| 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]): |
| |
| np.random.seed(room_param.seed) |
|
|
| |
| 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] |
|
|
| |
| 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] |
|
|
| |
| 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 = 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) |
|
|
|
|