diff --git a/llm_experiments/transcription.py b/llm_experiments/transcription.py index 21a02f8..7103297 100644 --- a/llm_experiments/transcription.py +++ b/llm_experiments/transcription.py @@ -1,73 +1,125 @@ -# !pip install --upgrade google-cloud-speech -# !pip install pydub from google.cloud import speech from pydub import AudioSegment -from pathlib import Path as path +from pathlib import Path +from google.cloud import storage +from loguru import logger +from llm_experiments.utils import here -from llm_experiments.utils import run_command, here -proj = run_command("!gcloud config set project {name}", name="motorway-genai") +def split_and_convert_audio(file_path, output_format="wav", sample_width=2): + """ + Splits a stereo audio file into mono and converts it to specified format and bit depth. + Args: + file_path (Path): Path to the input audio file. + output_format (str): The desired output format (default is 'wav'). + sample_width (int): The desired sample width in bytes (default is 2 for 16-bit). -# Load the audio file from the provided path -audio_path = here() / "data/audio/S3T06.wav" + Returns: + Path: Path to the converted audio file. + """ + audio = AudioSegment.from_file(file_path) + logger.info(f"Splitting audio to mono from {file_path=}") + channels = audio.split_to_mono() + output_path = ( + here() / f"{file_path.parent / file_path.stem}_isolated_channel.{output_format}" + ) + # Export the first channel and set to 16-bit + channels[0].set_sample_width(sample_width).export(output_path, format=output_format) + return output_path -def transcribe_gcs(gcs_uri: str) -> str: - """Asynchronously transcribes the audio file specified by the gcs_uri. +def upload_to_gcs(local_file_path, gcs_uri): + """ + Uploads a file to Google Cloud Storage. Args: - gcs_uri: The Google Cloud Storage path to an audio file. - - Returns: - The generated transcript from the audio file provided. + local_file_path (str): The path to the local file to be uploaded. + gcs_uri (str): The GCS URI where the file will be uploaded, in the format 'gs://bucket_name/path/to/object'. """ + storage_client = storage.Client() + bucket_name, object_name = gcs_uri.replace("gs://", "").split("/", 1) + bucket = storage_client.bucket(bucket_name) + blob = bucket.blob(object_name) + blob.upload_from_filename(local_file_path) + logger.info(f"File {local_file_path} uploaded to {gcs_uri}.") - client = speech.SpeechClient() +def transcribe_gcs(gcs_uri: str) -> str: + """ + Asynchronously transcribes the audio file specified by the gcs_uri. + """ + client = speech.SpeechClient() audio = speech.RecognitionAudio(uri=gcs_uri) config = speech.RecognitionConfig( encoding=speech.RecognitionConfig.AudioEncoding.LINEAR16, - # sample_rate_hertz=44100, language_code="en-UK", ) - operation = client.long_running_recognize(config=config, audio=audio) - - print("Waiting for operation to complete...") - response = operation.result(timeout=180) - - transcript_builder = [] - # Each result is for a consecutive portion of the audio. Iterate through - # them to get the transcripts for the entire audio file. - for result in response.results: - # The first alternative is the most likely one for this portion. - transcript_builder.append(f"\nTranscript: {result.alternatives[0].transcript}") - transcript_builder.append(f"\nConfidence: {result.alternatives[0].confidence}") - - transcript = "".join(transcript_builder) - print(transcript) - - return transcript - - -audio = AudioSegment.from_file(audio_path) -# Check if the first channel has content by splitting the audio into its separate channels -channels = audio.split_to_mono() -# Save the first channel to a separate file -isolated_channel_path = ( - here() / f"data/audio/{path(audio_path).stem}_isolated_channel2.wav" -) -# Now, channels[0] is a mono audio segment of the first channel -# set_sample_width(2) ensures that the audio is 16-bit -channels[0].set_sample_width(2).export(isolated_channel_path, format="wav") - -gcs_out_uri = f"gs://gen-ai-test-playground/audio-files-marketing/{path(isolated_channel_path).name}" - - -print(f"{isolated_channel_path=}") -print(f"{gcs_out_uri=}") - -# upload file to gcs bucket -run_command(f"!gsutil cp {isolated_channel_path} {gcs_out_uri}") -transcript = transcribe_gcs(gcs_out_uri) + logger.info("Waiting for operation to complete...") + response = operation.result(timeout=6000) + + confidence_transcript = "\n".join( + [ + f"Transcript: {result.alternatives[0].transcript}\nConfidence: {result.alternatives[0].confidence}" + for result in response.results + ] + ) + logger.trace(confidence_transcript) + # Joining all transcripts into a single string + complete_transcript = " ".join( + [result.alternatives[0].transcript for result in response.results] + ) + return complete_transcript, confidence_transcript + + +# Main script +if __name__ == "__main__": + # read all files in file_path + # for each file, split into mono and convert to 16-bit wav + for audio_path in here().glob("data/audio/files_to_read/*.wav"): + logger.info(f"Starting {audio_path=}") + converted_audio_path = split_and_convert_audio(audio_path) + logger.info(f"Converted to mono at {converted_audio_path=}") + + gcs_out_uri = f"gs://gen-ai-test-playground/audio-files-marketing/{converted_audio_path.name}" + logger.info(f"Beginning upload to {gcs_out_uri=}") + upload_to_gcs(converted_audio_path, gcs_out_uri) + logger.info(f"Uploaded to {gcs_out_uri=}") + + logger.info(f"Beginning transcription of {gcs_out_uri}") + transcript, _ = transcribe_gcs(gcs_out_uri) + logger.info(f"Transcription complete {transcript[:500]=} {transcript[500:]=}") + logger.info(f"Words: {len(transcript.split())=}") + + out_path = ( + here() + / audio_path.parent.parent + / "outs" + / (audio_path.stem + "_transcript.txt") + ) + logger.info(f"Writing to outpath: {out_path=}") + with open( + out_path, + "w", + ) as f: + f.write(transcript) + f.close() + # + # audio_path = here() / "data/audio/S6T01.wav" + # 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