Spaces:
Sleeping
Sleeping
Ibrahim Olanigan
commited on
Commit
·
61a06c1
1
Parent(s):
1e5ea64
Add Application files
Browse files- app.py +163 -0
- requirements.txt +5 -0
app.py
ADDED
@@ -0,0 +1,163 @@
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1 |
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import streamlit as st
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import pytube as pt
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import os
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import subprocess
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import re
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from utils import logtime, load_ffmpeg
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import whisper
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from langchain.document_loaders import YoutubeLoader
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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URL = 'URL'
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TEXT = 'TEXT'
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WHISPER = 'WHISPER'
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PROCESSING = 'PROCESSING'
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STATES = [URL, TEXT, WHISPER, PROCESSING]
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AUDIO_FILE = "audio.mp3"
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AUDIO_EXISTS = "AUDIO_EXISTS"
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model = ''
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st.title('Youtube Audio+Text')
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def init_state():
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if URL not in st.session_state:
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st.session_state[URL] = ''
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if TEXT not in st.session_state:
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st.session_state[TEXT] = ''
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if WHISPER not in st.session_state:
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st.session_state[WHISPER] = ''
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if AUDIO_EXISTS not in st.session_state:
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st.session_state[AUDIO_EXISTS] = False
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# if not st.session_state[URL]:
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# clear_old_files()
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def clear_old_files():
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for file in os.listdir():
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if file.endswith(".mp3") or file == 'transcript.txt':
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os.remove(file)
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print(f"Removed old files::{file}")
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def extract_youtube_video_id(url):
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regex = r"v=([^&]+)"
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match = re.search(regex, url)
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if match:
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return match.group(1)
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else:
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return None
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@logtime
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def load_whisper():
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# if not model:
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model = whisper.load_model("small")
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print('Loaded Whisper Medium model')
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# else:
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# print('Already downloaded Whisper model')
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print('Transcribing with Whisper model')
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result = model.transcribe("audio.mp3")
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st.session_state[WHISPER] = result["text"]
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write_file(result["text"], "transcript.txt")
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AUDIO_FILE = "audio.mp3"
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def load_audio():
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if os.path.exists(AUDIO_FILE):
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st.session_state[AUDIO_EXISTS] = True
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audio_file = open(AUDIO_FILE, 'rb')
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audio_bytes = audio_file.read()
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print(f"Audio file exists...{len(audio_bytes)}")
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st.audio(audio_bytes, format="audio/mp3")
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elif st.session_state[AUDIO_EXISTS]:
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st.session_state[AUDIO_EXISTS] = False
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def display():
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container = st.container()
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text_container = st.container()
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# whisper_container = st.container()
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load_audio()
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#Download Button section
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col1, col2 = st.columns(2)
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with col1:
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if st.session_state[AUDIO_EXISTS]:
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st.download_button("Download Audio","file","audio.mp3","application/octet-stream")
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with col2:
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if os.path.exists("transcript.txt"):
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st.download_button("Download Transcript",st.session_state[TEXT],"transcript.txt","text/plain")
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with container:
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with st.form(key='input_form'):
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user_input = st.text_input("Youtube URL:", placeholder="http://www.youtube.com", key=URL)
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input_submit_button = st.form_submit_button(label='Send')
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if input_submit_button and user_input:
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st.write("You entered... " + st.session_state[URL])
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# transcribe()
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# download()
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# download_audio()
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load_whisper()
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with text_container:
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st.text_area(label="Youtube Transcript:",
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height=200,
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value=st.session_state[TEXT])
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# with whisper_container:
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# st.text_area(label="Whisper Transcript:",
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# height=200,
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# value=st.session_state[WHISPER])
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@logtime
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def download_audio():
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if st.session_state[URL]:
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print("Downloading....")
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yt = pt.YouTube(st.session_state[URL])
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stream = yt.streams.filter(only_audio=True)[0]
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stream.download(filename="audio.mp3")
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print("Downloaded Audio file....")
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def download():
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id = extract_youtube_video_id(st.session_state[URL])
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command = [f"yt-dlp --no-config -v --extract-audio --audio-format mp3 {st.session_state[URL]} -o audio.mp3"]
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print(command)
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out = subprocess.run(command, shell=True)
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print('Download with YT-DLP done!!')
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@logtime
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def transcribe():
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loader = YoutubeLoader.from_youtube_url(
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st.session_state[URL], add_video_info=True)
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splitter = RecursiveCharacterTextSplitter(chunk_size=2000,chunk_overlap=500)
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docs = loader.load_and_split(splitter)
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length = len(docs)
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index = int(length/3+1)
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print(f"Loaded {length} documents, Displaying {index}-th document")
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# st.session_state[TEXT] = docs[index].page_content
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st.session_state[TEXT] = write_chunks(docs,"transcript.txt")
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@logtime
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def write_chunks(docs, filename):
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full_doc = ''
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for doc in docs:
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full_doc = full_doc + doc.page_content + "\n"
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with open(filename, "w") as f:
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f.write(full_doc)
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return full_doc
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def write_file(text, filename):
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with open(filename, "w") as f:
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f.write(text)
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# return full_doc
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def main():
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# load_ffmpeg()
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init_state()
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display()
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if __name__ == "__main__":
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main()
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requirements.txt
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
openai
|
2 |
+
langchain
|
3 |
+
youtube-transcript-api
|
4 |
+
pytube
|
5 |
+
openai-whisper
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