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Merge pull request #77 from iscoe/ezmsg-sigproc/feature/signalinjector
Feature: SignalInjector
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extensions/ezmsg-sigproc/src/ezmsg/sigproc/signalinjector.py
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import typing | ||
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import ezmsg.core as ez | ||
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from dataclasses import replace | ||
from ezmsg.util.messages.axisarray import AxisArray | ||
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import numpy as np | ||
import numpy.typing as npt | ||
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class SignalInjectorSettings(ez.Settings): | ||
time_dim: str = 'time' # Input signal needs a time dimension with units in sec. | ||
frequency: typing.Optional[float] = None # Hz | ||
amplitude: float = 1.0 | ||
mixing_seed: typing.Optional[int] = None | ||
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class SignalInjectorState(ez.State): | ||
cur_shape: typing.Optional[typing.Tuple[int, ...]] = None | ||
cur_frequency: typing.Optional[float] = None | ||
cur_amplitude: float | ||
mixing: npt.NDArray | ||
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class SignalInjector(ez.Unit): | ||
SETTINGS: SignalInjectorSettings | ||
STATE: SignalInjectorState | ||
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INPUT_FREQUENCY = ez.InputStream(typing.Optional[float]) | ||
INPUT_AMPLITUDE = ez.InputStream(float) | ||
INPUT_SIGNAL = ez.InputStream(AxisArray) | ||
OUTPUT_SIGNAL = ez.OutputStream(AxisArray) | ||
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async def initialize(self) -> None: | ||
self.STATE.cur_frequency = self.SETTINGS.frequency | ||
self.STATE.cur_amplitude = self.SETTINGS.amplitude | ||
self.STATE.mixing = np.array([]) | ||
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@ez.subscriber(INPUT_FREQUENCY) | ||
async def on_frequency(self, msg: typing.Optional[float]) -> None: | ||
self.STATE.cur_frequency = msg | ||
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@ez.subscriber(INPUT_AMPLITUDE) | ||
async def on_amplitude(self, msg: float) -> None: | ||
self.STATE.cur_amplitude = msg | ||
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@ez.subscriber(INPUT_SIGNAL) | ||
@ez.publisher(OUTPUT_SIGNAL) | ||
async def inject(self, msg: AxisArray) -> typing.AsyncGenerator: | ||
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if self.STATE.cur_shape != msg.shape: | ||
self.STATE.cur_shape = msg.shape | ||
rng = np.random.default_rng(self.SETTINGS.mixing_seed) | ||
self.STATE.mixing = rng.random((1, msg.shape2d(self.SETTINGS.time_dim)[1])) | ||
self.STATE.mixing = (self.STATE.mixing * 2.0) - 1.0 | ||
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if self.STATE.cur_frequency is None: | ||
yield self.OUTPUT_SIGNAL, msg | ||
else: | ||
out_msg = replace(msg, data = msg.data.copy()) | ||
t = out_msg.ax(self.SETTINGS.time_dim).values[..., np.newaxis] | ||
signal = np.sin(2 * np.pi * self.STATE.cur_frequency * t) | ||
mixed_signal = signal * self.STATE.mixing * self.STATE.cur_amplitude | ||
with out_msg.view2d(self.SETTINGS.time_dim) as view: | ||
view[...] = view + mixed_signal.astype(view.dtype) | ||
yield self.OUTPUT_SIGNAL, out_msg |