180 lines
189 KiB
Plaintext
180 lines
189 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 13,
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"id": "6c2814c6-dcc2-4dc3-9932-e124f14aa23d",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%autoreload 2\n",
|
|
" \n",
|
|
"import numpy as np\n",
|
|
"from matplotlib import pyplot as plt\n",
|
|
"\n",
|
|
"x = np.linspace(0, 2*2.0*np.pi, 1000)\n",
|
|
"y = np.sin(x)\n",
|
|
"\n",
|
|
"\n",
|
|
"grid_bin = np.fromfile(\"../out/grid.bin\", dtype=np.float64)\n",
|
|
"plt.plot(grid_bin, np.zeros(len(grid_bin)))\n",
|
|
"grid = np.loadtxt(\"../out/grid.dat\")\n",
|
|
"plt.plot(grid, np.zeros(len(grid)), linestyle='--')\n",
|
|
"knots = np.loadtxt(\"../out/knotpoints.dat\")\n",
|
|
"order_k = 4\n",
|
|
"knots_y = np.zeros(len(knots))\n",
|
|
"y_shift = order_k-1\n",
|
|
"for i in range(order_k-1):\n",
|
|
" knots_y[i] = y_shift\n",
|
|
" y_shift = y_shift - 1\n",
|
|
"\n",
|
|
"y_shift = order_k-1\n",
|
|
"for i in range(order_k-1):\n",
|
|
" knots_y[len(knots)-1-i] = y_shift\n",
|
|
" y_shift = y_shift - 1\n",
|
|
" \n",
|
|
"plt.plot(knots, knots_y, marker='o')\n",
|
|
"\n",
|
|
"\n",
|
|
"#bspline0 = np.loadtxt(\"../out/bspline0.dat\")\n",
|
|
"#plt.plot(grid, bspline0)\n",
|
|
"#bspline1 = np.loadtxt(\"../out/bspline1.dat\")\n",
|
|
"#plt.plot(grid, bspline1)\n",
|
|
"#bspline2 = np.loadtxt(\"../out/bspline2.dat\")\n",
|
|
"#plt.plot(grid, bspline2)\n",
|
|
"bspline3 = np.loadtxt(\"../out/bspline3.dat\")\n",
|
|
"plt.plot(grid, bspline3)\n",
|
|
"dBspline3 = np.loadtxt(\"../out/dBspline3.dat\")\n",
|
|
"plt.plot(grid, dBspline3)\n",
|
|
"bspline9 = np.loadtxt(\"../out/bspline9.dat\")\n",
|
|
"plt.plot(grid, bspline9)\n",
|
|
"dBspline9 = np.loadtxt(\"../out/dBspline9.dat\")\n",
|
|
"plt.plot(grid, dBspline9)\n",
|
|
"\n",
|
|
"\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "4aa0cdce-d9d0-41ff-99a6-fdbb485c40db",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(100, 20)\n",
|
|
"(24, 20)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_bsplines(x_axis, filename, mark=None, linewidth=1):\n",
|
|
" bsplines = np.loadtxt(filename, skiprows=1)\n",
|
|
" bspl_shape = bsplines.shape\n",
|
|
" print(bspl_shape)\n",
|
|
" num_rows = bspl_shape[0]\n",
|
|
" num_cols = bspl_shape[1]\n",
|
|
" for i in range(num_cols):\n",
|
|
" bspl = bsplines[:, i]\n",
|
|
" plt.plot(x_axis, bspl, marker=mark, linewidth=linewidth)\n",
|
|
"\n",
|
|
"plot_bsplines(grid, \"../out/bsplines_grid.dat\")\n",
|
|
"plot_bsplines(knots, \"../out/bsplines_knots.dat\", 'o', 0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "d60d63ef-59f4-41b4-bbcc-a437185b77a2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(100, 20)\n",
|
|
"(24, 20)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"def plot_bsplines(x_axis, filename, mark=None, linewidth=1):\n",
|
|
" bsplines = np.loadtxt(filename, skiprows=1)\n",
|
|
" bspl_shape = bsplines.shape\n",
|
|
" print(bspl_shape)\n",
|
|
" num_rows = bspl_shape[0]\n",
|
|
" num_cols = bspl_shape[1]\n",
|
|
" for i in range(num_cols):\n",
|
|
" bspl = bsplines[:, i]\n",
|
|
" plt.plot(x_axis, bspl, marker=mark, linewidth=linewidth)\n",
|
|
"\n",
|
|
"plot_bsplines(grid, \"../out/dBsplines_grid.dat\")\n",
|
|
"plot_bsplines(knots, \"../out/dBsplines_knots.dat\", 'o', 0)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "1b259290-0cde-4671-b4e0-122dcda63ad9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|