import pyroomacoustics as pa import numpy as np from typing import List, Tuple import torchaudio import os from dataclasses import dataclass DEG_TO_RAD = np.pi / 180 RIR_DIR = "output/rir" RT60_DIR = "output/rt60" for d in [RIR_DIR, RT60_DIR]: os.makedirs(d, exist_ok=True) @dataclass class RoomParam: name: str fs: int = 16_000 mic_distance: float = 0.15 seed: int = 765 room_size: np.ndarray = np.array([9., 7.5, 3.5]) snr: float = float("inf") absorption: float = 0.5 @dataclass class SourceInfo: deg: int r: float = 2.0 def pad_and_transpose(rir_list): mic_num = len(rir_list) src_num = len(rir_list[0]) max_t = max(len(h) for mic_rirs in rir_list for h in mic_rirs) ret = np.zeros((src_num, mic_num, max_t), dtype=rir_list[0][0].dtype) for s in range(src_num): for m in range(mic_num): h = rir_list[m][s] t = len(h) ret[s,m,:t] = h return ret def simulate(room_param: RoomParam, sources: List[SourceInfo]): # 乱数初期化 np.random.seed(room_param.seed) # マイク位置 mic_center = room_param.room_size/2 mic_relative_pos = np.array([[x*room_param.mic_distance, 0., 0.] for x in [-0.5, 0.5]]) mic_pos = mic_relative_pos.T + mic_center[:, None] # 音源位置 r = np.array([source.r for source in sources]) theta = DEG_TO_RAD * np.array([source.deg for source in sources]) source_relative_pos = r * np.array([np.cos(theta), np.sin(theta), np.zeros(len(theta))]) source_pos = source_relative_pos + mic_center[:, None] # 部屋の作成 room = pa.ShoeBox(room_param.room_size, fs=room_param.fs, max_order=17, absorption=room_param.absorption) room.add_microphone_array(pa.MicrophoneArray(mic_pos, fs=room.fs)) for pos in source_pos.T: room.add_source(pos) """ # RIRを保存する room.compute_rir() rir = pad_and_transpose(room.rir) np.save(os.path.join(RIR_DIR, room_param.name+".npy"), rir) """ # RT60を保存する rt60 = room.rt60_theory() np.save(os.path.join(RT60_DIR, room_param.name+".npy"), rt60) if __name__ == '__main__': degs = list(range(0, 360, 1)) assert len(degs) == 360 room = RoomParam(name="test") source = [SourceInfo(deg=deg) for deg in degs] simulate(room, source)