cleaning up a little
This commit is contained in:
94
functional_tests/sine.py
Normal file
94
functional_tests/sine.py
Normal file
@@ -0,0 +1,94 @@
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import subprocess
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import numpy as np
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from pojagi_dsp.channel.generator.sine import SineWave
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import sys
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import datetime
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from itertools import islice
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from matplotlib import pyplot as plt
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from scipy.io import wavfile
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from pojagi_dsp.channel import Constantly
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from pojagi_dsp.channel.filter.envelope import Envelope
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SRATE = 44100
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def test_sawtooth(
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fundamental: float,
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npartials: int = 10,
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seconds: float = 1.0,
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):
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sine = Constantly(0, srate=SRATE)
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for idx in range(1, npartials):
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freq = fundamental * idx
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amp = 1 / idx
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partial = SineWave(freq, synchronize=True)
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partial *= amp
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sine += partial
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sine |= lambda g: (x / 3 for x in g)
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sine |= Envelope(
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[
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(0, 0.0),
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(int(SRATE * seconds / 2), 1.0),
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(SRATE * seconds, 0.0),
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]
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)
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values = []
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for y in sine.of_duration(datetime.timedelta(seconds=seconds)):
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values.append(y)
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return values
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def test_pitchbend(
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from_pitch: float,
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to_pitch: float,
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seconds: float = 1.0,
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):
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sine = SineWave(hz=from_pitch, srate=SRATE)
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sig = sine | Envelope(
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[
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(0, 0.0),
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(int(SRATE * seconds / 2), 1.0),
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(SRATE * seconds, 0.0),
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]
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)
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lfo = (SineWave(1/seconds, srate=SRATE) * 30)
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lfo += (SineWave(seconds) * 20)
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lfo = lfo.stream()
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values = []
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for idx in range(int(seconds * SRATE)):
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values.append(next(sig))
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# if idx % 5000 == 0:
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sine.hz = from_pitch + next(lfo)
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# print(from_pitch + next(lfo))
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# import time
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# time.sleep(0.001)
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return values
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def do_test(values: list[float]):
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plt.plot(range(len(values)), values)
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plt.show()
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audio = np.array(values, dtype=np.float32)
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wavfile.write("/tmp/output.wav", SRATE, audio)
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with subprocess.Popen(["mplayer", "/tmp/output.wav"]) as p:
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p.wait()
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if __name__ == "__main__":
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# do_test(test_sawtooth(55.0))
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do_test(test_pitchbend(110.0, 110.0, seconds=10))
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@@ -6,23 +6,15 @@ build-backend = "setuptools.build_meta"
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name = "pojagi-dsp"
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description = "DSP tools for load testing."
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urls = { "gitlab" = "https://gitlab.pojagi.org/tjb1982/dsp" }
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authors = [
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{ name = "Tom Brennan", email = "tjb1982@gmail.com" },
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]
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authors = [{ name = "Tom Brennan", email = "tjb1982@gmail.com" }]
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readme = "README.md"
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requires-python = ">=3.8"
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classifiers = []
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dependencies = [
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"pydantic==1.10.2",
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"scipy==1.8.1",
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# These should be included in the above requirement
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# "marshmallow>=3.3.0",
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# "marshmallow_dataclass>=7.2.1",
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# "marshmallow_oneofschema>=2.0.1",
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# "PyYAML>=5.3.1",
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"pydantic~=1.10.2",
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"scipy~=1.16.2",
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]
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optional-dependencies = { test = ["pytest"] }
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optional-dependencies = { test = ["pytest"], dev = ["matplotlib", "scipy"] }
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version = "0.0.0.dev0"
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# dynamic = ["version"]
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@@ -9,7 +9,7 @@ import operator
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from collections.abc import Iterable
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from functools import reduce
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import types
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from typing import (Any, Callable, Generic, Iterator, Optional, Type, TypeVar,
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from typing import (Any, Callable, Generator, Generic, Iterator, Optional, Type, TypeVar,
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Union)
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logger = logging.getLogger(__name__)
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@@ -17,7 +17,7 @@ logger = logging.getLogger(__name__)
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T = TypeVar("T")
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class IllegalStateError(ValueError):
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class IllegalStateException(ValueError):
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...
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@@ -60,7 +60,7 @@ class ASignal(Generic[T], metaclass=ASignalMeta):
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@property
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def srate(self):
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if self._srate is None:
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raise IllegalStateError(
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raise IllegalStateException(
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f"{self.__class__}: `srate` is None."
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)
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return self._srate
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@@ -185,7 +185,7 @@ class ASignal(Generic[T], metaclass=ASignalMeta):
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v = getattr(self, k)
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if not inspect.isroutine(v):
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members[k] = v
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except IllegalStateError as e:
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except IllegalStateException as e:
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members[k] = None
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return (
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@@ -260,7 +260,7 @@ class Filter(ASignal, Generic[S]):
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The input stream this filter reads.
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"""
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if not self._reader:
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raise IllegalStateError(
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raise IllegalStateException(
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f"{self.__class__}: `reader` is None."
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)
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return self._reader
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@@ -102,3 +102,10 @@ def TachycardiaWaveTable(): return ECGWaveTable(
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top=2000,
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bottom=0,
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)
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if __name__ == "__main__":
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from matplotlib import pyplot as plt
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plt.plot(range(len(tachycardia.tolist() * 3)), tachycardia.tolist() * 3)
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plt.show()
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37
src/pojagi_dsp/channel/filter/envelope.py
Normal file
37
src/pojagi_dsp/channel/filter/envelope.py
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@@ -0,0 +1,37 @@
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from typing import Optional
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from pojagi_dsp.channel import Filter
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class Envelope(Filter[float]):
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def __init__(
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self,
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checkpoints: list[tuple[int, float]],
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*,
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srate=None,
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reader=None,
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):
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super().__init__(reader, srate)
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self.checkpoints = sorted(checkpoints)
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def samples(self):
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checkpoints = self.checkpoints
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idx = 0
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try:
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n = 0
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while True:
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# Find current segment
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while idx + 1 < len(checkpoints) and n >= checkpoints[idx + 1][0]:
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idx += 1
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if idx + 1 < len(checkpoints):
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start, dest = checkpoints[idx]
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end, end_dest = checkpoints[idx + 1]
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t = (n - start) / (end - start) if end > start else 0.0
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value = dest + (end_dest - dest) * t
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else:
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value = checkpoints[-1][1]
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yield next(self.reader.stream()) * value
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n += 1
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except StopIteration:
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...
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@@ -1,295 +0,0 @@
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from abc import ABC, abstractmethod
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from dataclasses import dataclass
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import logging
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from typing import Iterator, List, Literal, Optional, Type, Union
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from physiq_cloud.series_frame import fb_builder
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from physiq_cloud.series_frame.fb_wrapper import FlatBufferWrapper
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from physiq_cloud.time import Instant, TimeUnit
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from physiqfb.SeriesFrame import SeriesFrame
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from physiqfb.SeriesFrameHolderList import SeriesFrameHolderList
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from pydantic import BaseModel
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logger = logging.getLogger(__name__)
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class SamplingSetInfo(BaseModel):
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id: int
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alias: str
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timestamped: bool
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# FIXME: not in the INFO.yaml, but isn't this just the `frame_size_micros`
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# divided by the number of values in the channel data? We could either get
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# it from the first frame, or look it up in the API/repo.
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# frequency: int
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class SftInfo(BaseModel):
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alias: Optional[str]
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frame_size_micros: int
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max_frame_size_bytes: int
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sampling_sets: List[SamplingSetInfo]
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@dataclass(frozen=True)
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class SeriesFramePackage:
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frame: FlatBufferWrapper[SeriesFrame]
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sft_info: SftInfo
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def relative_instant(self, offset=0):
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return Instant.from_unix(
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TimeUnit.MICROSECONDS,
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(self.frame.fb.FrameId() + offset)
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* self.sft_info.frame_size_micros,
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)
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@property
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def start(self):
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return self.relative_instant(0)
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@property
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def end(self):
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return self.relative_instant(1)
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class ASeriesFrameEmitter(ABC):
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"""
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Abstract class defining the characteristics of a series frame emitter,
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which is designed to be subclassed by all generators and filters.
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A "generator" is a type of emitter that produces frames from "nothing";
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i.e., by some external process, such as reading a file, an API, etc.; or
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by generating frames algorithmically.
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A "filter" is any emitter that takes another emitter and affects its
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:meth:`frames` in some arbitrary way. This terminology is borrowed from
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the digital signal processing domain, and doesn't imply that the signal
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will be reduced or shortened, etc. In fact the signal coming from the
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injected emitter might be lengthened or amplified by a filter to any
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extent, including the maximum or infinity, etc.
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This class defines an abstract property called `frames` that should
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trigger the pipeline to begin and return an `Iterator` of
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:class:`SeriesFramePackage`.
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These emitters are designed to be chained together with filters. E.g., a
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typical scenario would be to start with some generator, and chain it
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together with one or more filters:
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```
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my_generator = SomeGenerator()
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my_first_filter = SomeFilter(reader=my_generator)
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my_second_filter = SomeOtherFilter(reader=my_first_filter)
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for frames in my_second_filter.frames: ...
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```
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Alternatively, the `__or__` method has been overloaded so that you can
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also do something equivalent to the above like this:
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```
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for frame in (
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SomeGenerator()
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| SomeFilter
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| SomeOtherFilter
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): ...
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```
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NOTE: Accessing `frames` may trigger side effects; it starts a chain of
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calls to the reader accessors in the pipeline, which restarts the pipeline
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anew each time. Use :meth:`cursor` to access the existing `Iterator` if
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you need multiple accesses.
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i.e., calling
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```
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next(reader.cursor)
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```
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is different than
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```
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next(reader.frames())
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```
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or
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```
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next(reader.stream())
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```
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in that calling `stream` is like making a database query (that returns and
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caches a cursor), and `cursor` is just providing access to the cached
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cursor, while calling `frames` directly provides an Iterator without
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caching a cursor.
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That said, :meth:`cursor` is empty until :meth:`stream` is called for the
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first time. (It requires the initial "query" that :meth:`frames` provides.)
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"""
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def __init__(self, sft_info: Optional[SftInfo] = None) -> None:
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"""
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:param:`sft_info` - an :class:`SftInfo` describing the series frame
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type this emitter emits.
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"""
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super().__init__()
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self._sft_info = sft_info
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@property
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def sft_info(self):
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if not self._sft_info:
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raise RuntimeError(
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"Illegal state: `_sft_info` is None."
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)
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return self._sft_info
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@sft_info.setter
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def sft_info(self, val):
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self._sft_info = val
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def __iter__(self): return self.stream()
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@abstractmethod
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def frames(self) -> Iterator[SeriesFramePackage]: ...
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@property
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def cursor(self):
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"""
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An `Iterator` representing the current pipeline in progress.
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"""
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return self._cursor
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def stream(self):
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"""
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Start the pipeline and return an :class:`Iterator` of
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:class:`SeriesFramePackage`.
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Each time :meth:`frames` is accessed, a new `Iterator` is instantiated by
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accessing the `reader`'s `frames`, which may trigger side effects. It
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will also start the process pipeline over, so if you need to iterate
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over the frames with multiple calls within a subclass of this, you should
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use :meth:`cursor` instead, which returns the same object returned from this
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method, without restarting the pipeline.
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"""
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self._cursor = self.frames()
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return self.cursor
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def __or__(
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self,
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right: Union["SeriesFrameFilter", Type["SeriesFrameFilter"]],
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) -> "SeriesFrameFilter":
|
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if callable(right):
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right = right()
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right.reader = self
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right.sft_info = self.sft_info
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return right
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def sfhls(
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self,
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max_bytelen: int,
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) -> Iterator[FlatBufferWrapper[SeriesFrameHolderList]]:
|
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"""
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Repackage input frames as a series frame holder list (sfhl) iterator.
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:param:`max_bytelen` - the max byte length allowed per sfhl.
|
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"""
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chunk = list()
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chunk_bytelen = 0
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for pkg in self.frames():
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if chunk_bytelen + len(pkg.frame.bytes) > max_bytelen:
|
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if not chunk:
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break
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yield sfhl_from_frames(chunk)
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chunk_bytelen = chruncate_frames(chunk)
|
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|
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chunk_bytelen += append_frame(chunk, pkg.frame)
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|
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if chunk:
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yield sfhl_from_frames(chunk)
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chunk_bytelen = chruncate_frames(chunk)
|
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|
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|
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class SeriesFrameFilter(ASeriesFrameEmitter):
|
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"""
|
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Class defining the characteristics of a filter, which is a kind of emitter.
|
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|
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The difference between a filter and an emitter is:
|
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|
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1. an emitter doesn't know how to provide `frames` (no concrete
|
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implementation)
|
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2. a filter assumes it will read `frames` from another injected emitter
|
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(called a `reader`), and by default simply returns those `frames`
|
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unadulterated.
|
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"""
|
||||
|
||||
def __init__(
|
||||
self,
|
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reader: Optional[ASeriesFrameEmitter] = None,
|
||||
**kwargs
|
||||
) -> None:
|
||||
"""
|
||||
:param:`reader` - input stream this filter reads.
|
||||
"""
|
||||
super().__init__(**kwargs)
|
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self._reader = reader
|
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self._cursor: Iterator[SeriesFramePackage] = iter(())
|
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|
||||
@property
|
||||
def reader(self) -> ASeriesFrameEmitter:
|
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"""
|
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The input stream this filter reads.
|
||||
"""
|
||||
if self._reader is None:
|
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raise RuntimeError("Illegal state: `reader` is None.")
|
||||
return self._reader
|
||||
|
||||
@reader.setter
|
||||
def reader(self, val):
|
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self._reader = val
|
||||
|
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def frames(self):
|
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"""
|
||||
This has to exist because it's subclassing an abstract class that
|
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declares it, but a concrete implementation of this would be confusing.
|
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Generally speaking, implementations should read the `self.reader` and
|
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do something to modify the frames.
|
||||
"""
|
||||
raise NotImplementedError()
|
||||
|
||||
|
||||
def sfhl_from_frames(
|
||||
frames: Iterator[FlatBufferWrapper[SeriesFrame]]
|
||||
) -> FlatBufferWrapper[SeriesFrameHolderList]:
|
||||
builder = fb_builder.Builder(0)
|
||||
builder.Finish(
|
||||
fb_builder.CreateSeriesFrameHolderList(
|
||||
builder=builder,
|
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frames=[
|
||||
fb_builder.CreateSeriesFrameHolder(
|
||||
builder=builder,
|
||||
data=frame.bytes,
|
||||
)
|
||||
for frame in frames
|
||||
]
|
||||
)
|
||||
)
|
||||
|
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return FlatBufferWrapper(
|
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_bytes=builder.Output(),
|
||||
schema=SeriesFrameHolderList,
|
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)
|
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|
||||
|
||||
def append_frame(
|
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chunk: List[FlatBufferWrapper[SeriesFrame]],
|
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frame: FlatBufferWrapper[SeriesFrame],
|
||||
) -> int:
|
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"""
|
||||
Appends a frame to the given chunk and returns the bytelen it appended.
|
||||
"""
|
||||
chunk.append(frame)
|
||||
return len(frame.bytes)
|
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|
||||
|
||||
def chruncate_frames(
|
||||
chunk: List[FlatBufferWrapper[SeriesFrame]],
|
||||
) -> Literal[0]:
|
||||
"""
|
||||
"Truncates" a "chunk" of frames to zero. Returns bytelen (constantly `0`)
|
||||
to be consistent with :func:`append_frame`.
|
||||
"""
|
||||
chunk.clear()
|
||||
return 0
|
||||
@@ -1,106 +0,0 @@
|
||||
from dataclasses import dataclass
|
||||
import logging
|
||||
from pathlib import Path
|
||||
from typing import Dict, List, Optional
|
||||
|
||||
import yaml
|
||||
from physiq_cloud.time import Instant, Interval, TimeUnit
|
||||
from pydantic import BaseModel, validator
|
||||
|
||||
from pojagi_dsp.series_frame import SftInfo
|
||||
from pojagi_dsp.series_frame.generator.sampler import SftInterval
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
class ExcerptType(BaseModel):
|
||||
series_frame_type: str # vci-vitalpatch-telemetry
|
||||
sft_interval: Optional[SftInterval]
|
||||
|
||||
|
||||
class Excerpt(BaseModel):
|
||||
account: str # uuid4
|
||||
id: str # patient1
|
||||
interval: Interval # "iso/iso"
|
||||
organization: str # "maps"
|
||||
source_id: str # "maps.physiq.io"
|
||||
types: List[ExcerptType]
|
||||
|
||||
@validator("interval", pre=True)
|
||||
def timespan_to_interval(cls, timespan: str): return Interval(
|
||||
**{
|
||||
["start", "end_exclusive"][idx]: Instant.parse_iso8601(stamp)
|
||||
for idx, stamp in enumerate(timespan.split("/"))
|
||||
}
|
||||
)
|
||||
|
||||
|
||||
class ExtBundleConfig(BaseModel):
|
||||
excerpts: List[Excerpt]
|
||||
id: str # clinical-event-trigger
|
||||
type: str = "PhysIQCloud"
|
||||
|
||||
|
||||
@dataclass(frozen=True)
|
||||
class BundleConfig:
|
||||
excerpts: Dict[str, Excerpt]
|
||||
id: str
|
||||
|
||||
@staticmethod
|
||||
def create(bundle_dir: Path) -> "BundleConfig":
|
||||
yaml_files = (x.resolve() for x in bundle_dir.glob("**/*.yaml"))
|
||||
|
||||
try:
|
||||
# the first yaml you encounter is BUNDLE_CONFIG.yaml
|
||||
ext_bundle_config = ExtBundleConfig.parse_obj(
|
||||
yaml.safe_load(next(yaml_files).read_text())
|
||||
)
|
||||
except StopIteration as si:
|
||||
raise RuntimeError(
|
||||
f"No yaml files found under \"{bundle_dir}\"."
|
||||
) from si
|
||||
|
||||
# the rest are INFO.yaml files
|
||||
info_files = list(yaml_files)
|
||||
|
||||
for excerpt in ext_bundle_config.excerpts:
|
||||
logger.debug(f"Loading excerpt \"{excerpt.id}\".")
|
||||
|
||||
for type_ in excerpt.types:
|
||||
logger.debug(f"Loading SFT \"{type_.series_frame_type}\".")
|
||||
# Make sure the info file belongs to this excerpt
|
||||
INFO = next(
|
||||
x for x in info_files
|
||||
if x.as_posix()
|
||||
.split("/")[-3]
|
||||
.startswith(excerpt.id)
|
||||
if x.as_posix()
|
||||
.split("/")[-2]
|
||||
.startswith(type_.series_frame_type)
|
||||
)
|
||||
|
||||
sft_info = SftInfo.parse_obj(
|
||||
yaml.safe_load(INFO.read_text())
|
||||
)
|
||||
|
||||
sft_info.alias = type_.series_frame_type
|
||||
|
||||
type_.sft_interval = SftInterval(
|
||||
info=sft_info,
|
||||
interval=excerpt.interval,
|
||||
frame_count=(
|
||||
excerpt.interval
|
||||
.to_duration()
|
||||
.to_unix(TimeUnit.MICROSECONDS)
|
||||
// sft_info.frame_size_micros
|
||||
),
|
||||
files=sorted(INFO.parent.glob("**/*.sfhl")),
|
||||
)
|
||||
|
||||
return BundleConfig(
|
||||
id=ext_bundle_config.id,
|
||||
excerpts={
|
||||
x.id: x
|
||||
for x in ext_bundle_config.excerpts
|
||||
},
|
||||
)
|
||||
@@ -1,40 +0,0 @@
|
||||
import logging
|
||||
import math
|
||||
from typing import Iterator, Union
|
||||
|
||||
from pojagi_dsp.series_frame import (SeriesFrameFilter,
|
||||
SeriesFramePackage)
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
class Looping(SeriesFrameFilter):
|
||||
"""
|
||||
Filter that loops through the input reader's frames until it reaches
|
||||
the given :param:`iterations`
|
||||
"""
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
iterations: Union[int, float] = math.inf,
|
||||
**kwargs,
|
||||
) -> None:
|
||||
"""
|
||||
:param:`iterations` - number of times to loop through the `frames`.
|
||||
"""
|
||||
super().__init__(**kwargs)
|
||||
self.iterations = iterations
|
||||
self.iteration = 0
|
||||
|
||||
def increment(self) -> None:
|
||||
"""Override to react to `iteration` increment."""
|
||||
self.iteration += 1
|
||||
logger.debug(
|
||||
f"Loop incremented ({self.sft_info.alias}): {self.iteration}"
|
||||
)
|
||||
|
||||
def frames(self) -> Iterator[SeriesFramePackage]:
|
||||
while self.iteration < self.iterations:
|
||||
for pkg in self.reader.frames():
|
||||
yield pkg
|
||||
self.increment()
|
||||
@@ -1,277 +0,0 @@
|
||||
import functools
|
||||
import logging
|
||||
from typing import Any, Iterator, List, Optional
|
||||
|
||||
import flatbuffers
|
||||
import numpy as np
|
||||
from physiq_cloud.series_frame import fb_builder
|
||||
from physiq_cloud.series_frame.fb.math import ceildiv
|
||||
from physiq_cloud.series_frame.fb_to_numpy import from_channel_data
|
||||
from physiq_cloud.series_frame.fb_wrapper import FlatBufferWrapper
|
||||
from physiq_cloud.time import Instant, TimeUnit
|
||||
from physiqfb.ChannelData import ChannelData
|
||||
from physiqfb.ReadingType import ReadingType
|
||||
from physiqfb.SamplingSetData import SamplingSetData
|
||||
from physiqfb.SeriesFrame import SeriesFrame
|
||||
from pydantic import BaseModel
|
||||
|
||||
from pojagi_dsp.series_frame import (
|
||||
ASeriesFrameEmitter,
|
||||
SeriesFrameFilter,
|
||||
SeriesFramePackage,
|
||||
SftInfo,
|
||||
)
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
class Synchronize(BaseModel):
|
||||
hour: bool = False
|
||||
minute: bool = False
|
||||
second: bool = False
|
||||
microsecond: bool = False
|
||||
|
||||
|
||||
class Replaying(SeriesFrameFilter):
|
||||
"""
|
||||
Filter that replays input frames starting at a given :class:`Instant`
|
||||
in time.
|
||||
"""
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
emit_start: Instant = Instant.now(),
|
||||
synchronize: Optional[Synchronize] = None,
|
||||
**kwargs,
|
||||
) -> None:
|
||||
"""
|
||||
:param:`emit_start` - instant in time to replay the frames.
|
||||
:param:`synchronize` - Whether and at what granularity to synchronize the Instant from the source
|
||||
data with the configured :param:`emit_start`. This will alter the precision of the
|
||||
emit start seconds depending on the level of granularity you choose,
|
||||
possibly drastically.
|
||||
"""
|
||||
super().__init__(**kwargs)
|
||||
|
||||
self.frame_idx = 0
|
||||
|
||||
self.emit_start = emit_start
|
||||
self.synchronize = synchronize
|
||||
self._first_frame_id: int | None = None
|
||||
self._start_frame_id_inst: int | None = None
|
||||
|
||||
@ASeriesFrameEmitter.sft_info.setter
|
||||
def sft_info(self, val: SftInfo):
|
||||
"""
|
||||
This override's :class:`ASeriesFrameFilter`'s :meth:`sft_info`
|
||||
setter, so that we can initialize the `timestamped_map` property.
|
||||
"""
|
||||
self._sft_info = val
|
||||
self.timestamped_map = {
|
||||
s.id: s.timestamped for s in self.sft_info.sampling_sets
|
||||
}
|
||||
|
||||
@property
|
||||
def start_frame_id(self):
|
||||
"""
|
||||
:meth:`frames` must be called before accessing this for the first time,
|
||||
because the calculation depends on the first frame.
|
||||
"""
|
||||
if self._start_frame_id_inst is not None:
|
||||
return self._start_frame_id_inst
|
||||
|
||||
if not self.synchronize or not any(v for _, v in self.synchronize):
|
||||
self.synchronized_emit_start = self.emit_start
|
||||
else:
|
||||
emit_start_dt = self.emit_start.to_datetime()
|
||||
source_start_dt = Instant.from_unix(
|
||||
TimeUnit.MICROSECONDS,
|
||||
self._first_frame_id * self.sft_info.frame_size_micros,
|
||||
).to_datetime()
|
||||
|
||||
self.synchronized_emit_start = Instant.from_datetime(
|
||||
emit_start_dt.replace(
|
||||
**{
|
||||
k: getattr(source_start_dt, k)
|
||||
if getattr(self.synchronize, k)
|
||||
else getattr(emit_start_dt, k)
|
||||
for k in ["hour", "minute", "second", "microsecond"]
|
||||
},
|
||||
),
|
||||
)
|
||||
|
||||
# We use ceildiv to calculate the first frame ID, because normal
|
||||
# division would likely yield a frame BEFORE the emit_start. We want to
|
||||
# start emitting frames at or after emit_start, and ceildiv does that
|
||||
# for us.
|
||||
self._start_frame_id_inst = ceildiv(
|
||||
self.synchronized_emit_start.to_unix(
|
||||
TimeUnit.MICROSECONDS,
|
||||
),
|
||||
self.sft_info.frame_size_micros,
|
||||
)
|
||||
|
||||
return self._start_frame_id_inst
|
||||
|
||||
def replayed_frame(
|
||||
self,
|
||||
source: SeriesFrame,
|
||||
target_frame_id: int,
|
||||
) -> FlatBufferWrapper[SeriesFrame]:
|
||||
builder = flatbuffers.Builder(0)
|
||||
target = fb_builder.CreateSeriesFrame(
|
||||
builder=builder,
|
||||
frame_id=target_frame_id,
|
||||
ingested_at_micros=-1, # source.IngestedAtMicros(),
|
||||
sampling_sets_offsets=[
|
||||
replayed_sampling_set(
|
||||
builder=builder,
|
||||
sampling_set_data=sampling_set_data,
|
||||
source_frame_id=source.FrameId(),
|
||||
target_frame_id=target_frame_id,
|
||||
frame_size_micros=self.sft_info.frame_size_micros,
|
||||
is_timestamped=self.timestamped_map[sampling_set_data.Id()],
|
||||
)
|
||||
for sampling_set_data in [
|
||||
source.SamplingSets(idx)
|
||||
for idx in range(source.SamplingSetsLength())
|
||||
]
|
||||
],
|
||||
submitter_id=-1, # source.SubmitterId(),
|
||||
sensor_id=-1, # source.SensorId(),
|
||||
)
|
||||
builder.Finish(target)
|
||||
target_frame_bytes = builder.Output()
|
||||
|
||||
return FlatBufferWrapper(
|
||||
_bytes=target_frame_bytes,
|
||||
schema=SeriesFrame,
|
||||
)
|
||||
|
||||
def frames(self) -> Iterator[SeriesFramePackage]:
|
||||
"""
|
||||
Each time this property is accessed, it will access the injected
|
||||
reader anew, but continue to increment the `frame_idx` so that
|
||||
the next frame will replay where the last one left off.
|
||||
|
||||
To reset the `frame_idx`, client code can just set the `frame_idx`
|
||||
manually (or create a new instance).
|
||||
"""
|
||||
|
||||
for pkg in self.reader.frames():
|
||||
if self._first_frame_id is None:
|
||||
self._first_frame_id = pkg.frame.fb.FrameId()
|
||||
|
||||
yield SeriesFramePackage(
|
||||
frame=self.replayed_frame(
|
||||
source=pkg.frame.fb,
|
||||
target_frame_id=self.start_frame_id + self.frame_idx,
|
||||
),
|
||||
sft_info=pkg.sft_info,
|
||||
)
|
||||
# `int` in python 3 is unbounded, can continue indefinitely. Also,
|
||||
# the `FrameId` is effectively a timestamp, so continuously
|
||||
# `inc`ing this value is by design.
|
||||
self.frame_idx += 1
|
||||
|
||||
|
||||
def replayed_sampling_set(
|
||||
builder: flatbuffers.Builder,
|
||||
sampling_set_data: SamplingSetData,
|
||||
source_frame_id: int,
|
||||
target_frame_id: int,
|
||||
frame_size_micros: int,
|
||||
is_timestamped: bool,
|
||||
):
|
||||
source_channels = [
|
||||
sampling_set_data.Channels(idx)
|
||||
for idx in range(sampling_set_data.ChannelsLength())
|
||||
]
|
||||
|
||||
target_channels: List[int] = list()
|
||||
for source_channel_data in source_channels:
|
||||
is_timestamp_channel = is_timestamped and source_channel_data.Id() == 0
|
||||
|
||||
if not is_timestamp_channel or (source_frame_id == target_frame_id):
|
||||
# Just copy verbatim
|
||||
target_channel_data = replayed_channel_data(
|
||||
builder,
|
||||
source_channel_data,
|
||||
)
|
||||
else:
|
||||
# Update the timestamps relative to the target frameId
|
||||
source_frame_start_micros = source_frame_id * frame_size_micros
|
||||
target_frame_start_micros = target_frame_id * frame_size_micros
|
||||
|
||||
# np.copy is used because the returned array is read-only
|
||||
timestamps = np.copy(from_channel_data(data=source_channel_data))
|
||||
timestamps -= source_frame_start_micros # relativize
|
||||
timestamps += target_frame_start_micros # frame shift
|
||||
|
||||
target_channel_data = fb_builder.CreateChannelData(
|
||||
builder=builder,
|
||||
id=0, # `source_channel_data.Id()` is constantly 0 here
|
||||
readings_offset=fb_builder.CreateInt64Channel(
|
||||
builder=builder,
|
||||
data=timestamps.tolist(), # List[int]
|
||||
),
|
||||
readings_type=ReadingType.INT64,
|
||||
)
|
||||
|
||||
target_channels.append(target_channel_data)
|
||||
|
||||
np_relative_timestamps = sampling_set_data.RelativeTimestampsAsNumpy()
|
||||
relative_timestamps = (
|
||||
np_relative_timestamps.tobytes()
|
||||
if np_relative_timestamps not in {0, -1} # error conditions/no data
|
||||
else None
|
||||
)
|
||||
|
||||
return fb_builder.CreateSamplingSetData(
|
||||
builder=builder,
|
||||
channel_offsets=target_channels,
|
||||
id=sampling_set_data.Id(),
|
||||
start_offset_micros=sampling_set_data.StartOffsetMicros(),
|
||||
relative_timestamps_type=sampling_set_data.RelativeTimestampsType(),
|
||||
relative_timestamps_unit_in_micros=sampling_set_data.RelativeTimestampsUnitInMicros(),
|
||||
relative_timestamps=relative_timestamps,
|
||||
relative_timestamps_sample_count=sampling_set_data.RelativeTimestampsSampleCount(),
|
||||
)
|
||||
|
||||
|
||||
def replayed_channel_data(
|
||||
builder: flatbuffers.Builder,
|
||||
channel_data: ChannelData,
|
||||
) -> int:
|
||||
readings_type = channel_data.ReadingsType()
|
||||
|
||||
return fb_builder.CreateChannelData(
|
||||
builder=builder,
|
||||
id=channel_data.Id(),
|
||||
readings_offset=channel(
|
||||
builder=builder,
|
||||
readings_type=readings_type,
|
||||
readings=from_channel_data(data=channel_data).tolist(),
|
||||
),
|
||||
readings_type=readings_type,
|
||||
)
|
||||
|
||||
|
||||
reading_type_map = {
|
||||
ReadingType.BINARY32: fb_builder.CreateBinary32Channel,
|
||||
ReadingType.BINARY64: fb_builder.CreateBinary64Channel,
|
||||
ReadingType.INT8: fb_builder.CreateInt8Channel,
|
||||
ReadingType.INT16: fb_builder.CreateInt16Channel,
|
||||
ReadingType.INT32: fb_builder.CreateInt32Channel,
|
||||
ReadingType.INT64: fb_builder.CreateInt64Channel,
|
||||
ReadingType.NAMED_READING: fb_builder.CreateNamedReadingChannel,
|
||||
ReadingType.STRING: fb_builder.CreateStringChannel,
|
||||
}
|
||||
|
||||
|
||||
def channel(
|
||||
builder: flatbuffers.Builder,
|
||||
readings_type: int,
|
||||
readings: List[Any],
|
||||
) -> int:
|
||||
return reading_type_map[readings_type](builder=builder, data=readings)
|
||||
@@ -1,76 +0,0 @@
|
||||
import logging
|
||||
from typing import Callable, Iterator
|
||||
|
||||
from physiq_cloud.time import Duration, Instant, TimeUnit
|
||||
|
||||
from pojagi_dsp.series_frame import SeriesFrameFilter, SeriesFramePackage
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
class Updating(SeriesFrameFilter):
|
||||
"""
|
||||
Filter that outputs frames until it runs out or the next frame would
|
||||
surpass a given :class:`Instant` in time, whichever comes first.
|
||||
"""
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
until: Callable[[], Instant] = Instant.now,
|
||||
**kwargs,
|
||||
):
|
||||
"""
|
||||
:param:`until` - closure returning an `Instant` at which to stop
|
||||
iterating when the next frame would surpass it. The cursor will
|
||||
otherwise persist until it has been exhausted.
|
||||
"""
|
||||
super().__init__(**kwargs)
|
||||
self.until = until
|
||||
self.last_update_count = 0
|
||||
self._next_pkg = None
|
||||
|
||||
def log_status(filter, end: Instant, until: Instant):
|
||||
between = Duration.between(end, until).to_unix(TimeUnit.MILLISECONDS) / float(
|
||||
1000
|
||||
)
|
||||
|
||||
logger.debug(
|
||||
f"{filter.sft_info.alias}: Update scope : {between} seconds"
|
||||
if end < until
|
||||
else (
|
||||
f"{filter.sft_info.alias}: "
|
||||
f"Next update available in {-between} seconds"
|
||||
)
|
||||
)
|
||||
|
||||
def frames(self) -> Iterator[SeriesFramePackage]:
|
||||
self.last_update_count = 0
|
||||
|
||||
if self._next_pkg is None:
|
||||
cursor = self.reader.stream()
|
||||
self._next_pkg = next(cursor)
|
||||
else:
|
||||
cursor = self.reader.cursor
|
||||
|
||||
logger.debug(f"{self.sft_info.alias}: {cursor}")
|
||||
|
||||
try:
|
||||
until = self.until()
|
||||
end = self._next_pkg.end
|
||||
|
||||
self.log_status(end, until)
|
||||
|
||||
while end < until:
|
||||
yield self._next_pkg
|
||||
self.last_update_count += 1
|
||||
self._next_pkg = next(cursor)
|
||||
end = self._next_pkg.end
|
||||
except StopIteration:
|
||||
logger.warning("StopIteration caught")
|
||||
logger.warning(f"{self.sft_info.alias}: {cursor}")
|
||||
...
|
||||
|
||||
if self.last_update_count:
|
||||
logger.debug(
|
||||
f"{self.sft_info.alias}: " f"Update frames : {self.last_update_count}"
|
||||
)
|
||||
@@ -1,15 +0,0 @@
|
||||
from dataclasses import dataclass
|
||||
from pathlib import Path
|
||||
from typing import List
|
||||
|
||||
from physiq_cloud.time import Interval
|
||||
|
||||
from pojagi_dsp.series_frame import SftInfo
|
||||
|
||||
|
||||
@dataclass(frozen=True)
|
||||
class SftInterval:
|
||||
info: SftInfo
|
||||
interval: Interval
|
||||
frame_count: int
|
||||
files: List[Path]
|
||||
@@ -1,95 +0,0 @@
|
||||
import logging
|
||||
import math
|
||||
from pathlib import Path
|
||||
from typing import Iterator
|
||||
|
||||
from physiq_cloud.series_frame.fb_wrapper import FlatBufferWrapper
|
||||
from physiqfb.SeriesFrame import SeriesFrame
|
||||
from physiqfb.SeriesFrameHolderList import SeriesFrameHolderList
|
||||
|
||||
from pojagi_dsp.series_frame import (ASeriesFrameEmitter,
|
||||
SeriesFramePackage)
|
||||
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
class FileSampler(ASeriesFrameEmitter):
|
||||
def __init__(
|
||||
self,
|
||||
*sfhl_files: Path,
|
||||
frame_count: int = math.inf,
|
||||
frame_offset: int = 0,
|
||||
**kwargs,
|
||||
) -> None:
|
||||
"""
|
||||
:param:`sfhl_files` - One or more files containing sfhl data. It's
|
||||
assumed that the files are sorted and contain contiguous (sorted)
|
||||
data, and no effort is made to validate that or handle any error
|
||||
condition related to correctness. The files are treated as a single
|
||||
logical file, and an `EOFError` is raised if the `frame_count` wants
|
||||
more than the available frames.
|
||||
|
||||
:param:`frame_count` - The number of frames this generator will
|
||||
attempt to read from the given files.
|
||||
|
||||
:param:`frame_offset` - The number of frames to skip over before
|
||||
yielding frames from the given files.
|
||||
"""
|
||||
super().__init__(**kwargs)
|
||||
self.files = sfhl_files
|
||||
self.frame_offset = frame_offset
|
||||
self.frame_count = frame_count
|
||||
self.frame_idx = 0
|
||||
|
||||
def frames_from_sfhl_bytes(
|
||||
self, data: bytes,
|
||||
) -> Iterator[FlatBufferWrapper[SeriesFrame]]:
|
||||
"""
|
||||
Emit frames from series frame holder list data.
|
||||
|
||||
:param:`data` - sfhl bytes.
|
||||
"""
|
||||
sfhl = SeriesFrameHolderList.GetRootAsSeriesFrameHolderList(data, 0)
|
||||
for index in range(sfhl.FramesLength()):
|
||||
yield FlatBufferWrapper(
|
||||
_bytes=sfhl.Frames(index).DataAsNumpy().tobytes(),
|
||||
schema=SeriesFrame,
|
||||
)
|
||||
|
||||
def frames(self) -> Iterator[SeriesFramePackage]:
|
||||
self.frame_idx = 0
|
||||
end_frame_idx = self.frame_offset + self.frame_count
|
||||
|
||||
for file in self.files:
|
||||
"""
|
||||
Finite set of files passed in.
|
||||
"""
|
||||
for frame in self.frames_from_sfhl_bytes(file.read_bytes()):
|
||||
"""
|
||||
Finite set of frames from `read_bytes`.
|
||||
"""
|
||||
if self.frame_idx < self.frame_offset:
|
||||
"""
|
||||
Fast-forward to the declared offset, for each file.
|
||||
"""
|
||||
self.frame_idx += 1
|
||||
continue
|
||||
elif self.frame_idx > end_frame_idx:
|
||||
"""
|
||||
`end_frame_idx` is finite.
|
||||
"""
|
||||
break
|
||||
|
||||
yield SeriesFramePackage(frame=frame, sft_info=self.sft_info)
|
||||
self.frame_idx += 1
|
||||
|
||||
if end_frame_idx != math.inf:
|
||||
if self.frame_idx < end_frame_idx:
|
||||
frames_read = self.frame_idx - self.frame_offset
|
||||
raise EOFError(
|
||||
f"Failed to read {self.frame_count - frames_read} frames. "
|
||||
"Not enough data.\n"
|
||||
f"\toffset : {self.frame_offset}\n"
|
||||
f"\tframes read : {frames_read}"
|
||||
)
|
||||
@@ -1,48 +0,0 @@
|
||||
from typing import Iterator
|
||||
|
||||
import flatbuffers
|
||||
from physiq_cloud.series_frame import fb_builder
|
||||
from physiq_cloud.series_frame.fb_wrapper import FlatBufferWrapper
|
||||
from physiq_cloud.time import Instant, TimeUnit
|
||||
from physiqfb import SeriesFrame
|
||||
|
||||
from pojagi_dsp.series_frame import (ASeriesFrameEmitter,
|
||||
SeriesFramePackage)
|
||||
|
||||
|
||||
class VCIVitalPatchTelemetrySynthesizer(ASeriesFrameEmitter):
|
||||
|
||||
def frames(self) -> Iterator[SeriesFramePackage]:
|
||||
builder = flatbuffers.Builder(0)
|
||||
target = fb_builder.CreateSeriesFrame(
|
||||
builder=builder,
|
||||
frame_id=Instant.now().to_unix(
|
||||
TimeUnit.MICROSECONDS,
|
||||
) // self.sft_info.frame_size_micros,
|
||||
ingested_at_micros=-1,
|
||||
sampling_sets_offsets=[
|
||||
# replayed_sampling_set(
|
||||
# builder=builder,
|
||||
# sampling_set_data=sampling_set_data,
|
||||
# source_frame_id=source.FrameId(),
|
||||
# target_frame_id=target_frame_id,
|
||||
# frame_size_micros=self.sft_info.frame_size_micros,
|
||||
# is_timestamped=self.timestamped_map[
|
||||
# sampling_set_data.Id()
|
||||
# ],
|
||||
# )
|
||||
# for sampling_set_data in [
|
||||
# source.SamplingSets(idx)
|
||||
# for idx in range(source.SamplingSetsLength())
|
||||
# ]
|
||||
],
|
||||
submitter_id=-1,
|
||||
sensor_id=-1,
|
||||
)
|
||||
builder.Finish(target)
|
||||
target_frame_bytes = builder.Output()
|
||||
|
||||
return FlatBufferWrapper(
|
||||
_bytes=target_frame_bytes,
|
||||
schema=SeriesFrame,
|
||||
)
|
||||
@@ -1,25 +1,35 @@
|
||||
from copy import deepcopy
|
||||
import math
|
||||
from typing import Iterator
|
||||
import pytest
|
||||
from pojagi_dsp.channel import ASignal, Constantly, Filter, FilterFunction, SignalFunction, IllegalStateError, Map
|
||||
from pojagi_dsp.channel import (
|
||||
ASignal,
|
||||
Constantly,
|
||||
Filter,
|
||||
FilterFunction,
|
||||
SignalFunction,
|
||||
IllegalStateException,
|
||||
Reduce,
|
||||
)
|
||||
from pojagi_dsp.channel.generator.sine import SineWave
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def srate(): return 44100
|
||||
def srate():
|
||||
return 44100
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def freq(): return 440
|
||||
def freq():
|
||||
return 440
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def const(srate): return Constantly(42, srate=srate)
|
||||
def const(srate):
|
||||
return Constantly(42, srate=srate)
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def sine(srate, freq): return SineWave(freq, srate=srate)
|
||||
def sine(srate, freq):
|
||||
return SineWave(freq, srate=srate)
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
@@ -30,6 +40,7 @@ def sine_generator_factory(srate, freq):
|
||||
while True:
|
||||
yield math.sin(phase)
|
||||
phase += inc
|
||||
|
||||
return sine
|
||||
|
||||
|
||||
@@ -73,14 +84,14 @@ def test_filter_nested_expression(const: Constantly):
|
||||
|
||||
def test_reader(const: Constantly):
|
||||
filter = Filter()
|
||||
with pytest.raises(IllegalStateError, match=".reader. is None"):
|
||||
with pytest.raises(IllegalStateException, match=".reader. is None"):
|
||||
filter.reader
|
||||
assert (const | filter).reader == const
|
||||
|
||||
|
||||
def test_pipeline_missing_reader(const: ASignal):
|
||||
pipeline = Filter | Filter | Filter
|
||||
with pytest.raises(IllegalStateError, match=".reader. is None"):
|
||||
with pytest.raises(IllegalStateException, match=".reader. is None"):
|
||||
next(pipeline)
|
||||
assert next(const | pipeline)
|
||||
|
||||
@@ -94,13 +105,13 @@ def test_filter_can_only_be_assigned_one_generator(const: Constantly):
|
||||
|
||||
def test_add_tuple(const: Constantly):
|
||||
pipeline = const + (100, 200, 300)
|
||||
assert isinstance(pipeline, Map)
|
||||
assert isinstance(pipeline, Reduce)
|
||||
assert next(pipeline) == const.constant + (100 + 200 + 300)
|
||||
|
||||
|
||||
def test_mul_tuple(const: Constantly):
|
||||
pipeline = const * (100, 200, 300)
|
||||
assert isinstance(pipeline, Map)
|
||||
assert isinstance(pipeline, Reduce)
|
||||
assert next(pipeline) == const.constant * (100 * 200 * 300)
|
||||
|
||||
|
||||
|
||||
Reference in New Issue
Block a user