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@barrbrain
Last active June 14, 2023 13:55
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Rav1e temporal strength analysis
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "a8e55cbd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import lzma\n",
"import numpy as np\n",
"from glob import iglob\n",
"from os import stat\n",
"from scipy.stats import linregress\n",
"from scipy.optimize import curve_fit\n",
"\n",
"results = []\n",
"for filename in iglob('*.txt.xz'):\n",
" detail = filename[:-len('.y4m.zst.txt.xz')]\n",
" detail, start, end = detail.split('-')\n",
" _, detail, fps = detail.rsplit('_', 2)\n",
" width, height = detail.split('x')\n",
" width, height, start, end = map(int, [width, height, start, end])\n",
" weight = width * height * (end - start)\n",
" with lzma.open(filename) as f:\n",
" data = np.loadtxt(f)\n",
" results.append((data, weight))\n",
"\n",
"with_weights = np.concatenate([np.concatenate((r[0].T, (np.ones_like(r[0].T[0].T) / r[1]).reshape((1,-1)))).T for r in results])\n",
"\n",
"def line(x, m, c):\n",
" return m*x+c\n",
"\n",
"plt.figure(figsize=(16, 9))\n",
"fits = []\n",
"wfits = []\n",
"ft = [\"I\", \"P\", \"B0\", \"B1\"]\n",
"for fti in range(4):\n",
" idx = with_weights.T[0] == fti\n",
" X = with_weights.T[1][idx] / 2**57\n",
" Y = with_weights.T[2][idx] / 2**57\n",
" W = with_weights.T[3][idx] / with_weights.T[3][idx].sum()\n",
" ax = sns.regplot(x=X, y=Y, label=ft[fti], scatter=False, robust=True, n_boot=20)\n",
" x, y = ax.get_lines()[fti].get_data()\n",
" fits.append(linregress(x=x, y=y))\n",
" fit = curve_fit(line, X, Y, (fits[fti].slope, fits[fti].intercept), W)\n",
" wfits.append(fit)\n",
"\n",
"plt.xlabel('log2(base quantizer)')\n",
"plt.ylabel('log2(target quantizer)')\n",
"plt.xlim([3,7])\n",
"plt.ylim([3,7])\n",
"plt.legend();"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5a3b47c8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 0.968505859375 , -0.09879619862662181],\n",
" [ 1. , 0. ],\n",
" [ 1.074462890625 , 0.18085545991774146],\n",
" [ 1.115234375 , 0.2867872811649053 ]])"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Q12 = 2**12\n",
"wslopes = np.array([np.round((fit[0][0] + 1 - wfits[1][0][0]) * Q12) / Q12 for fit in wfits])\n",
"\n",
"wintercepts = []\n",
"for fti in range(4):\n",
" idx = with_weights.T[0] == fti\n",
" X = with_weights.T[1][idx] / 2**57\n",
" Y = with_weights.T[2][idx] / 2**57\n",
" Y -= wslopes[fti] * X\n",
" W = with_weights.T[3][idx] / with_weights.T[3][idx].sum()\n",
" fit = curve_fit(line, X, Y, (1.0, wfits[fti][0][1]), W)\n",
" wintercepts.append(fit[0][1])\n",
"\n",
"wintercepts = np.array(wintercepts)\n",
"wintercepts -= wintercepts[1]\n",
"\n",
"params = np.concatenate((wslopes.reshape(1,-1), wintercepts.reshape(1,-1))).T\n",
"\n",
"plt.figure(figsize=(16, 9))\n",
"X = np.array([3.5, 6])\n",
"for label, p in zip(ft, params):\n",
" Y = np.poly1d(p)(X)\n",
" plt.plot(X, Y, label=label)\n",
"plt.xlabel('log2(base quantizer)')\n",
"plt.ylabel('log2(target quantizer)')\n",
"plt.xlim([3,7])\n",
"plt.ylim([3,7])\n",
"plt.legend()\n",
"\n",
"np.set_printoptions(precision=18)\n",
"np.set_printoptions(suppress=True)\n",
"params"
]
}
],
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"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
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