mirror of
https://github.com/smyalygames/FiniteVolumeGPU.git
synced 2025-05-18 14:34:13 +02:00
388 lines
330 KiB
Plaintext
388 lines
330 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"#Lets have matplotlib \"inline\"\n",
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"%matplotlib inline\n",
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"\n",
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"# Add line profiler\n",
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"%load_ext line_profiler\n",
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"\n",
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"#Import packages we need\n",
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"import numpy as np\n",
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"from matplotlib import animation, rc\n",
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"from matplotlib import pyplot as plt\n",
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"\n",
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"import subprocess\n",
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"import os\n",
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"import gc\n",
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"import datetime\n",
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"import importlib\n",
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"import logging\n",
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"\n",
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"import pycuda.driver as cuda\n",
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"import pycuda.compiler\n",
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"\n",
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"try:\n",
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" from StringIO import StringIO\n",
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"except ImportError:\n",
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" from io import StringIO\n",
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" \n",
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"#Set large figure sizes\n",
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"#Note, this prevents nice figures for articles...\n",
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"rc('figure', figsize=(16.0, 12.0))\n",
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"rc('animation', html='html5')\n",
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"\n",
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"from GPUSimulators import Common, IPythonMagic\n",
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"from GPUSimulators.helpers import InitialConditions"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Console logger using level INFO\n",
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"File logger using level DEBUG to test_schemes.log\n",
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"Python version 3.6.7 |Anaconda custom (64-bit)| (default, Oct 28 2018, 19:44:12) [MSC v.1915 64 bit (AMD64)]\n"
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]
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}
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],
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"source": [
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"%setup_logging --out test_schemes.log"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Registering my_context in user workspace\n",
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"PyCUDA version 2018.1.1\n",
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"CUDA version (10, 0, 0)\n",
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"Driver version 10000\n",
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"Using 'GeForce 840M' GPU\n",
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"Created context handle <266635220976>\n",
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"Using CUDA cache dir c:\\Users\\anbro\\Documents\\projects\\GPUSimulators\\GPUSimulators\\cuda_cache\n",
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"Autotuning enabled. It may take several minutes to run the code the first time: have patience\n"
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]
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}
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],
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"source": [
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"%cuda_context_handler my_context"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"nx = 256\n",
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"ny = 128\n",
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"g = 9.81\n",
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"\n",
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"h0, hu0, hv0, dx, dy = InitialConditions.bump(nx, ny, 100, 100, 15)\n",
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"\n",
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"arguments = {\n",
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" 'context': my_context,\n",
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" 'h0': h0, 'hu0': hu0, 'hv0': hv0,\n",
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" 'nx': nx, 'ny': ny,\n",
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" 'dx': dx, 'dy': dy, \n",
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" 'g': g\n",
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"} \n",
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"\n",
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"t_end = 20"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot(sim):\n",
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" h = sim.u0[0].download(sim.stream)\n",
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" \n",
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" plt.figure()\n",
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" plt.title(str(sim) + \", t=\" + str(sim.simTime()) + \", nt=\" + str(sim.simSteps()))\n",
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" extent = [0, sim.dx*sim.nx, 0, sim.dy*sim.ny]\n",
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" plt.imshow(h, vmin=0.49, vmax=0.52, extent=extent)\n",
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" plt.colorbar()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"scrolled": false
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},
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"outputs": [
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{
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"data": {
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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from GPUSimulators import LxF\n",
|
|
"importlib.reload(LxF)\n",
|
|
"\n",
|
|
"with Common.Timer(\"construct\") as t:\n",
|
|
" sim = LxF.LxF(**arguments)\n",
|
|
"\n",
|
|
"with Common.Timer(\"step\") as t:\n",
|
|
" t = sim.simulate(t_end)\n",
|
|
" \n",
|
|
"with Common.Timer(\"download\") as t:\n",
|
|
" h1, hu1, hv1 = sim.download()\n",
|
|
"\n",
|
|
"plot(sim)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from GPUSimulators import FORCE\n",
|
|
"importlib.reload(FORCE)\n",
|
|
"\n",
|
|
"with Common.Timer(\"construct\") as t:\n",
|
|
" sim = FORCE.FORCE(**arguments)\n",
|
|
"\n",
|
|
"with Common.Timer(\"step\") as t:\n",
|
|
" t = sim.simulate(t_end)\n",
|
|
" \n",
|
|
"with Common.Timer(\"download\") as t:\n",
|
|
" h1, hu1, hv1 = sim.download()\n",
|
|
"\n",
|
|
"plot(sim)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from GPUSimulators import HLL\n",
|
|
"importlib.reload(HLL)\n",
|
|
"\n",
|
|
"with Common.Timer(\"construct\") as t:\n",
|
|
" sim = HLL.HLL(**arguments)\n",
|
|
"\n",
|
|
"with Common.Timer(\"step\") as t:\n",
|
|
" t = sim.simulate(t_end)\n",
|
|
" \n",
|
|
"with Common.Timer(\"download\") as t:\n",
|
|
" h1, hu1, hv1 = sim.download()\n",
|
|
"\n",
|
|
"plot(sim)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from GPUSimulators import HLL2\n",
|
|
"importlib.reload(HLL2)\n",
|
|
"\n",
|
|
"with Common.Timer(\"construct\") as t:\n",
|
|
" sim = HLL2.HLL2(**arguments)\n",
|
|
"\n",
|
|
"with Common.Timer(\"step\") as t:\n",
|
|
" t = sim.simulate(t_end)\n",
|
|
" \n",
|
|
"with Common.Timer(\"download\") as t:\n",
|
|
" h1, hu1, hv1 = sim.download()\n",
|
|
"\n",
|
|
"plot(sim)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from GPUSimulators import KP07\n",
|
|
"importlib.reload(KP07)\n",
|
|
"\n",
|
|
"with Common.Timer(\"construct\") as t:\n",
|
|
" sim = KP07.KP07(**arguments)\n",
|
|
"\n",
|
|
"with Common.Timer(\"step\") as t:\n",
|
|
" t = sim.simulate(t_end)\n",
|
|
" \n",
|
|
"with Common.Timer(\"download\") as t:\n",
|
|
" h1, hu1, hv1 = sim.download()\n",
|
|
"\n",
|
|
"plot(sim)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from GPUSimulators import KP07_dimsplit\n",
|
|
"importlib.reload(KP07_dimsplit)\n",
|
|
"\n",
|
|
"with Common.Timer(\"construct\") as t:\n",
|
|
" sim = KP07_dimsplit.KP07_dimsplit(**arguments)\n",
|
|
"\n",
|
|
"with Common.Timer(\"step\") as t:\n",
|
|
" t = sim.simulate(t_end)\n",
|
|
" \n",
|
|
"with Common.Timer(\"download\") as t:\n",
|
|
" h1, hu1, hv1 = sim.download()\n",
|
|
"\n",
|
|
"plot(sim)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from GPUSimulators import WAF\n",
|
|
"importlib.reload(WAF)\n",
|
|
"\n",
|
|
"with Common.Timer(\"construct\") as t:\n",
|
|
" sim = WAF.WAF(**arguments)\n",
|
|
"\n",
|
|
"with Common.Timer(\"step\") as t:\n",
|
|
" t = sim.simulate(t_end)\n",
|
|
" \n",
|
|
"with Common.Timer(\"download\") as t:\n",
|
|
" h1, hu1, hv1 = sim.download()\n",
|
|
"\n",
|
|
"plot(sim)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python [default]",
|
|
"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": "3.6.7"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|