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@navidcy
Created May 15, 2019 06:54
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A minimal example for dask_PBSCluster
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format='retina'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You **need** to have `dask_jobqueue` python package installed."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/short/v45/nc3020/miniconda3/envs/mom6analysis/lib/python3.6/site-packages/dask_jobqueue/config.py:12: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" defaults = yaml.load(f)\n"
]
}
],
"source": [
"import numpy as np\n",
"import xarray as xr\n",
"import dask\n",
"from dask.distributed import Client\n",
"from dask_jobqueue import PBSCluster\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I run `/sbin/ifconfig` to figure out the IPs with which the raijin node communicates with the outside world and internally. Then I will use these IPs to set up my dask workers."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bond0 Link encap:Ethernet HWaddr 00:19:99:CB:C9:F9 \r\n",
" inet6 addr: fe80::219:99ff:fecb:c9f9/64 Scope:Link\r\n",
" UP BROADCAST RUNNING MASTER MULTICAST MTU:9000 Metric:1\r\n",
" RX packets:47934594060 errors:87 dropped:5976597 overruns:0 frame:87\r\n",
" TX packets:49941456638 errors:0 dropped:0 overruns:0 carrier:0\r\n",
" collisions:0 txqueuelen:10000 \r\n",
" RX bytes:72957855303022 (66.3 TiB) TX bytes:67773998981432 (61.6 TiB)\r\n",
"\r\n",
"eth2 Link encap:Ethernet HWaddr 00:19:99:CB:C9:F9 \r\n",
" UP BROADCAST RUNNING SLAVE MULTICAST MTU:9000 Metric:1\r\n",
" RX packets:30880847889 errors:1 dropped:131377 overruns:0 frame:1\r\n",
" TX packets:19000667546 errors:0 dropped:0 overruns:0 carrier:0\r\n",
" collisions:0 txqueuelen:10000 \r\n",
" RX bytes:43864936922986 (39.8 TiB) TX bytes:25056549430113 (22.7 TiB)\r\n",
"\r\n",
"eth3 Link encap:Ethernet HWaddr 00:19:99:CB:C9:F9 \r\n",
" UP BROADCAST RUNNING SLAVE MULTICAST MTU:9000 Metric:1\r\n",
" RX packets:17053746171 errors:86 dropped:140172 overruns:0 frame:86\r\n",
" TX packets:30940789095 errors:0 dropped:0 overruns:0 carrier:0\r\n",
" collisions:0 txqueuelen:10000 \r\n",
" RX bytes:29092918380036 (26.4 TiB) TX bytes:42717449555837 (38.8 TiB)\r\n",
"\r\n",
"Ifconfig uses the ioctl access method to get the full address information, which limits hardware addresses to 8 bytes.\r\n",
"Because Infiniband address has 20 bytes, only the first 8 bytes are displayed correctly.\r\n",
"Ifconfig is obsolete! For replacement check ip.\r\n",
"ib0 Link encap:InfiniBand HWaddr A0:00:02:20:FE:80:00:00:00:00:00:00:00:00:00:00:00:00:00:00 \r\n",
" inet addr:10.9.105.1 Bcast:10.9.255.255 Mask:255.255.0.0\r\n",
" UP BROADCAST RUNNING MULTICAST MTU:1500 Metric:1\r\n",
" RX packets:3300974703 errors:0 dropped:0 overruns:0 frame:0\r\n",
" TX packets:155573124 errors:0 dropped:0 overruns:0 carrier:0\r\n",
" collisions:0 txqueuelen:1024 \r\n",
" RX bytes:328972549762 (306.3 GiB) TX bytes:17313646181 (16.1 GiB)\r\n",
"\r\n",
"lo Link encap:Local Loopback \r\n",
" inet addr:127.0.0.1 Mask:255.0.0.0\r\n",
" inet6 addr: ::1/128 Scope:Host\r\n",
" UP LOOPBACK RUNNING MTU:65536 Metric:1\r\n",
" RX packets:265424565 errors:0 dropped:0 overruns:0 frame:0\r\n",
" TX packets:265424565 errors:0 dropped:0 overruns:0 carrier:0\r\n",
" collisions:0 txqueuelen:1000 \r\n",
" RX bytes:1856508289890 (1.6 TiB) TX bytes:1856508289890 (1.6 TiB)\r\n",
"\r\n",
"vlan192 Link encap:Ethernet HWaddr 00:19:99:CB:C9:F9 \r\n",
" inet addr:192.43.239.21 Bcast:192.43.239.255 Mask:255.255.255.0\r\n",
" inet6 addr: fe80::219:99ff:fecb:c9f9/64 Scope:Link\r\n",
" UP BROADCAST RUNNING MULTICAST MTU:9000 Metric:1\r\n",
" RX packets:12804279616 errors:0 dropped:23677 overruns:0 frame:0\r\n",
" TX packets:7101750662 errors:0 dropped:0 overruns:0 carrier:0\r\n",
" collisions:0 txqueuelen:1000 \r\n",
" RX bytes:70472686665825 (64.0 TiB) TX bytes:65030184271226 (59.1 TiB)\r\n",
"\r\n"
]
}
],
"source": [
"!/sbin/ifconfig"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The internal IP is the `inet addr` under the `ib0` (in this case `10.9.105.1`) and the external IP is the `inet addr` under the `vlan192` (in this case `192.43.239.21`).\n",
"\n",
"[I guess these steps can be automated easily by some python-connoisseurs.]\n",
"\n",
"Then I create a `cluster`. The `cluster` should be a small enough worker that will go through the queue quickly enough. For example, try to stay within 1 node."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/short/v45/nc3020/miniconda3/envs/mom6analysis/lib/python3.6/site-packages/distributed/deploy/local.py:138: UserWarning: diagnostics_port has been deprecated. Please use `dashboard_address=` instead\n",
" \"diagnostics_port has been deprecated. \"\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d35c7e27e78945f49d966acbf97744e0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"VBox(children=(HTML(value='<h2>PBSCluster</h2>'), HBox(children=(HTML(value='\\n<div>\\n <style scoped>\\n .d…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cluster = PBSCluster(cores=10, memory='70 GB', ip='10.9.105.1', dashboard_address='192.43.239.21')\n",
"cluster"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The workers above should read 0. As soon as we submit the jobs on raijin using `cluster.scale( )` and when the jobs go through the queue the numbers above will change!"
]
},
{
"cell_type": "code",
"execution_count": 5,
"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>Client</h3>\n",
"<ul>\n",
" <li><b>Scheduler: </b>tcp://10.9.105.1:41562\n",
" <li><b>Dashboard: </b><a href='http://10.9.105.1:8787/status' target='_blank'>http://10.9.105.1:8787/status</a>\n",
"</ul>\n",
"</td>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3>Cluster</h3>\n",
"<ul>\n",
" <li><b>Workers: </b>0</li>\n",
" <li><b>Cores: </b>0</li>\n",
" <li><b>Memory: </b>0 B</li>\n",
"</ul>\n",
"</td>\n",
"</tr>\n",
"</table>"
],
"text/plain": [
"<Client: scheduler='tcp://10.9.105.1:41562' processes=0 cores=0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"client = Client(cluster)\n",
"client"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above link will **not** work! If you want to see the `dask` status window you should use the same address as for the current notebook **but** with the port written above. (In this case `http://raijin1.nci.org.au:8787`)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The step below creates the `.sh` script that will submit the `dask-worker` jobs on raijin."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"cluster.job_header = '#!/usr/bin/env bash\\n#PBS -N dask-worker\\n#PBS -q expressbw\\n#PBS -l ncpus=10\\n#PBS -l mem=70GB\\n#PBS -l walltime=00:30:00\\nJOB_ID=${PBS_JOBID%.*}'"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#!/bin/bash\n",
"\n",
"#!/usr/bin/env bash\n",
"#PBS -N dask-worker\n",
"#PBS -q expressbw\n",
"#PBS -l ncpus=10\n",
"#PBS -l mem=70GB\n",
"#PBS -l walltime=00:30:00\n",
"JOB_ID=${PBS_JOBID%.*}\n",
"\n",
"\n",
"\n",
"/short/v45/nc3020/miniconda3/envs/mom6analysis/bin/python -m distributed.cli.dask_worker tcp://10.9.105.1:41562 --nthreads 10 --memory-limit 70.00GB --name dask-worker--${JOB_ID}-- --death-timeout 60\n",
"\n"
]
}
],
"source": [
"print(cluster.job_script())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we get serious!\n",
"\n",
"We submit as many `dask-worker` jobs as we want! For example, submitting 40 will mean that we will be using 40x the `ncpus` tha our `cluster` has and 40x the memory."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"cluster.scale(40)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As soon as the numbers in the `PBSCluster` display change we are good to go!!"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (Time: 5760, xh: 800, xq: 800, yh: 400, yq: 400, zi: 3, zl: 2)\n",
"Coordinates:\n",
" * xq (xq) float64 -1.596e+03 -1.592e+03 -1.588e+03 ... 1.596e+03 1.6e+03\n",
" * yh (yh) float64 -798.0 -794.0 -790.0 -786.0 ... 790.0 794.0 798.0\n",
" * zl (zl) float64 1.027e+03 1.028e+03\n",
" * xh (xh) float64 -1.598e+03 -1.594e+03 ... 1.594e+03 1.598e+03\n",
" * yq (yq) float64 -796.0 -792.0 -788.0 -784.0 ... 792.0 796.0 800.0\n",
" * zi (zi) float64 1.027e+03 1.028e+03 1.028e+03\n",
" * Time (Time) object 0001-01-16 00:00:00 ... 0240-12-27 00:00:00\n",
"Data variables:\n",
" u (Time, zl, yh, xq) float32 dask.array<shape=(5760, 2, 400, 800), chunksize=(24, 2, 400, 800)>\n",
" v (Time, zl, yq, xh) float32 dask.array<shape=(5760, 2, 400, 800), chunksize=(24, 2, 400, 800)>\n",
" h (Time, zl, yh, xh) float32 dask.array<shape=(5760, 2, 400, 800), chunksize=(24, 2, 400, 800)>\n",
" e (Time, zi, yh, xh) float32 dask.array<shape=(5760, 3, 400, 800), chunksize=(24, 3, 400, 800)>\n",
" uh (Time, zl, yh, xq) float32 dask.array<shape=(5760, 2, 400, 800), chunksize=(24, 2, 400, 800)>\n",
" vh (Time, zl, yq, xh) float32 dask.array<shape=(5760, 2, 400, 800), chunksize=(24, 2, 400, 800)>\n",
"Attributes:\n",
" filename: prog.nc\n",
" title: Navid Channel\n",
" grid_type: regular\n",
" grid_tile: N/A"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dsx = xr.open_mfdataset('/g/data/v45/nc3020/SOchanBcBtEddySat/layer2/layer2_tau2e-1_manyshortridgesCorrectTopo/output*/prog.nc')\n",
"dsx"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f598741f588>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 288,
"width": 419
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dsx.u.isel(zl=0).mean(dim='Time').plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**DON'T FORGET TO CLOSE THE WORKERS AFTER YOU ARE DONE. OTHERWISE NCI KEEPS CHARGING YOU WITH CPU-HOURS...**"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"client.close()\n",
"cluster.close()"
]
}
],
"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": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@navidcy
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navidcy commented May 15, 2019

I don't know why the cell with the PBSCluster was not rendered correctly when I downloaded the notebook. Here's how it looks like:

Screen Shot 2019-05-15 at 4 57 56 pm

@josuemtzmo
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josuemtzmo commented May 20, 2019

I've been able to replace the lines:
!/sbin/ifconfig
cluster = PBSCluster(cores=10, memory='70 GB', ip='10.9.105.1', dashboard_address='192.43.239.21')
cluster
by:

import socket
import fcntl
import struct
def get_interface_ip(ifname):
s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM)
return socket.inet_ntoa(fcntl.ioctl(
s.fileno(),
0x8915,
struct.pack('256s', bytes(ifname[:15], 'utf-8'))
)[20:24])
cluster = PBSCluster(cores=10, memory='70 GB', ip=get_interface_ip('ib0'), dashboard_address=get_interface_ip('vlan192'))
cluster
This allows you to avoid the copy and paste of IPs.

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