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aktech/pairwise_blocks_vs_blockwise_comparison.ipynb

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Blockwise vs non-blockwise comparison
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pairwise_blocks_vs_blockwise_comparison.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from sgkit.distance.api import pairwise_distance_blocks, pairwise_distance_blockwise\n",
"import dask.array as da\n",
"\n",
"from dask.distributed import Client, performance_report, get_task_stream\n",
"from dask.diagnostics import ProgressBar, ResourceProfiler\n",
"from bokeh.io import output_notebook\n",
"\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from plotly.subplots import make_subplots\n",
"import plotly.express as px\n",
"\n",
"from plotly import io as pio\n",
"pio.renderers.default = \"png+plotly_mimetype\"\n",
"# pio.orca.config.use_xvfb = True"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def graph_mem_and_cpu(perf_org, perf_new, text):\n",
" f = make_subplots(rows=2, cols=1,\n",
" specs=[[{\"secondary_y\": True}], [{\"secondary_y\": True}]],\n",
" subplot_titles=(\"With blockwise\", \"Without Blockwise\"))\n",
" \n",
" f_mem = px.scatter(perf_org.results, x=\"time\", y=\"mem\", opacity=.5,)\n",
" f_mem.data[0][\"name\"] = \"memory\"\n",
" f_mem.data[0][\"showlegend\"] = True\n",
" f.add_trace(f_mem.data[0])\n",
" f_cpu = px.scatter(perf_org.results, x=\"time\", y=\"cpu\", color_discrete_sequence=[\"red\"], opacity=.5)\n",
" f_cpu.data[0][\"name\"] = \"cpu\"\n",
" f_cpu.data[0][\"showlegend\"] = True\n",
" f.add_trace(f_cpu.data[0], secondary_y=True)\n",
" \n",
" \n",
" f_mem = px.scatter(perf_new.results, x=\"time\", y=\"mem\", opacity=.5,)\n",
" f.add_trace(f_mem.data[0], row=2, col=1)\n",
" f_cpu = px.scatter(perf_new.results, x=\"time\", y=\"cpu\", color_discrete_sequence=[\"red\"], opacity=.5)\n",
" f.add_trace(f_cpu.data[0], secondary_y=True, row=2, col=1)\n",
" \n",
" \n",
" f.update_yaxes(title_text=\"CPU [%]\", secondary_y=True)\n",
" f.update_yaxes(title_text=\"memory [MB]\", secondary_y=False)\n",
" f.update_xaxes(title_text=\"time [seconds]\", row=2)\n",
" f.update_layout(title=f\"Memory/CPU graph ({text})\", height=768)\n",
" f.show()\n",
" return f"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def get_dask_cluster(n_workers=1):\n",
" return Client(n_workers=n_workers)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data: size roughly 10% of MalariaGEN"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def get_data():\n",
" return da.random.choice(np.array([0, 1, 2], dtype='i1'), \n",
" p=[.7, .2, .1,], \n",
" size=(1142, 24767689//10), chunks=(50, 1000000))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n",
" <li><b>Scheduler: </b>tcp://127.0.0.1:34859</li>\n",
" <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a></li>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>1</li>\n",
" <li><b>Cores: </b>48</li>\n",
" <li><b>Memory: </b>67.47 GB</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:34859' processes=1 threads=48, memory=67.47 GB>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# from dask.distributed import Client\n",
"# client = Client(n_workers=4, threads_per_worker=2)\n",
"# client\n",
"c = get_dask_cluster()\n",
"c"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def perf_test(pairwise_func, x):\n",
" with ResourceProfiler() as prof:\n",
" result = pairwise_func(x)\n",
" return result, prof"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"x = get_data()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pairwise without blockwise"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 3min 47s, sys: 37.7 s, total: 4min 25s\n",
"Wall time: 6min 24s\n"
]
}
],
"source": [
"%%time\n",
"blocks_result = perf_test(pairwise_distance_blocks, x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pairwise with blockwise"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/aktech/sgkit/sgkit/distance/api.py:154: PerformanceWarning: Increasing number of chunks by factor of 23\n",
" out = da.blockwise(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 6min 21s, sys: 1min 2s, total: 7min 24s\n",
"Wall time: 10min 42s\n"
]
}
],
"source": [
"%%time\n",
"blockwise_result = perf_test(pairwise_distance_blockwise, x)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparison\n",
"\n",
"The following pickle files are the respective results of blocks and blockwise run. I ran the above on a different server and I couldn't install plotly there so has to pickle to run the code below locally on my system."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pickle\n",
"bw_result = pickle.load(open(\"blockwise_result.pkl\", \"rb\"))\n",
"wo_bw_result = pickle.load(open(\"without_blockwise_result.pkl\", \"rb\"))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "time=%{x}<br>mem=%{y}<extra></extra>",
"legendgroup": "",
"marker": {
"color": "#636efa",
"opacity": 0.5,
"symbol": "circle"
},
"mode": "markers",
"name": "memory",
"orientation": "v",
"showlegend": true,
"type": "scatter",
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = graph_mem_and_cpu(bw_result[1], wo_bw_result[1], \"Blockwise vs Blocks\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.8.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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