| | import gradio as gr |
| | import assemblyai as aai |
| | import re |
| | import os |
| | import tempfile |
| |
|
| | |
| | aai.settings.api_key = os.getenv('ASSEMBLYAI_API_KEY') |
| |
|
| | def create_assembly_transcript(audio_file): |
| | transcriber = aai.Transcriber() |
| | transcript = transcriber.transcribe( |
| | audio_file, config=aai.TranscriptionConfig(speaker_labels=True) |
| | ) |
| | return transcript |
| |
|
| | def transcript_to_string(transcript): |
| | output = "" |
| | for utterance in transcript.utterances: |
| | name = f"SPEAKER {utterance.speaker}" |
| | start_time = format_time(utterance.start) |
| | output += f"{name} {start_time}\n{utterance.text}\n\n" |
| | return output |
| |
|
| | def format_time(milliseconds): |
| | seconds = milliseconds // 1000 |
| | hours, seconds = divmod(seconds, 3600) |
| | minutes, seconds = divmod(seconds, 60) |
| | return f"{int(hours):02}:{int(minutes):02}:{int(seconds):02}" |
| |
|
| | def format_transcript_markdown(transcript_string): |
| | speaker_label_pattern = r"^(.+?)(?=\s\d{2}:\d{2}:\d{2})" |
| | timestamp_pattern = r"(\d{2}:\d{2}:\d{2})" |
| | formatted_transcript = re.sub( |
| | speaker_label_pattern, r"**\1**", transcript_string, flags=re.MULTILINE |
| | ) |
| | formatted_transcript = re.sub( |
| | timestamp_pattern, r"_\1_", formatted_transcript, flags=re.MULTILINE |
| | ) |
| | return formatted_transcript |
| |
|
| | def transcribe_audio(audio_file): |
| | if audio_file is None: |
| | return "Please upload an audio file.", None |
| |
|
| | try: |
| | transcript = create_assembly_transcript(audio_file) |
| | |
| | if transcript.error: |
| | return f"An error occurred: {transcript.error}", None |
| | |
| | transcript_string = transcript_to_string(transcript) |
| | md_transcript = format_transcript_markdown(transcript_string) |
| | |
| | |
| | with tempfile.NamedTemporaryFile(mode='w', delete=False, suffix='.md') as temp_file: |
| | temp_file.write(md_transcript) |
| | temp_file_path = temp_file.name |
| | |
| | return transcript_string, temp_file_path |
| | except Exception as e: |
| | return f"An error occurred: {str(e)}", None |
| |
|
| | def launch_app(): |
| | iface = gr.Interface( |
| | fn=transcribe_audio, |
| | inputs=gr.Audio(type="filepath", label="Upload Audio File"), |
| | outputs=[ |
| | gr.Textbox(label="Transcript Preview", lines=10), |
| | gr.File(label="Download Formatted Transcript") |
| | ], |
| | title="Audio Transcription App", |
| | description="Upload an audio file to get a transcription with speaker labels. The preview shows plain text, while the download includes markdown formatting." |
| | ) |
| | iface.launch() |
| |
|
| | if __name__ == "__main__": |
| | launch_app() |