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Transcribe via whisper-1
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#!/usr/bin/env ruby | |
require 'open3' | |
require 'signal' | |
require 'openai' | |
# Define the silence threshold and duration for detection | |
@silence_threshold = '-30dB' | |
@silence_duration = 0.5 | |
class AudioTranscriberApi | |
def initialize(access_token:) | |
@access_token = access_token | |
@client = OpenAI::Client.new( | |
access_token: @access_token, | |
request_timeout: 20 | |
) | |
end | |
def transcribe(audio_file) | |
retries = 0 | |
max_retries = 5 | |
begin | |
parameters = { | |
model: "whisper-1", | |
file: File.open(audio_file, "rb"), | |
language: "en" | |
} | |
response = @client.audio.transcribe( | |
parameters: parameters | |
) | |
response["text"] | |
rescue StandardError => e | |
puts "Error transcribing audio file: #{e.message}" | |
if retries < max_retries | |
retries += 1 | |
puts "Retrying audio transcription for #{audio_file} (#{retries} times) after exponential backoff (#{2 ** retries} seconds)" | |
sleep 2 ** retries | |
else | |
raise e | |
end | |
retry | |
end | |
end | |
end | |
def filename(file_index) | |
"output_#{file_index.to_s.rjust(3, '0')}.wav" | |
end | |
def start_ffmpeg(file_index) | |
file_name = filename(file_index) | |
sox_cmd = [ | |
'sox', | |
'-t', 'coreaudio', | |
'-d', # Use default audio input device | |
'-c', '2', # Stereo channels | |
'-r', '44100', # Sample rate | |
'-b', '16', # Bit depth | |
'-e', 'signed-integer', | |
'-t', 'wav', # Output as WAV format for piping | |
'-' | |
] | |
ffmpeg_cmd = [ | |
'ffmpeg', | |
'-f', 'wav', | |
'-i', '-', # Input from sox via pipe | |
'-af', "silencedetect=n=#{@silence_threshold}:d=#{@silence_duration}", | |
'-c:a', 'pcm_s16le', | |
'-y', # Overwrite output files | |
file_name | |
] | |
# Start sox and pipe its output to ffmpeg | |
sox_stdin, sox_stdout, sox_stderr, sox_wait_thr = Open3.popen3(*sox_cmd) | |
stdin, stdout, stderr, ffmpeg_wait_thr = Open3.popen3(*ffmpeg_cmd) | |
# Redirect sox output to ffmpeg input | |
Thread.new do | |
while (line = sox_stdout.gets) | |
stdin.puts line | |
end | |
end | |
# Return the threads and process handles | |
return sox_stdin, stdout, stderr, sox_wait_thr, ffmpeg_wait_thr | |
end | |
def transcribe_audio(file_index) | |
Thread.new do | |
file_name = filename(file_index) | |
transcriber = AudioTranscriberApi.new(access_token: ENV['OPENAI_API_KEY']) | |
transcription = transcriber.transcribe(file_name) | |
puts transcription | |
File.delete(file_name) | |
end | |
end | |
# Monitor for silence detection in stderr | |
def monitor_for_silence | |
Thread.new do | |
@stderr.each do |line| | |
if line.include?("silence_start") && !line.include?("silence_start: 0") | |
# Gracefully interrupt the current ffmpeg process | |
Process.kill("TERM", @sox_wait_thr.pid) if @sox_wait_thr.alive? | |
Process.kill("TERM", @ffmpeg_wait_thr.pid) if @ffmpeg_wait_thr.alive? | |
# Start a new recording | |
transcribe_audio(@file_index) | |
@file_index += 1 | |
@stdin, @stdout, @stderr, @sox_wait_thr, @ffmpeg_wait_thr = start_ffmpeg(@file_index) | |
monitor_for_silence | |
break | |
end | |
end | |
end | |
end | |
# Start the initial recording | |
@file_index = 1 | |
@stdin, @stdout, @stderr, @sox_wait_thr, @ffmpeg_wait_thr = start_ffmpeg(@file_index) | |
monitor_for_silence | |
# Keep the main thread alive to handle signals | |
sleep |
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