diff --git a/.github/workflows/ci-cd.yaml b/.github/workflows/ci-cd.yaml new file mode 100644 index 0000000..591ea9d --- /dev/null +++ b/.github/workflows/ci-cd.yaml @@ -0,0 +1,33 @@ +# Copyright Jiaqi Liu +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +--- +name: CI/CD + +on: + pull_request: + push: + branches: [master] + +jobs: + sync-to-huggingface-space: + runs-on: ubuntu-latest + steps: + - uses: actions/checkout@v3 + with: + fetch-depth: 0 + lfs: true + - name: Push to hub + run: git push https://QubitPi:$HF_TOKEN@huggingface.co/spaces/QubitPi/tiger master:main -f + env: + HF_TOKEN: ${{ secrets.HF_TOKEN }} diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..d868f45 --- /dev/null +++ b/.gitignore @@ -0,0 +1,4 @@ +.venv +.idea/ +.DS_Store +__pycache__ diff --git "a/01_\360\237\216\245_Input_YouTube_Link.py" "b/01_\360\237\216\245_Input_YouTube_Link.py" new file mode 100644 index 0000000..ab467ae --- /dev/null +++ "b/01_\360\237\216\245_Input_YouTube_Link.py" @@ -0,0 +1,258 @@ +import whisper +from pytubefix import YouTube +from pytubefix.cli import on_progress +import requests +import time +import streamlit as st +from streamlit_lottie import st_lottie +import numpy as np +import os +from typing import Iterator +from io import StringIO +from utils import write_vtt, write_srt +import ffmpeg +from languages import LANGUAGES +import torch +from zipfile import ZipFile +from io import BytesIO +import base64 +import pathlib +import re + +st.set_page_config(page_title="Auto Subtitled Video Generator", page_icon=":movie_camera:", layout="wide") + +torch.cuda.is_available() +DEVICE = "cuda" if torch.cuda.is_available() else "cpu" +# Model options: tiny, base, small, medium, large +loaded_model = whisper.load_model("small", device=DEVICE) +current_size = "None" + + + +# Define a function that we can use to load lottie files from a link. +def load_lottieurl(url: str): + r = requests.get(url) + if r.status_code != 200: + return None + return r.json() + +APP_DIR = pathlib.Path(__file__).parent.absolute() + +LOCAL_DIR = APP_DIR / "local_youtube" +LOCAL_DIR.mkdir(exist_ok=True) +save_dir = LOCAL_DIR / "output" +save_dir.mkdir(exist_ok=True) + + + +col1, col2 = st.columns([1, 3]) +with col1: + lottie = load_lottieurl("https://assets8.lottiefiles.com/packages/lf20_jh9gfdye.json") + st_lottie(lottie) + +with col2: + st.write(""" + ## Auto Subtitled Video Generator + ##### Input a YouTube video link and get a video with subtitles. + ###### ➠ If you want to transcribe the video in its original language, select the task as "Transcribe" + ###### ➠ If you want to translate the subtitles to English, select the task as "Translate" + ###### I recommend starting with the base model and then experimenting with the larger models, the small and medium models often work well. """) + + +def download_video(link): + yt = YouTube(link, on_progress_callback=on_progress) + ys = yt.streams.get_highest_resolution() + video = ys.download(filename=f"{save_dir}/youtube_video.mp4") + return video + + +def convert(seconds): + return time.strftime("%H:%M:%S", time.gmtime(seconds)) + + +def change_model(current_size, size): + if current_size != size: + loaded_model = whisper.load_model(size) + return loaded_model + else: + raise Exception("Model size is the same as the current size.") + + +def inference(link, loaded_model, task): + yt = YouTube(link, on_progress_callback=on_progress) + ys = yt.streams.get_audio_only() + path = ys.download(filename=f"{save_dir}/audio.mp3", mp3=True) + if task == "Transcribe": + options = dict(task="transcribe", best_of=5) + results = loaded_model.transcribe(path, **options) + vtt = getSubs(results["segments"], "vtt", 80) + srt = getSubs(results["segments"], "srt", 80) + lang = results["language"] + return results["text"], vtt, srt, lang + elif task == "Translate": + options = dict(task="translate", best_of=5) + results = loaded_model.transcribe(path, **options) + vtt = getSubs(results["segments"], "vtt", 80) + srt = getSubs(results["segments"], "srt", 80) + lang = results["language"] + return results["text"], vtt, srt, lang + else: + raise ValueError("Task not supported") + + +def getSubs(segments: Iterator[dict], format: str, maxLineWidth: int) -> str: + segmentStream = StringIO() + + if format == 'vtt': + write_vtt(segments, file=segmentStream, maxLineWidth=maxLineWidth) + elif format == 'srt': + write_srt(segments, file=segmentStream, maxLineWidth=maxLineWidth) + else: + raise Exception("Unknown format " + format) + + segmentStream.seek(0) + return segmentStream.read() + + +def get_language_code(language): + if language in LANGUAGES.keys(): + detected_language = LANGUAGES[language] + return detected_language + else: + raise ValueError("Language not supported") + + +def generate_subtitled_video(video, audio, transcript): + video_file = ffmpeg.input(video) + audio_file = ffmpeg.input(audio) + ffmpeg.concat(video_file.filter("subtitles", transcript), audio_file, v=1, a=1).output("youtube_sub.mp4").run(quiet=True, overwrite_output=True) + video_with_subs = open("youtube_sub.mp4", "rb") + return video_with_subs + + +def main(): + size = st.selectbox("Select Model Size (The larger the model, the more accurate the transcription will be, but it will take longer)", ["tiny", "base", "small", "medium", "large-v3"], index=1) + loaded_model = change_model(current_size, size) + st.write(f"Model is {'multilingual' if loaded_model.is_multilingual else 'English-only'} " + f"and has {sum(np.prod(p.shape) for p in loaded_model.parameters()):,} parameters.") + link = st.text_input("YouTube Link (The longer the video, the longer the processing time)", placeholder="Input YouTube link and press enter") + task = st.selectbox("Select Task", ["Transcribe", "Translate"], index=0) + if task == "Transcribe": + if st.button("Transcribe"): + with st.spinner("Transcribing the video..."): + results = inference(link, loaded_model, task) + video = download_video(link) + lang = results[3] + detected_language = get_language_code(lang) + + col3, col4 = st.columns(2) + with col3: + st.video(video) + + # Split result["text"] on !,? and . , but save the punctuation + sentences = re.split("([!?.])", results[0]) + # Join the punctuation back to the sentences + sentences = ["".join(i) for i in zip(sentences[0::2], sentences[1::2])] + text = "\n\n".join(sentences) + with open("transcript.txt", "w+", encoding='utf8') as f: + f.writelines(text) + f.close() + with open(os.path.join(os.getcwd(), "transcript.txt"), "rb") as f: + datatxt = f.read() + + with open("transcript.vtt", "w+",encoding='utf8') as f: + f.writelines(results[1]) + f.close() + with open(os.path.join(os.getcwd(), "transcript.vtt"), "rb") as f: + datavtt = f.read() + + with open("transcript.srt", "w+",encoding='utf8') as f: + f.writelines(results[2]) + f.close() + with open(os.path.join(os.getcwd(), "transcript.srt"), "rb") as f: + datasrt = f.read() + + with col4: + with st.spinner("Generating Subtitled Video"): + video_with_subs = generate_subtitled_video(video, f"{save_dir}/audio.mp3", "transcript.srt") + st.video(video_with_subs) + st.balloons() + + zipObj = ZipFile("YouTube_transcripts_and_video.zip", "w") + zipObj.write("transcript.txt") + zipObj.write("transcript.vtt") + zipObj.write("transcript.srt") + zipObj.write("youtube_sub.mp4") + zipObj.close() + ZipfileDotZip = "YouTube_transcripts_and_video.zip" + with open(ZipfileDotZip, "rb") as f: + datazip = f.read() + b64 = base64.b64encode(datazip).decode() + href = f"\ + Download Transcripts and Video\ + " + st.markdown(href, unsafe_allow_html=True) + + elif task == "Translate": + if st.button("Translate to English"): + with st.spinner("Translating to English..."): + results = inference(link, loaded_model, task) + video = download_video(link) + lang = results[3] + detected_language = get_language_code(lang) + + col3, col4 = st.columns(2) + with col3: + st.video(video) + + # Split result["text"] on !,? and . , but save the punctuation + sentences = re.split("([!?.])", results[0]) + # Join the punctuation back to the sentences + sentences = ["".join(i) for i in zip(sentences[0::2], sentences[1::2])] + text = "\n\n".join(sentences) + with open("transcript.txt", "w+", encoding='utf8') as f: + f.writelines(text) + f.close() + with open(os.path.join(os.getcwd(), "transcript.txt"), "rb") as f: + datatxt = f.read() + + with open("transcript.vtt", "w+",encoding='utf8') as f: + f.writelines(results[1]) + f.close() + with open(os.path.join(os.getcwd(), "transcript.vtt"), "rb") as f: + datavtt = f.read() + + with open("transcript.srt", "w+",encoding='utf8') as f: + f.writelines(results[2]) + f.close() + with open(os.path.join(os.getcwd(), "transcript.srt"), "rb") as f: + datasrt = f.read() + + with col4: + with st.spinner("Generating Subtitled Video"): + video_with_subs = generate_subtitled_video(video, f"{save_dir}/audio.mp3", "transcript.srt") + st.video(video_with_subs) + st.balloons() + + zipObj = ZipFile("YouTube_transcripts_and_video.zip", "w") + zipObj.write("transcript.txt") + zipObj.write("transcript.vtt") + zipObj.write("transcript.srt") + zipObj.write("youtube_sub.mp4") + zipObj.close() + ZipfileDotZip = "YouTube_transcripts_and_video.zip" + with open(ZipfileDotZip, "rb") as f: + datazip = f.read() + b64 = base64.b64encode(datazip).decode() + href = f"\ + Download Transcripts and Video\ + " + st.markdown(href, unsafe_allow_html=True) + + else: + st.info("Please select a task.") + + +if __name__ == "__main__": + main() + \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..7d7429c --- /dev/null +++ b/LICENSE @@ -0,0 +1,201 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2024 Jiaqi Liu + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/README.md b/README.md new file mode 100644 index 0000000..8876be4 --- /dev/null +++ b/README.md @@ -0,0 +1,6 @@ +Tiger +===== + +![Python Version Badge][Python Version Badge] + +Tiger is a Hugging Face space that helps language learner to extract movie subtitles diff --git a/languages.py b/languages.py new file mode 100644 index 0000000..0551511 --- /dev/null +++ b/languages.py @@ -0,0 +1,101 @@ +LANGUAGES = { + "en": "eng", + "zh": "zho", + "de": "deu", + "es": "spa", + "ru": "rus", + "ko": "kor", + "fr": "fra", + "ja": "jpn", + "pt": "por", + "tr": "tur", + "pl": "pol", + "ca": "cat", + "nl": "nld", + "ar": "ara", + "sv": "swe", + "it": "ita", + "id": "ind", + "hi": "hin", + "fi": "fin", + "vi": "vie", + "iw": "heb", + "uk": "ukr", + "el": "ell", + "ms": "msa", + "cs": "ces", + "ro": "ron", + "da": "dan", + "hu": "hun", + "ta": "tam", + "no": "nor", + "th": "tha", + "ur": "urd", + "hr": "hrv", + "bg": "bul", + "lt": "lit", + "la": "lat", + "mi": "mri", + "ml": "mal", + "cy": "cym", + "sk": "slk", + "te": "tel", + "fa": "fas", + "lv": "lav", + "bn": "ben", + "sr": "srp", + "az": "aze", + "sl": "slv", + "kn": "kan", + "et": "est", + "mk": "mkd", + "br": "bre", + "eu": "eus", + "is": "isl", + "hy": "hye", + "ne": "nep", + "mn": "mon", + "bs": "bos", + "kk": "kaz", + "sq": "sqi", + "sw": "swa", + "gl": "glg", + "mr": "mar", + "pa": "pan", + "si": "sin", + "km": "khm", + "sn": "sna", + "yo": "yor", + "so": "som", + "af": "afr", + "oc": "oci", + "ka": "kat", + "be": "bel", + "tg": "tgk", + "sd": "snd", + "gu": "guj", + "am": "amh", + "yi": "yid", + "lo": "lao", + "uz": "uzb", + "fo": "fao", + "ht": "hat", + "ps": "pus", + "tk": "tuk", + "nn": "nno", + "mt": "mlt", + "sa": "san", + "lb": "ltz", + "my": "mya", + "bo": "bod", + "tl": "tgl", + "mg": "mlg", + "as": "asm", + "tt": "tat", + "haw": "haw", + "ln": "lin", + "ha": "hau", + "ba": "bak", + "jw": "jav", + "su": "sun", +} \ No newline at end of file diff --git a/packages.txt b/packages.txt new file mode 100644 index 0000000..20645e6 --- /dev/null +++ b/packages.txt @@ -0,0 +1 @@ +ffmpeg diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..17f7a3f --- /dev/null +++ b/requirements.txt @@ -0,0 +1,10 @@ +ffmpeg==1.4 +ffmpeg_python==0.2.0 +numpy==1.23.3 +pytubefix==6.13.0 +requests==2.32.3 +streamlit==1.37.1 +streamlit_lottie==0.0.3 +torch==2.4.0 +transformers==4.44.0 +openai-whisper \ No newline at end of file