From 7ba9d8d3dbeeb7a68d6fa3aa0f7b5907b8ee389c Mon Sep 17 00:00:00 2001 From: "Alex Lau (AvengerMoJo)" Date: Fri, 10 Nov 2023 02:26:16 +0800 Subject: [PATCH] Just MVT demo for the concept of AI audio assistant. Signed-off-by: Alex Lau (AvengerMoJo) --- audio_utils.py | 51 ++++++++++++ data/audio/i_dont_get.wav | Bin 0 -> 154188 bytes data/audio/suse_intro.wav | Bin 0 -> 234604 bytes demo_assistant.py | 163 ++++++++++++++++++++++++++++++++++++++ requirements.txt | 8 ++ setup.sh | 1 + test/coqui_tts_out.py | 25 ++++++ test/fast_whisper.py | 111 ++++++++++++++++++++++++++ test/fast_whisper2.py | 158 ++++++++++++++++++++++++++++++++++++ test/pyttsx_test.py | 19 +++++ test/test_audio.py | 33 ++++++++ 11 files changed, 569 insertions(+) create mode 100644 audio_utils.py create mode 100644 data/audio/i_dont_get.wav create mode 100644 data/audio/suse_intro.wav create mode 100644 demo_assistant.py create mode 100644 requirements.txt create mode 100644 setup.sh create mode 100644 test/coqui_tts_out.py create mode 100644 test/fast_whisper.py create mode 100644 test/fast_whisper2.py create mode 100644 test/pyttsx_test.py create mode 100644 test/test_audio.py diff --git a/audio_utils.py b/audio_utils.py new file mode 100644 index 0000000..55cf29d --- /dev/null +++ b/audio_utils.py @@ -0,0 +1,51 @@ +# audio_utils.py + +import csv +import math +import os +from pydub import AudioSegment +from tqdm import tqdm +import tempfile + + +class AudioSplit(): + """Export audio file into smaller size and format that AI can understand.""" + + def __init__(self, filename, title="Output"): + """Init the Audio utils.""" + self.folder = tempfile.TemporaryDirectory() + self.title = os.path.splitext(title)[0] + os.mkdir(self.folder.name + '/audio/') + if filename.endswith('.mp3'): + another = tempfile.TemporaryDirectory() + sound = AudioSegment.from_mp3(filename) + sound = sound.set_frame_rate(16000) + sound.export(another.name + '/orginal.wav', format="wav") + self.audio = AudioSegment.from_wav(another.name + '/orginal.wav') + elif filename.endswith('.wav'): + self.audio = AudioSegment.from_wav(filename) + self.metadata = 'metadata.csv' + + def get_folder(self): + return self.folder.name + + def get_duration(self): + return self.audio.duration_seconds + + def single_split(self, from_sec, to_sec, split_filename): + time1 = from_sec * 1000 + time2 = to_sec * 1000 + split_audio = self.audio[time1:time2] + split_audio.export(self.folder.name + '/audio/' + split_filename, format="wav") + + def multiple_split(self, sec_per_split): + with open(self.folder.name + '/audio/' + self.metadata, 'w', encoding='utf8') as csv_file: + writer = csv.writer(csv_file) + header = ['id', 'file_name', 'transcription'] + writer.writerow(header) + total_sec = math.ceil(self.get_duration() / sec_per_split) + for i in tqdm(range(0, total_sec)): + split_fn = self.title + '_' + str(i) + '.wav' + self.single_split(i*sec_per_split, i*sec_per_split + sec_per_split, split_fn) + data = [i, split_fn, "Export wave file " + str(i)] + writer.writerow(data) diff --git a/data/audio/i_dont_get.wav b/data/audio/i_dont_get.wav new file mode 100644 index 0000000000000000000000000000000000000000..c149e7e84b3087c14bfd6399877947e695494520 GIT binary patch literal 154188 zcmW(+19&9Q)1I|$BlaQ3oNe2-ZQJ(!&Ngy3l3a}4V55zVjkD7|^Y!~*uv=$dClPm)Le zCaw_8#5lr2Scz=}4rdWPh+)KB!VR~gewPWT5_!wiTKW+D#Wg|DFt z_`}Y`Quq{9fWheaDL5QHhCXmBWW#mv2>b?WKp5N$SHtyi4a|ZM(3x}aJbZ`G?r*f@QC(=6IzM t^T-onwuX<|9Cix^C_A#M>z ziC4rbVlr`t7=`Q}Py9xo9}scG2VxR&o_I){BnpUAgr2069mv^a4{{CZLAr=wasWA; z98A`eBJvVpBBzmO$yMYG(nx+K50WF%)qdnMGKL&WhLUs9Cm-@Fv65Vi&V`bv$a~}x zG|q5zwU(5VS%iaFMsmo1L^0t-3Q0%=kbB9c;Sx9+MuW%j9rEiEIF<+@KEbX~49CLu zkb|E73o2j=Xagrh4zU@IgC;l!cKjc6w!#4D29MxbI0J@22>u{WU4VmOBiIZ#z^|YV zECU4ahJNrEXaNaeA9w}o!4JR$H$glo2D3qD&>t9)b>qNrbc6&n_#fB_5|Qn7_%84U zjW`Hw03SgUNI~bl;XpL*C13})(cBJz_W%cr(NlH-ExZhVg9C6E%muYz1zZZZqw9R& zCzu6>z{M~H5&(d?=y+SAJG3Gu_e1j=0zHVXFcq;{2c6Ix_JTDa2}VO2Tm%e=?PAQ*XP4;)7f zfIZ+Y5C9Y4d2ki%0W;7HXMhE0wqHS8@By%4Z!|gpLm>vW=$RkE3GfhT5FYyx(rdsx zpg{A_0CIQ=gaa|G1@F+Eec>yx7j}R@KqFFw9>_KU^hL9L4yDMC(-1S$5hiQlD9D3$ zPz8d}`Ejrfybm6M46qwnY6BwVjcaJ$r(iiq1J4m|Cd9NSFczkPUa$g8heyF%unty& zMbHCWMp#zCK5!zO1}p$0ln9M*kOu~Wau|WQcL;H{00uz@vf}{4g9&l)5Lw$1`D_nN z1c#AAksuHjA=dN<9f%3=1Y*P+up7Ehm4?P$0;|9la2!C;AK^b7 zUPgC*hs}sFBcO~Zg6BXF^vtVpG!UYB>_!$egD7wZA#(*zf@-9cZ^3yO2FJi;a0*zV z3jPJ#KoHO&CUpX(APF(B7rX@@Aw-J7VdM{pyp#!E0xnz!cxWs(ECJgQR?*-eh{m6T zZ}15C3p{`nq$7=OhsO8~9Ec;?;4D}KOz25jfPxs+3$);)5PI`KD}E3k1lpn4@j;l? 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zm8LmjZSKi7`XX7}iRsd3OwfHx*S8r;^|#;(s_Y*VX?{nA{Y0#BY(-RyEQt)FA9~DO zYW5_aMT~Nzj0m=ee_1=Tzq!WTVV+>hayVbR2RVLkD$fUOK(4bjCR4AEzIZjW9vbt& zH-+}%tKvjh>?C?%lZ3~GL)`OMn5Q^St@2^4PV9ZA)8 %.2fs] %s" % (segment.start, segment.end, segment.text)) + if segment.text: + questions.append(segment.text) + q = re.sub(THANK, "", " ".join(questions)) + print(f"Question:{q} counter{counter}") + if len(q) > 40 and counter >= 2: + counter = 0 + output = gpt_model.generate(" ".join(questions), max_tokens=50) + print(f"Answer:{output}") + reply_wav = tempfile.NamedTemporaryFile(suffix=".wav", delete=True, mode='wb') + tts.tts_to_file(text=output, file_path=reply_wav.name) + play(playback_stream, reply_wav.name) + with g_lock: + g_active = False + time.sleep(5) + continue + for segment in segments: + print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text)) + text_input = segment.text.lower() + if text_input.find("hey") != -1: + if re.search(SUSE, text_input): + counter = 1 + with g_lock: + g_active = True + g_wait = True + play(playback_stream, "data/audio/suse_intro.wav") + print("Finish suse") + with g_lock: + g_wait = False + time.sleep(5) + +def play(play_stream, filename): + wave_file = wave.open(filename, 'rb') + print(f"Wave: rate={wave_file.getframerate()} channels={wave_file.getnchannels()} width={wave_file.getsampwidth()}") + out_data = wave_file.readframes(CHUNK) + while out_data: + play_stream.write(out_data) + out_data = wave_file.readframes(CHUNK) + +# Get device +device = "cuda" if torch.cuda.is_available() else "cpu" + +# Init TTS +# tts = TTS("tts_models/multilingual/multi-dataset/xtts_v2").to(device) +tts = TTS("tts_models/en/blizzard2013/capacitron-t2-c150_v2").to(device) +gpt_model = GPT4All("orca-mini-3b-gguf2-q4_0.gguf") +# Create a queue to share audio data between threads +audio_queue = queue.Queue() +# model_size = "large-v2" +model_size = "small.en" +# model_size = "tiny.en" + +# Run on GPU with FP16 +model = WhisperModel(model_size, device="cpu", compute_type="int8") + + +print(f"Stream: playback->{playback_stream.get_write_available()}") +# Create and start the recording thread +recording_thread = threading.Thread(target=record_audio) +recording_thread.start() + +# Create and start the speech-to-text thread +speech_to_text_thread = threading.Thread(target=speech_to_text) +speech_to_text_thread.start() + +# Wait for the recording thread to finish (you can define conditions to stop the recording) +recording_thread.join() + +# Stop the speech-to-text thread +speech_to_text_thread.join() + +p.terminate() diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..7e3995a --- /dev/null +++ b/requirements.txt @@ -0,0 +1,8 @@ +pyaudio +pydub +transformers +datasets +faster_whisper +torch +TTS +gpt4all diff --git a/setup.sh b/setup.sh new file mode 100644 index 0000000..b579072 --- /dev/null +++ b/setup.sh @@ -0,0 +1 @@ +sudo zypper install python311-devel portaudio-devel espeak-ng diff --git a/test/coqui_tts_out.py b/test/coqui_tts_out.py new file mode 100644 index 0000000..47b61ac --- /dev/null +++ b/test/coqui_tts_out.py @@ -0,0 +1,25 @@ +import io +import tempfile +import pyaudio +from pydub import AudioSegment +import wave + +from transformers import pipeline +from datasets import load_dataset + +from audio_utils import AudioSplit + + +from faster_whisper import WhisperModel +import torch +from TTS.api import TTS + +# Get device +device = "cuda" if torch.cuda.is_available() else "cpu" + +# Init TTS +# tts = TTS("tts_models/multilingual/multi-dataset/xtts_v2").to(device) +tts = TTS("tts_models/en/blizzard2013/capacitron-t2-c150_v2").to(device) +# tts.tts_to_file(text="Hello, I am your SUSE ... assistant. What can I do for you today?", file_path="/tmp/out.wav") +tts.tts_to_file(text="Sorry, I don't get your question, please say that again please.", file_path="/tmp/out.wav") + diff --git a/test/fast_whisper.py b/test/fast_whisper.py new file mode 100644 index 0000000..15ce4f5 --- /dev/null +++ b/test/fast_whisper.py @@ -0,0 +1,111 @@ +import io +import tempfile +import pyaudio +from pydub import AudioSegment +import wave +import re +import queue +from transformers import pipeline +from datasets import load_dataset +from faster_whisper import WhisperModel +import torch +from TTS.api import TTS + +from audio_utils import AudioSplit + +CHUNK = 1024 +FORMAT = pyaudio.paInt16 # 16-bit resolution +CHANNELS = 1 +RATE = 16000 # sample rate +DURATION = 2 +SUSE = r"s*u*s*e" + +p = pyaudio.PyAudio() +def record(stream): + print("Recording started...") + while True: + audio_data = stream.read(CHUNK) + audio_queue.put(audio_data) + + stream.stop_stream() + stream.close() + audio.terminate() + +def play(play_stream, filename): + wave_file = wave.open(filename, 'rb') + print(f"Wave: rate={wave_file.getframerate()} channels={wave_file.getnchannels()} width={wave_file.getsampwidth()}") + out_data = wave_file.readframes(CHUNK) + while out_data: + play_stream.write(out_data) + out_data = wave_file.readframes(CHUNK) + +# Get device +device = "cuda" if torch.cuda.is_available() else "cpu" + +# Init TTS +# tts = TTS("tts_models/multilingual/multi-dataset/xtts_v2").to(device) +tts = TTS("tts_models/en/blizzard2013/capacitron-t2-c150_v2").to(device) +# Create a queue to share audio data between threads +audio_queue = queue.Queue() +# model_size = "large-v2" +model_size = "small.en" +# model_size = "tiny.en" + +# Run on GPU with FP16 +model = WhisperModel(model_size, device="cpu", compute_type="int8") + +device = "" +for i in range(p.get_device_count()): + device = p.get_device_info_by_index(i) + if device['name']=="default": + print(device) + break + + +playback_stream = p.open(format=p.get_format_from_width(2), + channels=1, + rate=24000, + # output_device_index = device['index'], + output=True) + +print(f"Stream: playback->{playback_stream.get_write_available()}") +# generator = pipeline(task="automatic-speech-recognition", model="microsoft/speecht5_asr") + +while True: + tf = tempfile.NamedTemporaryFile(suffix=".wav", delete=True, mode='wb') + mp3_tf = tempfile.NamedTemporaryFile(suffix=".mp3", delete=True, mode='wb') + temp_filename = tf.name + mp3_tf_filename = mp3_tf.name + with wave.open(temp_filename, 'wb') as wav_file: + wav_file.setnchannels(CHANNELS) + wav_file.setsampwidth(p.get_sample_size(FORMAT)) + wav_file.setframerate(RATE) + stream = p.open(format=FORMAT, channels=CHANNELS, rate=RATE, input=True, frames_per_buffer=CHUNK) + print("Listening...") + frames = [] + for i in range(0, RATE // CHUNK * DURATION): + # Read audio data from the stream for the specified duration + audio_data = stream.read(CHUNK) + frames.append(audio_data) + wav_file.writeframes(audio_data) + #print(f"{DURATION} sec recording done.") + stream.close() + + audio = AudioSegment.from_wav(temp_filename) + audio.export(mp3_tf_filename, format="mp3") + # segments, info = model.transcribe(mp3_tf_filename, beam_size=5) + # print("Detected language '%s' with probability %f" % (info.language, info.language_probability)) + segments, _ = model.transcribe(mp3_tf_filename) + for segment in segments: + print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text)) + # out_wav = tempfile.NamedTemporaryFile(suffix=".mp3", delete=True, mode='wb') + text_input = segment.text.lower() + if text_input.find("hey") != -1: + if re.search(SUSE, text_input): + # wav = tts.tts(text=segment.text, speaker_wav=speak_wav.name, language="en") + # tts.tts_to_file(text="This is SUSE assistant what can I do for you today?", language="en", file_path=out_wav.name) + # tts.tts_to_file(text="This is SUSE assistant what can I do for you today?", file_path=out_wav.name) + # wave_file = wave.open(out_wav.name, 'rb') + play(playback_stream, "data/audio/suse_intro.wav") + +p.terminate() diff --git a/test/fast_whisper2.py b/test/fast_whisper2.py new file mode 100644 index 0000000..2dd95be --- /dev/null +++ b/test/fast_whisper2.py @@ -0,0 +1,158 @@ +import io +import tempfile +import pyaudio +from pydub import AudioSegment +import wave +import re +import time + +import queue +import threading +from transformers import pipeline +from datasets import load_dataset +from faster_whisper import WhisperModel +import torch +from TTS.api import TTS +from gpt4all import GPT4All + +from audio_utils import AudioSplit + + +CHUNK = 1024 +FORMAT = pyaudio.paInt16 # 16-bit resolution +CHANNELS = 1 +RATE = 16000 # sample rate +DURATION = 5 +SUSE = r"s*u*s*e" +THANK= r"Thank\s*(?:you|u)\b" + + +g_active = False +g_wait = False +g_lock = threading.Lock() +counter = 0 + +p_audio = pyaudio.PyAudio() +playback_stream = p_audio.open(format=FORMAT, channels=CHANNELS, rate=24000, output=True) +record_stream = p_audio.open(format=FORMAT, channels=CHANNELS, rate=RATE, input=True, frames_per_buffer=CHUNK) +def record_audio(): + global p_audio + global g_active + global g_wait + print("Recording started...") + while True: + if g_active == True: + print("c", end="") + if g_wait == True: + print("w", end="") + while not audio_queue.empty(): + audio_queue.get() + time.sleep(1) + continue + audio_data = record_stream.read(CHUNK) + audio_queue.put(audio_data) + print(".", end="") + + record_stream.stop_stream() + record_stream.close() + p_audio.terminate() + +def speech_to_text(): + global p_audio + global g_active + global g_wait + while True: + tf = tempfile.NamedTemporaryFile(suffix=".wav", delete=True, mode='wb') + mp3_tf = tempfile.NamedTemporaryFile(suffix=".mp3", delete=True, mode='wb') + with wave.open(tf.name, 'wb') as wav_file: + wav_file.setnchannels(CHANNELS) + wav_file.setsampwidth(p_audio.get_sample_size(FORMAT)) + wav_file.setframerate(RATE) + # Read audio data from the stream for the specified duration + for i in range(0, RATE // CHUNK * DURATION): + print("r", end="") + audio_data = audio_queue.get() + wav_file.writeframes(audio_data) + audio_queue.task_done() + print(f"{DURATION} sec recording done.") + # Perform speech recognition + audio = AudioSegment.from_wav(tf.name) + audio.export(mp3_tf.name, format="mp3") + # segments, info = model.transcribe(mp3_tf_filename, beam_size=5) + segments, _ = model.transcribe(mp3_tf.name) + questions = [] + if g_active: + counter += 1 + for segment in segments: + print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text)) + if segment.text: + questions.append(segment.text) + q = re.sub(THANK, "", " ".join(questions)) + print(f"Question:{q} counter{counter}") + if len(q) > 40 and counter > 3: + counter = 0 + output = gpt_model.generate(" ".join(questions), max_tokens=50) + print(f"Answer:{output}") + reply_wav = tempfile.NamedTemporaryFile(suffix=".wav", delete=True, mode='wb') + tts.tts_to_file(text=output, file_path=reply_wav.name) + play(playback_stream, reply_wav.name) + with g_lock: + g_active = False + time.sleep(5) + continue + for segment in segments: + print("[%.2fs -> %.2fs] %s" % (segment.start, segment.end, segment.text)) + text_input = segment.text.lower() + if text_input.find("hey") != -1: + if re.search(SUSE, text_input): + counter = 1 + with g_lock: + g_active = True + g_wait = True + play(playback_stream, "data/audio/suse_intro.wav") + print("Finish suse") + with g_lock: + g_wait = False + time.sleep(5) + +def play(play_stream, filename): + wave_file = wave.open(filename, 'rb') + print(f"Wave: rate={wave_file.getframerate()} channels={wave_file.getnchannels()} width={wave_file.getsampwidth()}") + out_data = wave_file.readframes(CHUNK) + while out_data: + play_stream.write(out_data) + out_data = wave_file.readframes(CHUNK) + +# Get device +device = "cuda" if torch.cuda.is_available() else "cpu" + +# Init TTS +# tts = TTS("tts_models/multilingual/multi-dataset/xtts_v2").to(device) +tts = TTS("tts_models/en/blizzard2013/capacitron-t2-c150_v2").to(device) +gpt_model = GPT4All("orca-mini-3b-gguf2-q4_0.gguf") +# Create a queue to share audio data between threads +audio_queue = queue.Queue() +# model_size = "large-v2" +model_size = "small.en" +# model_size = "tiny.en" + +# Run on GPU with FP16 +model = WhisperModel(model_size, device="cpu", compute_type="int8") + + +print(f"Stream: playback->{playback_stream.get_write_available()}") +# Create and start the recording thread +recording_thread = threading.Thread(target=record_audio) +recording_thread.start() + +# Create and start the speech-to-text thread +speech_to_text_thread = threading.Thread(target=speech_to_text) +speech_to_text_thread.start() + +# Wait for the recording thread to finish (you can define conditions to stop the recording) +recording_thread.join() + +# Stop the speech-to-text thread +speech_to_text_thread.join() + +p.terminate() diff --git a/test/pyttsx_test.py b/test/pyttsx_test.py new file mode 100644 index 0000000..1f8f732 --- /dev/null +++ b/test/pyttsx_test.py @@ -0,0 +1,19 @@ +import pyttsx3 + +def text_to_speech(text): + # Initialize the TTS engine + engine = pyttsx3.init() + + # Set properties (optional) + engine.setProperty('rate', 130) # Speed of speech + engine.setProperty('volume', 0.6) # Volume level (0.0 to 1.0) + + # Convert text to speech + engine.say(text) + + # Wait for the speech to finish + engine.runAndWait() + +# Example usage +text = "Hello, this is a simple text-to-speech example in Python." +text_to_speech(text) diff --git a/test/test_audio.py b/test/test_audio.py new file mode 100644 index 0000000..e780e5f --- /dev/null +++ b/test/test_audio.py @@ -0,0 +1,33 @@ +import pyaudio +import wave + +filename = '/tmp/out.wav' + +# Set chunk size of 1024 samples per data frame +chunk = 1024 + +# Open the sound file +wf = wave.open(filename, 'rb') + +# Create an interface to PortAudio +p = pyaudio.PyAudio() + +# Open a .Stream object to write the WAV file to +# 'output = True' indicates that the sound will be played rather than recorded +stream = p.open(format = p.get_format_from_width(wf.getsampwidth()), + channels = wf.getnchannels(), + rate = wf.getframerate(), + output = True) + +# Read data in chunks +data = wf.readframes(chunk) + +# Play the sound by writing the audio data to the stream +while data != '': + stream.write(data) + data = wf.readframes(chunk) + +# Close and terminate the stream +stream.close() +p.terminate() +