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使用Python實(shí)現(xiàn)從麥克風(fēng)獲取音頻并識(shí)別

更新時(shí)間：2025年02月28日 08:30:38 作者：鳳梟香

這篇文章主要為大家詳細(xì)介紹了如何使用Python實(shí)現(xiàn)從麥克風(fēng)獲取音頻并識(shí)別功能,文中的示例代碼講解詳細(xì),感興趣的小伙伴可以跟隨小編一起學(xué)習(xí)一下

麥克風(fēng)獲取

# 打開(kāi)麥克風(fēng)流
stream = audio.open(format=FORMAT,
                    channels=CHANNELS,
                    rate=RATE,
                    input=True,
                    frames_per_buffer=CHUNK)

設(shè)置參數(shù)

# 錄音參數(shù)
FORMAT = pyaudio.paInt16  # 16-bit resolution
CHANNELS = 1              # 單聲道
RATE = 16000              # 采樣率 16kHz
CHUNK = 1024              # 數(shù)據(jù)塊大小
RECORD_SECONDS = 5        # 錄制時(shí)長(zhǎng) (秒)
WAVE_OUTPUT_FILENAME = "output.wav"

讀取數(shù)據(jù)塊

# 循環(huán)讀取數(shù)據(jù)塊
for i in range(0, int(RATE / CHUNK * RECORD_SECONDS)):
    data = stream.read(CHUNK)
    frames.append(data)

阿里語(yǔ)音識(shí)別模型加載

paraformer_path = "./iic/speech_paraformer-large-vad-punc-spk_asr_nat-zh-cn"
fsmn_path = "./iic/speech_fsmn_vad_zh-cn-16k-common-pytorch"
ct_punc_path = "./iic/punc_ct-transformer_cn-en-common-vocab471067-large"
cam_path = "./iic/speech_campplus_sv_zh-cn_16k-common"

model = AutoModel(model=paraformer_path, model_revision="v2.0.4",
                  vad_model=fsmn_path, vad_model_revision="v2.0.4",
                  punc_model=ct_punc_path, punc_model_revision="v2.0.4",
                  spk_model=cam_path, spk_model_revision="v2.0.2",
                  device="cpu"
                  )

阿里語(yǔ)音識(shí)別

res = model.generate(input=WAVE_OUTPUT_FILENAME,
                     batch_size_s=16000,
                     hotword='魔搭')

整體代碼

import pyaudio
import wave
import threading
import keyboard
from funasr import AutoModel

# 錄音參數(shù)
FORMAT = pyaudio.paInt16  # 16-bit resolution
CHANNELS = 1  # 單聲道
RATE = 16000  # 采樣率 16kHz
CHUNK = 1024  # 數(shù)據(jù)塊大小
WAVE_OUTPUT_FILENAME = "./wav_data/output.wav"

# 初始化 PyAudio
audio = pyaudio.PyAudio()

frames = []
stream = None
recording = False

paraformer_path = "./iic/speech_paraformer-large-vad-punc-spk_asr_nat-zh-cn"
fsmn_path = "./iic/speech_fsmn_vad_zh-cn-16k-common-pytorch"
ct_punc_path = "./iic/punc_ct-transformer_cn-en-common-vocab471067-large"
cam_path = "./iic/speech_campplus_sv_zh-cn_16k-common"

model = AutoModel(model=paraformer_path, model_revision="v2.0.4",
                  vad_model=fsmn_path, vad_model_revision="v2.0.4",
                  punc_model=ct_punc_path, punc_model_revision="v2.0.4",
                  spk_model=cam_path, spk_model_revision="v2.0.2",
                  device="cpu"
                  )

print("加載模型完成！！！")


def start_recording():
    """
    開(kāi)始錄音
    """
    global stream, recording
    if not recording:
        print("開(kāi)始錄音...")
        recording = True
        stream = audio.open(format=FORMAT,
                            channels=CHANNELS,
                            rate=RATE,
                            input=True,
                            frames_per_buffer=CHUNK)
        record_thread = threading.Thread(target=record_audio)
        record_thread.start()


def stop_recording():
    """
    停止錄音并進(jìn)行識(shí)別
    """
    global stream, recording
    if recording:
        print("錄音結(jié)束.")
        recording = False
        stream.stop_stream()
        stream.close()
        save_audio()
        audio.terminate()
        print("開(kāi)始識(shí)別！?。?)
        res = model.generate(input=WAVE_OUTPUT_FILENAME,
                             batch_size_s=16000,
                             hotword='魔搭')
        print("識(shí)別結(jié)束?。。?)
        print("識(shí)別結(jié)果：", res)


def record_audio():
    """
    錄音功能實(shí)現(xiàn)
    """
    while recording:
        data = stream.read(CHUNK)
        frames.append(data)


def save_audio():
    """
    保存錄音文件
    """
    wf = wave.open(WAVE_OUTPUT_FILENAME, 'wb')
    wf.setnchannels(CHANNELS)
    wf.setsampwidth(audio.get_sample_size(FORMAT))
    wf.setframerate(RATE)
    wf.writeframes(b''.join(frames))
    wf.close()


# 監(jiān)聽(tīng) Ctrl 鍵開(kāi)始錄音
keyboard.add_hotkey('ctrl', start_recording)

# 監(jiān)聽(tīng) Alt 鍵結(jié)束錄音
keyboard.add_hotkey('alt', stop_recording)

print("按 Ctrl 開(kāi)始錄音，按 Alt 結(jié)束錄音")
keyboard.wait()  # 保持程序運(yùn)行

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