
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'[{"index": <int>, "detected_text": "<string>", "match": <bool>, "reason": "<string>"}, ...]',
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| 99 |
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"Return ONLY the JSON. No markdown."
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| 100 |
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]
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| 102 |
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for item in items:
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prompt_parts.append(f"\n--- Item {item['index']} ---")
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| 104 |
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prompt_parts.append(f"Index: {item['index']}")
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| 105 |
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prompt_parts.append(f"Expected Text: \"{item['expected_text']}\"")
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| 106 |
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prompt_parts.append(f"Image:")
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| 107 |
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img = Image.open(io.BytesIO(item['image_data']))
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| 108 |
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prompt_parts.append(img)
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| 109 |
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| 110 |
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response = model.generate_content(prompt_parts)
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| 111 |
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text = response.text.replace("```json", "").replace("```", "").strip()
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| 112 |
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return json.loads(text)
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| 113 |
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except Exception as e:
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| 114 |
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logger.error(f"Gemini API Error with key ...{api_key[-4:]}: {e}")
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| 115 |
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return None
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| 116 |
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| 117 |
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# 3. API Endpoint
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| 118 |
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@app.post("/api/analyze")
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| 119 |
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async def analyze_subtitles(
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| 120 |
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srt_file: UploadFile = File(...),
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| 121 |
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media_files: list[UploadFile] = File(...),
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| 122 |
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api_keys: str = Form(...),
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| 123 |
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batch_size: int = Form(20)
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| 124 |
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):
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| 125 |
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temp_dir = tempfile.mkdtemp()
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| 126 |
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try:
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| 127 |
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# Read SRT
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| 128 |
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srt_content = (await srt_file.read()).decode('utf-8', errors='ignore')
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| 129 |
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srt_data = parse_srt(srt_content)
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| 130 |
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srt_data.sort(key=lambda x: x['startTimeMs'])
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| 131 |
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| 132 |
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# Process Media
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| 133 |
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images = []
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| 134 |
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| 135 |
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for file in media_files:
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file_path = os.path.join(temp_dir, file.filename)
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| 137 |
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with open(file_path, "wb") as f:
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| 138 |
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shutil.copyfileobj(file.file, f)
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| 139 |
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| 140 |
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if file.filename.lower().endswith('.rar'):
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| 141 |
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# Docker guarantees 'unrar' is installed
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| 142 |
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try:
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| 143 |
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with rarfile.RarFile(file_path) as rf:
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| 144 |
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rf.extractall(temp_dir)
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| 145 |
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except rarfile.RarCannotExec:
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| 146 |
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raise HTTPException(status_code=500, detail="Unrar executable not found in container.")
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| 147 |
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elif file.filename.lower().endswith('.zip'):
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| 148 |
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with zipfile.ZipFile(file_path, 'r') as zf:
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| 149 |
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zf.extractall(temp_dir)
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| 150 |
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| 151 |
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for root, _, files in os.walk(temp_dir):
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| 152 |
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for filename in files:
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| 153 |
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if filename.lower().endswith(('.jpg', '.jpeg', '.png', '.webp', '.bmp')):
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| 154 |
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full_path = os.path.join(root, filename)
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| 155 |
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ms = parse_filename_to_ms(filename)
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| 156 |
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if ms is not None:
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| 157 |
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with open(full_path, "rb") as f:
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| 158 |
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raw_bytes = f.read()
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| 159 |
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compressed = compress_image(raw_bytes)
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| 160 |
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if compressed:
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| 161 |
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images.append({
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| 162 |
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"filename": filename,
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| 163 |
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"timeMs": ms,
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| 164 |
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"data": compressed
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| 165 |
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})
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| 166 |
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|
| 167 |
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images.sort(key=lambda x: x['timeMs'])
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| 168 |
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| 169 |
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pairs = []
|
| 170 |
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for i in range(len(images)):
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| 171 |
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img = images[i]
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| 172 |
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srt = srt_data[i] if i < len(srt_data) else None
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| 173 |
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| 174 |
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if srt:
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| 175 |
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thumb_bytes = compress_image(img['data'], quality=50, max_width=300)
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| 176 |
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thumb_b64 = base64.b64encode(thumb_bytes).decode('utf-8')
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| 177 |
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| 178 |
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pairs.append({
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| 179 |
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"index": i,
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| 180 |
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"image_data": img['data'],
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| 181 |
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"expected_text": srt['text'],
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| 182 |
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"srt_id": srt['id'],
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| 183 |
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"srt_time": srt['time'],
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| 184 |
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"filename": img['filename'],
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| 185 |
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"thumb": f"data:image/jpeg;base64,{thumb_b64}",
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| 186 |
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"status": "pending"
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| 187 |
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})
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| 188 |
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| 189 |
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if not pairs:
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| 190 |
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return {"status": "error", "message": "No valid image/subtitle pairs found."}
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| 191 |
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| 192 |
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# Process Gemini
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| 193 |
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keys = [k.strip() for k in api_keys.split('\n') if k.strip()]
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| 194 |
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if not keys:
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| 195 |
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raise HTTPException(status_code=400, detail="No API Keys provided")
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| 196 |
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| 197 |
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results_map = {}
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| 198 |
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batches = [pairs[i:i + batch_size] for i in range(0, len(pairs), batch_size)]
|
| 199 |
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| 200 |
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def worker(batch_idx, batch):
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| 201 |
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key = keys[batch_idx % len(keys)]
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| 202 |
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return process_batch_gemini(key, batch)
|
| 203 |
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| 204 |
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with ThreadPoolExecutor(max_workers=len(keys)) as executor:
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| 205 |
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futures = [executor.submit(worker, i, b) for i, b in enumerate(batches)]
|
| 206 |
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for future in futures:
|
| 207 |
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res = future.result()
|
| 208 |
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if res:
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| 209 |
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for item in res:
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| 210 |
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results_map[item['index']] = item
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| 211 |
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| 212 |
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final_output = []
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| 213 |
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for p in pairs:
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| 214 |
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analysis = results_map.get(p['index'])
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| 215 |
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status = "pending"
|
| 216 |
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reason = ""
|
| 217 |
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detected = ""
|
| 218 |
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if analysis:
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| 219 |
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status = "match" if analysis['match'] else "mismatch"
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| 220 |
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reason = analysis.get('reason', '')
|
| 221 |
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detected = analysis.get('detected_text', '')
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| 222 |
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| 223 |
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final_output.append({
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| 224 |
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"id": p['index'],
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| 225 |
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"filename": p['filename'],
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| 226 |
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"thumb": p['thumb'],
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| 227 |
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"expected": p['expected_text'],
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| 228 |
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"detected": detected,
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| 229 |
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"status": status,
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| 230 |
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"reason": reason,
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| 231 |
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"srt_id": p['srt_id'],
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| 232 |
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"srt_time": p['srt_time']
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| 233 |
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})
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| 234 |
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| 235 |
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return {"status": "success", "results": final_output}
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| 236 |
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| 237 |
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except Exception as e:
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| 238 |
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logger.error(f"Server Error: {e}")
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| 239 |
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raise HTTPException(status_code=500, detail=str(e))
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| 240 |
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finally:
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| 241 |
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shutil.rmtree(temp_dir)
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| 242 |
+
|
| 243 |
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# 4. Serve Static Files (Frontend)
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| 244 |
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app.mount("/", StaticFiles(directory="static", html=True), name="static")
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