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Upload 4 files
Browse files- Dockerfile +26 -0
- README.md +146 -0
- app.py +194 -0
- requirements.txt +7 -0
Dockerfile
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FROM python:3.10-slim
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# System dependencies (FFmpeg is required for audio processing via yt_dlp)
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RUN apt-get update \
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&& apt-get install -y --no-install-recommends ffmpeg curl \
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&& rm -rf /var/lib/apt/lists/*
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WORKDIR /app
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# Copy and install dependencies
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COPY requirements.txt ./
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy the application code
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COPY app.py ./
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# Environment variables for Gradio
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ENV GRADIO_SERVER_NAME=0.0.0.0 \
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GRADIO_SERVER_PORT=7860 \
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PYTHONUNBUFFERED=1
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# Expose the default Gradio port
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EXPOSE 7860
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# Start the app
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CMD ["python", "app.py"]
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README.md
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@@ -0,0 +1,146 @@
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\# YouTube Translator \& Speaker (Hugging Face — Docker Space)
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A fully automated app that:
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✅ Extracts video transcript using YouTube captions
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✅ Falls back to OpenAI Whisper if no captions exist (requires `OPENAI\_API\_KEY`)
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✅ Translates to any selected language (OpenAI GPT model)
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✅ Optional: Converts translation to speech using `edge-tts` (free, no key required)
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---
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\## 🚀 Deploy on Hugging Face (Docker)
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\### 1️⃣ Create a new Space
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\- Go to Hugging Face → New Space → Choose \*\*Docker\*\*
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\- Give it a name (e.g., `youtube-translator`)
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\- Visibility: Public or Private (your choice)
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\### 2️⃣ Upload the following files:
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📦 `app.py`
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📦 `requirements.txt`
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📦 `Dockerfile`
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📦 `README.md` (optional but recommended)
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\### 3️⃣ Add your OpenAI API Key
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Go to \*\*Settings → Secrets → Add New Secret\*\*
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| Name | Value |
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|------------------|--------------------------------|
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| `OPENAI\_API\_KEY` | `sk-xxxxxxxxxxxxxxxxxxxxxx` |
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💡 Without this key:
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\- Whisper transcription fallback will NOT work
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\- Translation will NOT work (only original captions will show)
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\### 4️⃣ Restart the Space
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The app will build and launch on port 7860 automatically.
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---
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\## 📍 Usage
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1\. Paste YouTube \*\*URL\*\* or \*\*11-char ID\*\*
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2\. Choose a language (`en`, `es`, `hi`, `ha`, `fr`, etc.)
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3\. (Optional) Keep "Generate Speech" ON
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4\. Click \*\*Submit\*\* → Done ✅
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---
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\## ⚠ Common Errors \& Fixes
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| Error Message | Solution |
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|--------------|----------|
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| Invalid video ID | Use a proper YouTube URL or 11-char ID |
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| No captions found + no API key | Add `OPENAI\_API\_KEY` or use a video with subtitles |
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| Translation failed | Check your API key / rate limit |
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| TTS not playing | Retry or uncheck “Generate Speech” |
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---
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\## 🛡 Security \& Best Practices
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✅ Do NOT hardcode API keys
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✅ Use Hugging Face Secrets
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✅ Rotate your OpenAI key regularly
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✅ Avoid public exposure of keys in screenshots or code
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---
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\## 💻 Local Development
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```bash
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python -m venv .venv \&\& source .venv/bin/activate
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pip install -r requirements.txt
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export OPENAI\_API\_KEY=sk-...
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python app.py
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app.py
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import os
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import re
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import asyncio
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import tempfile
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from typing import Tuple, Optional
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import gradio as gr
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from youtube_transcript_api import YouTubeTranscriptApi, TranscriptsDisabled, NoTranscriptFound, CouldNotRetrieveTranscript
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import yt_dlp
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from openai import OpenAI
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from langcodes import Language
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import edge_tts
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY", "")
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# ---------------------------
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# Helpers
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# ---------------------------
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def extract_video_id(url_or_id: str) -> Optional[str]:
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"""Accepts a full YouTube URL or bare ID and returns the 11-char video id."""
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if not url_or_id:
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return None
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if re.fullmatch(r"[A-Za-z0-9_-]{11}", url_or_id):
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return url_or_id
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patterns = [
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r"(?:v=|/v/|youtu\.be/|/embed/)([A-Za-z0-9_-]{11})",
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]
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for p in patterns:
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m = re.search(p, url_or_id)
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if m:
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return m.group(1)
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return None
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def get_transcript_text(video_id: str) -> Tuple[Optional[str], Optional[str]]:
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"""Return (transcript_text, source_lang) if available via YouTube captions."""
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try:
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listing = YouTubeTranscriptApi.list_transcripts(video_id)
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preferred = None
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try:
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preferred = listing.find_manually_created_transcript(listing._manually_created_transcripts.keys())
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except Exception:
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pass
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if not preferred:
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try:
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preferred = listing.find_generated_transcript(listing._generated_transcripts.keys())
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except Exception:
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pass
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if not preferred:
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all_trans = list(listing)
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if not all_trans:
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return None, None
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preferred = all_trans[0]
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parts = preferred.fetch()
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text = "\n".join(p["text"].strip() for p in parts if p.get("text"))
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src_lang = preferred.language_code or ""
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return text, src_lang
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except (TranscriptsDisabled, NoTranscriptFound, CouldNotRetrieveTranscript):
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return None, None
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except Exception:
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return None, None
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def download_audio(video_id: str) -> str:
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tmpdir = tempfile.mkdtemp()
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outfile = os.path.join(tmpdir, f"{video_id}.mp3")
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ydl_opts = {
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"format": "bestaudio/best",
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"outtmpl": os.path.join(tmpdir, f"%(id)s.%(ext)s"),
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"postprocessors": [
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{
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"key": "FFmpegExtractAudio",
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"preferredcodec": "mp3",
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"preferredquality": "192",
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}
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],
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"quiet": True,
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"noprogress": True,
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}
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with yt_dlp.YoutubeDL(ydl_opts) as ydl:
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ydl.download([f"https://www.youtube.com/watch?v={video_id}"])
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return outfile
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def transcribe_with_openai(mp3_path: str) -> str:
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client = OpenAI(api_key=OPENAI_API_KEY)
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with open(mp3_path, "rb") as f:
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transcript = client.audio.transcriptions.create(
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model="gpt-4o-transcribe",
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+
file=f,
|
| 92 |
+
response_format="text",
|
| 93 |
+
)
|
| 94 |
+
return str(transcript)
|
| 95 |
+
|
| 96 |
+
|
| 97 |
+
def openai_translate(text: str, target_lang_code: str) -> str:
|
| 98 |
+
client = OpenAI(api_key=OPENAI_API_KEY)
|
| 99 |
+
try:
|
| 100 |
+
lang_name = Language.make(target_lang_code).display_name("en")
|
| 101 |
+
except Exception:
|
| 102 |
+
lang_name = target_lang_code
|
| 103 |
+
sys_prompt = (
|
| 104 |
+
"You are a professional media translator. Translate the user's transcript into the target language. "
|
| 105 |
+
"Keep meaning, style, and names. Remove timestamps. Output ONLY the translation without commentary."
|
| 106 |
+
)
|
| 107 |
+
msg = [
|
| 108 |
+
{"role": "system", "content": sys_prompt},
|
| 109 |
+
{
|
| 110 |
+
"role": "user",
|
| 111 |
+
"content": f"Target language: {lang_name} ({target_lang_code}).\n\nTranscript to translate:\n{text}",
|
| 112 |
+
},
|
| 113 |
+
]
|
| 114 |
+
resp = client.chat.completions.create(model="gpt-4o-mini", messages=msg, temperature=0.2)
|
| 115 |
+
return resp.choices[0].message.content.strip()
|
| 116 |
+
|
| 117 |
+
|
| 118 |
+
VOICE_MAP = {
|
| 119 |
+
"en": "en-US-JennyNeural",
|
| 120 |
+
"es": "es-ES-ElviraNeural",
|
| 121 |
+
"fr": "fr-FR-DeniseNeural",
|
| 122 |
+
"de": "de-DE-KatjaNeural",
|
| 123 |
+
"hi": "hi-IN-SwaraNeural",
|
| 124 |
+
"ar": "ar-EG-SalmaNeural",
|
| 125 |
+
"pt": "pt-BR-FranciscaNeural",
|
| 126 |
+
"ru": "ru-RU-SvetlanaNeural",
|
| 127 |
+
"ja": "ja-JP-NanamiNeural",
|
| 128 |
+
"ko": "ko-KR-SunHiNeural",
|
| 129 |
+
"zh": "zh-CN-XiaoxiaoNeural",
|
| 130 |
+
"ha": "en-US-JennyNeural",
|
| 131 |
+
}
|
| 132 |
+
|
| 133 |
+
|
| 134 |
+
async def synthesize_edge_tts(text: str, lang_code: str) -> str:
|
| 135 |
+
voice = VOICE_MAP.get(lang_code.split("-")[0], VOICE_MAP["en"])
|
| 136 |
+
tmp = tempfile.NamedTemporaryFile(suffix=".mp3", delete=False)
|
| 137 |
+
tmp.close()
|
| 138 |
+
communicate = edge_tts.Communicate(text, voice=voice)
|
| 139 |
+
with open(tmp.name, "wb") as f:
|
| 140 |
+
async for chunk in communicate.stream():
|
| 141 |
+
if chunk["type"] == "audio":
|
| 142 |
+
f.write(chunk["data"])
|
| 143 |
+
return tmp.name
|
| 144 |
+
|
| 145 |
+
|
| 146 |
+
def process(url_or_id: str, target_lang: str, do_tts: bool):
|
| 147 |
+
vid = extract_video_id(url_or_id)
|
| 148 |
+
if not vid:
|
| 149 |
+
return gr.update(value="", visible=True), gr.update(value=None, visible=do_tts), "Invalid YouTube ID/URL."
|
| 150 |
+
text, src_lang = get_transcript_text(vid)
|
| 151 |
+
if (not text or len(text) < 20) and OPENAI_API_KEY:
|
| 152 |
+
try:
|
| 153 |
+
mp3 = download_audio(vid)
|
| 154 |
+
text = transcribe_with_openai(mp3)
|
| 155 |
+
except Exception as e:
|
| 156 |
+
return gr.update(value="", visible=True), gr.update(value=None, visible=do_tts), f"Transcription failed: {e}"
|
| 157 |
+
elif not text:
|
| 158 |
+
return gr.update(value="", visible=True), gr.update(value=None, visible=do_tts), (
|
| 159 |
+
"No captions found and no OPENAI_API_KEY provided."
|
| 160 |
+
)
|
| 161 |
+
try:
|
| 162 |
+
translated = openai_translate(text, target_lang) if OPENAI_API_KEY else text
|
| 163 |
+
warn = "" if OPENAI_API_KEY else "No translation (API key missing)."
|
| 164 |
+
except Exception as e:
|
| 165 |
+
return gr.update(value="", visible=True), gr.update(value=None, visible=do_tts), f"Translation failed: {e}"
|
| 166 |
+
audio_path = None
|
| 167 |
+
if do_tts and translated:
|
| 168 |
+
try:
|
| 169 |
+
audio_path = asyncio.run(synthesize_edge_tts(translated, target_lang))
|
| 170 |
+
except RuntimeError:
|
| 171 |
+
loop = asyncio.get_event_loop()
|
| 172 |
+
audio_path = loop.run_until_complete(synthesize_edge_tts(translated, target_lang))
|
| 173 |
+
return gr.update(value=translated, visible=True), gr.update(value=audio_path, visible=do_tts), warn
|
| 174 |
+
|
| 175 |
+
|
| 176 |
+
with gr.Blocks(theme=gr.themes.Soft(), title="YouTube Translator & Speaker") as demo:
|
| 177 |
+
gr.Markdown("# YouTube Translator and Speaker")
|
| 178 |
+
with gr.Row():
|
| 179 |
+
with gr.Column(scale=1):
|
| 180 |
+
video_in = gr.Textbox(label="YouTube URL or Video ID")
|
| 181 |
+
lang = gr.Dropdown(label="Target Language", choices=["en","es","fr","de","hi","ar","pt","ru","ja","ko","zh","ha"], value="en")
|
| 182 |
+
do_tts = gr.Checkbox(label="Generate Speech", value=True)
|
| 183 |
+
submit = gr.Button("Submit", variant="primary")
|
| 184 |
+
clear = gr.Button("Clear")
|
| 185 |
+
with gr.Column(scale=1):
|
| 186 |
+
out_text = gr.Textbox(label="Translated Text", lines=14)
|
| 187 |
+
out_audio = gr.Audio(label="Speech (MP3)", type="filepath")
|
| 188 |
+
status = gr.Markdown(visible=True)
|
| 189 |
+
|
| 190 |
+
submit.click(fn=process, inputs=[video_in, lang, do_tts], outputs=[out_text, out_audio, status])
|
| 191 |
+
clear.click(lambda: ("", None, ""), outputs=[out_text, out_audio, status])
|
| 192 |
+
|
| 193 |
+
if __name__ == "__main__":
|
| 194 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio==4.44.0
|
| 2 |
+
youtube-transcript-api==0.6.2
|
| 3 |
+
yt_dlp==2025.1.26
|
| 4 |
+
openai>=1.40.0
|
| 5 |
+
edge-tts==6.1.11
|
| 6 |
+
langcodes==3.4.0
|
| 7 |
+
python-dotenv==1.0.1
|