mirror of
https://github.com/huggingface/lerobot.git
synced 2026-07-23 09:46:00 +00:00
[skip ci] refactor(Microphone class): properly rename Microphone class to PortAudioMicrophone to avoid conflicts with the eponym base class
This commit is contained in:
@@ -176,7 +176,7 @@ available_cameras = [
|
|||||||
|
|
||||||
# lists all available microphones from `lerobot/microphones`
|
# lists all available microphones from `lerobot/microphones`
|
||||||
available_microphones = [
|
available_microphones = [
|
||||||
"microphone",
|
"portaudio",
|
||||||
]
|
]
|
||||||
|
|
||||||
# lists all available motors from `lerobot/motors`
|
# lists all available motors from `lerobot/motors`
|
||||||
|
|||||||
@@ -20,7 +20,6 @@ import draccus
|
|||||||
|
|
||||||
@dataclass(kw_only=True)
|
@dataclass(kw_only=True)
|
||||||
class MicrophoneConfig(draccus.ChoiceRegistry, abc.ABC):
|
class MicrophoneConfig(draccus.ChoiceRegistry, abc.ABC):
|
||||||
microphone_index: int
|
|
||||||
sample_rate: int | None = None
|
sample_rate: int | None = None
|
||||||
channels: list[int] | None = None
|
channels: list[int] | None = None
|
||||||
|
|
||||||
|
|||||||
@@ -12,407 +12,106 @@
|
|||||||
# See the License for the specific language governing permissions and
|
# See the License for the specific language governing permissions and
|
||||||
# limitations under the License.
|
# limitations under the License.
|
||||||
|
|
||||||
"""
|
import abc
|
||||||
This file contains utilities for recording audio from a microhone.
|
|
||||||
"""
|
|
||||||
|
|
||||||
import argparse
|
|
||||||
import logging
|
|
||||||
import shutil
|
|
||||||
import time
|
|
||||||
from multiprocessing import Event as process_Event, JoinableQueue as process_Queue, Process
|
|
||||||
from os import getcwd
|
|
||||||
from pathlib import Path
|
from pathlib import Path
|
||||||
from queue import Empty, Queue as thread_Queue
|
from typing import Any
|
||||||
from threading import Event, Event as thread_Event, Thread
|
|
||||||
|
|
||||||
import numpy as np
|
import numpy as np
|
||||||
import sounddevice as sd
|
|
||||||
import soundfile as sf
|
|
||||||
|
|
||||||
from lerobot.errors import (
|
from .configs import MicrophoneConfig
|
||||||
DeviceAlreadyConnectedError,
|
|
||||||
DeviceAlreadyRecordingError,
|
|
||||||
DeviceNotConnectedError,
|
|
||||||
DeviceNotRecordingError,
|
|
||||||
)
|
|
||||||
from lerobot.microphones.configs import MicrophoneConfig
|
|
||||||
from lerobot.utils.utils import capture_timestamp_utc
|
|
||||||
|
|
||||||
|
|
||||||
def find_microphones(raise_when_empty=False) -> list[dict]:
|
class Microphone(abc.ABC):
|
||||||
microphones = []
|
"""Base class for microphone implementations.
|
||||||
|
|
||||||
devices = sd.query_devices()
|
Defines a standard interface for microphone operations across different backends.
|
||||||
for device in devices:
|
Subclasses must implement all abstract methods.
|
||||||
if device["max_input_channels"] > 0:
|
|
||||||
microphones.append(
|
|
||||||
{
|
|
||||||
"index": device["index"],
|
|
||||||
"name": device["name"],
|
|
||||||
}
|
|
||||||
)
|
|
||||||
|
|
||||||
if raise_when_empty and len(microphones) == 0:
|
Manages basic microphone properties (sample rate, channels) and core operations:
|
||||||
raise OSError(
|
- Connection/disconnection
|
||||||
"Not a single microphone was detected. Try re-plugging the microphone or check the microphone settings."
|
- Start/stop recording
|
||||||
)
|
- Audio chunk reading
|
||||||
|
|
||||||
return microphones
|
Attributes:
|
||||||
|
sample_rate (int | None): Configured sample rate in Hz
|
||||||
|
channels (list[int] | None): List of channel numbers to record
|
||||||
|
|
||||||
|
Example:
|
||||||
def record_audio_from_microphones(
|
class MyMicrophone(Microphone):
|
||||||
output_dir: Path, microphone_ids: list[int] | None = None, record_time_s: float = 2.0
|
def __init__(self, config): ...
|
||||||
):
|
@property
|
||||||
"""
|
def is_connected(self) -> bool: ...
|
||||||
Records audio from all the channels of the specified microphones for the specified duration.
|
def connect(self): ...
|
||||||
If no microphone ids are provided, all available microphones will be used.
|
# Plus other required methods
|
||||||
"""
|
|
||||||
|
|
||||||
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.sample_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, across 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 sample 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, sample_rate=16000, channels=[1])
|
|
||||||
microphone = Microphone(config)
|
|
||||||
|
|
||||||
microphone.connect()
|
|
||||||
microphone.start_recording("some/output/file.wav")
|
|
||||||
...
|
|
||||||
audio_readings = (
|
|
||||||
microphone.read()
|
|
||||||
) # Gets all recorded audio data since the last read or since the beginning of the recording
|
|
||||||
...
|
|
||||||
microphone.stop_recording()
|
|
||||||
microphone.disconnect()
|
|
||||||
```
|
|
||||||
"""
|
"""
|
||||||
|
|
||||||
def __init__(self, config: MicrophoneConfig):
|
def __init__(self, config: MicrophoneConfig):
|
||||||
self.config = config
|
"""Initialize the microphone with the given configuration.
|
||||||
self.microphone_index = config.microphone_index
|
|
||||||
|
|
||||||
# Store the recording sample rate and channels
|
Args:
|
||||||
self.sample_rate = config.sample_rate
|
config: Microphone configuration containing sample rate and channels.
|
||||||
self.channels = config.channels
|
|
||||||
|
|
||||||
# Input audio stream
|
|
||||||
self.stream = None
|
|
||||||
|
|
||||||
# Thread/Process-safe concurrent queue to store the recorded/read audio
|
|
||||||
self.record_queue = None
|
|
||||||
self.read_queue = None
|
|
||||||
|
|
||||||
# Thread/Process to handle data reading and file writing in a separate thread/process (safely)
|
|
||||||
self.record_thread = None
|
|
||||||
self.record_stop_event = None
|
|
||||||
|
|
||||||
self.logs = {}
|
|
||||||
self.is_connected = False
|
|
||||||
self.is_recording = False
|
|
||||||
self.is_writing = False
|
|
||||||
|
|
||||||
def connect(self) -> None:
|
|
||||||
"""
|
"""
|
||||||
Connects the microphone and checks if the requested acquisition parameters are compatible with the microphone.
|
self.sample_rate: int | None = config.sample_rate
|
||||||
|
self.channels: list[int] | None = config.channels
|
||||||
|
|
||||||
|
@property
|
||||||
|
@abc.abstractmethod
|
||||||
|
def is_connected(self) -> bool:
|
||||||
|
"""Check if the microphone is currently connected.
|
||||||
|
|
||||||
|
Returns:
|
||||||
|
bool: True if the microphone is connected and ready to start recording,
|
||||||
|
False otherwise.
|
||||||
"""
|
"""
|
||||||
if self.is_connected:
|
pass
|
||||||
raise DeviceAlreadyConnectedError(f"Microphone {self.microphone_index} is already connected.")
|
|
||||||
|
|
||||||
# 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.sample_rate is not None:
|
|
||||||
if self.sample_rate > actual_microphone["default_samplerate"]:
|
|
||||||
raise OSError(
|
|
||||||
f"Provided sample rate {self.sample_rate} is higher than the sample rate of the microphone {actual_microphone['default_samplerate']}."
|
|
||||||
)
|
|
||||||
elif self.sample_rate < actual_microphone["default_samplerate"]:
|
|
||||||
logging.warning(
|
|
||||||
"Provided sample rate is lower than the sample rate of the microphone. Performance may be impacted."
|
|
||||||
)
|
|
||||||
else:
|
|
||||||
self.sample_rate = int(actual_microphone["default_samplerate"])
|
|
||||||
|
|
||||||
if self.channels is not None and len(self.channels) > 0:
|
|
||||||
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_index = np.array(self.channels) - 1
|
|
||||||
|
|
||||||
# Create the audio stream
|
|
||||||
self.stream = sd.InputStream(
|
|
||||||
device=self.microphone_index,
|
|
||||||
samplerate=self.sample_rate,
|
|
||||||
channels=max(self.channels),
|
|
||||||
dtype="float32",
|
|
||||||
callback=self._audio_callback,
|
|
||||||
)
|
|
||||||
# Remark : the blocksize parameter could be passed to the stream to ensure that audio_callback always receive same length buffers.
|
|
||||||
# However, this may lead to additional latency. We thus stick to blocksize=0 which means that audio_callback will receive varying length buffers, but with no additional latency.
|
|
||||||
|
|
||||||
self.is_connected = True
|
|
||||||
|
|
||||||
def _audio_callback(self, indata, frames, time, status) -> None:
|
|
||||||
"""
|
|
||||||
Low-level sounddevice callback.
|
|
||||||
"""
|
|
||||||
if status:
|
|
||||||
logging.warning(status)
|
|
||||||
# Slicing makes copy unnecessary
|
|
||||||
# Two separate queues are necessary because .get() also pops the data from the queue
|
|
||||||
if self.is_writing:
|
|
||||||
self.record_queue.put(indata[:, self.channels_index])
|
|
||||||
self.read_queue.put(indata[:, self.channels_index])
|
|
||||||
|
|
||||||
@staticmethod
|
@staticmethod
|
||||||
def _record_loop(queue, event: Event, sample_rate: int, channels: list[int], output_file: Path) -> None:
|
@abc.abstractmethod
|
||||||
|
def find_microphones() -> list[dict[str, Any]]:
|
||||||
|
"""Detects available microphones connected to the system.
|
||||||
|
|
||||||
|
Returns:
|
||||||
|
List[Dict[str, Any]]: A list of dictionaries,
|
||||||
|
where each dictionary contains information about a detected microphone.
|
||||||
"""
|
"""
|
||||||
Thread/Process-safe loop to write audio data into a file.
|
pass
|
||||||
"""
|
|
||||||
# Can only be run on a single process/thread for file writing safety
|
|
||||||
with sf.SoundFile(
|
|
||||||
output_file,
|
|
||||||
mode="x",
|
|
||||||
samplerate=sample_rate,
|
|
||||||
channels=max(channels),
|
|
||||||
subtype=sf.default_subtype(output_file.suffix[1:]),
|
|
||||||
) as file:
|
|
||||||
while not event.is_set():
|
|
||||||
try:
|
|
||||||
file.write(
|
|
||||||
queue.get(timeout=0.02)
|
|
||||||
) # Timeout set as twice the usual sounddevice buffer size
|
|
||||||
queue.task_done()
|
|
||||||
except Empty:
|
|
||||||
continue
|
|
||||||
|
|
||||||
def _read(self) -> np.ndarray:
|
@abc.abstractmethod
|
||||||
"""
|
def connect(self) -> None:
|
||||||
Thread/Process-safe callback to read available audio data
|
"""Establish connection to the microphone."""
|
||||||
"""
|
pass
|
||||||
audio_readings = np.empty((0, len(self.channels)))
|
|
||||||
|
|
||||||
while True:
|
|
||||||
try:
|
|
||||||
audio_readings = np.concatenate((audio_readings, self.read_queue.get_nowait()), axis=0)
|
|
||||||
except Empty:
|
|
||||||
break
|
|
||||||
|
|
||||||
self.read_queue = thread_Queue()
|
|
||||||
|
|
||||||
return audio_readings
|
|
||||||
|
|
||||||
def read(self) -> np.ndarray:
|
|
||||||
"""
|
|
||||||
Reads the last audio chunk recorded by the microphone, e.g. all samples recorded since the last read or since the beginning of the recording.
|
|
||||||
"""
|
|
||||||
if not self.is_connected:
|
|
||||||
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
|
||||||
if not self.stream.active:
|
|
||||||
raise RuntimeError(f"Microphone {self.microphone_index} is not recording.")
|
|
||||||
|
|
||||||
start_time = time.perf_counter()
|
|
||||||
|
|
||||||
audio_readings = self._read()
|
|
||||||
|
|
||||||
# log the number of seconds it took to read the audio chunk
|
|
||||||
self.logs["delta_timestamp_s"] = time.perf_counter() - start_time
|
|
||||||
|
|
||||||
# log the utc time at which the audio chunk was received
|
|
||||||
self.logs["timestamp_utc"] = capture_timestamp_utc()
|
|
||||||
|
|
||||||
return audio_readings
|
|
||||||
|
|
||||||
|
@abc.abstractmethod
|
||||||
def start_recording(
|
def start_recording(
|
||||||
self,
|
self,
|
||||||
output_file: str | None = None,
|
output_file: str | Path | None = None,
|
||||||
multiprocessing: bool | None = False,
|
multiprocessing: bool | None = False,
|
||||||
overwrite: bool | None = True,
|
overwrtie: bool | None = True,
|
||||||
) -> None:
|
) -> None:
|
||||||
|
"""Start recording audio from the microphone.
|
||||||
|
|
||||||
|
Args:
|
||||||
|
output_file: Optional path to save the recorded audio.
|
||||||
|
multiprocessing: If True, enables multiprocessing for recording.
|
||||||
|
overwrite: If True, overwrites existing files at output_file path.
|
||||||
"""
|
"""
|
||||||
Starts the recording of the microphone. If output_file is provided, the audio will be written to this file.
|
pass
|
||||||
|
|
||||||
|
@abc.abstractmethod
|
||||||
|
def read(self) -> np.ndarray:
|
||||||
|
"""Capture and return a single audio chunk from the microphone.
|
||||||
|
|
||||||
|
Returns:
|
||||||
|
np.ndarray: Captured audio chunk as a numpy array.
|
||||||
"""
|
"""
|
||||||
if not self.is_connected:
|
pass
|
||||||
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
|
||||||
if self.is_recording:
|
|
||||||
raise DeviceAlreadyRecordingError(f"Microphone {self.microphone_index} is already recording.")
|
|
||||||
|
|
||||||
# Reset queues
|
|
||||||
self.read_queue = thread_Queue()
|
|
||||||
if multiprocessing:
|
|
||||||
self.record_queue = process_Queue()
|
|
||||||
else:
|
|
||||||
self.record_queue = thread_Queue()
|
|
||||||
|
|
||||||
# Write recordings into a file if output_file is provided
|
|
||||||
if output_file is not None:
|
|
||||||
output_file = Path(output_file)
|
|
||||||
output_file.parent.mkdir(parents=True, exist_ok=True)
|
|
||||||
|
|
||||||
if output_file.exists():
|
|
||||||
if overwrite:
|
|
||||||
output_file.unlink()
|
|
||||||
else:
|
|
||||||
raise FileExistsError(
|
|
||||||
f"Output file {output_file} already exists. Set overwrite to True to overwrite it."
|
|
||||||
)
|
|
||||||
|
|
||||||
if multiprocessing:
|
|
||||||
self.record_stop_event = process_Event()
|
|
||||||
self.record_thread = Process(
|
|
||||||
target=Microphone._record_loop,
|
|
||||||
args=(
|
|
||||||
self.record_queue,
|
|
||||||
self.record_stop_event,
|
|
||||||
self.sample_rate,
|
|
||||||
self.channels,
|
|
||||||
output_file,
|
|
||||||
),
|
|
||||||
)
|
|
||||||
else:
|
|
||||||
self.record_stop_event = thread_Event()
|
|
||||||
self.record_thread = Thread(
|
|
||||||
target=Microphone._record_loop,
|
|
||||||
args=(
|
|
||||||
self.record_queue,
|
|
||||||
self.record_stop_event,
|
|
||||||
self.sample_rate,
|
|
||||||
self.channels,
|
|
||||||
output_file,
|
|
||||||
),
|
|
||||||
)
|
|
||||||
self.record_thread.daemon = True
|
|
||||||
self.record_thread.start()
|
|
||||||
|
|
||||||
self.is_writing = True
|
|
||||||
|
|
||||||
self.is_recording = True
|
|
||||||
self.stream.start()
|
|
||||||
|
|
||||||
|
@abc.abstractmethod
|
||||||
def stop_recording(self) -> None:
|
def stop_recording(self) -> None:
|
||||||
"""
|
"""Stop recording audio from the microphone."""
|
||||||
Stops the recording of the microphones.
|
pass
|
||||||
"""
|
|
||||||
if not self.is_connected:
|
|
||||||
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
|
||||||
if not self.is_recording:
|
|
||||||
raise DeviceNotRecordingError(f"Microphone {self.microphone_index} is not recording.")
|
|
||||||
|
|
||||||
if self.stream.active:
|
|
||||||
self.stream.stop() # Wait for all buffers to be processed
|
|
||||||
# Remark : stream.abort() flushes the buffers !
|
|
||||||
self.is_recording = False
|
|
||||||
|
|
||||||
if self.record_thread is not None:
|
|
||||||
self.record_queue.join()
|
|
||||||
self.record_stop_event.set()
|
|
||||||
self.record_thread.join()
|
|
||||||
self.record_thread = None
|
|
||||||
self.record_stop_event = None
|
|
||||||
self.is_writing = False
|
|
||||||
|
|
||||||
self.logs["stop_timestamp"] = capture_timestamp_utc()
|
|
||||||
|
|
||||||
|
@abc.abstractmethod
|
||||||
def disconnect(self) -> None:
|
def disconnect(self) -> None:
|
||||||
"""
|
"""Disconnect the microphone and release any resources."""
|
||||||
Disconnects the microphone and stops the recording.
|
pass
|
||||||
"""
|
|
||||||
if not self.is_connected:
|
|
||||||
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
|
||||||
|
|
||||||
if self.is_recording:
|
|
||||||
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 snippet 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))
|
|
||||||
|
|||||||
@@ -0,0 +1,16 @@
|
|||||||
|
# Copyright 2025 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.
|
||||||
|
|
||||||
|
from .configuration_portaudio import PortAudioMicrophoneConfig
|
||||||
|
from .microphone_portaudio import PortAudioMicrophone
|
||||||
@@ -0,0 +1,41 @@
|
|||||||
|
# Copyright 2025 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.
|
||||||
|
|
||||||
|
from dataclasses import dataclass
|
||||||
|
|
||||||
|
from ..configs import MicrophoneConfig
|
||||||
|
|
||||||
|
|
||||||
|
@MicrophoneConfig.register_subclass("portaudio")
|
||||||
|
@dataclass
|
||||||
|
class PortAudioMicrophoneConfig(MicrophoneConfig):
|
||||||
|
"""Configuration class for PortAudio-based microphone devices.
|
||||||
|
|
||||||
|
This class provides configuration options for microphones accessed through PortAudio with the sounddevice Python package.
|
||||||
|
including device index, sample rate and channels.
|
||||||
|
|
||||||
|
Example configurations:
|
||||||
|
```python
|
||||||
|
# Basic configurations
|
||||||
|
PortAudioMicrophoneConfig(0, 16000, [1]) # Device index 0, 16000Hz, mono
|
||||||
|
PortAudioMicrophoneConfig(1, 44100, [1, 2]) # Device index 1, 44100Hz, stereo
|
||||||
|
```
|
||||||
|
|
||||||
|
Attributes:
|
||||||
|
microphone_index: Device index for the microphone.
|
||||||
|
sample_rate: Sample rate in Hz for the microphone.
|
||||||
|
channels: List of channel numbers to use for the microphone.
|
||||||
|
"""
|
||||||
|
|
||||||
|
microphone_index: int
|
||||||
@@ -0,0 +1,352 @@
|
|||||||
|
# Copyright 2025 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.
|
||||||
|
|
||||||
|
"""
|
||||||
|
Provides the PortAudioMicrophone class for capturing audio from microphones using the PortAudio library through the sounddevice Python package.
|
||||||
|
"""
|
||||||
|
|
||||||
|
import logging
|
||||||
|
import time
|
||||||
|
from multiprocessing import Event as process_Event, JoinableQueue as process_Queue, Process
|
||||||
|
from pathlib import Path
|
||||||
|
from queue import Empty, Queue as thread_Queue
|
||||||
|
from threading import Event, Event as thread_Event, Thread
|
||||||
|
from typing import Any
|
||||||
|
|
||||||
|
import numpy as np
|
||||||
|
import sounddevice as sd
|
||||||
|
import soundfile as sf
|
||||||
|
|
||||||
|
from lerobot.utils.errors import (
|
||||||
|
DeviceAlreadyConnectedError,
|
||||||
|
DeviceAlreadyRecordingError,
|
||||||
|
DeviceNotConnectedError,
|
||||||
|
DeviceNotRecordingError,
|
||||||
|
)
|
||||||
|
from lerobot.utils.utils import capture_timestamp_utc
|
||||||
|
|
||||||
|
from ..microphone import Microphone
|
||||||
|
from .configuration_portaudio import PortAudioMicrophoneConfig
|
||||||
|
|
||||||
|
|
||||||
|
class PortAudioMicrophone(Microphone):
|
||||||
|
"""
|
||||||
|
The PortAudioMicrophone class handles all microphones compatible with sounddevice (and the underlying PortAudio library). Most microphones and sound cards are compatible, across all OS (Linux, Mac, Windows).
|
||||||
|
|
||||||
|
A PortAudioMicrophone instance requires the sounddevice index of the microphone, which may be obtained using `python -m sounddevice`. It also requires the recording sample rate as well as the list of recorded channels.
|
||||||
|
|
||||||
|
Example of usage:
|
||||||
|
```python
|
||||||
|
from lerobot.common.robot_devices.microphones.configs import PortAudioMicrophoneConfig
|
||||||
|
|
||||||
|
config = PortAudioMicrophoneConfig(microphone_index=0, sample_rate=16000, channels=[1])
|
||||||
|
microphone = PortAudioMicrophone(config)
|
||||||
|
|
||||||
|
microphone.connect()
|
||||||
|
microphone.start_recording("some/output/file.wav")
|
||||||
|
...
|
||||||
|
audio_readings = (
|
||||||
|
microphone.read()
|
||||||
|
) # Gets all recorded audio data since the last read or since the beginning of the recording
|
||||||
|
...
|
||||||
|
microphone.stop_recording()
|
||||||
|
microphone.disconnect()
|
||||||
|
```
|
||||||
|
"""
|
||||||
|
|
||||||
|
def __init__(self, config: PortAudioMicrophoneConfig):
|
||||||
|
"""
|
||||||
|
Initializes the PortAudioMicrophone instance.
|
||||||
|
|
||||||
|
Args:
|
||||||
|
config: The configuration settings for the microphone.
|
||||||
|
"""
|
||||||
|
super().__init__(config)
|
||||||
|
|
||||||
|
# Microphone index
|
||||||
|
self.microphone_index = config.microphone_index
|
||||||
|
|
||||||
|
# Input audio stream
|
||||||
|
self.stream = None
|
||||||
|
|
||||||
|
# Thread/Process-safe concurrent queue to store the recorded/read audio
|
||||||
|
self.record_queue = None
|
||||||
|
self.read_queue = None
|
||||||
|
|
||||||
|
# Thread/Process to handle data reading and file writing in a separate thread/process (safely)
|
||||||
|
self.record_thread = None
|
||||||
|
self.record_stop_event = None
|
||||||
|
|
||||||
|
self.logs = {}
|
||||||
|
self._is_connected = False
|
||||||
|
self.is_recording = False
|
||||||
|
self.is_writing = False
|
||||||
|
|
||||||
|
@property
|
||||||
|
def is_connected(self) -> bool:
|
||||||
|
return self._is_connected
|
||||||
|
|
||||||
|
@staticmethod
|
||||||
|
def find_microphones() -> list[dict[str, Any]]:
|
||||||
|
"""
|
||||||
|
Detects available microphones connected to the system.
|
||||||
|
|
||||||
|
Returns:
|
||||||
|
List[Dict[str, Any]]: A list of dictionaries,
|
||||||
|
where each dictionary contains information about a detected microphone : index, name, sample rate, channels.
|
||||||
|
"""
|
||||||
|
found_microphones_info = []
|
||||||
|
|
||||||
|
devices = sd.query_devices()
|
||||||
|
for device in devices:
|
||||||
|
if device["max_input_channels"] > 0:
|
||||||
|
microphone_info = {
|
||||||
|
"index": device["index"],
|
||||||
|
"name": device["name"],
|
||||||
|
"sample_rate": int(device["default_samplerate"]),
|
||||||
|
"channels": list(range(1, device["max_input_channels"] + 1)),
|
||||||
|
}
|
||||||
|
found_microphones_info.append(microphone_info)
|
||||||
|
|
||||||
|
return found_microphones_info
|
||||||
|
|
||||||
|
def connect(self) -> None:
|
||||||
|
"""
|
||||||
|
Connects the microphone and checks if the requested acquisition parameters are compatible with the microphone.
|
||||||
|
"""
|
||||||
|
if self.is_connected:
|
||||||
|
raise DeviceAlreadyConnectedError(f"Microphone {self.microphone_index} is already connected.")
|
||||||
|
|
||||||
|
# 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:
|
||||||
|
found_microphones_info = self.find_microphones()
|
||||||
|
available_microphones = {m["name"]: m["index"] for m in found_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.sample_rate is not None:
|
||||||
|
if self.sample_rate > actual_microphone["default_samplerate"]:
|
||||||
|
raise OSError(
|
||||||
|
f"Provided sample rate {self.sample_rate} is higher than the sample rate of the microphone {actual_microphone['default_samplerate']}."
|
||||||
|
)
|
||||||
|
elif self.sample_rate < actual_microphone["default_samplerate"]:
|
||||||
|
logging.warning(
|
||||||
|
"Provided sample rate is lower than the sample rate of the microphone. Performance may be impacted."
|
||||||
|
)
|
||||||
|
else:
|
||||||
|
self.sample_rate = int(actual_microphone["default_samplerate"])
|
||||||
|
|
||||||
|
if self.channels is not None and len(self.channels) > 0:
|
||||||
|
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_index = np.array(self.channels) - 1
|
||||||
|
|
||||||
|
# Create the audio stream
|
||||||
|
self.stream = sd.InputStream(
|
||||||
|
device=self.microphone_index,
|
||||||
|
samplerate=self.sample_rate,
|
||||||
|
channels=max(self.channels),
|
||||||
|
dtype="float32",
|
||||||
|
callback=self._audio_callback,
|
||||||
|
)
|
||||||
|
# Remark : the blocksize parameter could be passed to the stream to ensure that audio_callback always receive same length buffers.
|
||||||
|
# However, this may lead to additional latency. We thus stick to blocksize=0 which means that audio_callback will receive varying length buffers, but with no additional latency.
|
||||||
|
|
||||||
|
self._is_connected = True
|
||||||
|
|
||||||
|
def _audio_callback(self, indata, frames, time, status) -> None:
|
||||||
|
"""
|
||||||
|
Low-level sounddevice callback.
|
||||||
|
"""
|
||||||
|
if status:
|
||||||
|
logging.warning(status)
|
||||||
|
# Slicing makes copy unnecessary
|
||||||
|
# Two separate queues are necessary because .get() also pops the data from the queue
|
||||||
|
if self.is_writing:
|
||||||
|
self.record_queue.put(indata[:, self.channels_index])
|
||||||
|
self.read_queue.put(indata[:, self.channels_index])
|
||||||
|
|
||||||
|
@staticmethod
|
||||||
|
def _record_loop(queue, event: Event, sample_rate: int, channels: list[int], output_file: Path) -> None:
|
||||||
|
"""
|
||||||
|
Thread/Process-safe loop to write audio data into a file.
|
||||||
|
"""
|
||||||
|
# Can only be run on a single process/thread for file writing safety
|
||||||
|
with sf.SoundFile(
|
||||||
|
output_file,
|
||||||
|
mode="x",
|
||||||
|
samplerate=sample_rate,
|
||||||
|
channels=max(channels),
|
||||||
|
subtype=sf.default_subtype(output_file.suffix[1:]),
|
||||||
|
) as file:
|
||||||
|
while not event.is_set():
|
||||||
|
try:
|
||||||
|
file.write(
|
||||||
|
queue.get(timeout=0.02)
|
||||||
|
) # Timeout set as twice the usual sounddevice buffer size
|
||||||
|
queue.task_done()
|
||||||
|
except Empty:
|
||||||
|
continue
|
||||||
|
|
||||||
|
def _read(self) -> np.ndarray:
|
||||||
|
"""
|
||||||
|
Thread/Process-safe callback to read available audio data
|
||||||
|
"""
|
||||||
|
audio_readings = np.empty((0, len(self.channels)))
|
||||||
|
|
||||||
|
while True:
|
||||||
|
try:
|
||||||
|
audio_readings = np.concatenate((audio_readings, self.read_queue.get_nowait()), axis=0)
|
||||||
|
except Empty:
|
||||||
|
break
|
||||||
|
|
||||||
|
self.read_queue = thread_Queue()
|
||||||
|
|
||||||
|
return audio_readings
|
||||||
|
|
||||||
|
def read(self) -> np.ndarray:
|
||||||
|
"""
|
||||||
|
Reads the last audio chunk recorded by the microphone, e.g. all samples recorded since the last read or since the beginning of the recording.
|
||||||
|
"""
|
||||||
|
if not self.is_connected:
|
||||||
|
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
||||||
|
if not self.stream.active:
|
||||||
|
raise RuntimeError(f"Microphone {self.microphone_index} is not recording.")
|
||||||
|
|
||||||
|
start_time = time.perf_counter()
|
||||||
|
|
||||||
|
audio_readings = self._read()
|
||||||
|
|
||||||
|
# log the number of seconds it took to read the audio chunk
|
||||||
|
self.logs["delta_timestamp_s"] = time.perf_counter() - start_time
|
||||||
|
|
||||||
|
# log the utc time at which the audio chunk was received
|
||||||
|
self.logs["timestamp_utc"] = capture_timestamp_utc()
|
||||||
|
|
||||||
|
return audio_readings
|
||||||
|
|
||||||
|
def start_recording(
|
||||||
|
self,
|
||||||
|
output_file: str | None = None,
|
||||||
|
multiprocessing: bool | None = False,
|
||||||
|
overwrite: bool | None = True,
|
||||||
|
) -> None:
|
||||||
|
"""
|
||||||
|
Starts the recording of the microphone. If output_file is provided, the audio will be written to this file.
|
||||||
|
"""
|
||||||
|
if not self.is_connected:
|
||||||
|
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
||||||
|
if self.is_recording:
|
||||||
|
raise DeviceAlreadyRecordingError(f"Microphone {self.microphone_index} is already recording.")
|
||||||
|
|
||||||
|
# Reset queues
|
||||||
|
self.read_queue = thread_Queue()
|
||||||
|
if multiprocessing:
|
||||||
|
self.record_queue = process_Queue()
|
||||||
|
else:
|
||||||
|
self.record_queue = thread_Queue()
|
||||||
|
|
||||||
|
# Write recordings into a file if output_file is provided
|
||||||
|
if output_file is not None:
|
||||||
|
output_file = Path(output_file)
|
||||||
|
output_file.parent.mkdir(parents=True, exist_ok=True)
|
||||||
|
|
||||||
|
if output_file.exists():
|
||||||
|
if overwrite:
|
||||||
|
output_file.unlink()
|
||||||
|
else:
|
||||||
|
raise FileExistsError(
|
||||||
|
f"Output file {output_file} already exists. Set overwrite to True to overwrite it."
|
||||||
|
)
|
||||||
|
|
||||||
|
if multiprocessing:
|
||||||
|
self.record_stop_event = process_Event()
|
||||||
|
self.record_thread = Process(
|
||||||
|
target=PortAudioMicrophone._record_loop,
|
||||||
|
args=(
|
||||||
|
self.record_queue,
|
||||||
|
self.record_stop_event,
|
||||||
|
self.sample_rate,
|
||||||
|
self.channels,
|
||||||
|
output_file,
|
||||||
|
),
|
||||||
|
)
|
||||||
|
else:
|
||||||
|
self.record_stop_event = thread_Event()
|
||||||
|
self.record_thread = Thread(
|
||||||
|
target=PortAudioMicrophone._record_loop,
|
||||||
|
args=(
|
||||||
|
self.record_queue,
|
||||||
|
self.record_stop_event,
|
||||||
|
self.sample_rate,
|
||||||
|
self.channels,
|
||||||
|
output_file,
|
||||||
|
),
|
||||||
|
)
|
||||||
|
self.record_thread.daemon = True
|
||||||
|
self.record_thread.start()
|
||||||
|
|
||||||
|
self.is_writing = True
|
||||||
|
|
||||||
|
self.is_recording = True
|
||||||
|
self.stream.start()
|
||||||
|
|
||||||
|
def stop_recording(self) -> None:
|
||||||
|
"""
|
||||||
|
Stops the recording of the microphones.
|
||||||
|
"""
|
||||||
|
if not self.is_connected:
|
||||||
|
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
||||||
|
if not self.is_recording:
|
||||||
|
raise DeviceNotRecordingError(f"Microphone {self.microphone_index} is not recording.")
|
||||||
|
|
||||||
|
if self.stream.active:
|
||||||
|
self.stream.stop() # Wait for all buffers to be processed
|
||||||
|
# Remark : stream.abort() flushes the buffers !
|
||||||
|
self.is_recording = False
|
||||||
|
|
||||||
|
if self.record_thread is not None:
|
||||||
|
self.record_queue.join()
|
||||||
|
self.record_stop_event.set()
|
||||||
|
self.record_thread.join()
|
||||||
|
self.record_thread = None
|
||||||
|
self.record_stop_event = None
|
||||||
|
self.is_writing = False
|
||||||
|
|
||||||
|
self.logs["stop_timestamp"] = capture_timestamp_utc()
|
||||||
|
|
||||||
|
def disconnect(self) -> None:
|
||||||
|
"""
|
||||||
|
Disconnects the microphone and stops the recording.
|
||||||
|
"""
|
||||||
|
if not self.is_connected:
|
||||||
|
raise DeviceNotConnectedError(f"Microphone {self.microphone_index} is not connected.")
|
||||||
|
|
||||||
|
if self.is_recording:
|
||||||
|
self.stop_recording()
|
||||||
|
|
||||||
|
self.stream.close()
|
||||||
|
self._is_connected = False
|
||||||
@@ -20,10 +20,10 @@ def make_microphones_from_configs(microphone_configs: dict[str, MicrophoneConfig
|
|||||||
microphones = {}
|
microphones = {}
|
||||||
|
|
||||||
for key, cfg in microphone_configs.items():
|
for key, cfg in microphone_configs.items():
|
||||||
if cfg.type == "microphone":
|
if cfg.type == "portaudio":
|
||||||
from .microphone import Microphone
|
from .portaudio import PortAudioMicrophone
|
||||||
|
|
||||||
microphones[key] = Microphone(cfg)
|
microphones[key] = PortAudioMicrophone(cfg)
|
||||||
else:
|
else:
|
||||||
raise ValueError(f"The microphone type '{cfg.type}' is not valid.")
|
raise ValueError(f"The microphone type '{cfg.type}' is not valid.")
|
||||||
|
|
||||||
|
|||||||
Reference in New Issue
Block a user