Implementing basic integration of microphones using soundfile and sounddevice
This commit is contained in:
parent
140d4f0431
commit
58cd0bdf86
|
@ -0,0 +1,303 @@
|
||||||
|
# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
|
||||||
|
#
|
||||||
|
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||||
|
# you may not use this file except in compliance with the License.
|
||||||
|
# You may obtain a copy of the License at
|
||||||
|
#
|
||||||
|
# http://www.apache.org/licenses/LICENSE-2.0
|
||||||
|
#
|
||||||
|
# Unless required by applicable law or agreed to in writing, software
|
||||||
|
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||||
|
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||||
|
# See the License for the specific language governing permissions and
|
||||||
|
# limitations under the License.
|
||||||
|
|
||||||
|
"""
|
||||||
|
This file contains utilities for recording audio from a microhone.
|
||||||
|
"""
|
||||||
|
|
||||||
|
import argparse
|
||||||
|
import soundfile as sf
|
||||||
|
import numpy as np
|
||||||
|
import logging
|
||||||
|
from threading import Thread, Event
|
||||||
|
from queue import Queue
|
||||||
|
from os.path import splitext
|
||||||
|
from os import remove, getcwd
|
||||||
|
from pathlib import Path
|
||||||
|
import shutil
|
||||||
|
import time
|
||||||
|
from concurrent.futures import ThreadPoolExecutor
|
||||||
|
|
||||||
|
from lerobot.common.utils.utils import capture_timestamp_utc
|
||||||
|
|
||||||
|
from lerobot.common.robot_devices.microphones.configs import MicrophoneConfig
|
||||||
|
from lerobot.common.robot_devices.utils import (
|
||||||
|
RobotDeviceAlreadyConnectedError,
|
||||||
|
RobotDeviceNotConnectedError,
|
||||||
|
busy_wait,
|
||||||
|
)
|
||||||
|
|
||||||
|
def find_microphones(raise_when_empty=False, mock=False) -> list[dict]:
|
||||||
|
microphones = []
|
||||||
|
|
||||||
|
if mock:
|
||||||
|
#TODO(CarolinePascal): Implement mock microphones
|
||||||
|
pass
|
||||||
|
else:
|
||||||
|
import sounddevice as sd
|
||||||
|
|
||||||
|
devices = sd.query_devices()
|
||||||
|
for device in devices:
|
||||||
|
if device["max_input_channels"] > 0:
|
||||||
|
microphones.append(
|
||||||
|
{
|
||||||
|
"index": device["index"],
|
||||||
|
"name": device["name"],
|
||||||
|
}
|
||||||
|
)
|
||||||
|
|
||||||
|
if raise_when_empty and len(microphones) == 0:
|
||||||
|
raise OSError(
|
||||||
|
"Not a single microphone was detected. Try re-plugging the microphone or check the microphone settings."
|
||||||
|
)
|
||||||
|
|
||||||
|
return microphones
|
||||||
|
|
||||||
|
def record_audio_from_microphones(
|
||||||
|
output_dir: Path,
|
||||||
|
microphone_ids: list[int] | None = None,
|
||||||
|
record_time_s: float = 2.0):
|
||||||
|
|
||||||
|
if microphone_ids is None or len(microphone_ids) == 0:
|
||||||
|
microphones = find_microphones()
|
||||||
|
microphone_ids = [m["index"] for m in microphones]
|
||||||
|
|
||||||
|
microphones = []
|
||||||
|
for microphone_id in microphone_ids:
|
||||||
|
config = MicrophoneConfig(microphone_index=microphone_id)
|
||||||
|
microphone = Microphone(config)
|
||||||
|
microphone.connect()
|
||||||
|
print(
|
||||||
|
f"Recording audio from microphone {microphone_id} for {record_time_s} seconds at {microphone.sampling_rate} Hz."
|
||||||
|
)
|
||||||
|
microphones.append(microphone)
|
||||||
|
|
||||||
|
output_dir = Path(output_dir)
|
||||||
|
if output_dir.exists():
|
||||||
|
shutil.rmtree(
|
||||||
|
output_dir,
|
||||||
|
)
|
||||||
|
output_dir.mkdir(parents=True, exist_ok=True)
|
||||||
|
print(f"Saving audio to {output_dir}")
|
||||||
|
|
||||||
|
for microphone in microphones:
|
||||||
|
microphone.start_recording(getcwd() / output_dir / f"microphone_{microphone.microphone_index}.wav")
|
||||||
|
|
||||||
|
time.sleep(record_time_s)
|
||||||
|
|
||||||
|
for microphone in microphones:
|
||||||
|
microphone.stop_recording()
|
||||||
|
|
||||||
|
#Remark : recording may be resumed here if needed
|
||||||
|
|
||||||
|
for microphone in microphones:
|
||||||
|
microphone.disconnect()
|
||||||
|
|
||||||
|
print(f"Images have been saved to {output_dir}")
|
||||||
|
|
||||||
|
class Microphone:
|
||||||
|
"""
|
||||||
|
The Microphone class handles all microphones compatible with sounddevice (and the underlying PortAudio library). Most microphones and sound cards are compatible, accross all OS (Linux, Mac, Windows).
|
||||||
|
|
||||||
|
A Microphone instance requires the sounddevice index of the microphone, which may be obtained using `python -m sounddevice`. It also requires the recording sampling rate as well as the list of recorded channels.
|
||||||
|
|
||||||
|
Example of usage:
|
||||||
|
```python
|
||||||
|
from lerobot.common.robot_devices.microphones.configs import MicrophoneConfig
|
||||||
|
|
||||||
|
config = MicrophoneConfig(microphone_index=0, sampling_rate=16000, channels=[1], data_type="int16")
|
||||||
|
microphone = Microphone(config)
|
||||||
|
|
||||||
|
microphone.start_recording("some/output/file.wav")
|
||||||
|
...
|
||||||
|
microphone.stop_recording()
|
||||||
|
|
||||||
|
#OR
|
||||||
|
|
||||||
|
microphone.start_recording()
|
||||||
|
...
|
||||||
|
microphone.stop_recording()
|
||||||
|
last_recorded_audio_chunk = microphone.queue.get()
|
||||||
|
```
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(self, config: MicrophoneConfig):
|
||||||
|
self.config = config
|
||||||
|
self.microphone_index = config.microphone_index
|
||||||
|
|
||||||
|
#Store the recording sampling rate and channels
|
||||||
|
self.sampling_rate = config.sampling_rate
|
||||||
|
self.channels = config.channels
|
||||||
|
self.data_type = config.data_type
|
||||||
|
|
||||||
|
self.mock = config.mock
|
||||||
|
|
||||||
|
#Input audio stream
|
||||||
|
self.stream = None
|
||||||
|
#Thread-safe concurrent queue to store the recorded audio
|
||||||
|
self.queue = Queue()
|
||||||
|
self.thread = None
|
||||||
|
self.stop_event = None
|
||||||
|
self.logs = {}
|
||||||
|
|
||||||
|
self.is_connected = False
|
||||||
|
|
||||||
|
def connect(self) -> None:
|
||||||
|
if self.is_connected:
|
||||||
|
raise RobotDeviceAlreadyConnectedError(f"Microphone {self.microphone_index} is already connected.")
|
||||||
|
|
||||||
|
if self.mock:
|
||||||
|
#TODO(CarolinePascal): Implement mock microphones
|
||||||
|
pass
|
||||||
|
else:
|
||||||
|
import sounddevice as sd
|
||||||
|
|
||||||
|
#Check if the provided microphone index does match an input device
|
||||||
|
is_index_input = sd.query_devices(self.microphone_index)["max_input_channels"] > 0
|
||||||
|
|
||||||
|
if not is_index_input:
|
||||||
|
microphones_info = find_microphones()
|
||||||
|
available_microphones = [m["index"] for m in microphones_info]
|
||||||
|
raise OSError(
|
||||||
|
f"Microphone index {self.microphone_index} does not match an input device (microphone). Available input devices : {available_microphones}"
|
||||||
|
)
|
||||||
|
|
||||||
|
#Check if provided recording parameters are compatible with the microphone
|
||||||
|
actual_microphone = sd.query_devices(self.microphone_index)
|
||||||
|
|
||||||
|
if self.sampling_rate is not None :
|
||||||
|
if self.sampling_rate > actual_microphone["default_samplerate"]:
|
||||||
|
raise OSError(
|
||||||
|
f"Provided sampling rate {self.sampling_rate} is higher than the sampling rate of the microphone {actual_microphone['default_samplerate']}."
|
||||||
|
)
|
||||||
|
elif self.sampling_rate < actual_microphone["default_samplerate"]:
|
||||||
|
logging.warning("Provided sampling rate is lower than the sampling rate of the microphone. Performance may be impacted.")
|
||||||
|
else:
|
||||||
|
self.sampling_rate = int(actual_microphone["default_samplerate"])
|
||||||
|
|
||||||
|
if self.channels is not None:
|
||||||
|
if any(c > actual_microphone["max_input_channels"] for c in self.channels):
|
||||||
|
raise OSError(
|
||||||
|
f"Some of the provided channels {self.channels} are outside the maximum channel range of the microphone {actual_microphone['max_input_channels']}."
|
||||||
|
)
|
||||||
|
else:
|
||||||
|
self.channels = np.arange(1, actual_microphone["max_input_channels"]+1)
|
||||||
|
|
||||||
|
# Get channels index instead of number for slicing
|
||||||
|
self.channels = np.array(self.channels) - 1
|
||||||
|
|
||||||
|
#Create the audio stream
|
||||||
|
self.stream = sd.InputStream(
|
||||||
|
device=self.microphone_index,
|
||||||
|
samplerate=self.sampling_rate,
|
||||||
|
channels=max(self.channels)+1,
|
||||||
|
dtype=self.data_type,
|
||||||
|
callback=self._audio_callback,
|
||||||
|
)
|
||||||
|
#Remark : the blocksize parameter could be passed to the stream to ensure that audio_callback always recieve same length buffers.
|
||||||
|
#However, this may lead to additionnal latency. We thus stick to blocksize=0 which means that audio_callback will recieve varying length buffers, but with no addtional latency.
|
||||||
|
|
||||||
|
self.is_connected = True
|
||||||
|
|
||||||
|
def _audio_callback(self, indata, frames, time, status) -> None :
|
||||||
|
if status:
|
||||||
|
logging.warning(status)
|
||||||
|
#slicing makes copy unecessary
|
||||||
|
self.queue.put(indata[:,self.channels])
|
||||||
|
|
||||||
|
def _read_write_loop(self, output_file : Path) -> None:
|
||||||
|
output_file = Path(output_file)
|
||||||
|
if output_file.exists():
|
||||||
|
shutil.rmtree(
|
||||||
|
output_file,
|
||||||
|
)
|
||||||
|
with sf.SoundFile(output_file, mode='x', samplerate=self.sampling_rate,
|
||||||
|
channels=max(self.channels)+1, subtype=sf.default_subtype(output_file.suffix[1:])) as file:
|
||||||
|
while not self.stop_event.is_set():
|
||||||
|
file.write(self.queue.get())
|
||||||
|
|
||||||
|
def start_recording(self, output_file : str | None = None) -> None:
|
||||||
|
|
||||||
|
if not self.is_connected:
|
||||||
|
raise RobotDeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
||||||
|
|
||||||
|
if output_file is not None:
|
||||||
|
self.stop_event = Event()
|
||||||
|
self.thread = Thread(target=self._read_write_loop, args=(output_file,))
|
||||||
|
self.thread.daemon = True
|
||||||
|
self.thread.start()
|
||||||
|
|
||||||
|
self.stream.start()
|
||||||
|
|
||||||
|
self.logs["start_timestamp"] = capture_timestamp_utc()
|
||||||
|
|
||||||
|
def stop_recording(self) -> None:
|
||||||
|
|
||||||
|
if not self.is_connected:
|
||||||
|
raise RobotDeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
||||||
|
|
||||||
|
self.logs["stop_timestamp"] = capture_timestamp_utc()
|
||||||
|
|
||||||
|
if self.thread is not None:
|
||||||
|
self.stop_event.set()
|
||||||
|
self.thread.join()
|
||||||
|
self.thread = None
|
||||||
|
self.stop_event = None
|
||||||
|
|
||||||
|
if self.stream.active:
|
||||||
|
self.stream.stop() #Wait for all buffers to be processed
|
||||||
|
#Remark : stream.abort() flushes the buffers !
|
||||||
|
|
||||||
|
self.logs["duration"] = self.logs["stop_timestamp"] - self.logs["start_timestamp"]
|
||||||
|
|
||||||
|
def disconnect(self) -> None:
|
||||||
|
|
||||||
|
if not self.is_connected:
|
||||||
|
raise RobotDeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
||||||
|
|
||||||
|
if self.stream.active:
|
||||||
|
self.stop_recording()
|
||||||
|
|
||||||
|
self.stream.close()
|
||||||
|
self.is_connected = False
|
||||||
|
|
||||||
|
def __del__(self):
|
||||||
|
if getattr(self, "is_connected", False):
|
||||||
|
self.disconnect()
|
||||||
|
|
||||||
|
if __name__ == "__main__":
|
||||||
|
parser = argparse.ArgumentParser(
|
||||||
|
description="Records audio using `Microphone` for all microphones connected to the computer, or a selected subset."
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--microphone-ids",
|
||||||
|
type=int,
|
||||||
|
nargs="*",
|
||||||
|
default=None,
|
||||||
|
help="List of microphones indices used to instantiate the `Microphone`. If not provided, find and use all available microphones indices.",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--output-dir",
|
||||||
|
type=Path,
|
||||||
|
default="outputs/audio_from_microphones",
|
||||||
|
help="Set directory to save an audio snipet for each microphone.",
|
||||||
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
"--record-time-s",
|
||||||
|
type=float,
|
||||||
|
default=4.0,
|
||||||
|
help="Set the number of seconds used to record the audio. By default, 4 seconds.",
|
||||||
|
)
|
||||||
|
args = parser.parse_args()
|
||||||
|
record_audio_from_microphones(**vars(args))
|
Loading…
Reference in New Issue