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View Code? Open in Web Editor NEW📊 A simple command-line utility for querying and monitoring GPU status
Home Page: https://pypi.python.org/pypi/gpustat
License: MIT License
📊 A simple command-line utility for querying and monitoring GPU status
Home Page: https://pypi.python.org/pypi/gpustat
License: MIT License
nvidia-smi works on my machine
When I start gpustat (great program btw) I see two question marks instead of a percent? Could be my graphics card which is a GTX 560.
Excuse me, I have a problem.
After “pip install gpustat”,I encountered the following error:
'gpustatt' Not internal or external commands, not runnable programs.
My execution environment is in Windows 10.
What should I do about it?
It's so much prettier than LXTerminal....
From @neighthan 's suggestion
It would be nice to have a full-on format string like, e.g., git log does so the user could specify which gpu parameters to show, in which order, with which colors.
To this end, we also need to introduce a config file (e.g. ~/.config/gpustat/gpustat.cfg
).
Or, maybe using an environment variable?
I installed gpustat, but when I try to start it "command not found"
My system: Kubuntu 18.04
I try to use this tool on Win10. But the used fcntl
library is not available on Win10. Is there any way or plan to support Windows in future?
I think it might be nice to have the total CPU and RAM usage being displayed in the header.
Do you think that's something to include?
I just upgraded to current HEAD from a previous version without nvidia-ml-py (I was planning to add in the power usage as in #13). I now get
$ gpustat --debug
Error on querying NVIDIA devices. Use --debug flag for details
Traceback (most recent call last):
File "/home/<user>/.local/lib/python2.7/site-packages/gpustat-0.4.0.dev1-
py2.7.egg/gpustat.py", line 398, in print_gpustat
gpu_stats = GPUStatCollection.new_query()
File "/home/<user>/.local/lib/python2.7/site-packages/gpustat-0.4.0.dev1-
py2.7.egg/gpustat.py", line 300, in new_query
gpu_info = get_gpu_info(handle)
File "/home/<user>/.local/lib/python2.7/site-packages/gpustat-0.4.0.dev1-
py2.7.egg/gpustat.py", line 261, in get_gpu_info
nv_graphics_processes = N.nvmlDeviceGetGraphicsRunningProcesses(handle)
AttributeError: 'module' object has no attribute 'nvmlDeviceGetGraphicsRunningProcesses'
During installation I had:
Searching for nvidia-ml-py==375.53.1
Best match: nvidia-ml-py 375.53.1
Adding nvidia-ml-py 375.53.1 to easy-install.pth file
So it looks like there are API differences between the versions of nvidia-ml-py. Can I ask which version you've been working with?
I tried pip install ... with --no-index, but this does not help - the installation process tries to call pypi server. The machine does not have internet access. I can install any other package in offline mode with conda or pip.
Command nvidia-smi
shows also fan speed:
$ nvidia-smi
Wed Apr 3 14:09:10 2019
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 396.37 Driver Version: 396.37 |
|-------------------------------+----------------------+----------------------+
| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |
|===============================+======================+======================|
| 0 GeForce GTX 108... On | 00000000:03:00.0 On | N/A |
| 30% 42C P8 16W / 250W | 53MiB / 11177MiB | 0% Default |
+-------------------------------+----------------------+----------------------+
| 1 GeForce GTX 108... On | 00000000:04:00.0 Off | N/A |
| 31% 43C P8 16W / 250W | 2MiB / 11178MiB | 0% Default |
+-------------------------------+----------------------+----------------------+
| 2 GeForce GTX 108... On | 00000000:81:00.0 Off | N/A |
| 51% 68C P2 76W / 250W | 10781MiB / 11178MiB | 17% Default |
+-------------------------------+----------------------+----------------------+
| 3 GeForce GTX 108... On | 00000000:82:00.0 Off | N/A |
| 29% 34C P8 16W / 250W | 2MiB / 11178MiB | 0% Default |
Could gpustat show this information too?
When I try to run this using Python 3.6.4 (Anaconda) I get:
import pynvml as N
File "${PYTHONPATH}/lib/python3.6/site-packages/pynvml.py", line 1831
print c_count.value
This can be fixed by using the module py3nvml instead and replacing line 24 in gpustat/core.py with
from py3nvml import py3nvml as N
Please add an option to keep outputting the GPU stats at fixed intervals (similar to how the usual *stat tools work)
I try to use this package on Windows 10, while there is an error raised (No module named '_curses'). I wonder whether this package is made to support Windows. Is there some method to make is available for Windows?
I have a very strange situation, I currently use urxvt
as a terminal emulator and gpustat does not start from bare terminal raising:
Traceback (most recent call last):
File "/home/rizhiy/anaconda3/bin/gpustat", line 7, in <module>
from gpustat import main
File "/home/rizhiy/anaconda3/lib/python3.6/site-packages/gpustat.py", line 32, in <module>
class GPUStat(object):
File "/home/rizhiy/anaconda3/lib/python3.6/site-packages/gpustat.py", line 156, in GPUStat
term=Terminal(),
File "/home/rizhiy/anaconda3/lib/python3.6/site-packages/blessings/__init__.py", line 105, in __init__
self._init_descriptor)
_curses.error: setupterm: could not find terminal
So looks like blessings
does not recognise urxvt
properly.
But when I start gputstat from within tmux
it starts ok but doesn't use correct colors (e.g. uses standard black instead of bold_black).
What version of blessings
are you using? Does this problem exist in their current version?
➜ gpustat
v1rtl-CR70-2M-CX70-2OC-CX70-2OD Fri Oct 4 21:22:05 2019 390.116
[0] GeForce GT 740M | 64'C, ?? % | 360 / 2004 MB | (Not Supported)
gpustat doesn't show anything
nvidia-smi
also shows "Not supported"
OS Ubuntu 18.04
GPU NVIDIA GT 740M
pls add option to disable card type and temperature.
Currently, black color is used to display the username. This makes it impossible to see anything on dark terminals. Any chance, a different color (other than black or white) can be used?
gpustat -cp should refresh every x seconds like in the screenshot of the readme. The current behavious is that gpustat -cp runs one iteration then closes.
gpustat -cp, gpustat -c, gpustat -p and gpustat return the same output:
[0] GeForce MX150 | 39'C, 0 % | 0 / 2002 MB |
Python 3.7.0
Thank you
I work on Machine Learning and use this utility to monitor how much my GPUs are being used.
I frequently have one or two main processes and dozens of smaller ones. Smaller ones only use 500MB of memory total, but take up most of the space on the screen.
Is it possible to add a filter which will prevent processes which use small amounts of memory from being displayed?
Hey! This might be slightly unrelated but I was wondering what the maximum sampling rate of call to nvmlDeviceGetPowerUsage
would be. It must be limited by the sampling rate of the power measurement hardware on the GPU. Do you know about this based on your usage of the NVML API?
Thanks!
Could the documentation describe the output? Or maybe a heading row in the output. In particular, the second column, the percentage value.
I installed gpustat using below command, when I run gpustat, I got error: ImportError: No module named gpustat. Do I need to set the path variable to a specific location.
"ubuntu@lambda-quad:~$ sudo -H pip install git+https://github.com/wookayin/gpustat.git@master
Collecting git+https://github.com/wookayin/gpustat.git@master
Cloning https://github.com/wookayin/gpustat.git (to master) to /tmp/pip-hIbHPs-build
Requirement already satisfied (use --upgrade to upgrade): gpustat==0.5.0.dev1 from git+https://github.com/wookayin/gpustat.git@master in /usr/local/lib/python2.7/dist-packages
Requirement already satisfied: six>=1.7 in /usr/local/lib/python2.7/dist-packages (from gpustat==0.5.0.dev1)
Requirement already satisfied: nvidia-ml-py>=7.352.0 in /usr/local/lib/python2.7/dist-packages (from gpustat==0.5.0.dev1)
Requirement already satisfied: psutil in /usr/local/lib/python2.7/dist-packages (from gpustat==0.5.0.dev1)
Requirement already satisfied: blessings>=1.6 in /usr/local/lib/python2.7/dist-packages (from gpustat==0.5.0.dev1)"
"ubuntu@lambda-quad:~$ gpustat
Traceback (most recent call last):
File "/usr/local/bin/gpustat", line 9, in
load_entry_point('gpustat==0.5.0.dev1', 'console_scripts', 'gpustat')()
File "/usr/lib/python2.7/dist-packages/pkg_resources/init.py", line 542, in load_entry_point
return get_distribution(dist).load_entry_point(group, name)
File "/usr/lib/python2.7/dist-packages/pkg_resources/init.py", line 2569, in load_entry_point
return ep.load()
File "/usr/lib/python2.7/dist-packages/pkg_resources/init.py", line 2229, in load
return self.resolve()
File "/usr/lib/python2.7/dist-packages/pkg_resources/init.py", line 2235, in resolve
module = import(self.module_name, fromlist=['name'], level=0)
ImportError: No module named gpustat
"
@Stonesjtu Pointed out that Python 2 is being retired:
python2.7 is retiring in Jan 1st 2020, so probably the master branch can focus on only python 3.
Ref. https://pythonclock.org/
According to https://stackoverflow.com/questions/40114100/uploading-different-versions-python-2-7-vs-3-5-to-pypi, we can simply add python_requires='>=3.4' and bump the version.
Then if you install the package via pip2, the out-dated one instead of the newest version will be selected.
Hi,
Thank you for your great tool for monitoring GPU usage, showing much clearer information than nvidia-smi
.
Currently, I am working on a cluster with multiple GPU nodes. Do you think it would be a good idea to support monitoring for multiple nodes on one node? The use case is described as follows.
For a user with two nodes n1 and n2, it would be great if we can run the following command to show the GPU usage on all nodes.
gpustat -a -i 1 -s n1,n2
Displaying:
n1 time cuda version
GPU information
n2 time cuda version
GPU information
One of the possible implementations would be to start a gpustat
service on each given node by sending commands with ssh
and then on the master node, collect the information from each server periodically.
Hi,
How to add power usage and efficiency information ?
C:>gpustat -cp
'nvidia-smi' is not recognized as an internal or external command,
operable program or batch file.
Error on calling nvidia-smi
C:>nvidia-smi --query-gpu=index,uuid,name,temperature.gpu,utilization.gpu,memory.used,memory.total --format=csv,noheader,nounits
0, GPU-9d01c9ef-1d73-7774-8b4f-5bee4b3bf644, GeForce GTX 1080 Ti, 28, 65, 9219, 11264
1, GPU-9da3de3f-cdf2-8ca9-504d-fd9bc414a78e, GeForce GTX 1080 Ti, 22, 0, 140, 11264
Any idea what might be the issue?
Windows 10, Python 3.7.2, latest nvidia drivers, etc, as of the time of this post.
$ gpustat --json
Traceback (most recent call last):
File "/home/miczi/miniconda3/envs/th/bin/gpustat", line 11, in <module>
sys.exit(main())
File "/home/miczi/miniconda3/envs/th/lib/python3.6/site-packages/gpustat.py", line 502, in main
print_gpustat(**vars(args))
File "/home/miczi/miniconda3/envs/th/lib/python3.6/site-packages/gpustat.py", line 463, in print_gpustat
gpu_stats.print_json(sys.stdout)
File "/home/miczi/miniconda3/envs/th/lib/python3.6/site-packages/gpustat.py", line 434, in print_json
o = self.jsonify()
File "/home/miczi/miniconda3/envs/th/lib/python3.6/site-packages/gpustat.py", line 424, in jsonify
"gpus" : [g.jsonify() for g in self]
File "/home/miczi/miniconda3/envs/th/lib/python3.6/site-packages/gpustat.py", line 424, in <listcomp>
"gpus" : [g.jsonify() for g in self]
File "/home/miczi/miniconda3/envs/th/lib/python3.6/site-packages/gpustat.py", line 237, in jsonify
for p in self.entry['processes']]
TypeError: 'NoneType' object is not iterable
pip install gpustat
gpustat --json
I guess the behaviour should change the output from
gpustat [0] GeForce GTX 1080 Ti | 32'C, 0 % | 10795 / 11172 MB
to
gpustat --gpuname-width 10 [0] GeForce GT | 32'C, 0 % | 10795 / 11172 MB
but it doesn't seem to do anything
version: gpustat 0.5.0.dev1
os: Ubuntu 16.04.5 LTS
python: Python 3.6.4 :: Anaconda, Inc.
Full message with --debug
and Python3:
Error on querying NVIDIA devices. Use --debug flag for details
Traceback (most recent call last):
File "/usr/local/bin/gpustat", line 11, in <module>
sys.exit(main())
File "/usr/local/lib/python3.6/dist-packages/gpustat.py", line 502, in main
print_gpustat(**vars(args))
File "/usr/local/lib/python3.6/dist-packages/gpustat.py", line 459, in print_gpustat
traceback.print_exc(file=sys.stderr)
File "/usr/lib/python3.6/traceback.py", line 159, in print_exc
print_exception(*sys.exc_info(), limit=limit, file=file, chain=chain)
File "/usr/lib/python3.6/traceback.py", line 100, in print_exception
type(value), value, tb, limit=limit).format(chain=chain):
File "/usr/lib/python3.6/traceback.py", line 462, in __init__
_seen.add(exc_value)
TypeError: unhashable type: 'NVMLError_LibraryNotFound'
I have also tried with Python2, just in case. Similar error:
Traceback (most recent call last):
File "/usr/local/lib/python2.7/dist-packages/gpustat.py", line 454, in print_gpustat
gpu_stats = GPUStatCollection.new_query()
File "/usr/local/lib/python2.7/dist-packages/gpustat.py", line 254, in new_query
N.nvmlInit()
File "/usr/local/lib/python2.7/dist-packages/pynvml.py", line 747, in nvmlInit
_LoadNvmlLibrary()
File "/usr/local/lib/python2.7/dist-packages/pynvml.py", line 785, in _LoadNvmlLibrary
_nvmlCheckReturn(NVML_ERROR_LIBRARY_NOT_FOUND)
File "/usr/local/lib/python2.7/dist-packages/pynvml.py", line 405, in _nvmlCheckReturn
raise NVMLError(ret)
NVMLError_LibraryNotFound: NVML Shared Library Not Found
My guess is that I am missing some dependency, path, or correct version, but I could not find which is the problem yet. TBH I do not know how many layers of software are involved when running gpustat
. I have the driver, its dev version, cuda, cuda toolkit,...
I hope/guess it is an easy to fix noob mistake. Do you have any idea about the possible cause? Would you like additional logs, version numbers, or anything?
PD: I had a bunch of nvidia things in version 387 and now I have moved to 384. I think in that process I have moved from Nvidia packages to Ubuntu packages too. After everything, it works, but that is all I know.
I get the following error when calling gpustat
while an actual GPU process is running. If no process involving GPUs is running, the output is correct as expected.
Error:
$ ./gpustat
Traceback (most recent call last):
File "./gpustat", line 260, in <module>
main(args)
File "./gpustat", line 224, in main
gpu_stats.update_process_information()
File "./gpustat", line 184, in update_process_information
processes = self.running_processes()
File "./gpustat", line 179, in running_processes
process_entry.update(pid_map[pid])
TypeError: 'NoneType' object is not iterable
The nvidia-smi
output at the time ist correct:
| GPU PID Type Process name Usage |
|=============================================================================|
| 0 11812 C ./juspic.x 96MiB |
Any ideas why the list seems to be empty? (I have not yet debugged it myself.)
I want to monitor a GPU status and I can use another program continue when a program stoped .Do you have any good idea ?
thank you for your coding,if you have any trouble in reading my issures ,you can contact me .my native language is not english .
That's cool
But it is may be based on nvidia-smi ...
I need one that independent to nvidia-dmi.
Thanks at any rate.
Due to the reverted commit in #32, is there consideration to add a flag which does not show the first line? That way, using a simple while
loop would work well enough for repeated/logging GPU usage information.
For example, right now here is what I get using a while loop.
[hak8or@hak8ordesktop ~]$ while sleep 1; do gpustat -ucpP; done;
hak8ordesktop Sat Jun 23 20:36:39 2018
[0] GeForce GTX 1070 | 63'C, 10 %, 39 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
hak8ordesktop Sat Jun 23 20:36:40 2018
[0] GeForce GTX 1070 | 62'C, 10 %, 38 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
hak8ordesktop Sat Jun 23 20:36:41 2018
[0] GeForce GTX 1070 | 63'C, 10 %, 40 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
hak8ordesktop Sat Jun 23 20:36:42 2018
[0] GeForce GTX 1070 | 62'C, 11 %, 38 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
Ideally a flag like --notitle
could be added which disables the first line (hak8ordesktop Sat Jun 23 20:36:39 2018
in my case). This would create the following output:
[hak8or@hak8ordesktop ~]$ while sleep 1; do gpustat -ucpP; done;
[0] GeForce GTX 1070 | 63'C, 10 %, 39 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
[0] GeForce GTX 1070 | 62'C, 10 %, 38 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
[0] GeForce GTX 1070 | 63'C, 10 %, 40 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
[0] GeForce GTX 1070 | 62'C, 11 %, 38 / 151 W | 552 / 8116 MB | hak8or:mpv/12795(132M) root:Xorg/1305(246M) hak8or:gnome-shell/1611(167M) hak8or:mpv/12795(132M)
Running gpustat
got following return
Traceback (most recent call last):
File "/home/~~~/anaconda2/bin/gpustat", line 11, in <module>
sys.exit(main())
File "/home/~~~/anaconda2/lib/python2.7/site-packages/gpustat.py", line 283, in main
print_gpustat(**vars(args))
File "/home/~~~/anaconda2/lib/python2.7/site-packages/gpustat.py", line 242, in print_gpustat
gpu_stats.update_process_information()
File "/home/~~~/anaconda2/lib/python2.7/site-packages/gpustat.py", line 196, in update_process_information
processes = self.running_processes()
File "/home/~~~/anaconda2/lib/python2.7/site-packages/gpustat.py", line 166, in running_processes
pid_map = {int(e['pid']) : None for e in process_entries}
File "/home/~~~/anaconda2/lib/python2.7/site-packages/gpustat.py", line 166, in <dictcomp>
pid_map = {int(e['pid']) : None for e in process_entries}
ValueError: invalid literal for int() with base 10: '[Not Supported]'
when I use gpustat -i
to watch my GPU usage in SSH, but my local computer is shutdowm unexpectedly. When I open my server in SSH, I find that the process becomes a D(isk sleep) status and i can’t kill it. I have no permission to reboot, how can I slove it?
Would you support an option to show the full commands being run instead of just, e.g, python
? These could be rather long, so one option might be to put each of them on a new line below the GPU that they're on (maybe indented a bit). Since gpustat
seems to focus on being very concise, I'd understand if not. I have my own modification of nvidia-smi
to show more about the processes running on each GPU, and I was planning to make it more concise when I ran across your project. I just want to check if you'd support this so I don't have to duplicate some of your work here nividia-smi
if so.
Looks like the utilization.gpu
value right now is the one shown via nvidia-smi
(as GPU-Util
).
If one runs nvidia-smi dmon
instead, it also exposes a percentage representing encoding/decoding utilization (as a percentage under the enc
and dec
columns).
Any chance of including those in gpustat
? I'm running into a case where enc
is at or near 100%, but the general GPU utilization is at a much lower ~25%, so it can't effectively be used as a proxy.
Edit: I see gpustat is using nvmlDeviceGetUtilizationRates
, but the API also exposes nvmlDeviceGetEncoderUtilization
and nvmlDeviceGetDecoderUtilization
which would probably be what we're looking for.
When I use command watch --color -n1.0 gpustat --color
I get a lot of extra ^
: https://imgur.com/a/A9Fxc
This problem doesn't occur without watch
.
I'm on Ubuntu 17.10 with wayland.
Python2.6 doesn't support dict comprehension syntax.
File "gpustat.py", line 168
g = GPUStat({col_name: col_value.strip() for \
^
SyntaxError: invalid syntax
Currently, one has to use watch --color -n0.1 gpustat
for periodical watching.
A built-in daemon mode (collecting some statistics as well) is supposed to be added.
I have no process and user information while running gpustat with -cpu flags.
gpustat 0.4.0.dev
% python -m gpustat -cpu
feline Sun Aug 13 15:45:59 2017
[0] GeForce GTX 750 Ti | 48'C, 7 % | 213 / 1995 MB |
nvidia-smi v384.59 shows processes as well. Here is XML dump from it:
nvidia-smi_out_gtx750ti.xml.txt
Introduce Display driver version in the header:--header
option that specifies whether each of {host,time,driver} will be displayed in the header.
e.g.
$ gpustat # by default, {host,time} are only shown
$ gpustat --header host,time,driver
which prints:
workstation Tue Oct 30 20:50:35 2018 396.54
[0] TITAN Xp | 41'C, 0 % | 4479 / 12196 MB | user(4469M)
[1] TITAN Xp | 38'C, 100 % | 4479 / 12196 MB | user(4469M)
got above error msg when i run gpustat. but nvidia-smi works on my machine
here are some details
OS:Ubuntu 14.04.5 LTS
Python Version: anaconda3.6
Error on calling nvidia-smi. Use --debug flag for details
Traceback (most recent call last):
File "/usr/local/bin/gpustat", line 417, in print_gpustat gpu_stats = GPUStatCollection.new_query()
File "/usr/local/bin/gpustat", line 245, in new_query
return GPUStatCollection(gpu_list)
File "/usr/local/bin/gpustat", line 218, in __init__
self.update_process_information()
File "/usr/local/bin/gpustat", line 316, in update_process_information
processes = self.running_processes()
File "/usr/local/bin/gpustat", line 275, in running_processes
','.join(map(str, pid_map.keys()))
File "/usr/local/bin/gpustat", line 46, in execute_process
stdout = check_output(command_shell, shell=True).strip()
File "/home/xiyun/apps/anaconda3/lib/python3.6/subprocess.py", line 336, in check_output
**kwargs).stdout
File "/home/xiyun/apps/anaconda3/lib/python3.6/subprocess.py", line 418, in run
output=stdout, stderr=stderr)
subprocess.CalledProcessError: Command 'ps -o pid,user:16,comm -p1 -p 14471' returned non-zero exit status 1.
how can i fix this ?
It would be nicer if we could get the pipes | aligned for multiple gpu systems 👍
Currently
[0] Tesla K40c | 33'C, 0 % | 0 / 11439 MB |
[1] GeForce GTX 1080 | 35'C, 0 % | 52 / 8113 MB |
Proposed
[0] Tesla K40c | 33'C, 0 % | 0 / 11439 MB |
[1] GeForce GTX 1080 | 35'C, 0 % | 52 / 8113 MB |
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