fix light mode negation, improve oklch dist calc efficiency

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_primary.png)
+![Theme preview](images/repo_preview_four_split.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
 
-![Dark themes](images/dark_themes.png)
+![Split view of Alpine and Tundra biomes](images/theme-split-view.png)
 
-![Light themes](images/light_themes.png)
+*(Light and dark theme splits of Alpine and Tundra biomes)*
 
 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

@@ -1,4 +1,3 @@
-
 class WLBPosteriorEstimator(PosteriorEstimatorTrainer):
     """
     Weighted likelihood bootstrap (WLB) estimator.
@@ -27,12 +26,10 @@ 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/plotting.py

@@ -1,8 +1,6 @@
 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,
@@ -54,14 +52,8 @@ 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, strict=True))
+    unique = dict(zip(labels, handles))
-    fig.legend(
+    fig.legend(unique.values(), unique.keys(), loc='lower center', bbox_to_anchor=(0.5, -0.06), ncol=3)
-        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()
@@ -95,12 +87,11 @@ def plot_hue_chroma_star() -> None:
     fig.show()
 
 
-def palette_image(
+def palette_image(palette, cell_size=40, keys=None):
-    palette: dict[str, dict[int, str]],
+    if keys is None:
-    cell_size: int = 40,
+        names = list(palette.keys())
-    keys: list[str] | None = None
+    else:
-) -> None:
+        names = keys
-    names = list(palette.keys()) if keys is None else keys
         
     row_count = len(names)
     col_counts = [len(palette[n]) for n in names]
@@ -126,14 +117,8 @@ def palette_image(
     return img, names, lightness_keys_per_row, cell_size, max_cols
 
 
-def show_palette(
+def show_palette(palette, cell_size=40, keys=None):
-    palette: dict[str, dict[int, str]],
+    img, names, keys, cell_size, max_cols = palette_image(palette, cell_size, keys=keys)
-    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
@@ -145,12 +130,15 @@ def show_palette(
     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",
@@ -184,6 +172,5 @@ if __name__ == "__main__":
         "blue",
     ]
 
-    hlc_map = compute_hlc_map("oklch")
+    show_palette(OKLCH_hL_dict, cell_size=25, keys=keys)
-    show_palette(hlc_map, cell_size=25, keys=keys)
+    # show_palette(OKLCH_hL_dict, cell_size=1, keys=term_keys)
-    # show_palette(hlc_map, cell_size=1, keys=term_keys)

pyproject.toml

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

scripts/render.sh

@@ -16,7 +16,6 @@ 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

@@ -7,25 +7,23 @@ prefix=${1:-}
 script_dir="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
 render_script="$script_dir/render.sh"
 
-biomes=(alpine badlands chaparral savanna grassland tundra reef heathland moorland)
+#biomes=(alpine)
-modes=(light)
+#modes=(light dark)
+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 "$mode" \
-            -s monobiome \
+            -s "default-$biome-monobiome" \
             -T font=Berkeley
-        sleep 1
+        sleep 2
 
         echo "Taking screenshot..."
-        "$render_script" 1920 1440 "images/render/$prefix-$biome-$mode.png" nvim \
+        "$render_script" 800 600 "images/render/$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 = "1.3.1"
+version = "1.4.0"
 source = { editable = "." }
 dependencies = [
     { name = "coloraide" },
@@ -634,7 +634,6 @@ dependencies = [
     { name = "numpy" },
     { name = "pillow" },
     { name = "plotly" },
-    { name = "pyqt5" },
     { name = "scipy" },
 ]
 
@@ -654,7 +653,6 @@ 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" },
 ]
 
@@ -1023,53 +1021,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl", hash = "sha256:e38a4f02064cf41fe6593d328d0512495ad1f3d8a91c4f73fc401b3079a59a5e", size = 113890, upload-time = "2025-09-21T04:11:04.117Z" },
 ]
 
-[[package]]
-name = "pyqt5"
-version = "5.15.11"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "pyqt5-qt5" },
-    { name = "pyqt5-sip" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/0e/07/c9ed0bd428df6f87183fca565a79fee19fa7c88c7f00a7f011ab4379e77a/PyQt5-5.15.11.tar.gz", hash = "sha256:fda45743ebb4a27b4b1a51c6d8ef455c4c1b5d610c90d2934c7802b5c1557c52", size = 3216775, upload-time = "2024-07-19T08:39:57.756Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/11/64/42ec1b0bd72d87f87bde6ceb6869f444d91a2d601f2e67cd05febc0346a1/PyQt5-5.15.11-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:c8b03dd9380bb13c804f0bdb0f4956067f281785b5e12303d529f0462f9afdc2", size = 6579776, upload-time = "2024-07-19T08:39:19.775Z" },
-    { url = "https://files.pythonhosted.org/packages/49/f5/3fb696f4683ea45d68b7e77302eff173493ac81e43d63adb60fa760b9f91/PyQt5-5.15.11-cp38-abi3-macosx_11_0_x86_64.whl", hash = "sha256:6cd75628f6e732b1ffcfe709ab833a0716c0445d7aec8046a48d5843352becb6", size = 7016415, upload-time = "2024-07-19T08:39:32.977Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/8c/4065950f9d013c4b2e588fe33cf04e564c2322842d84dbcbce5ba1dc28b0/PyQt5-5.15.11-cp38-abi3-manylinux_2_17_x86_64.whl", hash = "sha256:cd672a6738d1ae33ef7d9efa8e6cb0a1525ecf53ec86da80a9e1b6ec38c8d0f1", size = 8188103, upload-time = "2024-07-19T08:39:40.561Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/f0/ae5a5b4f9b826b29ea4be841b2f2d951bcf5ae1d802f3732b145b57c5355/PyQt5-5.15.11-cp38-abi3-win32.whl", hash = "sha256:76be0322ceda5deecd1708a8d628e698089a1cea80d1a49d242a6d579a40babd", size = 5433308, upload-time = "2024-07-19T08:39:46.932Z" },
-    { url = "https://files.pythonhosted.org/packages/56/d5/68eb9f3d19ce65df01b6c7b7a577ad3bbc9ab3a5dd3491a4756e71838ec9/PyQt5-5.15.11-cp38-abi3-win_amd64.whl", hash = "sha256:bdde598a3bb95022131a5c9ea62e0a96bd6fb28932cc1619fd7ba211531b7517", size = 6865864, upload-time = "2024-07-19T08:39:53.572Z" },
-]
-
-[[package]]
-name = "pyqt5-qt5"
-version = "5.15.18"
-source = { registry = "https://pypi.org/simple" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/46/90/bf01ac2132400997a3474051dd680a583381ebf98b2f5d64d4e54138dc42/pyqt5_qt5-5.15.18-py3-none-macosx_10_13_x86_64.whl", hash = "sha256:8bb997eb903afa9da3221a0c9e6eaa00413bbeb4394d5706118ad05375684767", size = 39715743, upload-time = "2025-11-09T12:56:42.936Z" },
-    { url = "https://files.pythonhosted.org/packages/24/8e/76366484d9f9dbe28e3bdfc688183433a7b82e314216e9b14c89e5fab690/pyqt5_qt5-5.15.18-py3-none-macosx_11_0_arm64.whl", hash = "sha256:c656af9c1e6aaa7f59bf3d8995f2fa09adbf6762b470ed284c31dca80d686a26", size = 36798484, upload-time = "2025-11-09T12:56:59.998Z" },
-    { url = "https://files.pythonhosted.org/packages/9a/46/ffe177f99f897a59dc237a20059020427bd2d3853d713992b8081933ddfe/pyqt5_qt5-5.15.18-py3-none-manylinux2014_x86_64.whl", hash = "sha256:bf2457e6371969736b4f660a0c153258fa03dbc6a181348218e6f05421682af7", size = 60864590, upload-time = "2025-11-09T12:57:26.724Z" },
-]
-
-[[package]]
-name = "pyqt5-sip"
-version = "12.17.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/1e/4a/195cf4d2a7e1ff480b4cabcd51aa5c0068c03a19a97282317536e4a82e1e/pyqt5_sip-12.17.2.tar.gz", hash = "sha256:7f66565c2a13d34d8ad6aad08e953d355ea3fe466d991d51aa5a0966a5289f05", size = 104246, upload-time = "2025-12-06T13:19:06.821Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/4b/3e/f5c7bc43668147ddc00a1a579f22639dffdbfb9470ce3a5bc1cf27e0d541/pyqt5_sip-12.17.2-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:0bd1a8e59124a90a05f078bceeb9d4d93c3986c349030487c202fffde6612969", size = 124612, upload-time = "2025-12-06T13:18:49.614Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/41/63f81a53704425092558f1ec17adbed11787f4322e60a849e0539516b3aa/pyqt5_sip-12.17.2-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:55ff374feb4bad783241649c7b946e05d7e83d60b0755526ed8fb25bf54e3408", size = 282364, upload-time = "2025-12-06T13:18:51.179Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/cd/2b749a174e61394085d61cafb7dc3c11ddf40307edfb2d71cb9b71b7f320/pyqt5_sip-12.17.2-cp312-cp312-win32.whl", hash = "sha256:45dc6e2121d175fdab1431c448fd3e88c97caf873a33cb65efa2e9ad0056337b", size = 49521, upload-time = "2025-12-06T13:18:53.155Z" },
-    { url = "https://files.pythonhosted.org/packages/73/ac/7f6d6a6a4505b251f1174092f09d5611c2ed66602c40d3411d93a1d2a95f/pyqt5_sip-12.17.2-cp312-cp312-win_amd64.whl", hash = "sha256:e3bb16e43afd68dd013228075876cf8f8b1a7d86ba67767dd2c6a97be677c18d", size = 58003, upload-time = "2025-12-06T13:18:52.119Z" },
-    { url = "https://files.pythonhosted.org/packages/38/b1/78432c271b2a5477f5fe1ad9eb69cdc482430230b8d552cf5cee393d7862/pyqt5_sip-12.17.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cfeee3c27f28c091d6a46f8befe9afcfafc76846846bedf1112d403a7299e864", size = 124589, upload-time = "2025-12-06T13:18:54.942Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/d9/6451973300f7dffe70476cad7fc4a59ffe08417ee4add6afb3288c91bd85/pyqt5_sip-12.17.2-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:b5df33e198d5d7cccc8e081f80eb97b8d70100f887362074a029a6c19cb92c8b", size = 282040, upload-time = "2025-12-06T13:18:57.019Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/1e/241d9ddef5cb1bb3e3b5839b6f8c05ae727e196be82b4646ea4ef9475ef7/pyqt5_sip-12.17.2-cp313-cp313-win32.whl", hash = "sha256:2c0a278b8fc289d34d4e62bbb9ef6da96b45cc9ab3f6886397b1490d2b4a5604", size = 49497, upload-time = "2025-12-06T13:19:00.012Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/33/a393163b6299a7e0743fad86fbcb06cf219878fbdd629ee6cb46d2a4d9f7/pyqt5_sip-12.17.2-cp313-cp313-win_amd64.whl", hash = "sha256:7e0d663b583a4d3ac63c9fbade2228de6ee628b44a025f5fd964b97dbbcbebc9", size = 58075, upload-time = "2025-12-06T13:18:58.069Z" },
-    { url = "https://files.pythonhosted.org/packages/58/29/b4943def737d3f8876bfd4f9af1909892ae1998099695b3e81870c39aaa7/pyqt5_sip-12.17.2-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:6f03c25a18294f2d66befc4f2adf3f35fceba877b937dc8a94783fa7da8b7345", size = 124591, upload-time = "2025-12-06T13:19:02.105Z" },
-    { url = "https://files.pythonhosted.org/packages/18/62/e7ac79bb080d4e5a7d7fea50ca7d9231a7ded07e01f24d4e123f089e1630/pyqt5_sip-12.17.2-cp314-cp314-manylinux_2_5_x86_64.manylinux1_x86_64.whl", hash = "sha256:a6d716801d512643b7b1f50dfbdcd16408fe9a6df907d8627b4ad82190604bec", size = 282412, upload-time = "2025-12-06T13:19:03.787Z" },
-    { url = "https://files.pythonhosted.org/packages/92/11/b63ee88ffc2e04af90ced17dbe0d774f5f4e51122c13f8118e565707954e/pyqt5_sip-12.17.2-cp314-cp314-win32.whl", hash = "sha256:c617c29524fdcf826e619d77ffd0d6142622f8422adc2608ecc89edd3e605339", size = 50713, upload-time = "2025-12-06T13:19:05.851Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/70/efe47083dea494613fc41da55f25c07b4e73bb90c98dee8fe87afbfbc303/pyqt5_sip-12.17.2-cp314-cp314-win_amd64.whl", hash = "sha256:b008755d2222a064ec90c525fce5df3fe9d410371e47c43a21c049e07683b7fb", size = 59620, upload-time = "2025-12-06T13:19:04.829Z" },
-]
-
 [[package]]
 name = "pytest"
 version = "8.4.2"