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author | jaseg <git@jaseg.de> | 2022-01-01 16:28:49 +0100 |
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committer | jaseg <git@jaseg.de> | 2022-01-01 16:28:49 +0100 |
commit | f46b8897818439269d3fbce32773ec1ed12ad657 (patch) | |
tree | 51c9b820ef7c18d6371a968b8f1bd7345904d86f /gerbonara/gerber | |
parent | ad87bb610f5d1b063fb5a8259d6aabbc6955b65e (diff) | |
download | gerbonara-f46b8897818439269d3fbce32773ec1ed12ad657.tar.gz gerbonara-f46b8897818439269d3fbce32773ec1ed12ad657.tar.bz2 gerbonara-f46b8897818439269d3fbce32773ec1ed12ad657.zip |
Merge works.
Diffstat (limited to 'gerbonara/gerber')
-rw-r--r-- | gerbonara/gerber/gerber_statements.py | 16 | ||||
-rw-r--r-- | gerbonara/gerber/graphic_objects.py | 31 | ||||
-rw-r--r-- | gerbonara/gerber/rs274x.py | 65 | ||||
-rw-r--r-- | gerbonara/gerber/tests/image_support.py | 57 | ||||
-rw-r--r-- | gerbonara/gerber/tests/test_rs274x.py | 88 |
5 files changed, 207 insertions, 50 deletions
diff --git a/gerbonara/gerber/gerber_statements.py b/gerbonara/gerber/gerber_statements.py index b47dfe3..4e46475 100644 --- a/gerbonara/gerber/gerber_statements.py +++ b/gerbonara/gerber/gerber_statements.py @@ -21,6 +21,14 @@ Gerber (RS-274X) Statements """ +def convert(value, src, dst): + if src == dst or src is None or dst is None or value is None: + return value + elif dst == 'mm': + return value * 25.4 + else: + return value / 25.4 + class Statement: pass @@ -88,6 +96,9 @@ class ApertureDefStmt(ParamStmt): def __str__(self): return f'<AD aperture def for {str(self.aperture).strip("<>")}>' + def __repr__(self): + return f'ApertureDefStmt({self.number}, {repr(self.aperture)})' + class ApertureMacroStmt(ParamStmt): """ AM - Aperture Macro Statement """ @@ -117,13 +128,14 @@ class ImagePolarityStmt(ParamStmt): class CoordStmt(Statement): """ D01 - D03 operation statements """ - def __init__(self, x, y, i=None, j=None): + def __init__(self, x, y, i=None, j=None, unit=None): self.x, self.y, self.i, self.j = x, y, i, j + self.unit = unit def to_gerber(self, settings=None): ret = '' for var in 'xyij': - val = getattr(self, var) + val = convert(getattr(self, var), self.unit, settings.unit) if val is not None: ret += var.upper() + settings.write_gerber_value(val) return ret + self.code + '*' diff --git a/gerbonara/gerber/graphic_objects.py b/gerbonara/gerber/graphic_objects.py index 284a5f9..5c523d5 100644 --- a/gerbonara/gerber/graphic_objects.py +++ b/gerbonara/gerber/graphic_objects.py @@ -9,6 +9,7 @@ from .gerber_statements import * class GerberObject: _ : KW_ONLY polarity_dark : bool = True + unit : str = None def to_primitives(self): raise NotImplementedError() @@ -31,12 +32,12 @@ class Flash(GerberObject): def to_statements(self, gs): yield from gs.set_polarity(self.polarity_dark) yield from gs.set_aperture(self.aperture) - yield FlashStmt(self.x, self.y) - gs.update_point(self.x, self.y) + yield FlashStmt(self.x, self.y, unit=self.unit) + gs.update_point(self.x, self.y, unit=self.unit) class Region(GerberObject): - def __init__(self, outline=None, arc_centers=None, *, polarity_dark): - super().__init__(polarity_dark=polarity_dark) + def __init__(self, outline=None, arc_centers=None, *, unit, polarity_dark): + super().__init__(unit=unit, polarity_dark=polarity_dark) outline = [] if outline is None else outline arc_centers = [] if arc_centers is None else arc_centers self.poly = gp.ArcPoly(outline, arc_centers) @@ -50,7 +51,8 @@ class Region(GerberObject): def with_offset(self, dx, dy): return Region([ (x+dx, y+dy) for x, y in self.poly.outline ], self.poly.arc_centers, - polarity_dark=self.polarity_dark) + polarity_dark=self.polarity_dark, + unit=self.unit) def rotate(self, angle, cx=0, cy=0): self.poly.outline = [ gp.rotate_point(x, y, angle, cx, cy) for x, y in self.poly.outline ] @@ -76,18 +78,20 @@ class Region(GerberObject): yield from gs.set_polarity(self.polarity_dark) yield RegionStartStmt() - yield from gs.set_current_point(self.poly.outline[0]) + yield from gs.set_current_point(self.poly.outline[0], unit=self.unit) for point, arc_center in zip(self.poly.outline[1:], self.poly.arc_centers): if arc_center is None: yield from gs.set_interpolation_mode(LinearModeStmt) - yield InterpolateStmt(*point) + yield InterpolateStmt(*point, unit=self.unit) + gs.update_point(*point, unit=self.unit) else: cx, cy = arc_center x2, y2 = point yield from gs.set_interpolation_mode(CircularCCWModeStmt) - yield InterpolateStmt(x2, y2, cx-x2, cy-y2) + yield InterpolateStmt(x2, y2, cx-x2, cy-y2, unit=self.unit) + gs.update_point(x2, y2, unit=self.unit) yield RegionEndStmt() @@ -123,9 +127,9 @@ class Line(GerberObject): yield from gs.set_polarity(self.polarity_dark) yield from gs.set_aperture(self.aperture) yield from gs.set_interpolation_mode(LinearModeStmt) - yield from gs.set_current_point(self.p1) - yield InterpolateStmt(*self.p2) - gs.update_point(*self.p2) + yield from gs.set_current_point(self.p1, unit=self.unit) + yield InterpolateStmt(*self.p2, unit=self.unit) + gs.update_point(*self.p2, unit=self.unit) @dataclass @@ -214,7 +218,8 @@ class Arc(GerberObject): yield from gs.set_polarity(self.polarity_dark) yield from gs.set_aperture(self.aperture) yield from gs.set_interpolation_mode(CircularCCWModeStmt) - yield from gs.set_current_point(self.p1) - yield InterpolateStmt(self.x2, self.y2, self.cx, self.cy) + yield from gs.set_current_point(self.p1, unit=self.unit) + yield InterpolateStmt(self.x2, self.y2, self.cx, self.cy, unit=self.unit) + gs.update_point(*self.p2, unit=self.unit) diff --git a/gerbonara/gerber/rs274x.py b/gerbonara/gerber/rs274x.py index eea1cf7..4313a11 100644 --- a/gerbonara/gerber/rs274x.py +++ b/gerbonara/gerber/rs274x.py @@ -41,6 +41,14 @@ from . import graphic_objects as go from . import apertures +def convert(self, value, src, dst): + if src == dst or src is None or dst is None or value is None: + return value + elif dst == 'mm': + return value * 25.4 + else: + return value / 25.4 + class GerberFile(CamFile): """ A class representing a single gerber file @@ -55,8 +63,6 @@ class GerberFile(CamFile): def merge(self, other): """ Merge other GerberFile into this one """ - # FIXME unit handling - self.comments += other.comments # dedup apertures @@ -68,18 +74,19 @@ class GerberFile(CamFile): new_apertures[gbr] = ap else: replace_apertures[id(ap)] = new_apertures[gbr] - self.apertures = new_apertures + self.apertures = list(new_apertures.values()) self.objects += other.objects for obj in self.objects: - if (ap := replace_apertures.get(id(getattr(obj, 'aperture')))): + # If object has an aperture attribute, replace that aperture. + if (ap := replace_apertures.get(id(getattr(obj, 'aperture', None)))): obj.aperture = ap # dedup aperture macros macros = { m.to_gerber(): m for m in [ GenericMacros.circle, GenericMacros.rect, GenericMacros.obround, GenericMacros.polygon] } - for ap in new_apertures: - if isinstance(aperture, apertures.ApertureMacroInstance): + for ap in new_apertures.values(): + if isinstance(ap, apertures.ApertureMacroInstance): macro_grb = ap.macro.to_gerber() # use native unit to compare macros if macro_grb in macros: ap.macro = macros[macro_grb] @@ -246,6 +253,7 @@ class GraphicsState: image_polarity : str = 'positive' # IP image polarity; deprecated point : tuple = None aperture : apertures.Aperture = None + file_settings : FileSettings = None interpolation_mode : InterpolationModeStmt = LinearModeStmt multi_quadrant_mode : bool = None # used only for syntax checking aperture_mirroring = (False, False) # LM mirroring (x, y) @@ -261,8 +269,9 @@ class GraphicsState: aperture_map = {} - def __init__(self, aperture_map=None): + def __init__(self, file_settings=None, aperture_map=None): self._mat = None + self.file_settings = file_settings if aperture_map is not None: self.aperture_map = aperture_map @@ -333,7 +342,9 @@ class GraphicsState: def flash(self, x, y): self.update_point(x, y) - return go.Flash(*self.map_coord(*self.point), self.aperture, polarity_dark=self.polarity_dark) + return go.Flash(*self.map_coord(*self.point), self.aperture, + polarity_dark=self.polarity_dark, + unit=self.file_settings.unit) def interpolate(self, x, y, i=None, j=None, aperture=True): if self.point is None: @@ -363,21 +374,24 @@ class GraphicsState: return self._create_arc(old_point, self.map_coord(*self.point), (i, j), aperture) def _create_line(self, old_point, new_point, aperture=True): - return go.Line(*old_point, *new_point, self.aperture if aperture else None, polarity_dark=self.polarity_dark) + return go.Line(*old_point, *new_point, self.aperture if aperture else None, + polarity_dark=self.polarity_dark, unit=self.file_settings.unit) def _create_arc(self, old_point, new_point, control_point, aperture=True): direction = 'ccw' if self.interpolation_mode == CircularCCWModeStmt else 'cw' return go.Arc(*old_point, *new_point,* self.map_coord(*control_point, relative=True), - flipped=(direction == 'cw'), aperture=(self.aperture if aperture else None), polarity_dark=self.polarity_dark) + flipped=(direction == 'cw'), aperture=(self.aperture if aperture else None), + polarity_dark=self.polarity_dark, unit=self.file_settings.unit) - def update_point(self, x, y): + def update_point(self, x, y, unit=None): old_point = self.point if x is None: x = self.point[0] if y is None: y = self.point[1] - if self.point != (x, y): - self.point = (x, y) + if unit == 'inch': + x, y = x*25.4, y*25.4 + self.point = (x, y) return old_point # Helpers for gerber generation @@ -391,10 +405,17 @@ class GraphicsState: self.aperture = aperture yield ApertureStmt(self.aperture_map[id(aperture)]) - def set_current_point(self, point): - if self.point != point: - self.point = point - yield MoveStmt(*point) + def set_current_point(self, point, unit=None): + # FIXME use math.isclose for point comparisons here and elsewhere due to converted coords + # FIXME maybe even calculate appropriate precision given file_settings.notation + if unit == 'inch': + point_mm = point[0]*25.4, point[1]*25.4 + else: + point_mm = point + + if self.point != point_mm: + self.point = point_mm + yield MoveStmt(*point, unit=unit) def set_interpolation_mode(self, mode): if self.interpolation_mode != mode: @@ -446,7 +467,7 @@ class GerberParser: self.include_dir = include_dir self.include_stack = [] self.file_settings = FileSettings() - self.graphics_state = GraphicsState() + self.graphics_state = GraphicsState(file_settings=self.file_settings) self.aperture_map = {} self.aperture_macros = {} self.current_region = None @@ -566,7 +587,9 @@ class GerberParser: # Start a new region for every outline. As gerber has no concept of fill rules or winding numbers, # it does not make a graphical difference, and it makes the implementation slightly easier. self.target.objects.append(self.current_region) - self.current_region = go.Region(polarity_dark=self.graphics_state.polarity_dark) + self.current_region = go.Region( + polarity_dark=self.graphics_state.polarity_dark, + unit=self.file_settings.unit) else: # D03 if self.current_region is None: @@ -699,7 +722,9 @@ class GerberParser: self.target.comments.append(match["comment"]) def _parse_region_start(self, _match): - self.current_region = go.Region(polarity_dark=self.graphics_state.polarity_dark) + self.current_region = go.Region( + polarity_dark=self.graphics_state.polarity_dark, + unit=self.file_settings.unit) def _parse_region_end(self, _match): if self.current_region is None: diff --git a/gerbonara/gerber/tests/image_support.py b/gerbonara/gerber/tests/image_support.py index 23b829d..9c80eec 100644 --- a/gerbonara/gerber/tests/image_support.py +++ b/gerbonara/gerber/tests/image_support.py @@ -109,12 +109,61 @@ def gerber_difference(reference, actual, diff_out=None, svg_transform=None, size with svg_soup(act_svg.name) as soup: cleanup_clips(soup) - # FIXME DEBUG - shutil.copyfile(act_svg.name, '/tmp/test-act.svg') - shutil.copyfile(ref_svg.name, '/tmp/test-ref.svg') - return svg_difference(ref_svg.name, act_svg.name, diff_out=diff_out) +def gerber_difference_merge(ref1, ref2, actual, diff_out=None, composite_out=None, svg_transform1=None, svg_transform2=None, size=(10,10)): + with tempfile.NamedTemporaryFile(suffix='.svg') as act_svg,\ + tempfile.NamedTemporaryFile(suffix='.svg') as ref1_svg,\ + tempfile.NamedTemporaryFile(suffix='.svg') as ref2_svg: + + gbr_to_svg(ref1, ref1_svg.name, size=size) + gbr_to_svg(ref2, ref2_svg.name, size=size) + gbr_to_svg(actual, act_svg.name, size=size) + + with svg_soup(ref1_svg.name) as soup1: + if svg_transform1 is not None: + soup1.find('g', attrs={'id': 'surface1'})['transform'] = svg_transform1 + cleanup_clips(soup1) + + with svg_soup(ref2_svg.name) as soup2: + if svg_transform2 is not None: + soup2.find('g', attrs={'id': 'surface1'})['transform'] = svg_transform2 + cleanup_clips(soup2) + + defs1 = soup1.find('defs') + if not defs1: + defs1 = soup1.new_tag('defs') + soup1.find('svg').insert(0, defs1) + + defs2 = soup2.find('defs') + if defs2: + defs2 = defs2.extract() + # explicitly convert .contents into list here and below because else bs4 stumbles over itself + # iterating because we modify the tree in the loop body. + for c in list(defs2.contents): + if hasattr(c, 'attrs'): + c['id'] = 'gn-merge-b-' + c.attrs.get('id', str(id(c))) + defs1.append(c) + + for use in soup2.find_all('use', recursive=True): + if (href := use.get('xlink:href', '')).startswith('#'): + use['xlink:href'] = f'#gn-merge-b-{href[1:]}' + + svg1 = soup1.find('svg') + for c in list(soup2.find('svg').contents): + if hasattr(c, 'attrs'): + c['id'] = 'gn-merge-b-' + c.attrs.get('id', str(id(c))) + svg1.append(c) + # FIXME prefix all group ids with "b-" + + if composite_out: + shutil.copyfile(ref1_svg.name, composite_out) + + with svg_soup(act_svg.name) as soup: + cleanup_clips(soup) + + return svg_difference(ref1_svg.name, act_svg.name, diff_out=diff_out) + def svg_difference(reference, actual, diff_out=None): with tempfile.NamedTemporaryFile(suffix='-ref.png') as ref_png,\ tempfile.NamedTemporaryFile(suffix='-act.png') as act_png: diff --git a/gerbonara/gerber/tests/test_rs274x.py b/gerbonara/gerber/tests/test_rs274x.py index 0b061b1..90ccdb9 100644 --- a/gerbonara/gerber/tests/test_rs274x.py +++ b/gerbonara/gerber/tests/test_rs274x.py @@ -17,7 +17,7 @@ import pytest from ..rs274x import GerberFile from ..cam import FileSettings -from .image_support import gerber_difference +from .image_support import gerber_difference, gerber_difference_merge deg_to_rad = lambda a: a/180 * math.pi @@ -28,9 +28,10 @@ reference_path = lambda reference: Path(__file__).parent / 'resources' / referen @pytest.fixture def temp_files(request): with tempfile.NamedTemporaryFile(suffix='.gbr') as tmp_out_gbr,\ + tempfile.NamedTemporaryFile(suffix='.svg') as tmp_out_svg,\ tempfile.NamedTemporaryFile(suffix='.png') as tmp_out_png: - yield Path(tmp_out_gbr.name), Path(tmp_out_png.name) + yield Path(tmp_out_gbr.name), Path(tmp_out_svg.name), Path(tmp_out_png.name) if request.node.rep_call.failed: module, _, test_name = request.node.nodeid.rpartition('::') @@ -39,14 +40,27 @@ def temp_files(request): test_name = re.sub(r'[^\w\d]', '_', test_name) fail_dir.mkdir(exist_ok=True) perm_path_gbr = fail_dir / f'failure_{test_name}.gbr' + perm_path_svg = fail_dir / f'failure_{test_name}.svg' perm_path_png = fail_dir / f'failure_{test_name}.png' shutil.copy(tmp_out_gbr.name, perm_path_gbr) + if Path(tmp_out_svg.name).is_file(): + shutil.copy(tmp_out_svg.name, perm_path_svg) shutil.copy(tmp_out_png.name, perm_path_png) print(f'Failing output saved to {perm_path_gbr}') - print(f'Reference file is {reference_path(request.node.funcargs["reference"])}') + args = request.node.funcargs + if 'reference' in args: + print(f'Reference file is {reference_path(args["reference"])}') + else: + print(f'Reference file A is {reference_path(args["file_a"])}') + print(f'Reference file B is {reference_path(args["file_b"])}') print(f'Difference image saved to {perm_path_png}') + if Path(tmp_out_svg.name).is_file(): + print(f'Sum SVG saved to {perm_path_svg}') print(f'gerbv command line:') - print(f'gerbv {perm_path_gbr} {reference_path(request.node.funcargs["reference"])}') + if 'reference' in args: + print(f'gerbv {perm_path_gbr} {reference_path(request.node.funcargs["reference"])}') + else: + print(f'gerbv {perm_path_gbr} {reference_path(args["file_a"])} {reference_path(args["file_b"])}') to_gerbv_svg_units = lambda val, unit='mm': val*72 if unit == 'inch' else val/25.4*72 @@ -109,11 +123,12 @@ MIN_REFERENCE_FILES = [ 'eagle_files/copper_bottom_l4.gbr' ] + @pytest.mark.filterwarnings('ignore:Deprecated.*statement found.*:DeprecationWarning') @pytest.mark.filterwarnings('ignore::SyntaxWarning') @pytest.mark.parametrize('reference', REFERENCE_FILES) def test_round_trip(temp_files, reference): - tmp_gbr, tmp_png = temp_files + tmp_gbr, _tmp_svg, tmp_png = temp_files ref = reference_path(reference) GerberFile.open(ref).save(tmp_gbr) @@ -135,7 +150,7 @@ def test_rotation(temp_files, reference, angle): # gerbv's rendering of this is broken, the hole is missing. return - tmp_gbr, tmp_png = temp_files + tmp_gbr, _tmp_svg, tmp_png = temp_files ref = reference_path(reference) f = GerberFile.open(ref) @@ -156,7 +171,7 @@ def test_rotation_center(temp_files, reference, angle, center): if 'flash_rectangle' in reference and angle in (30, 1024): # gerbv's rendering of this is broken, the hole is missing. return - tmp_gbr, tmp_png = temp_files + tmp_gbr, _tmp_svg, tmp_png = temp_files ref = reference_path(reference) f = GerberFile.open(ref) @@ -165,7 +180,7 @@ def test_rotation_center(temp_files, reference, angle, center): # calculate circle center in SVG coordinates size = (10, 10) # inches - cx, cy = to_gerbv_svg_units(center[0]), to_gerbv_svg_units(10, 'inch')-to_gerbv_svg_units(center[1], 'mm') + cx, cy = to_gerbv_svg_units(center[0]), to_gerbv_svg_units(size[1], 'inch')-to_gerbv_svg_units(center[1], 'mm') mean, _max, hist = gerber_difference(ref, tmp_gbr, diff_out=tmp_png, svg_transform=f'rotate({angle} {cx} {cy})', size=size) @@ -178,7 +193,7 @@ def test_rotation_center(temp_files, reference, angle, center): @pytest.mark.parametrize('reference', MIN_REFERENCE_FILES) @pytest.mark.parametrize('offset', TEST_OFFSETS) def test_offset(temp_files, reference, offset): - tmp_gbr, tmp_png = temp_files + tmp_gbr, _tmp_svg, tmp_png = temp_files ref = reference_path(reference) f = GerberFile.open(ref) @@ -201,7 +216,7 @@ def test_combined(temp_files, reference, angle, center, offset): if 'flash_rectangle' in reference and angle in (30, 1024): # gerbv's rendering of this is broken, the hole is missing. return - tmp_gbr, tmp_png = temp_files + tmp_gbr, _tmp_svg, tmp_png = temp_files ref = reference_path(reference) f = GerberFile.open(ref) @@ -210,7 +225,7 @@ def test_combined(temp_files, reference, angle, center, offset): f.save(tmp_gbr, settings=FileSettings(unit=f.unit, number_format=(4,7))) size = (10, 10) # inches - cx, cy = to_gerbv_svg_units(center[0]), to_gerbv_svg_units(10, 'inch')-to_gerbv_svg_units(center[1], 'mm') + cx, cy = to_gerbv_svg_units(center[0]), to_gerbv_svg_units(size[1], 'inch')-to_gerbv_svg_units(center[1], 'mm') dx, dy = to_gerbv_svg_units(offset[0]), -to_gerbv_svg_units(offset[1]) mean, _max, hist = gerber_difference(ref, tmp_gbr, diff_out=tmp_png, svg_transform=f'translate({dx} {dy}) rotate({angle} {cx} {cy})', @@ -219,3 +234,54 @@ def test_combined(temp_files, reference, angle, center, offset): assert hist[9] < 100 assert hist[3:].sum() < 1e-3*hist.size +@pytest.mark.filterwarnings('ignore:Deprecated.*statement found.*:DeprecationWarning') +@pytest.mark.filterwarnings('ignore::SyntaxWarning') +@pytest.mark.parametrize('file_a', MIN_REFERENCE_FILES) +@pytest.mark.parametrize('file_b', [ + 'example_two_square_boxes.gbr', + 'example_outline_with_arcs.gbr', + 'example_am_exposure_modifier.gbr', + 'bottom_silk.GBO', + 'eagle_files/copper_bottom_l4.gbr', ]) +@pytest.mark.parametrize('angle', [0, 10, 90]) +@pytest.mark.parametrize('offset', [(0, 0, 0, 0), (100, 0, 0, 0), (0, 0, 0, 100), (100, 0, 0, 100)]) +def test_compositing(temp_files, file_a, file_b, angle, offset): + + # TODO bottom_silk.GBO renders incorrectly with gerbv: the outline does not exist in svg. In GUI, the logo only + # renders at very high magnification. Skip, and once we have our own SVG export maybe use that instead. Or just use + # KiCAD's gerbview. + # TODO check if this and the issue with aperture holes not rendering in test_combined actually are bugs in gerbv + # and fix/report upstream. + if file_a == 'bottom_silk.GBO' or file_b == 'bottom_silk.GBO': + return + + tmp_gbr, tmp_svg, tmp_png = temp_files + ref_a = reference_path(file_a) + ref_b = reference_path(file_b) + + ax, ay, bx, by = offset + grb_a = GerberFile.open(ref_a) + grb_a.rotate(deg_to_rad(angle)) + grb_a.offset(ax, ay) + + grb_b = GerberFile.open(ref_b) + grb_b.offset(bx, by) + + grb_a.merge(grb_b) + grb_a.save(tmp_gbr, settings=FileSettings(unit=grb_a.unit, number_format=(4,7))) + + size = (10, 10) # inches + ax, ay = to_gerbv_svg_units(ax), -to_gerbv_svg_units(ay) + bx, by = to_gerbv_svg_units(bx), -to_gerbv_svg_units(by) + # note that we have to specify cx, cy even if we rotate around the origin since gerber's origin lies at (x=0 + # y=+document size) in SVG's coordinate space because svg's y axis is flipped compared to gerber's. + cx, cy = 0, to_gerbv_svg_units(size[1], 'inch') + mean, _max, hist = gerber_difference_merge(ref_a, ref_b, tmp_gbr, composite_out=tmp_svg, diff_out=tmp_png, + svg_transform1=f'translate({ax} {ay}) rotate({angle} {cx} {cy})', + svg_transform2=f'translate({bx} {by})', + size=size) + assert mean < 1e-3 + assert hist[9] < 100 + assert hist[3:].sum() < 1e-3*hist.size + + |