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authorAdrian Kummerlaender2019-07-08 22:08:41 +0200
committerAdrian Kummerlaender2019-07-08 22:08:41 +0200
commita0ffeb83e095fb819db25e26cb92021800839779 (patch)
tree21788e899d17fda393d70b6520c40b70a3dd2776
parent0cc77cdd56fab0aa6cbda47b982a053e522d8bcb (diff)
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Update benchmark plots
-rw-r--r--notebook/ldc_benchmark.ipynb593
1 files changed, 440 insertions, 153 deletions
diff --git a/notebook/ldc_benchmark.ipynb b/notebook/ldc_benchmark.ipynb
index eb72dd0..ca2e0c9 100644
--- a/notebook/ldc_benchmark.ipynb
+++ b/notebook/ldc_benchmark.ipynb
@@ -59,8 +59,8 @@
{
"data": {
"text/plain": [
- "((64, (64, 1, 1), 'symbolic.D3Q19', 'single', False, True),\n",
- " [307, 306, 306, 323, 326])"
+ "((64, (64, 1, 1), 'symbolic.D3Q19', 'single', True, True),\n",
+ " [421, 422, 421, 421, 421])"
]
},
"execution_count": 5,
@@ -69,7 +69,7 @@
}
],
"source": [
- "ldc_3d_k2200[0]"
+ "ldc_3d_k2200[1]"
]
},
{
@@ -100,7 +100,7 @@
{
"data": {
"text/plain": [
- "7242.106039242106"
+ "308.45674216727275"
]
},
"execution_count": 8,
@@ -109,7 +109,7 @@
}
],
"source": [
- "max_mlups(p100_max_bandwidth, 9, 4)"
+ "max_mlups(k2200_max_bandwidth, 27, 4)"
]
},
{
@@ -218,16 +218,17 @@
"outputs": [],
"source": [
"def mlups_per_size_overview_plot(data, title, **kwargs):\n",
- " plt.figure(figsize=(10,8))\n",
+ " plt.figure(figsize=(11,7.5))\n",
" plt.grid()\n",
" plt.title(title)\n",
" plt.xscale('log')\n",
" plt.xlabel('Cells')\n",
" plt.ylabel('MLUPS')\n",
- " scatter(map(mlups_for_size, subset(data, precision=['single'], optimization=[True], **kwargs)), label='single, CSE')\n",
- " scatter(map(mlups_for_size, subset(data, precision=['double'], optimization=[True], **kwargs)), label='double, CSE')\n",
- " scatter(map(mlups_for_size, subset(data, precision=['single'], optimization=[False], **kwargs)), label='single, not-CSE')\n",
- " scatter(map(mlups_for_size, subset(data, precision=['double'], optimization=[False], **kwargs)), label='double, not-CSE')\n",
+ " plt.gca().yaxis.set_major_formatter(matplotlib.ticker.FormatStrFormatter('%4d'))\n",
+ " scatter(map(mlups_for_size, subset(data, precision=['single'], optimization=[True], **kwargs)), label='single, CSE', s=16)\n",
+ " scatter(map(mlups_for_size, subset(data, precision=['double'], optimization=[True], **kwargs)), label='double, CSE', s=16)\n",
+ " scatter(map(mlups_for_size, subset(data, precision=['single'], optimization=[False], **kwargs)), label='single, not-CSE', s=16)\n",
+ " scatter(map(mlups_for_size, subset(data, precision=['double'], optimization=[False], **kwargs)), label='double, not-CSE', s=16)\n",
" plt.legend()"
]
},
@@ -238,9 +239,9 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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