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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)