kopia lustrzana https://github.com/corrscope/corrscope
605 wiersze
18 KiB
Python
605 wiersze
18 KiB
Python
from contextlib import ExitStack
|
|
from typing import Optional, TYPE_CHECKING, List
|
|
from unittest.mock import patch
|
|
|
|
import attr
|
|
import hypothesis.strategies as hs
|
|
import numpy as np
|
|
import pytest
|
|
from hypothesis import given
|
|
|
|
from corrscope.channel import ChannelConfig, Channel
|
|
from corrscope.corrscope import CorrScope, template_config, Arguments
|
|
from corrscope.layout import LayoutConfig
|
|
from corrscope.outputs import FFplayOutputConfig
|
|
from corrscope.renderer import (
|
|
RendererConfig,
|
|
Renderer,
|
|
LabelPosition,
|
|
Font,
|
|
calc_limits,
|
|
calc_xs,
|
|
calc_center,
|
|
AbstractMatplotlibRenderer,
|
|
RendererFrontend,
|
|
CustomLine,
|
|
RenderInput,
|
|
)
|
|
from corrscope.util import perr
|
|
from corrscope.wave import Flatten
|
|
|
|
if TYPE_CHECKING:
|
|
import pytest_mock
|
|
|
|
parametrize = pytest.mark.parametrize
|
|
|
|
|
|
color_to_bytes = Renderer.color_to_bytes
|
|
BYTES_PER_PIXEL = Renderer.bytes_per_pixel
|
|
|
|
WIDTH = 64
|
|
HEIGHT = 64
|
|
|
|
RENDER_Y_ZEROS = np.full((2, 1), 0.5)
|
|
RENDER_Y_STEREO = np.full((2, 2), 0.5)
|
|
OPACITY = 2 / 3
|
|
|
|
|
|
def behead(string: str, header: str) -> str:
|
|
if not string.startswith(header):
|
|
raise ValueError(f"{string} does not start with {header}")
|
|
return string[len(header) :]
|
|
|
|
|
|
my_dataclass = attr.dataclass(frozen=True, repr=False)
|
|
|
|
|
|
@my_dataclass
|
|
class NamedDebug:
|
|
name: str
|
|
|
|
def __init_subclass__(cls):
|
|
my_dataclass(cls)
|
|
|
|
def __repr__(self):
|
|
return self.name
|
|
|
|
if TYPE_CHECKING:
|
|
|
|
def __init__(self, *args, **kwargs):
|
|
pass
|
|
|
|
|
|
# "str" = HTML #FFFFFF color string.
|
|
|
|
|
|
class BG(NamedDebug):
|
|
color: str
|
|
|
|
|
|
class FG(NamedDebug):
|
|
color: str
|
|
draw_fg: bool = True
|
|
line_width: float = 2.0
|
|
|
|
|
|
class Grid(NamedDebug):
|
|
line_width: float
|
|
color: Optional[str]
|
|
|
|
|
|
class Debug(NamedDebug):
|
|
viewport_width: float = 1
|
|
|
|
|
|
bg_black = BG("bg_black", "#000000")
|
|
bg_white = BG("bg_white", "#ffffff")
|
|
bg_blue = BG("bg_blue", "#0000aa")
|
|
bg_yellow = BG("bg_yellow", "#aaaa00")
|
|
|
|
fg_white = FG("fg_white", "#ffffff")
|
|
fg_white_thick = FG("fg_white_thick", "#ffffff", line_width=10.0)
|
|
fg_black = FG("fg_black", "#000000")
|
|
fg_NONE = FG("fg_NONE", "#ffffff", draw_fg=False)
|
|
fg_yellow = FG("fg_yellow", "#aaaa00")
|
|
fg_blue = FG("fg_blue", "#0000aa")
|
|
|
|
|
|
grid_0 = Grid("grid_0", 0, "#ff00ff")
|
|
grid_1 = Grid("grid_1", 1, "#ff00ff")
|
|
grid_10 = Grid("grid_10", 10, "#ff00ff")
|
|
grid_NONE = Grid("grid_NONE", 10, None)
|
|
|
|
|
|
debug_NONE = Debug("debug_NONE")
|
|
debug_wide = Debug("debug_wide", viewport_width=2)
|
|
|
|
|
|
@attr.dataclass(frozen=True)
|
|
class Appearance:
|
|
bg: BG
|
|
fg: FG
|
|
grid: Grid
|
|
debug: Debug = debug_NONE
|
|
|
|
|
|
def all_colors_to_str(val) -> Optional[str]:
|
|
"""Called once for each `appear` and `data`."""
|
|
|
|
if isinstance(val, Appearance):
|
|
args_tuple = attr.astuple(val, recurse=False)
|
|
return f"appear=Appearance{args_tuple}"
|
|
|
|
if isinstance(val, np.ndarray):
|
|
data_type = "stereo" if val.shape[1] > 1 else "mono"
|
|
return "data=" + data_type
|
|
|
|
raise ValueError("Unrecognized all_colors parameter, not `appear` or `data`")
|
|
|
|
|
|
mono = RENDER_Y_ZEROS
|
|
stereo = RENDER_Y_STEREO
|
|
|
|
all_colors = pytest.mark.parametrize(
|
|
"appear, data",
|
|
[
|
|
# Test with foreground disabled
|
|
(Appearance(bg_black, fg_NONE, grid_NONE), mono),
|
|
(Appearance(bg_blue, fg_NONE, grid_1), mono),
|
|
# Test with grid disabled
|
|
(Appearance(bg_black, fg_white, grid_NONE), mono),
|
|
(Appearance(bg_white, fg_black, grid_NONE), mono),
|
|
(Appearance(bg_blue, fg_yellow, grid_NONE), mono),
|
|
(Appearance(bg_yellow, fg_blue, grid_NONE), mono),
|
|
# Test FG line thickness
|
|
(Appearance(bg_black, fg_white_thick, grid_NONE), mono),
|
|
# Test various grid thicknesses
|
|
(Appearance(bg_white, fg_black, grid_0), mono),
|
|
(Appearance(bg_blue, fg_yellow, grid_1), mono),
|
|
(Appearance(bg_blue, fg_yellow, grid_10), mono),
|
|
# Test with stereo
|
|
(Appearance(bg_black, fg_white, grid_NONE), stereo),
|
|
(Appearance(bg_blue, fg_yellow, grid_0), stereo),
|
|
(Appearance(bg_blue, fg_yellow, grid_10), stereo),
|
|
# Test debugging (viewport width)
|
|
(Appearance(bg_black, fg_white, grid_NONE, debug_wide), mono),
|
|
],
|
|
ids=all_colors_to_str,
|
|
)
|
|
|
|
|
|
def get_renderer_config(appear: Appearance) -> RendererConfig:
|
|
cfg = RendererConfig(
|
|
WIDTH,
|
|
HEIGHT,
|
|
# BG
|
|
bg_color=appear.bg.color,
|
|
# FG
|
|
init_line_color=appear.fg.color,
|
|
line_width=appear.fg.line_width,
|
|
viewport_width=appear.debug.viewport_width,
|
|
# Grid
|
|
grid_color=appear.grid.color,
|
|
grid_line_width=appear.grid.line_width,
|
|
stereo_grid_opacity=OPACITY,
|
|
antialiasing=False,
|
|
)
|
|
return cfg
|
|
|
|
|
|
NPLOTS = 2
|
|
ORIENTATION = "h"
|
|
GRID_NPIXEL = WIDTH
|
|
|
|
|
|
@all_colors
|
|
def test_default_colors(appear: Appearance, data):
|
|
"""Test the default background/foreground colors."""
|
|
cfg = get_renderer_config(appear)
|
|
lcfg = LayoutConfig(orientation=ORIENTATION)
|
|
datas = [data] * NPLOTS
|
|
|
|
r = Renderer.from_obj(cfg, lcfg, datas, None, None)
|
|
verify(r, appear, datas)
|
|
|
|
# Ensure default ChannelConfig(line_color=None) does not override line color
|
|
chan = ChannelConfig(wav_path="")
|
|
channels = [chan] * NPLOTS
|
|
r = Renderer.from_obj(cfg, lcfg, datas, channels, None)
|
|
verify(r, appear, datas)
|
|
|
|
|
|
@all_colors
|
|
def test_line_colors(appear: Appearance, data):
|
|
"""Test channel-specific line color overrides"""
|
|
cfg = get_renderer_config(appear)
|
|
lcfg = LayoutConfig(orientation=ORIENTATION)
|
|
datas = [data] * NPLOTS
|
|
|
|
# Move line color (appear.fg.color) from renderer cfg to individual channel.
|
|
chan = ChannelConfig(wav_path="", line_color=appear.fg.color)
|
|
channels = [chan] * NPLOTS
|
|
cfg.init_line_color = "#888888"
|
|
chan.line_color = appear.fg.color
|
|
|
|
r = Renderer.from_obj(cfg, lcfg, datas, channels, None)
|
|
verify(r, appear, datas)
|
|
|
|
|
|
TOLERANCE = 3
|
|
|
|
|
|
def verify(r: Renderer, appear: Appearance, datas: List[Optional[np.ndarray]]):
|
|
bg_str = appear.bg.color
|
|
|
|
fg_str = appear.fg.color
|
|
draw_fg = appear.fg.draw_fg
|
|
fg_line_width = appear.fg.line_width
|
|
|
|
grid_str = appear.grid.color
|
|
grid_line_width = appear.grid.line_width
|
|
|
|
viewport_width = appear.debug.viewport_width
|
|
|
|
if draw_fg:
|
|
r.update_main_lines(RenderInput.wrap_datas(datas), [0] * len(datas))
|
|
|
|
frame_colors: np.ndarray = np.frombuffer(r.get_frame(), dtype=np.uint8).reshape(
|
|
(-1, BYTES_PER_PIXEL)
|
|
)
|
|
|
|
bg_u8 = color_to_bytes(bg_str)
|
|
all_colors = [bg_u8]
|
|
|
|
fg_u8 = color_to_bytes(fg_str)
|
|
if draw_fg:
|
|
all_colors.append(fg_u8)
|
|
|
|
is_grid = bool(grid_str and grid_line_width >= 1)
|
|
|
|
if is_grid:
|
|
grid_u8 = color_to_bytes(grid_str)
|
|
all_colors.append(grid_u8)
|
|
else:
|
|
grid_u8 = np.array([1000] * BYTES_PER_PIXEL)
|
|
|
|
data = datas[0]
|
|
assert (data.shape[1] > 1) == (data is RENDER_Y_STEREO)
|
|
is_stereo = is_grid and data.shape[1] > 1
|
|
if is_stereo:
|
|
stereo_grid_u8 = (grid_u8 * OPACITY + bg_u8 * (1 - OPACITY)).astype(int)
|
|
all_colors.append(stereo_grid_u8)
|
|
|
|
# Ensure background is correct
|
|
bg_frame = frame_colors[0]
|
|
assert (
|
|
bg_frame == bg_u8
|
|
).all(), f"incorrect background, it might be grid_str={grid_str}"
|
|
|
|
# Ensure foreground is present
|
|
does_fg_appear_here = np.prod(frame_colors == fg_u8, axis=-1)
|
|
does_fg_appear = does_fg_appear_here.any()
|
|
# it might be 136 == #888888 == init_line_color
|
|
assert does_fg_appear == draw_fg, f"{does_fg_appear} != {draw_fg}"
|
|
|
|
if draw_fg:
|
|
expected_fg_pixels = NPLOTS * (WIDTH / viewport_width) * fg_line_width
|
|
assert does_fg_appear_here.sum() == pytest.approx(
|
|
expected_fg_pixels, abs=expected_fg_pixels * 0.1
|
|
)
|
|
|
|
# Ensure grid color is present
|
|
does_grid_appear_here = np.prod(frame_colors == grid_u8, axis=-1)
|
|
does_grid_appear = does_grid_appear_here.any()
|
|
assert does_grid_appear == is_grid, f"{does_grid_appear} != {is_grid}"
|
|
|
|
if is_grid:
|
|
assert np.sum(does_grid_appear_here) == pytest.approx(
|
|
GRID_NPIXEL * grid_line_width, abs=GRID_NPIXEL * 0.1
|
|
)
|
|
|
|
# Ensure stereo grid color is present
|
|
if is_stereo:
|
|
assert (
|
|
np.min(np.sum(np.abs(frame_colors - stereo_grid_u8), axis=-1)) < TOLERANCE
|
|
), "Missing stereo gridlines"
|
|
|
|
assert (np.amax(frame_colors, axis=0) == np.amax(all_colors, axis=0)).all()
|
|
assert (np.amin(frame_colors, axis=0) == np.amin(all_colors, axis=0)).all()
|
|
|
|
|
|
# Test label positioning and rendering
|
|
@parametrize("label_position", list(LabelPosition.__members__.values()))
|
|
@parametrize("data", [RENDER_Y_ZEROS, RENDER_Y_STEREO])
|
|
@parametrize("hide_lines", [True, False])
|
|
def test_label_render(label_position: LabelPosition, data, hide_lines):
|
|
"""Test that text labels are drawn:
|
|
- in the correct quadrant
|
|
- with the correct color (defaults to init_line_color)
|
|
- even if no lines are drawn at all
|
|
"""
|
|
font_str = "#FF00FF"
|
|
font_u8 = color_to_bytes(font_str)
|
|
|
|
# If hide_lines: set line color to purple, draw text using the line color.
|
|
# Otherwise: draw lines white, draw text purple,
|
|
cfg_kwargs = {}
|
|
if hide_lines:
|
|
cfg_kwargs.update(init_line_color=font_str)
|
|
|
|
cfg = RendererConfig(
|
|
WIDTH,
|
|
HEIGHT,
|
|
antialiasing=False,
|
|
label_font=Font(size=16, bold=True),
|
|
label_position=label_position,
|
|
label_color_override=font_str,
|
|
**cfg_kwargs,
|
|
)
|
|
|
|
lcfg = LayoutConfig()
|
|
|
|
nplots = 1
|
|
labels = ["#"] * nplots
|
|
datas = [data] * nplots
|
|
|
|
r = Renderer.from_obj(cfg, lcfg, datas, None, None)
|
|
r.add_labels(labels)
|
|
if not hide_lines:
|
|
r.update_main_lines(RenderInput.wrap_datas(datas), [0] * nplots)
|
|
|
|
frame_buffer: np.ndarray = np.frombuffer(r.get_frame(), dtype=np.uint8).reshape(
|
|
(r.h, r.w, BYTES_PER_PIXEL)
|
|
)
|
|
# Allow mutation
|
|
frame_buffer = frame_buffer.copy()
|
|
|
|
yslice = label_position.y.match(
|
|
top=slice(None, r.h // 2), bottom=slice(r.h // 2, None)
|
|
)
|
|
xslice = label_position.x.match(
|
|
left=slice(None, r.w // 2), right=slice(r.w // 2, None)
|
|
)
|
|
quadrant = frame_buffer[yslice, xslice]
|
|
|
|
assert np.prod(quadrant == font_u8, axis=-1).any(), "Missing text"
|
|
|
|
quadrant[:] = 0
|
|
assert not np.prod(
|
|
frame_buffer == font_u8, axis=-1
|
|
).any(), "Text appeared in wrong area of screen"
|
|
|
|
|
|
# Stereo *renderer* integration tests.
|
|
def test_stereo_render_integration(mocker: "pytest_mock.MockFixture"):
|
|
"""Ensure corrscope plays/renders in stereo, without crashing."""
|
|
|
|
# Stub out FFplay output.
|
|
mocker.patch.object(FFplayOutputConfig, "cls")
|
|
|
|
# Render in stereo.
|
|
cfg = template_config(
|
|
channels=[ChannelConfig("tests/stereo in-phase.wav")],
|
|
render_stereo=Flatten.Stereo,
|
|
end_time=0.5, # Reduce test duration
|
|
render=RendererConfig(WIDTH, HEIGHT),
|
|
)
|
|
|
|
# Make sure it doesn't crash.
|
|
corr = CorrScope(cfg, Arguments(".", [FFplayOutputConfig()]))
|
|
corr.play()
|
|
|
|
|
|
def test_stereo_bars_doesnt_crash(mocker: "pytest_mock.MockFixture"):
|
|
"""Currently Renderer gets its stereo volume data from CorrScope.
|
|
|
|
TODO ideally we'd build a custom output object which captures frames, so we can
|
|
check for the presence of pixel values."""
|
|
|
|
# Stub out FFplay output.
|
|
mocker.patch.object(FFplayOutputConfig, "cls")
|
|
|
|
# Render in stereo.
|
|
cfg = template_config(
|
|
channels=[ChannelConfig("tests/stereo in-phase.wav")],
|
|
render_stereo=Flatten.Stereo,
|
|
end_time=0.5, # Reduce test duration
|
|
render=RendererConfig(WIDTH, HEIGHT, global_stereo_bars=True),
|
|
)
|
|
|
|
# Make sure it doesn't crash.
|
|
corr = CorrScope(cfg, Arguments(".", [FFplayOutputConfig()]))
|
|
corr.play()
|
|
|
|
|
|
def test_stereo_bars_color():
|
|
"""Check that the correct stereo bar values produce the right color in render
|
|
output. Does not check that CorrScope passes the right input to Renderer for
|
|
stereo bars."""
|
|
|
|
corr_cfg = template_config()
|
|
|
|
cfg = corr_cfg.render
|
|
cfg.global_stereo_bars = True
|
|
cfg.stereo_bar_color = "#ff00ff"
|
|
|
|
stereo_bar_color = color_to_bytes(cfg.stereo_bar_color)
|
|
|
|
# Setup r = Renderer().
|
|
lcfg = LayoutConfig(orientation=ORIENTATION)
|
|
datas = [RENDER_Y_STEREO]
|
|
|
|
r = Renderer.from_obj(cfg, lcfg, datas, channel_cfgs=None, channels=None)
|
|
|
|
# Check that stereo bars are visible.
|
|
|
|
render_inputs = [RenderInput(data, (0.5, 0.5), None) for data in datas]
|
|
r.update_main_lines(render_inputs, [0] * len(datas))
|
|
|
|
frame_colors: np.ndarray = np.frombuffer(r.get_frame(), dtype=np.uint8).reshape(
|
|
(-1, BYTES_PER_PIXEL)
|
|
)
|
|
|
|
does_bar_appear_here = np.prod(frame_colors == stereo_bar_color, axis=-1)
|
|
does_bar_appear = does_bar_appear_here.any()
|
|
assert does_bar_appear, "color bar missing"
|
|
|
|
# Check that stereo bars are invisible when passed zero levels.
|
|
|
|
render_inputs = [RenderInput(data, (0.0, 0.0), None) for data in datas]
|
|
r.update_main_lines(render_inputs, [0] * len(datas))
|
|
|
|
frame_colors: np.ndarray = np.frombuffer(r.get_frame(), dtype=np.uint8).reshape(
|
|
(-1, BYTES_PER_PIXEL)
|
|
)
|
|
|
|
does_bar_appear_here = np.prod(frame_colors == stereo_bar_color, axis=-1)
|
|
does_bar_appear = does_bar_appear_here.any()
|
|
assert not does_bar_appear, "unexpected color bar"
|
|
|
|
|
|
# Image dimension tests
|
|
@pytest.mark.parametrize(
|
|
"target_int, res_divisor", [(50, 2.0), (51, 2.0), (100, 1.001)]
|
|
)
|
|
def test_res_divisor_rounding_fixed(target_int: int, res_divisor: float):
|
|
verify_res_divisor_rounding(target_int, res_divisor, speed_hack=False)
|
|
|
|
|
|
@given(target_int=hs.integers(1, 10000), res_divisor=hs.floats(1, 100))
|
|
def test_res_divisor_rounding_hypothesis(target_int: int, res_divisor: float):
|
|
verify_res_divisor_rounding(target_int, res_divisor, speed_hack=True)
|
|
|
|
|
|
def verify_res_divisor_rounding(
|
|
target_int: int,
|
|
res_divisor: float,
|
|
speed_hack: bool,
|
|
):
|
|
"""Ensure that pathological-case float rounding errors
|
|
don't cause inconsistent dimensions and assertion errors."""
|
|
target_dim = target_int + 0.5
|
|
undivided_dim = round(target_dim * res_divisor)
|
|
|
|
cfg = RendererConfig(undivided_dim, undivided_dim, res_divisor=res_divisor)
|
|
cfg.before_preview()
|
|
|
|
with ExitStack() as stack:
|
|
if speed_hack:
|
|
stack.enter_context(
|
|
patch.object(AbstractMatplotlibRenderer, "_save_background")
|
|
)
|
|
datas = []
|
|
else:
|
|
datas = [RENDER_Y_ZEROS]
|
|
|
|
try:
|
|
renderer = Renderer.from_obj(cfg, LayoutConfig(), datas, None, None)
|
|
if not speed_hack:
|
|
renderer.update_main_lines(
|
|
RenderInput.wrap_datas(datas), [0] * len(datas)
|
|
)
|
|
renderer.get_frame()
|
|
except Exception:
|
|
perr(cfg.divided_width)
|
|
raise
|
|
|
|
|
|
# X-axis stride tests
|
|
@given(N=hs.integers(2, 1000), stride=hs.integers(1, 1000))
|
|
def test_calc_limits_xs(N: int, stride: int):
|
|
"""Sanity check to ensure that data is drawn from 1 edge of screen to another,
|
|
that calc_limits() and calc_xs() match.
|
|
|
|
Test that calc_center() == "to the left of N//2".
|
|
"""
|
|
min, max = calc_limits(N, stride)
|
|
xs = calc_xs(N, stride)
|
|
assert xs[0] == min
|
|
assert xs[-1] == max
|
|
|
|
center = calc_center(stride)
|
|
assert np.mean([xs[N // 2 - 1], xs[N // 2]]) == pytest.approx(center)
|
|
|
|
|
|
# Debug plotting tests
|
|
@parametrize("integration", [False, True])
|
|
def test_renderer_knows_stride(mocker: "pytest_mock.MockFixture", integration: bool):
|
|
"""
|
|
If Renderer draws both "main line" and "custom mono lines" at once,
|
|
each line must have its x-coordinates multiplied by the stride.
|
|
|
|
Renderer uses "main line stride = 1" by default,
|
|
but this results in the main line appearing too narrow compared to debug lines.
|
|
Make sure CorrScope.play() gives Renderer the correct values.
|
|
"""
|
|
|
|
# Stub out FFplay output.
|
|
mocker.patch.object(FFplayOutputConfig, "cls")
|
|
|
|
subsampling = 2
|
|
width_mul = 3
|
|
|
|
chan_cfg = ChannelConfig("tests/sine440.wav", render_width=width_mul)
|
|
corr_cfg = template_config(
|
|
render_subsampling=subsampling, channels=[chan_cfg], end_time=0
|
|
)
|
|
|
|
if integration:
|
|
corr = CorrScope(corr_cfg, Arguments(".", [FFplayOutputConfig()]))
|
|
corr.play()
|
|
assert corr.renderer.render_strides == [subsampling * width_mul]
|
|
else:
|
|
channel = Channel(chan_cfg, corr_cfg, channel_idx=0)
|
|
data = channel.get_render_around(0)
|
|
renderer = Renderer.from_obj(
|
|
corr_cfg.render, corr_cfg.layout, [data], [chan_cfg], [channel]
|
|
)
|
|
assert renderer.render_strides == [subsampling * width_mul]
|
|
|
|
|
|
# Multiple inheritance tests
|
|
def test_frontend_overrides_backend(mocker: "pytest_mock.MockFixture"):
|
|
"""
|
|
class Renderer inherits from (RendererFrontend, backend).
|
|
|
|
RendererFrontend.get_frame() is a wrapper around backend.get_frame()
|
|
and should override it (RendererFrontend should come first in MRO).
|
|
|
|
Make sure RendererFrontend methods overshadow backend methods.
|
|
"""
|
|
|
|
# If RendererFrontend.get_frame() override is removed, delete this entire test.
|
|
frontend_get_frame = mocker.spy(RendererFrontend, "get_frame")
|
|
backend_get_frame = mocker.spy(AbstractMatplotlibRenderer, "get_frame")
|
|
|
|
corr_cfg = template_config()
|
|
chan_cfg = ChannelConfig("tests/sine440.wav")
|
|
channel = Channel(chan_cfg, corr_cfg, channel_idx=0)
|
|
data = channel.get_render_around(0)
|
|
|
|
renderer = Renderer.from_obj(
|
|
corr_cfg.render, corr_cfg.layout, [data], [chan_cfg], [channel]
|
|
)
|
|
renderer.update_main_lines([RenderInput.stub_new(data)], [0])
|
|
renderer.get_frame()
|
|
|
|
assert frontend_get_frame.call_count == 1
|
|
assert backend_get_frame.call_count == 1
|
|
|
|
|
|
def test_custom_line():
|
|
def verify(line: CustomLine, xdata: list):
|
|
line_xdata = line.xdata
|
|
assert isinstance(line_xdata, np.ndarray)
|
|
assert line_xdata.tolist() == xdata
|
|
|
|
stride = 1
|
|
noop = lambda x: None
|
|
|
|
line = CustomLine(stride, [3], noop, noop)
|
|
verify(line, [3])
|
|
|
|
line.xdata = [4, 4]
|
|
verify(line, [4, 4])
|