import os import shutil import requests import tarfile import textgrid import pandas as pd import librosa import numpy as np from scipy.io import wavfile class Emov: def __init(self): pass def get_all_phone_with_timings(self, f='/home/weili/data/EMOV/1/amused_1-15_0001.TextGrid'): """get all phonemes of a sentence located in tg[1], and filter silence and empty parts, then convert to DataFrame """ tg = textgrid.TextGrid.fromFile(f) # get phones and drop "sp", "sil" and empty strings phones=[[el.minTime, el.maxTime, el.mark] for el in tg[1] if el.mark not in ['sil','sp','','spn']] phones=pd.DataFrame(phones) phones.columns=["start", "end", "phone"] return phones def convert(self): for speaker in range(1, 5): speaker_path = os.path.join("EMOV-DB", str(speaker)) for audio in os.listdir(speaker_path): if audio[-4:] == ".wav": audio_path = os.path.join(speaker_path, audio) y, sr = librosa.load(audio_path) textgrid_path = audio_path.replace("EMOV-DB", "EMOV").replace(".wav", ".TextGrid") if os.path.exists(textgrid_path): p = self.get_all_phone_with_timings(f=textgrid_path) else: # wavfile and textfile mismatch continue speech_segs = np.array([]) for interval in p.values: speech_seg = y[int(interval[0]*sr): int(interval[1]*sr)] speech_segs = np.append(speech_segs, speech_seg) wavfile.write(textgrid_path.replace(".TextGrid", ".wav"), sr, speech_segs) def prepare_mfa(self, clean=False): def remove_punct(string): punctuations = '''!()-[]{};:'"\,<>./?@#$%^&*_~''' for x in string.lower(): if x in punctuations: string = string.replace(x, " ") return string.lower() # create the textfile with the same name of wavfile # 1. read transcripts with open("EMOV-DB/cmuarctic.data", "r") as rf: lines = rf.readlines() label_to_transcript = {} for line in lines: line = line.split('"') sent = line[1] label = line[0].rstrip().split('_')[-1] if label[0] == "b": continue label = label[1:] sent = remove_punct(sent) # remove punct sent = sent.replace("1908", "nineteen o eight") sent = sent.replace("18", "eighteen") sent = sent.replace("16", "sixteen") sent = sent.replace("nightglow", "night glow") sent = sent.replace("mr ", "mister ") sent = sent.replace("mrs ", "misses ") sent = sent.replace(" ", " ") label_to_transcript[label] = sent # 2. scan wavfiles and create textfiles for speaker in range(1, 5): speaker_path = os.path.join("EMOV-DB", str(speaker)) # for emotion in os.listdir(speaker_path): # emotion_path = os.path.join(speaker_path, emotion) for audio in os.listdir(speaker_path): if audio[-4:] == ".wav": textfile = audio[:-4] + ".lab" label = audio.split('_')[-1].split('.')[0] transcript = label_to_transcript[label] if clean: os.remove(os.path.join(speaker_path, textfile)) else: with open(os.path.join(speaker_path, textfile), 'w') as wf: wf.write(transcript) def download(self): download_links = [ "https://www.openslr.org/resources/115/bea_Amused.tar.gz", "https://www.openslr.org/resources/115/bea_Angry.tar.gz", "https://www.openslr.org/resources/115/bea_Disgusted.tar.gz", "https://www.openslr.org/resources/115/bea_Neutral.tar.gz", "https://www.openslr.org/resources/115/bea_Sleepy.tar.gz", "https://www.openslr.org/resources/115/jenie_Amused.tar.gz", "https://www.openslr.org/resources/115/jenie_Angry.tar.gz", "https://www.openslr.org/resources/115/jenie_Disgusted.tar.gz", "https://www.openslr.org/resources/115/jenie_Neutral.tar.gz", "https://www.openslr.org/resources/115/jenie_Sleepy.tar.gz", "https://www.openslr.org/resources/115/josh_Amused.tar.gz", "https://www.openslr.org/resources/115/josh_Neutral.tar.gz", "https://www.openslr.org/resources/115/josh_Sleepy.tar.gz", "https://www.openslr.org/resources/115/sam_Amused.tar.gz", "https://www.openslr.org/resources/115/sam_Angry.tar.gz", "https://www.openslr.org/resources/115/sam_Disgusted.tar.gz", "https://www.openslr.org/resources/115/sam_Neutral.tar.gz", "https://www.openslr.org/resources/115/sam_Sleepy.tar.gz", "http://www.festvox.org/cmu_arctic/cmuarctic.data" ] target_directories = [ "EMOV-DB/1", "EMOV-DB/1", "EMOV-DB/1", "EMOV-DB/1", "EMOV-DB/1", "EMOV-DB/2", "EMOV-DB/2", "EMOV-DB/2", "EMOV-DB/2", "EMOV-DB/2", "EMOV-DB/3", "EMOV-DB/3", "EMOV-DB/3", "EMOV-DB/4", "EMOV-DB/4", "EMOV-DB/4", "EMOV-DB/4", "EMOV-DB/4", "EMOV-DB" ] for directory in target_directories: os.makedirs(directory, exist_ok=True) for link, target_directory in zip(download_links, target_directories): filename = os.path.basename(link) file_path = os.path.join(target_directory, filename) response = requests.get(link, stream=True) if response.status_code == 200: with open(file_path, 'wb') as file: for chunk in response.iter_content(1024): file.write(chunk) print(f"download successed:{filename}") if filename[-5:]!=".data": with tarfile.open(file_path, 'r:gz') as tar: tar.extractall(path=target_directory) os.remove(file_path) else: print(f"download failed:{filename}")