update theme preview images

README.md

@@ -8,7 +8,7 @@ are designed to achieve identical contrast with the accents, and thus any one
 of the options can be selected to change the feeling of the palette without
 sacrificing readability.
 
-![Theme preview](images/repo_preview_four_split.png)
+![Theme preview](images/repo_preview_primary.png)
 _(Preview of default light and dark theme variants)_
 
 See screenshots for the full set of theme variants in [THEMES](THEMES.md) (also
@@ -44,9 +44,9 @@ lightness level, the contrast between two colors depends on their hue.)*
 
 ## Concrete themes
 
-![Split view of Alpine and Tundra biomes](images/theme-split-view.png)
+![Dark themes](images/dark_themes.png)
 
-*(Light and dark theme splits of Alpine and Tundra biomes)*
+![Light themes](images/light_themes.png)
 
 Themes are derived from the `monobiome` palette by varying both the monotone
 hue (the "biome") and the extent of the background/foreground lightness (the

examples/class.py

@@ -1,3 +1,4 @@
+
 class WLBPosteriorEstimator(PosteriorEstimatorTrainer):
     """
     Weighted likelihood bootstrap (WLB) estimator.
@@ -26,10 +27,12 @@ class WLBPosteriorEstimator(PosteriorEstimatorTrainer):
         point-wise basis for a given training run, and we load them later where
         we need them in the ``train()`` loop.
         """
+
         theta, x, prior_masks = self.get_simulations(starting_round)
 
         # generate session specific WLB weights to attach point-wise
         N = theta.shape[0]
+
         wlb_z = Exponential(1.0).sample((N,))
         wlb_w = (wlb_z / wlb_z.sum()) * N
 

monobiome/cli/scheme.py

@@ -54,6 +54,7 @@ def register_parser(subparsers: _SubparserType) -> None:
     # particularly good measure of perceptual distinction, so we'd prefer the
     # former.
     parser.add_argument(
+        "-l",
         "--l-base",
         type=int,
         default=20,
@@ -82,7 +83,7 @@ def register_parser(subparsers: _SubparserType) -> None:
     parser.add_argument(
         "--term-fg-gap",
         type=int,
-        default=60,
+        default=65,
         help="Terminal foreground lightness gap (default: 60)",
     )
 

monobiome/constants.py

@@ -16,6 +16,8 @@ L_max: int = parameters.get("L_max", 98)
 L_step: int = parameters.get("L_step", 5)
 
 L_points: list[int] = list(range(L_min, L_max+1))
+
+# L-space just affects accuracy of chroma max
 L_space = np.arange(0, 100 + L_step, L_step)
 
 monotone_C_map = parameters.get("monotone_C_map", {})

monobiome/plotting.py

@@ -1,6 +1,8 @@
 import numpy as np
 import matplotlib.pyplot as plt
+from coloraide import Color
 
+from monobiome.palette import compute_hlc_map
 from monobiome.constants import (
     h_map,
     L_space,
@@ -52,8 +54,14 @@ def plot_hue_chroma_bounds() -> None:
     fig.subplots_adjust(top=0.9)
 
     handles, labels = axes[-1].get_legend_handles_labels()
-    unique = dict(zip(labels, handles))
+    unique = dict(zip(labels, handles, strict=True))
-    fig.legend(unique.values(), unique.keys(), loc='lower center', bbox_to_anchor=(0.5, -0.06), ncol=3)
+    fig.legend(
+        unique.values(),
+        unique.keys(),
+        loc='lower center',
+        bbox_to_anchor=(0.5, -0.06),
+        ncol=3
+    )
 
     plt.suptitle("$C^*$ curves for hue groups")
     plt.show()
@@ -87,11 +95,12 @@ def plot_hue_chroma_star() -> None:
     fig.show()
 
 
-def palette_image(palette, cell_size=40, keys=None):
+def palette_image(
-    if keys is None:
+    palette: dict[str, dict[int, str]],
-        names = list(palette.keys())
+    cell_size: int = 40,
-    else:
+    keys: list[str] | None = None
-        names = keys
+) -> None:
+    names = list(palette.keys()) if keys is None else keys
         
     row_count = len(names)
     col_counts = [len(palette[n]) for n in names]
@@ -117,8 +126,14 @@ def palette_image(palette, cell_size=40, keys=None):
     return img, names, lightness_keys_per_row, cell_size, max_cols
 
 
-def show_palette(palette, cell_size=40, keys=None):
+def show_palette(
-    img, names, keys, cell_size, max_cols = palette_image(palette, cell_size, keys=keys)
+    palette: dict[str, dict[int, str]],
+    cell_size: int = 40,
+    keys: list[str] | None = None
+) -> None:
+    img, names, keys, cell_size, max_cols = palette_image(
+        palette, cell_size, keys=keys
+    )
 
     fig_w = img.shape[1] / 100
     fig_h = img.shape[0] / 100
@@ -130,15 +145,12 @@ def show_palette(palette, cell_size=40, keys=None):
     ytick_pos = [(i + 0.5) * cell_size for i in range(len(names))]
     ax.set_yticks(ytick_pos)
     ax.set_yticklabels(names)
-
+    ax.set_ylim(img.shape[0], 0)   # ensures rows render w/o half-cells
-    ax.set_ylim(img.shape[0], 0)   # ensures rows render correctly without half-cells
 
     plt.show()
 
 
 if __name__ == "__main__":
-    from monobiome.constants import OKLCH_hL_dict
-
     keys = [
         "alpine",
         "badlands",
@@ -172,5 +184,6 @@ if __name__ == "__main__":
         "blue",
     ]
 
-    show_palette(OKLCH_hL_dict, cell_size=25, keys=keys)
+    hlc_map = compute_hlc_map("oklch")
-    # show_palette(OKLCH_hL_dict, cell_size=1, keys=term_keys)
+    show_palette(hlc_map, cell_size=25, keys=keys)
+    # show_palette(hlc_map, cell_size=1, keys=term_keys)

monobiome/scheme.py

@@ -98,7 +98,7 @@ def generate_scheme_groups(
 
     metric_map = {
         "wcag": lambda mc,ac: ac.contrast(mc, method='wcag21'),
-        "oklch": lambda mc,ac: mc.distance(ac, space="oklch"),
+        "oklch": oklch_distance,
         "lightness": lambda mc,ac: abs(mc.coords()[0]-ac.coords()[0])*100,
     }
     
@@ -131,6 +131,9 @@ def generate_scheme_groups(
         ("distance", distance),
         ("l_base", l_base),
         ("l_step", l_step),
+        ("fg_gap", fg_gap),
+        ("grey_gap", grey_gap),
+        ("term_fg_gap", term_fg_gap),
     ]
 
     # note how selection_bg steps up by `l_step`, selection_fg steps down by
@@ -157,7 +160,7 @@ def generate_scheme_groups(
     accent_pairs = [
         ("black", f"f{{{{{biome}.l{l_base}}}}}"),
         ("grey", f"f{{{{{biome}.l{l_base+grey_gap}}}}}"),
-        ("white", f"f{{{{{biome}.l{l_base+term_fg_gap-l_step}}}}}"),
+        ("white", f"f{{{{{biome}.l{l_base+term_fg_gap-2*l_step}}}}}"),
     ]
     for color_name, mb_accent in accent_color_map.items():
         aL = int(100*accent_colors[mb_accent].coords()[0])
@@ -184,29 +187,42 @@ def generate_scheme(
     term_color_map: dict[str, str],
     vim_color_map: dict[str, str],
 ) -> str:
+    l_sys = l_base
+    l_app = l_base + l_step
+
+    term_bright_offset = 10
+
+    # negate gaps if mode is light
+    if mode == "light":
+        l_step *= -1
+        fg_gap *= -1
+        grey_gap *= -1
+        term_fg_gap *= -1
+        term_bright_offset *= -1
+
     meta, _, mt, ac = generate_scheme_groups(
         mode, biome, metric, distance,
-        l_base, l_step,
+        l_sys, l_step,
         fg_gap, grey_gap, term_fg_gap,
         full_color_map
     )
 
     _, term, _, term_norm_ac = generate_scheme_groups(
         mode, biome, metric, distance,
-        l_base + l_step, l_step,
+        l_app, l_step,
         fg_gap, grey_gap, term_fg_gap,
         term_color_map
     )
     _, _, _, term_bright_ac = generate_scheme_groups(
         mode, biome, metric, distance,
-        l_base + l_step + 10, l_step,
+        l_app + term_bright_offset, l_step,
         fg_gap, grey_gap, term_fg_gap,
         term_color_map
     )
 
     _, _, vim_mt, vim_ac = generate_scheme_groups(
         mode, biome, metric, distance,
-        l_base + l_step, l_step,
+        l_app, l_step,
         fg_gap, grey_gap, term_fg_gap,
         vim_color_map
     )

monobiome/util.py

@@ -1,3 +1,4 @@
+import math
 from types import GenericAlias
 from argparse import ArgumentParser, _SubParsersAction
 
@@ -6,5 +7,29 @@ from coloraide import Color
 _SubParsersAction.__class_getitem__ = classmethod(GenericAlias)
 _SubparserType = _SubParsersAction[ArgumentParser]
 
-def oklch_distance(mc: Color, ac: Color) -> float:
+def oklch_distance(xc: Color, yc: Color) -> float:
-    return mc.distance(ac, space="oklch")
+    """
+    Compute the distance between two colors in OKLCH space.
+
+    Note: `xc` and `yc` are presumed to be OKLCH colors already, such that
+    `.coords()` yields an `(l, c, h)` triple directly rather than first
+    requiring conversion. When we can make this assumption, we save roughly an
+    order of magnitude in runtime.
+
+    1. `xc.distance(yc, space="oklch")`: 500k evals takes ~2s
+    2. This method: 500k evals takes ~0.2s
+    """
+
+    l1, c1, h1 = xc.coords()
+    l2, c2, h2 = yc.coords()
+
+    rad1 = h1 / 180 * math.pi
+    rad2 = h2 / 180 * math.pi
+    x1, y1 = c1 * math.cos(rad1), c1 * math.sin(rad1)
+    x2, y2 = c2 * math.cos(rad2), c2 * math.sin(rad2)
+    
+    dx = x1 - x2
+    dy = y1 - y2
+    dz = l1 - l2
+    
+    return (dx**2 + dy**2 + dz**2)**0.5

pyproject.toml

@@ -18,6 +18,7 @@ dependencies = [
     "numpy>=2.3.4",
     "pillow>=12.0.0",
     "plotly>=6.3.1",
+    "pyqt5>=5.15.11",
     "scipy>=1.16.2",
 ]
 

scripts/render.sh

@@ -16,6 +16,7 @@ kitty -o allow_remote_control=yes --listen-on "unix:$sock" --title "$title" "$@"
 # create a targeted rule for the marked window and resize
 sleep 2
 swaymsg "for_window [title=\"$title\"] mark --add $title, floating enable, resize set width ${w} px height ${h} px, move position center" >/dev/null
+kitty @ --to "unix:$sock" set-font-size 24
 
 # get the spawned window geometry
 sleep 2

scripts/screens.sh

@@ -7,23 +7,25 @@ prefix=${1:-}
 script_dir="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 render_script="$script_dir/render.sh"
 
-#biomes=(alpine)
+biomes=(alpine badlands chaparral savanna grassland tundra reef heathland moorland)
-#modes=(light dark)
+modes=(light)
-biomes=(alpine)
-modes=(dark)
 
 for biome in "${biomes[@]}"; do
     for mode in "${modes[@]}"; do
         echo "Applying $biome-$mode theme"
+        monobiome scheme "$mode" "$biome" \
+            -d 0.42 \
+            -l 90 \
+            -o ~/.config/symconf/groups/theme/monobiome-none.toml
         symconf config \
             -a kitty,nvim \
             -m "$mode" \
-            -s "default-$biome-monobiome" \
+            -s monobiome \
             -T font=Berkeley
-        sleep 2
+        sleep 1
 
         echo "Taking screenshot..."
-        "$render_script" 800 600 "images/render/$prefix-$biome-$mode.png" nvim \
+        "$render_script" 1920 1440 "images/render/$prefix-$biome-$mode.png" nvim \
             +':highlight Cursor blend=100' \
             +':set guicursor=n:block-Cursor' \
             +':silent! setlocal nonumber nocursorline signcolumn=no foldcolumn=no' \

uv.lock

@@ -622,7 +622,7 @@ wheels = [
 
 [[package]]
 name = "monobiome"
-version = "1.4.0"
+version = "1.3.1"
 source = { editable = "." }
 dependencies = [
     { name = "coloraide" },
@@ -634,6 +634,7 @@ dependencies = [
     { name = "numpy" },
     { name = "pillow" },
     { name = "plotly" },
+    { name = "pyqt5" },
     { name = "scipy" },
 ]
 
@@ -653,6 +654,7 @@ requires-dist = [
     { name = "numpy", specifier = ">=2.3.4" },
     { name = "pillow", specifier = ">=12.0.0" },
     { name = "plotly", specifier = ">=6.3.1" },
+    { name = "pyqt5", specifier = ">=5.15.11" },
     { name = "scipy", specifier = ">=1.16.2" },
 ]
 
@@ -1021,6 +1023,53 @@ wheels = [
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 ]
 
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+version = "5.15.11"
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+]
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