| import soundfile as sf |
| import numpy as np |
| from scipy import signal |
| from pydub import AudioSegment |
| import subprocess |
| import os |
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| def reaper_soundfile(sound_path, orig_filetype): |
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| aud_data = AudioSegment.from_file(sound_path, orig_filetype) |
| curdir = subprocess.run(["pwd"], capture_output=True, text=True) |
| curdir = curdir.stdout.splitlines()[0] |
| fname = sound_path.split('/')[-1].replace(orig_filetype,'') |
| tmp_path = f'{curdir}/files_tmp/{fname}tmp.wav' |
| if not os.path.exists(f'{curdir}/files_tmp'): |
| os.mkdir(f'{curdir}/files_tmp') |
| aud_data.export(tmp_path, format="wav") |
| wav_path = tmp_path |
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| return wav_path |
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| def get_reaper(wav_path, reaper_path, maxf0='700', minf0='50'): |
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| f0_data = subprocess.run([reaper_path, "-i", wav_path, '-f', '/dev/stdout', '-x', maxf0, '-m', minf0, '-a'],capture_output=True).stdout |
| f0_data = f0_data.decode() |
| f0_data = f0_data.split('EST_Header_End\n')[1].splitlines() |
| f0_data = [l.split(' ') for l in f0_data] |
| f0_data = [l for l in f0_data if len(l) == 3] |
| f0_data = [ [float(t), float(f), float(v)] for t,v,f in f0_data] |
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| return f0_data |
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| def save_pitch(f0_data, save_path,hed=False): |
| with open(save_path,'w') as handle: |
| if hed: |
| handle.write('TIME\tF0\tVOICED\n') |
| handle.write(''.join([f'{t}\t{f}\t{v}\n' for t,f,v in f0_data])) |
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| def estimate_pitch(sound_path,reaper_path = "REAPER/build/reaper"): |
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| orig_ftype = sound_path.split('.')[-1] |
| if orig_ftype == 'wav': |
| wav_path = sound_path |
| else: |
| tmp_path = reaper_soundfile(sound_path, orig_ftype) |
| wav_path = tmp_path |
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| first_pass = get_reaper(wav_path,reaper_path) |
| first_pass = [f for t,f,v in first_pass if float(v) ==1] |
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| q1 = np.quantile(first_pass,0.25) |
| q3 = np.quantile(first_pass,0.75) |
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| pfloor = 0.75 * q1 |
| pceil = 1.5 * q3 |
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| second_pass = get_reaper(wav_path,reaper_path, maxf0 = str(round(pceil)), minf0 = str(round(pfloor))) |
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| return second_pass |
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