O2
Contents
O2#
%load_ext autoreload
%autoreload 2
import xarray as xr
from dask.distributed import Client
import catalog
import util
xr.set_options(keep_attrs=True)
/glade/work/kristenk/miniconda/envs/cesm-exp/lib/python3.7/site-packages/dask_jobqueue/core.py:20: FutureWarning: tmpfile is deprecated and will be removed in a future release. Please use dask.utils.tmpfile instead.
from distributed.utils import tmpfile
<xarray.core.options.set_options at 0x2b0fd1b2f510>
Parameters#
casename = 'g.e22a06.G1850ECOIAF_JRA_PHYS_DEV.TL319_g17.scope_v1'
component = 'pop'
stream = 'h'
variable_id = 'TEMP'
cluster_scheduler_address = None
# Parameters
casename = "g.e22a06.G1850ECOIAF_JRA_PHYS_DEV.TL319_g17.scope_v1"
component = "pop"
stream = "h"
variable_id = "O2"
cluster_scheduler_address = "tcp://10.12.206.26:40301"
assert component in ['pop']
assert stream in ['h', 'h.ecosys.nday1']
Connect to cluster#
if cluster_scheduler_address is None:
cluster, client = util.get_ClusterClient()
cluster.scale(12)
else:
client = Client(cluster_scheduler_address)
client
Client
Client-9c05f6ac-0c3b-11ed-a9b3-3cecef1b11d4
| Connection method: Direct | |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/36768/status |
Scheduler Info
Scheduler
Scheduler-59153102-2d90-4250-b1d9-5b9f28512082
| Comm: tcp://10.12.206.26:40301 | Workers: 32 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/36768/status | Total threads: 32 |
| Started: 7 minutes ago | Total memory: 744.96 GiB |
Workers
Worker: PBSCluster-0
| Comm: tcp://10.12.206.25:41180 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/42193/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.25:34568 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-smli87lm | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 361.37 MiB | Spilled bytes: 0 B |
| Read bytes: 181.80 MiB | Write bytes: 64.58 MiB |
Worker: PBSCluster-1
| Comm: tcp://10.12.206.23:35055 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/39970/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.23:39298 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-pajhhimy | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 315.28 MiB | Spilled bytes: 0 B |
| Read bytes: 257.84 MiB | Write bytes: 80.63 kiB |
Worker: PBSCluster-10
| Comm: tcp://10.12.206.18:39960 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/40058/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.18:33787 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-frtdc9f5 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 316.64 MiB | Spilled bytes: 0 B |
| Read bytes: 48.35 MiB | Write bytes: 48.33 MiB |
Worker: PBSCluster-11
| Comm: tcp://10.12.206.18:35287 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/39615/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.18:36732 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-mmo_bs6s | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 326.30 MiB | Spilled bytes: 0 B |
| Read bytes: 48.28 MiB | Write bytes: 48.27 MiB |
Worker: PBSCluster-12
| Comm: tcp://10.12.206.8:33729 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/35711/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.8:43143 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-svc02rvq | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 284.72 MiB | Spilled bytes: 0 B |
| Read bytes: 144.76 MiB | Write bytes: 80.46 MiB |
Worker: PBSCluster-13
| Comm: tcp://10.12.206.8:37550 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/38907/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.8:40235 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-lys_uzzv | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 364.25 MiB | Spilled bytes: 0 B |
| Read bytes: 145.04 MiB | Write bytes: 80.61 MiB |
Worker: PBSCluster-14
| Comm: tcp://10.12.206.25:44992 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/44154/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.25:43428 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-76two5nt | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 354.05 MiB | Spilled bytes: 0 B |
| Read bytes: 181.05 MiB | Write bytes: 64.52 MiB |
Worker: PBSCluster-15
| Comm: tcp://10.12.206.15:43062 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/32926/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.15:39144 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-jy38onqp | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 279.00 MiB | Spilled bytes: 0 B |
| Read bytes: 177.33 MiB | Write bytes: 87.15 MiB |
Worker: PBSCluster-16
| Comm: tcp://10.12.206.8:43565 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/41710/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.8:45391 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-_7ilj7sa | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 373.73 MiB | Spilled bytes: 0 B |
| Read bytes: 144.65 MiB | Write bytes: 80.40 MiB |
Worker: PBSCluster-17
| Comm: tcp://10.12.206.11:40919 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/45664/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.11:40649 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-o65npiy5 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 4.0% | Last seen: Just now |
| Memory usage: 437.72 MiB | Spilled bytes: 0 B |
| Read bytes: 712.00 MiB | Write bytes: 262.74 kiB |
Worker: PBSCluster-18
| Comm: tcp://10.12.206.11:33891 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/38384/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.11:33328 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-nou8aprr | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 325.04 MiB | Spilled bytes: 0 B |
| Read bytes: 713.52 MiB | Write bytes: 262.46 kiB |
Worker: PBSCluster-19
| Comm: tcp://10.12.206.15:36904 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/35533/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.15:34961 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-r5hakwxw | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 279.49 MiB | Spilled bytes: 0 B |
| Read bytes: 176.87 MiB | Write bytes: 86.46 MiB |
Worker: PBSCluster-2
| Comm: tcp://10.12.206.15:43006 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/39124/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.15:43393 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-mmk9h6y4 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 313.46 MiB | Spilled bytes: 0 B |
| Read bytes: 193.42 MiB | Write bytes: 87.14 MiB |
Worker: PBSCluster-20
| Comm: tcp://10.12.206.18:45916 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/35027/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.18:43737 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-xa8tkihj | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 323.54 MiB | Spilled bytes: 0 B |
| Read bytes: 48.42 MiB | Write bytes: 48.40 MiB |
Worker: PBSCluster-21
| Comm: tcp://10.12.206.11:45334 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/46680/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.11:46761 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-t02yg0d0 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 429.62 MiB | Spilled bytes: 0 B |
| Read bytes: 714.32 MiB | Write bytes: 263.91 kiB |
Worker: PBSCluster-22
| Comm: tcp://10.12.206.18:34993 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/44524/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.18:46562 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-3e1h8ye1 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 328.81 MiB | Spilled bytes: 0 B |
| Read bytes: 48.31 MiB | Write bytes: 48.30 MiB |
Worker: PBSCluster-23
| Comm: tcp://10.12.206.15:39733 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/46168/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.15:41249 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-xyvrzxs3 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 296.38 MiB | Spilled bytes: 0 B |
| Read bytes: 177.16 MiB | Write bytes: 85.16 MiB |
Worker: PBSCluster-24
| Comm: tcp://10.12.206.25:44221 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/45234/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.25:40387 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-yfm951kg | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 403.52 MiB | Spilled bytes: 0 B |
| Read bytes: 180.87 MiB | Write bytes: 80.55 MiB |
Worker: PBSCluster-25
| Comm: tcp://10.12.206.18:33408 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/43488/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.18:41022 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-6df9eo6t | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 302.38 MiB | Spilled bytes: 0 B |
| Read bytes: 48.33 MiB | Write bytes: 48.32 MiB |
Worker: PBSCluster-26
| Comm: tcp://10.12.206.8:38884 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/39795/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.8:40143 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-sb74tso9 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 373.00 MiB | Spilled bytes: 0 B |
| Read bytes: 145.19 MiB | Write bytes: 80.70 MiB |
Worker: PBSCluster-27
| Comm: tcp://10.12.206.15:40873 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/45934/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.15:41861 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-2tgmhfdl | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 382.89 MiB | Spilled bytes: 0 B |
| Read bytes: 177.71 MiB | Write bytes: 80.00 MiB |
Worker: PBSCluster-28
| Comm: tcp://10.12.206.18:36750 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/42860/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.18:43661 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-6lr4z8hl | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 316.31 MiB | Spilled bytes: 0 B |
| Read bytes: 48.44 MiB | Write bytes: 48.42 MiB |
Worker: PBSCluster-29
| Comm: tcp://10.12.206.8:32978 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/46650/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.8:38238 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-ihw76ltj | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 282.11 MiB | Spilled bytes: 0 B |
| Read bytes: 145.05 MiB | Write bytes: 80.62 MiB |
Worker: PBSCluster-3
| Comm: tcp://10.12.206.18:34352 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/35771/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.18:32780 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-l8qf3wzg | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 415.59 MiB | Spilled bytes: 0 B |
| Read bytes: 48.44 MiB | Write bytes: 48.42 MiB |
Worker: PBSCluster-30
| Comm: tcp://10.12.206.8:39013 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/33562/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.8:40233 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-peochg10 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 424.34 MiB | Spilled bytes: 0 B |
| Read bytes: 144.90 MiB | Write bytes: 80.53 MiB |
Worker: PBSCluster-31
| Comm: tcp://10.12.206.25:43689 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/43012/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.25:43417 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-yfzy1i0u | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 471.35 MiB | Spilled bytes: 0 B |
| Read bytes: 181.00 MiB | Write bytes: 64.50 MiB |
Worker: PBSCluster-4
| Comm: tcp://10.12.206.13:33058 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/43170/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.13:39266 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-yy1kkjd5 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 318.52 MiB | Spilled bytes: 0 B |
| Read bytes: 491.49 MiB | Write bytes: 96.74 MiB |
Worker: PBSCluster-5
| Comm: tcp://10.12.206.23:36916 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/42702/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.23:45113 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-8th_y8dw | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 319.61 MiB | Spilled bytes: 0 B |
| Read bytes: 258.22 MiB | Write bytes: 80.75 kiB |
Worker: PBSCluster-6
| Comm: tcp://10.12.206.8:38424 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/46679/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.8:44217 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-ml7gmjn8 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 339.55 MiB | Spilled bytes: 0 B |
| Read bytes: 144.87 MiB | Write bytes: 80.52 MiB |
Worker: PBSCluster-7
| Comm: tcp://10.12.206.25:44991 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/42629/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.25:45710 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-ab599zkf | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 307.91 MiB | Spilled bytes: 0 B |
| Read bytes: 181.49 MiB | Write bytes: 80.68 MiB |
Worker: PBSCluster-8
| Comm: tcp://10.12.206.25:42326 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/44451/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.25:35373 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-3gi9oohh | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 0.0% | Last seen: Just now |
| Memory usage: 398.82 MiB | Spilled bytes: 0 B |
| Read bytes: 182.50 MiB | Write bytes: 64.55 MiB |
Worker: PBSCluster-9
| Comm: tcp://10.12.206.15:35080 | Total threads: 1 |
| Dashboard: https://jupyterhub.hpc.ucar.edu/stable/user/kristenk/proxy/46851/status | Memory: 23.28 GiB |
| Nanny: tcp://10.12.206.15:39139 | |
| Local directory: /glade/scratch/kristenk/dask-workers/dask-worker-space/worker-9ijbos11 | |
| Tasks executing: 0 | Tasks in memory: 0 |
| Tasks ready: 0 | Tasks in flight: 0 |
| CPU usage: 2.0% | Last seen: Just now |
| Memory usage: 280.05 MiB | Spilled bytes: 0 B |
| Read bytes: 193.64 MiB | Write bytes: 87.24 MiB |
Load the data#
dsets = catalog.to_dataset_dict(
case=casename,
component=component,
stream=stream,
)
dsets.keys()
dict_keys(['g.e22a06.G1850ECOIAF_JRA_PHYS_DEV.TL319_g17.scope_v1.pop.h'])
Compute long-term mean and plot#
ds = dsets[f'{casename}.{component}.{stream}']
dt_wgt = ds.time_bound.diff('d2').squeeze()
dt_wgt /= dt_wgt.sum()
dt_wgt
<xarray.DataArray 'time_bound' (time: 120)>
dask.array<truediv, shape=(120,), dtype=float64, chunksize=(1,), chunktype=numpy.ndarray>
Coordinates:
* time (time) object 0052-01-16 12:00:00 ... 0061-12-16 12:00:00
Attributes:
long_name: boundaries for time-averaging interval
units: days since 0000-01-01 00:00:00ds[variable_id].weighted(dt_wgt).mean('time').isel(z_t=0).plot()
<matplotlib.collections.QuadMesh at 0x2b0fd51c0dd0>
