monobiome/notebooks/monobiome_qbr-shapenorm.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "e151bcbd-93f2-41ec-8c2d-3666cec26af9",
"metadata": {},
"source": [
"**This notebook**: same as the dedicated QBR explorations, but within key lightness ranges (i.e., 45-70), attempt to normalize the accent chroma curves. The idea: there's a consistent order to the *distinction* between accents. Since chroma is the only free parameter at this point that determines perceptual distinction, and *fixing* that chroma is out of the question (leads to dull schemes, on the whole), we'd like the *relative distinction/role* of each accent to remain consistent across lightness values."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "cd89e94a-d2f6-4c91-9c27-bdae00378834",
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"from pathlib import Path\n",
"from functools import cache\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.interpolate import interp1d, CubicSpline, BSpline\n",
"\n",
"from coloraide import Color\n",
"\n",
"@cache\n",
"def max_C_Lh(L, h, space='srgb', eps=1e-6, tol=1e-9):\n",
" '''\n",
" Binary search for max chroma at fixed lightness and hue\n",
"\n",
" Parameters:\n",
" L: lightness percentage\n",
" '''\n",
" def C_in_gamut(C):\n",
" return Color('oklch', [L/100, C, h]).convert(space).in_gamut(tolerance=tol)\n",
"\n",
" lo, hi = 0.0, 0.1\n",
" while C_in_gamut(hi): hi *= 2\n",
" while hi - lo > eps:\n",
" m = (lo + hi) / 2\n",
" lo, hi = (m, hi) if C_in_gamut(m) else (lo, m)\n",
"\n",
" Cmax = lo\n",
" c_oklch = Color('oklch', [L, Cmax, h])\n",
" c_srgb = c_oklch.convert('srgb')\n",
" \n",
" return Cmax\n",
"\n",
"def quad_bezier_rational(P0, P1, P2, w, t):\n",
" t = np.asarray(t)[:, None]\n",
" num = (1-t)**2*P0 + 2*w*(1-t)*t*P1 + t**2*P2\n",
" den = (1-t)**2 + 2*w*(1-t)*t + t**2\n",
" \n",
" return num/den\n",
" \n",
"def bezier_y_at_x(P0, P1, P2, w, x_query, n=400):\n",
" t = np.linspace(0, 1, n)\n",
" B = quad_bezier_rational(P0, P1, P2, w, t)\n",
" x_vals, y_vals = B[:, 0], B[:, 1]\n",
" \n",
" return np.interp(x_query, x_vals, y_vals)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c7d2d1d9-dad9-4f8f-8417-c22d38f089f0",
"metadata": {},
"outputs": [],
"source": [
"# SET LIGHTNESS CONTROL POINTS\n",
"# L_points = [10, 15, 20, 25, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 98]\n",
"L_points = list(range(10, 98+1))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b0617a01-cb05-4950-9bc3-f4fd0de63f56",
"metadata": {},
"outputs": [],
"source": [
"# FIXED MONOBIOME PARAMETERS\n",
"L_resolution = 5 # step size along lightness dim\n",
"L_space = np.arange(0, 100+L_resolution, L_resolution)\n",
"\n",
"monotone_C_map = {\n",
" \"alpine\": 0,\n",
" \"badlands\": 0.011,\n",
" \"chaparral\": 0.011,\n",
" \"savanna\": 0.011,\n",
" \"grassland\": 0.011,\n",
" \"tundra\": 0.011,\n",
"}\n",
"\n",
"h_weights = {\n",
" \"red\": 3.2,\n",
" \"orange\": 3.8, # 3.6\n",
" \"yellow\": 3.8, # 4.0\n",
" \"green\": 3.8,\n",
" \"blue\": 3.2, # 3.8\n",
"}\n",
"h_L_offsets = {\n",
" \"red\": 1, # -1,\n",
" \"orange\": -8, # -3,\n",
" \"yellow\": -18, # -8\n",
" \"green\": -16, # -8\n",
" \"blue\": 10, # 14\n",
"}\n",
"h_C_offsets = {\n",
" \"red\": -0.01, # 0\n",
" \"orange\": -0.01, # -0.02\n",
" \"yellow\": -0.07, # -0.08\n",
" \"green\": -0.09, # -0.105\n",
" \"blue\": 0.0, # 0.01\n",
"}\n",
"\n",
"monotone_h_map = {\n",
" \"alpine\": 0,\n",
" \"badlands\": 29,\n",
" \"chaparral\": 62.5,\n",
" \"savanna\": 104,\n",
" \"grassland\": 148,\n",
" \"tundra\": 262,\n",
"}\n",
"accent_h_map = {\n",
" \"red\": 29,\n",
" \"orange\": 62.5,\n",
" \"yellow\": 104,\n",
" \"green\": 148,\n",
" \"blue\": 262,\n",
"}\n",
"h_map = {**monotone_h_map, **accent_h_map}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "46b619a1-9118-4576-9100-c1265ccd15f7",
"metadata": {},
"outputs": [],
"source": [
"# compute C max values over each point in L space\n",
"h_Lspace_Cmax = {\n",
" h_str: [max_C_Lh(_L, _h) for _L in L_space]\n",
" for h_str, _h in h_map.items()\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "0da9d0b5-fa60-4dd7-aa55-0b3c81e503fd",
"metadata": {},
"outputs": [],
"source": [
"# compute *unbounded* chroma curves for all hues\n",
"h_L_points_C = {}\n",
"h_ctrl_L_C = {}\n",
"\n",
"for h_str, _h in monotone_h_map.items():\n",
" h_L_points_C[h_str] = np.array([monotone_C_map[h_str]]*len(L_points))\n",
" \n",
"for h_str, _h in accent_h_map.items():\n",
" Lspace_Cmax = h_Lspace_Cmax[h_str]\n",
" \n",
" # get L value of max chroma; will be a bezier control\n",
" L_Cmax_idx = np.argmax(Lspace_Cmax)\n",
" L_Cmax = L_space[L_Cmax_idx]\n",
"\n",
" # offset control point by any preset x-shift\n",
" L_Cmax += h_L_offsets[h_str]\n",
"\n",
" # and get max C at the L offset\n",
" Cmax = max_C_Lh(L_Cmax, _h)\n",
"\n",
" # set 3 control points; shift by any global linear offest\n",
" C_offset = h_C_offsets.get(h_str, 0)\n",
" \n",
" p_0 = np.array([0, 0])\n",
" p_Cmax = np.array([L_Cmax, Cmax + C_offset])\n",
" p_100 = np.array([100, 0])\n",
" \n",
" B_L_points = bezier_y_at_x(p_0, p_Cmax, p_100, h_weights.get(h_str, 1), L_points)\n",
" h_L_points_C[h_str] = B_L_points\n",
" h_ctrl_L_C[h_str] = np.vstack([p_0, p_Cmax, p_100])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "56fd3826-c2b7-480e-ac42-a72e96c045f4",
"metadata": {},
"outputs": [],
"source": [
"# compute full set of final chroma curves; limits every point to in-gamut max\n",
"h_LC_color_map = {}\n",
"h_L_points_Cstar = {}\n",
"\n",
"for h_str, L_points_C in h_L_points_C.items():\n",
" _h = h_map[h_str]\n",
"\n",
" h_L_points_Cstar[h_str] = [\n",
" max(0, min(_C, max_C_Lh(_L, _h)))\n",
" for _L, _C in zip(L_points, L_points_C)\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3c257cdb-7cb4-4aed-b1a4-bb560f4848b0",
"metadata": {},
"outputs": [],
"source": [
"# put together objects for output formats\n",
"toml_lines = []\n",
"oklch_hL_dict = {}\n",
"\n",
"for h_str, L_points_Cstar in h_L_points_Cstar.items():\n",
" _h = h_map[h_str]\n",
" toml_lines.append(f\"[{h_str}]\")\n",
" oklch_hL_dict[h_str] = {}\n",
" \n",
" for _L, _C in zip(L_points, L_points_Cstar):\n",
" oklch = Color('oklch', [_L/100, _C, _h])\n",
" srgb = oklch.convert('srgb')\n",
" \n",
" hex_str = srgb.to_string(hex=True)\n",
" \n",
" l, c, h = oklch.convert('oklch').coords()\n",
" # oklch_str = oklch.to_string(percent=False)\n",
" oklch_str = f\"oklch({l*100:.1f}% {c:.4f} {h:.1f})\"\n",
" \n",
" toml_lines.append(f'l{_L} = \"{hex_str}\"')\n",
" oklch_hL_dict[h_str][_L] = oklch_str\n",
" \n",
" toml_lines.append(\"\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "281de03a-1ba4-419a-a991-1a9be2a66667",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 400x800 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax_h_map = {}\n",
"fig, axes = plt.subplots(\n",
" len(monotone_h_map),\n",
" 1,\n",
" sharex=True,\n",
" sharey=True,\n",
" figsize=(4, 8)\n",
")\n",
"\n",
"for i, h_str in enumerate(h_L_points_Cstar):\n",
" _h = h_map[h_str]\n",
" L_points_Cstar = h_L_points_Cstar[h_str]\n",
" L_space_Cmax = h_Lspace_Cmax[h_str]\n",
" \n",
" if _h not in ax_h_map:\n",
" ax_h_map[_h] = axes[i]\n",
" ax = ax_h_map[_h]\n",
"\n",
" # plot Cmax and Cstar\n",
" ax.plot(L_space, L_space_Cmax, c=\"b\", alpha=0.2)\n",
" ax.plot(L_points, L_points_Cstar, alpha=0.7)\n",
" \n",
" ax.title.set_text(f\"Hue [${_h}$]\")\n",
" \n",
"axes[-1].set_xlabel(\"Lightness (%)\")\n",
"axes[-1].set_xticks([L_points[0], L_points[-1]])\n",
"\n",
"fig.tight_layout()\n",
"fig.subplots_adjust(top=0.9)\n",
"\n",
"plt.suptitle(\"$C^*$ curves for hue groups\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b52e351a-fa3c-4d60-877c-75a938b52289",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x1000 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"v111_L_space = list(range(15, 95+1, 5))\n",
"v111_hC_points = {\n",
" \"red\": [0.058, 0.074, 0.092, 0.11, 0.128, 0.147, 0.167, 0.183, 0.193, 0.193, 0.182, 0.164, 0.14, 0.112, 0.081, 0.052, 0.024],\n",
" \"orange\": [0.030, 0.038, 0.046, 0.058, 0.07, 0.084, 0.1, 0.114, 0.125, 0.134, 0.138, 0.136, 0.128, 0.112, 0.092, 0.064, 0.032],\n",
" \"yellow\": [0.02, 0.024, 0.03, 0.036, 0.044, 0.05, 0.06, 0.068, 0.076, 0.082, 0.088, 0.088, 0.086, 0.082, 0.072, 0.058, 0.04],\n",
" \"green\": [0.0401, 0.048, 0.056, 0.064, 0.072, 0.08, 0.09, 0.098, 0.104, 0.108, 0.11, 0.108, 0.102, 0.094, 0.084, 0.072, 0.05],\n",
" \"blue\": [0.06, 0.072, 0.084, 0.096, 0.106, 0.116, 0.124, 0.13, 0.132, 0.128, 0.122, 0.11, 0.096, 0.08, 0.064, 0.044, 0.023],\n",
"}\n",
"\n",
"ax_h_map = {}\n",
"fig, axes = plt.subplots(\n",
" len(monotone_h_map),\n",
" 1,\n",
" sharex=True,\n",
" sharey=True,\n",
" figsize=(5, 10)\n",
")\n",
"\n",
"for i, h_str in enumerate(h_L_points_Cstar):\n",
" _h = h_map[h_str]\n",
" L_points_Cstar = h_L_points_Cstar[h_str]\n",
" L_space_Cmax = h_Lspace_Cmax[h_str]\n",
" \n",
" if _h not in ax_h_map:\n",
" ax_h_map[_h] = axes[i]\n",
" ax = ax_h_map[_h]\n",
"\n",
" # plot Cmax and Cstar\n",
" ax.plot(L_space, L_space_Cmax, c=\"b\", alpha=0.2, label='Cmax')\n",
" ax.plot(L_points, L_points_Cstar, alpha=0.7, label='C*')\n",
"\n",
" if h_str in v111_hC_points:\n",
" ax.scatter(v111_L_space, v111_hC_points[h_str], s=4, label='Cv111')\n",
" \n",
" if h_str in h_ctrl_L_C:\n",
" cpts = h_ctrl_L_C[h_str]\n",
" cpt_x, cpt_y = cpts[:, 0], cpts[:, 1]\n",
" h_w = h_weights.get(h_str, 1)\n",
" \n",
" P0, P1, P2 = cpts[0], cpts[1], cpts[2]\n",
" d0 = 2 * h_w * (P1 - P0)\n",
" d2 = 2 * h_w * (P2 - P1)\n",
"\n",
" handle_scale = 0.25\n",
" H0 = P0 + handle_scale * d0\n",
" H2 = P2 - handle_scale * d2\n",
" \n",
" # ax.plot([P0[0], H0[0]], [P0[1], H0[1]], color='tab:blue', lw=1)\n",
" # ax.plot([P2[0], H2[0]], [P2[1], H2[1]], color='tab:orange', lw=1)\n",
" \n",
" ax.plot(cpt_x, cpt_y, '--', color='gray', lw=1, label='Bezier polygon')\n",
" ax.scatter(cpt_x, cpt_y, color='red', zorder=5, s=2, label='Control points')\n",
" \n",
" ax.title.set_text(f\"Hue [${_h}$]\")\n",
" \n",
"axes[-1].set_ylabel(\"Chroma (C)\")\n",
"axes[-1].set_xlabel(\"Lightness (%)\")\n",
"axes[-1].set_xticks([L_points[0], 50, 65, L_points[-1]])\n",
"\n",
"fig.tight_layout()\n",
"fig.subplots_adjust(top=0.9)\n",
"\n",
"handles, labels = axes[-1].get_legend_handles_labels()\n",
"unique = dict(zip(labels, handles))\n",
"fig.legend(unique.values(), unique.keys(), loc='lower center', bbox_to_anchor=(0.5, -0.06), ncol=3)\n",
"\n",
"plt.suptitle(\"$C^*$ curves for hue groups + v111 5% lightness\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "1e2a1a5a-7724-459a-9a1e-69ab0f421c3b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from numpy import arctan2, degrees\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
"\n",
"for h_str in h_L_points_Cstar:\n",
" if h_str not in accent_h_map:\n",
" continue\n",
" ax.fill_between(L_points, h_L_points_Cstar[h_str], alpha=0.2, color='grey', label=h_str)\n",
"\n",
" x, y = L_points, h_L_points_Cstar[h_str]\n",
" n = int(0.5*len(x))\n",
" ax.text(x[n], y[n]-0.01, h_str, rotation=10, va='center', ha='left')\n",
" \n",
"ax.set_xlabel(\"Lightness (%)\")\n",
"ax.set_xticks([L_points[0], 45, 50, 55, 60, 65, 70, L_points[-1]])\n",
"plt.suptitle(\"$C^*$ curves (v1.2.0)\")\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d137161e-1628-4789-b6ff-b82925b989e5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from numpy import arctan2, degrees\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
"\n",
"for h_str in h_L_points_Cstar:\n",
" if h_str not in accent_h_map:\n",
" continue\n",
" ax.fill_between(v111_L_space, v111_hC_points[h_str], alpha=0.2, color='grey', label=h_str)\n",
"\n",
" x, y = v111_L_space, v111_hC_points[h_str]\n",
" n = int(0.46*len(x))\n",
" ax.text(x[n], y[n]-0.005, h_str, rotation=30, va='center', ha='left')\n",
" \n",
"ax.set_xlabel(\"Lightness (%)\")\n",
"ax.set_xticks([L_points[0], 45, 50, 55, 60, 65, 70, L_points[-1]])\n",
"plt.suptitle(\"$C^*$ curves (v1.1.1)\")\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d72e7f0b-a1a4-46f1-84fb-752229afafb5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n",
"\n",
"for h_str in h_L_points_Cstar:\n",
" if h_str not in accent_h_map:\n",
" continue\n",
" ax.fill_between(L_points, h_L_points_Cstar[h_str], alpha=0.2, color=h_str)\n",
" \n",
" \n",
"ax.set_xlabel(\"Lightness (%)\")\n",
"ax.set_xticks([L_points[0], 45, 50, 55, 60, 65, 70, L_points[-1]])\n",
"ax.set_xlim(45, 70)\n",
"plt.suptitle(\"$C^*$ curves -- mid-range close-up (v1.2.0)\")\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "ef0dd0d9-a267-494f-b9c6-90d9ab0e6564",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[TOML] written\n",
"[JSON] written\n"
]
}
],
"source": [
"# write files -- QBR = \"quadratic bezier rational\"\n",
"PALETTE_DIR = \"palettes\"\n",
"\n",
"toml_content = '\\n'.join(toml_lines)\n",
"with Path(PALETTE_DIR, 'monobiome-vQBRsn.toml').open('w') as f:\n",
" f.write(toml_content)\n",
"print(\"[TOML] written\")\n",
" \n",
"with Path(PALETTE_DIR, 'monobiome-vQBRsn-oklch.json').open('w') as f:\n",
" json.dump(oklch_hL_dict, f)\n",
"print(\"[JSON] written\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "10295cea-39e1-421d-b523-2eda615b0abd",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "monobiome",
"language": "python",
"name": "monobiome"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}