From ded83425c2f080d5cd9ae0415578b1c76d7ccda1 Mon Sep 17 00:00:00 2001 From: Ian Gabaraev Date: Sat, 30 Nov 2024 01:51:04 +0700 Subject: [PATCH] AE --- audiotools/amplitude_envelope.py | 65 +++++++++++++++++++++++++++++++ audiotools/envelope.png | Bin 0 -> 75041 bytes audiotools/mars.wav | Bin 0 -> 6000044 bytes requirements.txt | 1 + 4 files changed, 66 insertions(+) create mode 100644 audiotools/amplitude_envelope.py create mode 100644 audiotools/envelope.png create mode 100644 audiotools/mars.wav diff --git a/audiotools/amplitude_envelope.py b/audiotools/amplitude_envelope.py new file mode 100644 index 0000000..fcefd0a --- /dev/null +++ b/audiotools/amplitude_envelope.py @@ -0,0 +1,65 @@ +import numpy as np +import matplotlib.pyplot as plt +import librosa +from functools import lru_cache + + +class AmplitudeEnvelope: + + def __init__(self, file_name: str): + self.file_name = file_name + self.signal, self.sampling_rate = librosa.load(file_name) + self.duration = (1 / self.sampling_rate) * self.signal.size + self.frame_size = 1024 + self.hop_length = self.frame_size // 2 + + @lru_cache() + def calculate_amplitude_envelope(self) -> np.ndarray: + + return np.array( + [ + np.max(self.signal[i : i + self.frame_size]) + for i in range(0, self.signal.size, self.hop_length) + ] + ) + + def calculate_time_indices(self) -> np.ndarray: + ae = self.calculate_amplitude_envelope() + frames = np.array(range(0, ae.size)) + t = librosa.frames_to_time( + frames, sr=self.sampling_rate, hop_length=self.hop_length + ) + return t + + def plot(self): + plt.figure(figsize=(10, 5)) + plt.style.use("dark_background") + plt.grid(color="gray", linestyle="--", linewidth=0.5, alpha=0.5) + plt.title("Amplitude Envelope", color="white", fontsize=16, fontname="Ubuntu") + + librosa.display.waveshow(self.signal, sr=self.sampling_rate, color="b") + ae = self.calculate_amplitude_envelope() + t = self.calculate_time_indices() + + plt.plot(t, ae, color="cyan") + plt.xlabel("Time (s)") + plt.ylabel("Amplitude") + xtick_positions = np.arange(0, np.max(t) + 1, 1) + plt.xticks(xtick_positions, color="white") + plt.legend( + [ + f"Clip '{self.file_name}'\n" + f"Signal duration: {round(self.duration)} sec\n" + f"Sampling rate: {self.sampling_rate / 1_000} kHz" + ], + loc="best", + frameon=True, + shadow=True, + ) + + plt.savefig("envelope.png") + + +if __name__ == "__main__": + ae = AmplitudeEnvelope("mars.wav") + ae.plot() diff --git a/audiotools/envelope.png b/audiotools/envelope.png new file mode 100644 index 0000000000000000000000000000000000000000..4911f4b372ef03a13faadc23df2511fb27a725ed GIT binary patch literal 75041 zcmeGEcU;eX`v#7eqDV5^15qLo?QKS>6d7p|rM>q;2&t%4(jt|%M0=u=CM{`dy&Kwl zsPFL#*X6qJ&;9w_kKg0>$M=t~hm3l!*YkNk&+|Bs<2YY;Pb$jNu3}zAMn*<^{Mca? zGBS!DGBWaU>J|7-;ts0a_)FC4$T_Q1rn*+P7cH)kDO|KNGcvU@(!aFX=8A=-zNyK6 zK2g4Xyqm9DS(#ai?b&1e*8})WE%f$mQKV?Vi>x#|cHWYVjP4@wMgBrMTAz%ZjO_T~ z1E=kRzlYe`omOqR);g}a@;Uj_Tg=ZJPOjUiywUGXcw%Dv*V3Kz-{a1iC-dzTI^C9H 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