# Ricks-Lab GPU Utilities
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## rickslab-gpu-utils
A set of utilities for monitoring GPU performance and modifying control settings.
In order to get maximum capability of these utilities, you should be running with a kernel that
provides support of the GPUs you have installed. If using AMD GPUs, installing the latest **amdgpu**
driver or **ROCm** package, may provide additional capabilities. If you have Nvidia GPUs installed,
you should have **nvidia-smi** installed in order for the utility reading of the cards to be
possible. Writing to GPUs is currently only possible for compatible AMD GPUs on systems with
appropriate kernel version with the AMD ppfeaturemask set to enable this capability as described
[here](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#getting-started).
## Installation
There are 4 methods of installation available and are summarized here:
If you get a key expired message during `apt update`, try updating the project PUBLIC.KEY with the
following command:
```shell
wget -q -O - https://debian.rickslab.com/PUBLIC.KEY | sudo gpg --dearmour -o /usr/share/keyrings/rickslab-agent.gpg
```
* [Repository](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#repository-installation) -
This approach is recommended for those interested in contributing to the project or helping to troubleshoot
an issue in realtime with the developer. This type of installation can exist alongside any of the other
installation types.
![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fgh_version.json)
* [PyPI](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#pypi-installation) -
Meant for users wanting to run the very latest version. All **PATCH** level versions are released
here first. This installation method is also meant for users not on a Debian distribution.
[![PyPI version](https://badge.fury.io/py/rickslab-gpu-utils.svg)](https://badge.fury.io/py/rickslab-gpu-utils)
[![Downloads](https://pepy.tech/badge/rickslab-gpu-utils)](https://pepy.tech/project/rickslab-gpu-utils)
* [Rickslab.com Debian](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#rickslabcom-debian-installation) -
Lags the PyPI release in order to assure robustness. May not include every **PATCH** version.
![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fdeb_version.json)
![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fdeb_down.json)
* [Official Debian](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#official-debian-package-installation) -
Only **MAJOR/MINOR** releases. This works for releases of Ubuntu 22.04 or Bullseye 11.3 or later.
![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fofficial_deb_version.json)
## User Guide
For a detailed introduction, a community sourced
[User Guide](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md)
is available. All tools are demonstrated and use cases are presented. Additions
to the guide are welcome. Please submit a pull request with your suggested additions!
## Commands
A summary of command line tools available in **rickslab-gpu-utils** follows. Additional
details are available in man pages and the
[User Guide](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md).
### gpu-chk
This utility verifies if the user's environment is compatible with **rickslab-gpu-utils**.
### gpu-ls
This utility displays most relevant parameters for installed and compatible GPUs. The
default behavior is to list relevant parameters by GPU. OpenCL platform information is
added when the *--clinfo* option is used. A brief listing of key parameters is available
with the *--short* command line option. A simplified table of current GPU state is
displayed with the *--table* option. The *--no_fan* can be used to ignore fan settings. The
*--pstate* option can be used to output the p-state table for each GPU instead of the list
of basic parameters. The *--ppm* option is used to output the table of available
power/performance modes instead of basic parameters. The *--features* option is used to output
the table of amdgpu pp features and their status instead of basic parameters. The *--force_all*
results in an attempt to read all possible sensors, regardless of how the GPU is classified. The
*--raw* will read all possible driver files and display with indicators of if a gpu-util key word
and description is associated with each file along with its contents. The *--verbose* option
will display progress and informational messages generated by the utilities. By default,
output data is formatted and color coded, so the *--no_markup* option can be specified
to get plain text.
### gpu-mon
A utility to give the current state of all compatible GPUs. The default behavior
is to continuously update a text based table in the current window until Ctrl-C is
pressed. With the *--gui* option, a table of relevant parameters will be updated
in a Gtk window. You can specify the delay between updates with the *--sleep N*
option where N is an integer > zero that specifies the number of seconds to sleep
between updates. The *--no_fan* option can be used to disable the reading and display
of fan information. The *--log* option is used to write all monitor data to a psv log
file. When writing to a log file, the utility will indicate this in red at the top of
the window with a message that includes the log file name. The *--plot* will display a
plot of critical GPU parameters which updates at the specified *--sleep N* interval. If
you need both the plot and monitor displays, then using the --plot option is preferred
over running both tools as a single read of the GPUs is used to update both displays.
The *--ltz* option results in the use of local time instead of UTC. The *--verbose* option
will display progress and informational messages generated by the utilities.
### gpu-plot
A utility to continuously plot the trend of critical GPU parameters for all compatible
GPUs. The *--sleep N* can be used to specify the update interval. The *gpu-plot*
utility has 2 modes of operation. The default mode is to read the GPU driver
details directly, which is useful as a standalone utility. The *--stdin* option
causes *gpu-plot* to read GPU data from stdin. This is how *gpu-mon* produces the
plot and can also be used to pipe your own data into the process. The *--simlog*
option can be used with the *--stdin* when a monitor log file is piped as stdin.
This is useful for troubleshooting and can be used to display saved log results.
The *--ltz* option results in the use of local time instead of UTC. If you plan
to run both *gpu-plot* and *gpu-mon*, then the *--plot* option of the *gpu-mon*
utility should be used instead of both utilities in order reduce data reads by
a factor of 2. The *--verbose* option will display progress and informational messages
generated by the utilities.
### gpu-pac
Program and Control compatible GPUs with this utility. By default, the commands to
be written to a GPU are written to a bash file for the user to inspect and run. If you
have confidence, the *--execute_pac* option can be used to execute and then delete the
saved bash file. Since the GPU device files are writable only by root, sudo is used to
execute commands in the bash file, as a result, you will be prompted for credentials in the
terminal where you executed *gpu-pac*. The *--no_fan* option can be used to eliminate
fan details from the utility. The *--force_write* option can be used to force all configuration
parameters to be written to the GPU. The default behavior is to only write changes. The
*--verbose* option will display progress and informational messages generated by the utilities.
## New in Current Release - v3.9.0
* Optimized regex compile strategy for improved performance.
* Fixed issue with handling of alpha strings in kernel version.
* Fixed matplotlib deprecation issue.
* Enhanced `gpu-ls --about` output.
* Catch and report PermissionError for driver files.
* Prep for debian repository release.
## Development Plans
* Add status read capabilities for Intel GPUs. Need someone to provide `gpu-ls --raw --no_markup`
and `clinfo` output for Intel GPU.
* Add pac capabilities for Nvidia GPUs.
## Known Issues
* Seems like over/under clocking capabilities are disabled for Workstation cards.
* Reset of Curve Points for Vega20 (Radeon VII) does not work.
* Some windows do not support scrolling or resize, making it unusable for lower resolution installations.
* I/O error when selecting CUSTOM ppm. Maybe it requires arguments to specify the custom configuration.
* Doesn't work well with Fiji ProDuo cards.
* P-state mask gets intermittently reset for GPU used as display output.
* Utility *gpu-pac* doesn't show what the current P-state mask is. Not sure if that can be read back.
* Utility *gpu-pac* fan speed setting results in actual fan speeds a bit different from setting and pac
interface shows actual values instead of set values.
## References
* Original inspiration for this project: [Reddit](https://www.reddit.com/r/Amd/comments/agwroj/how_to_overclock_your_amd_gpu_on_linux/?st=JSL25OVP&sh=306c2d15)
* Phoronix articles including these: [PowerCap](https://www.phoronix.com/scan.php?page=news_item&px=AMDGPU-Quick-WattMan-Cap-Test), [HWMon](https://www.phoronix.com/scan.php?page=news_item&px=AMDGPU-Linux-4.17-Round-1)
* Repositories: [amdgpu-clocks](https://github.com/sibradzic/amdgpu-clocks), [WattmanGTK](https://github.com/BoukeHaarsma23/WattmanGTK), [ROC-smi](https://github.com/RadeonOpenCompute/ROC-smi)
* Relevant Kernel Details: [Kernel Details](https://www.kernel.org/doc/html/latest/gpu/amdgpu.html)
* PCI ID Decode Table: [PCI IDs](https://pci-ids.ucw.cz/v2.2/pci.ids)
* Radeon VII discussion on Reddit: [Radeon VII OC](https://www.reddit.com/r/linux_gaming/duplicates/au7m3x/radeon_vii_on_linux_overclocking_undervolting/)
* Example use cases: [wiki.archlinux.org](https://wiki.archlinux.org/index.php/AMDGPU)
## History
### New in Previous Version - v3.8.4
* Fixed GpuType and GpuVendor dictionary initialization as described in update to issue 139.
* Fixed skip list for APU which incorrectly included memory parameters.
* Fixed matplotlib 3.5.* compatibility issues.
### New in Previous Release - v3.8.3
* Implementation of gpu-pac capability for VDDGFX Offset mode type of AMD GPUs. Does not
seem to work for negative values.
* Improvements to code including improved use of Enum objects as dictionary keys.
* Improved check for Gtk import errors.
* Fixed bug 147, ignore invalid data read from GPU.
### New in Previous Release - v3.8.2
* Utility *gpu-mon* will default to text format when Gtk is not available.
### New in Previous Release - v3.8.0
* Prep for next official Debian release.
### New in Previous Release - v3.7.8
* Improved read/write status summary.
* Made monitor window not resizable.
* Ignore 'Non-VGA' PCIe entries.
* Fixed AMD/ATI regex.
* Changed INTEL color to blue and other to magenta.
### New in Previous Release - v3.7.7
* Add check of rickslab public key in apt-key. Users should follow new protocol of adding
it to a shared keyring as described in UsersGuide. Apt-key is being deprecated and is just
a better practice to use a shared keyring.
### New in Previous Release - v3.7.6
* Update installation guide due to deprecation of apt-key.
* Fixed inconsistency in table/plot item formats.
### New in Previous Release - v3.7.5
* Fixed placement of read P-state data in *gpu-ls* for complete P-state details in the output.
* Improved implementation of Vddc Range for CurvePts type AMD GPU.
* Optimized by GPU type skip lists.
* Disable clock and voltage range reading/displaying when pp_od_clk_voltage reading is not possible.
### New in Previous Release - v3.7.4
* Documentation updates.
* Code clean up, simplification, and optimization.
* Moved high level requirement definitions to init file, modify setup.py and env checks to use these.
* Fixed hash-bang statements across project to use python as specified in env.
### New in Previous Release - v3.7.3
* Improved Icon file management.
* Improved compute status logic. Add *Unknown* status for when *clinfo* is not available.
* Do not display invalid energy reading in plot.
* Resolved linter issues.
* Code simplification.
* Better organized credits.
### New in Previous Release - v3.7.2
* Implemented long version of gpu-ls, which will display all information from ppm, pstate, features, and clinfo.
* Improved gpu-ls argument parsing.
* Various code optimizations.
### New in Previous Release - v3.7.1
* Fixed an issue created just as I released. Omitted testing on my APU system.
### New in Previous Release - v3.7.0
* Fixed error in calculating power when invalid sensor data is returned.
* Check for OSError when reading from all sensor files. Disable sensor reading on error.
* Check for system type. Only systemD is fully supported. Issues in reading sockets in systemV are handled.
* Added read of Power DPM State for AMD GPUs.
* On read error, make read for the parameter False instead of indicating card is not readable.
* Add `gpu-ls` option *--force_all* to attempt to read all relevant sensors, regardless of card classification.
* Improve error message handling. Minor (expected) errors are suppressed unless *--verbose* is
specified. GPU output will indicate all sensors that were disabled due to read errors.
* Implemented `gpu-ls` option *--raw* to give a summary view of the content of all available driver files.
* Enable `gpu-plot` and `gpu-mon` capability to include GPUs with incomplete driver coverage.
* Allow plain text instead of formatted/color coded output with the *--no_markup* option.
* Use `pp_dpm_*clk` files as a source of P-state information.
* Separate lists to manage skipped and disabled parameters for easier user interpretation.
### New in Previous Release - v3.6.2
* Minor User Guide updates.
* Add `/usr/share/doc/pci.ids` to possible locations of pci decode file.
* Modify to handle pci addresses that include domain.
### New in Previous Release - v3.6.1
* Update logger to output hex version of amdfeaturemask value.
* Improve reading/displaying of AMD GPUs when amdfeaturemask is not set to write.
### New in Previous Release - v3.6.0
* Rewrite of the installation guide and simplification of the readme.
* Roll-up all v3.5.x patches into a new minor revision release.
### New in Previous Release - v3.5.10
* Set **Neon** as a validated distribution.
* Check all possible package readers for undefined distribution.
### New in Previous Release - v3.5.9
* Optimize *gpu-mon* table size.
* Toggle button color to match enable/disable status of plot line.
* When install type is repository, force use of repository *gpu-plot* from *gpu-mon*.
### New in Previous Release - v3.5.8
* Fixed bug in determining AMD GPU card type. Now it properly identifies APU and Legacy types.
### New in Previous Release - v3.5.7
* More robust determination of install type and display this with *--about* and in logger.
* Implementation of scroll within PAC window.
* Fixed plot crash for invalid ticker increment.
* Code robustness improvements with more typing for class variables.
### New in Previous Release - v3.5.6
* Fixed issue in reading AMD FeatureMask for Kernel 5.11
### New in Previous Release - v3.5.5
* Include debian release package.
* Check gtk initialization for errors and handle nicely.
* Use logger to output plot exceptions.
* Check number of compatible and readable GPUs at utility start.
* Minor User Guide and man page improvements.
* Use minimal python packages in requirements.
### New in Previous Release - [v3.5.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.5.0)
* Utilities now include reading of NV GPUs with full gpu-ls, gpu-mon, and gpu-plot support!
* Update name from **amdgpu-utils** to **rickslab-gpu-utils**.
* Improved PyPI packaging.
* Updated User Guide to cover latest features and capabilities.
* Improved robustness of NV read by validating sensor support for each query item the first time
read. This will assure functionality on older model GPUs.
* Fixed issue in setting display model name for NV GPUs.
* Improved how lack of voltage readings for NV is handled in the utilities.
* Fixed an issue in assessing compute capability when GPUs of multiple vendors are installed.
### New in Previous Release - [v3.3.14](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.3.14)
* Display card path details in logger whenever card path exists.
* Implemented read capabilities for Nvidia. Now supported by all utilities except pac.
* Added APU type and tuned parameters read/displayed for AMD APU integrated GPU.
* Read generic pcie sensors for all types of GPUs.
* Improved lspci search by using a no-shell call and using compiled regex.
* Implement PyPI package for easy installation.
* More robust handling of missing Icon and PCIID files.
#### New in Previous Release - [v3.2.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.2.0)
* Fixed CRITICAL issue where Zero fan speed could be written when invalid fan speed was read from the GPU.
* Fixed issue in reading pciid file in Gentoo (@CH3CN).
* Modified setup to indicate minimum instead of absolute package versions (@smoe).
* Modified requirements to include min/max package versions for major packages.
* Fixed crash for missing pci-ids file and add location for Arch Linux (@berturion).
* Fixed a crash in *amdgpu-pac* when no fan details could be read (laptop GPU).
* Fixed deprecation warnings for several property setting functions. Consolidated all property setting to
a single function in a new module, and ignore warnings for those that are deprecated. All deprecated
actions are marked with FIXME in GPUgui.py.
* Replaced deprecated set properties statement for colors with css formatting.
* Implemented a more robust string format of datetime to address datetime conversion for pandas in some installations.
* Implemented dubug logging across the project. Activated with --debug option and output saved to a .log file.
* Updated color scheme of Gtk applications to work in Ubuntu 20.04. Unified color scheme across all utilities.
* Additional memory parameters added to utilities.
* Read ID information for all GPUs and attempt to decode GPU name. For cards with no card path entry,
determine system device path and use for reading ID. Report system device path in *amdgpu-ls*. Add
*amdgpu-ls --short* report to give brief description of all installed GPUs.
#### New in Previous Release - [v3.0.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.0.0)
* Style and code robustness improvements
* Deprecated *amdgpu-pciid* and removed all related code.
* Complete rewrite based on benchMT learning. Simplified code with ObjDict for GpuItem parameters and use of
class variables for generic behavior parameters.
* Use lspci as the starting point for developing GPU list and classify by vendor, readability, writability,
and compute capability. Build in potential to be generic GPU util, instead of AMD focused.
* Test for readability and writability of all GPUs and apply utilities as appropriate.
* Add assessment of compute capability.
* Eliminated the use of lshw to determine driver compatibility and display of driver details is now
informational with no impact on the utilities.
* Add p-state masking capability for Type 2 GPUs.
* Optimized pac writing to GPUs.
#### New in Previous Release - [v2.7.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.7.0)
* Initial release of man pages
* Modifications to work with distribution installation
* Use system pci.ids file and make *amdgpu-pciid* obsolete
* Update setup.py file for successful installation.
#### New in Previous Release - [v2.6.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.6.0)
* PEP8 style modifications
* Fixed a bug in monitor display.
* Implement requirements file for with and without a venv.
* Found and fixed a few minor bugs.
* Fixed issue with *amdgpu-plot* becoming corrupt over time.
* Implemented clean shutdown of monitor and better buffering to plot. This could have caused in problems
in systems with many GPUs.
#### New in Previous Release - [v2.5.2](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.5.2)
* Some preparation work for [Debian package](https://tracker.debian.org/pkg/ricks-amdgpu-utils) (@smoe).
* Added *--ltz* option to use local times instead of UTC for logging and plot data.
* Added 0xfffd7fff to valid amdgpu.ppfeaturemask values (@pastaq).
* Updates to User Guide to include instructions to apply PAC conditions on startup (@csecht).
#### New in Previous Release - [v2.5.1](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.5.1)
* Fixed a compatibility issue with matplotlib 3.x. Converted time string to a datetime object.
* Display version information for pandas, matplotlib, and numpy with the *--about* option for *amdgpu-plot*
#### New in Previous Release - [v2.5.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.5.0)
* Implemented the *--plot* option for amdgpu-monitor. This will display plots of critical GPU parameters
that update at an interval defined by the *--sleep N* option.
* Errors in reading non-critical parameters will now show a warning the first time and are disabled for
future reads.
* Fixed a bug in implementation of compatibility checks and improved usage of try/except.
#### New in Previous Release - [v2.4.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.4.0)
* Implemented *amdgpu-pac* feature for type 2 Freq/Voltage controlled GPUs, which includes the Radeon VII.
* Implemented the *amdgpu-pac --force_write* option, which writes all configuration parameters to the GPU,
even if unchanged. The default behavior is changed to now only write changed configuration parameters.
* Indicate number of changes to be written by PAC, and if no changes, don't execute bash file. Display
execute complete message in terminal, and update messages in PAC message box.
* Implemented a new GPU type 0, which represent some older cards whose p-states can not be changed.
* Tuned *amdgpu-pac* window format.
#### New in Previous Release - [v2.3.1](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.3.1)
* Fixed and improved Python/Kernel compatibility checks.
* Added Python2 compatible utility to check *amdgpu-utils* compatibility.
* Fixed confusing mode/level fileptr names.
* Removed CUSTOM PPM mode until I figure out syntax.
* Implemented classification of card type based on how it implements frequency/voltage control. This is
reported by *amdgpu-ls* and alters the behavior of both *amdgpu-pac* and *amdgpu-monitor*.
* Changed dpkg error to a warning to handle custom driver installs.
* Initial [User Guide](docs/USER_GUIDE.md) - [Need contributors!](https://github.com/Ricks-Lab/amdgpu-utils/issues/13)
#### New in Previous Release - v2.3.0
* Implemented a message box in amdgpu-pac to indicate details of PAC execution and indicate if sudo is pending
credential entry.
* Implement more robust classification of card compatibility and only use compatible GPUs in the utilities.
* Official release of amdgpu-pciid which updates a local list of GPU names from the official pci.ids website.
* Optimized refresh of data by moving static items to a different function and only read those that are dynamic.
* Power Cap and Fan parameters can be reset by setting to -1 in the *amdgpu-pac* interface.
* Initial basic functionality for Radeon VII GPU!
#### New in Previous Release - v2.2.0
* Major bug fix in the way HWMON directory was determined. This fixes an issue in not seeing sensor files
correctly when a some other card is resident in a PCIe slot.
* Implemented logging option *--log* for amdgpu-monitor. A red indicator will indicate active logging
and the target filename.
* Implemented energy meter in amdgpu-monitor.
* Implemented the ability to check the GPU extracted ID in a pci.ids file for correct model name.
Implemented a function to extract only AMD information for the pci.ids file and store in the file
amd_pci_id.txt which is included in this distribution.
* Optimized long, short, and decoded GPU model names.
* Alpha release of a utility to update device decode data from the pci.ids website.
#### New in Previous Release - v2.1.0
* Significant bug fixes and error proofing. Added messages to stderr for missing driver related files.
* Added fan monitor and control features.
* Implemented --no_fan option across all tools. This eliminates the reading and display of fan parameters and
useful for those who have installed GPU waterblocks.
* Implemented P-state masking, which limits available P-states to those specified. Useful for power management.
* Fixed implementation of global variables that broke with implementation of modules in library.
* Added more validation checks before writing parameters to cards.
#### New in Previous Release - v2.0.0
* Many bug fixes!
* First release of amdgpu-pac.
* Add check of amdgpu driver in the check of environment for all utilities. Add display of amdgpu driver
version.
* Split list functions of the original amdgpu-monitor into amdgpu-ls.
* Added --clinfo option to amdgpu-ls which will list openCL platform details for each GPU.
* Added --ppm option to amdgpu-ls which will display the table of available power/performance modes
available for each GPU.
* Error messages are now output to stderr instead stdout.
* Added power cap and power/performance mode to the monitor utilities. I have also included them in
the amdgpu-ls display in addtion to the power cap limits.
#### New in Previous Release - v1.1.0
* Added --pstates feature to display table of p-states instead of GPU details.
* Added more error checking and exit if no compatible AMD GPUs are found.
#### New in Previous Release - v1.0.0
* Completed implementation of the GPU Monitor tool.
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"description": "# Ricks-Lab GPU Utilities\n\n![](https://img.shields.io/github/license/Ricks-Lab/gpu-utils)\n![GitHub commit activity](https://img.shields.io/github/commit-activity/y/Ricks-Lab/gpu-utils)\n![GitHub last commit](https://img.shields.io/github/last-commit/Ricks-Lab/gpu-utils)\n![Libraries.io SourceRank](https://img.shields.io/librariesio/sourcerank/pypi/rickslab-gpu-utils)\n\n## rickslab-gpu-utils\n\nA set of utilities for monitoring GPU performance and modifying control settings.\n\nIn order to get maximum capability of these utilities, you should be running with a kernel that\nprovides support of the GPUs you have installed. If using AMD GPUs, installing the latest **amdgpu**\ndriver or **ROCm** package, may provide additional capabilities. If you have Nvidia GPUs installed,\nyou should have **nvidia-smi** installed in order for the utility reading of the cards to be\npossible. Writing to GPUs is currently only possible for compatible AMD GPUs on systems with\nappropriate kernel version with the AMD ppfeaturemask set to enable this capability as described\n[here](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#getting-started).\n\n## Installation\n\nThere are 4 methods of installation available and are summarized here:\nIf you get a key expired message during `apt update`, try updating the project PUBLIC.KEY with the \nfollowing command:\n\n```shell\nwget -q -O - https://debian.rickslab.com/PUBLIC.KEY | sudo gpg --dearmour -o /usr/share/keyrings/rickslab-agent.gpg\n```\n\n* [Repository](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#repository-installation) -\nThis approach is recommended for those interested in contributing to the project or helping to troubleshoot\nan issue in realtime with the developer. This type of installation can exist alongside any of the other\ninstallation types.\n\n ![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fgh_version.json)\n* [PyPI](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#pypi-installation) -\nMeant for users wanting to run the very latest version. All **PATCH** level versions are released\nhere first. This installation method is also meant for users not on a Debian distribution.\n\n [![PyPI version](https://badge.fury.io/py/rickslab-gpu-utils.svg)](https://badge.fury.io/py/rickslab-gpu-utils)\n [![Downloads](https://pepy.tech/badge/rickslab-gpu-utils)](https://pepy.tech/project/rickslab-gpu-utils)\n* [Rickslab.com Debian](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#rickslabcom-debian-installation) -\nLags the PyPI release in order to assure robustness. May not include every **PATCH** version.\n\n ![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fdeb_version.json)\n ![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fdeb_down.json)\n* [Official Debian](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md#official-debian-package-installation) -\nOnly **MAJOR/MINOR** releases. This works for releases of Ubuntu 22.04 or Bullseye 11.3 or later.\n\n ![Custom badge](https://img.shields.io/endpoint?color=%23417B5D&url=https%3A%2F%2Frickslab.com%2Fbadges%2Fofficial_deb_version.json)\n\n## User Guide\n\nFor a detailed introduction, a community sourced\n[User Guide](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md)\nis available. All tools are demonstrated and use cases are presented. Additions\nto the guide are welcome. Please submit a pull request with your suggested additions!\n\n## Commands\n\nA summary of command line tools available in **rickslab-gpu-utils** follows. Additional\ndetails are available in man pages and the\n[User Guide](https://github.com/Ricks-Lab/gpu-utils/blob/master/docs/USER_GUIDE.md).\n\n### gpu-chk\n\nThis utility verifies if the user's environment is compatible with **rickslab-gpu-utils**.\n\n### gpu-ls\n\nThis utility displays most relevant parameters for installed and compatible GPUs. The\ndefault behavior is to list relevant parameters by GPU. OpenCL platform information is\nadded when the *--clinfo* option is used. A brief listing of key parameters is available\nwith the *--short* command line option. A simplified table of current GPU state is\ndisplayed with the *--table* option. The *--no_fan* can be used to ignore fan settings. The\n*--pstate* option can be used to output the p-state table for each GPU instead of the list\nof basic parameters. The *--ppm* option is used to output the table of available\npower/performance modes instead of basic parameters. The *--features* option is used to output\nthe table of amdgpu pp features and their status instead of basic parameters. The *--force_all*\nresults in an attempt to read all possible sensors, regardless of how the GPU is classified. The\n*--raw* will read all possible driver files and display with indicators of if a gpu-util key word\nand description is associated with each file along with its contents. The *--verbose* option\nwill display progress and informational messages generated by the utilities. By default,\noutput data is formatted and color coded, so the *--no_markup* option can be specified\nto get plain text.\n\n### gpu-mon\n\nA utility to give the current state of all compatible GPUs. The default behavior\nis to continuously update a text based table in the current window until Ctrl-C is\npressed. With the *--gui* option, a table of relevant parameters will be updated\nin a Gtk window. You can specify the delay between updates with the *--sleep N*\noption where N is an integer > zero that specifies the number of seconds to sleep\nbetween updates. The *--no_fan* option can be used to disable the reading and display\nof fan information. The *--log* option is used to write all monitor data to a psv log\nfile. When writing to a log file, the utility will indicate this in red at the top of\nthe window with a message that includes the log file name. The *--plot* will display a\nplot of critical GPU parameters which updates at the specified *--sleep N* interval. If\nyou need both the plot and monitor displays, then using the --plot option is preferred\nover running both tools as a single read of the GPUs is used to update both displays.\nThe *--ltz* option results in the use of local time instead of UTC. The *--verbose* option\nwill display progress and informational messages generated by the utilities.\n\n### gpu-plot\n\nA utility to continuously plot the trend of critical GPU parameters for all compatible\nGPUs. The *--sleep N* can be used to specify the update interval. The *gpu-plot*\nutility has 2 modes of operation. The default mode is to read the GPU driver\ndetails directly, which is useful as a standalone utility. The *--stdin* option\ncauses *gpu-plot* to read GPU data from stdin. This is how *gpu-mon* produces the\nplot and can also be used to pipe your own data into the process. The *--simlog*\noption can be used with the *--stdin* when a monitor log file is piped as stdin.\nThis is useful for troubleshooting and can be used to display saved log results.\nThe *--ltz* option results in the use of local time instead of UTC. If you plan\nto run both *gpu-plot* and *gpu-mon*, then the *--plot* option of the *gpu-mon*\nutility should be used instead of both utilities in order reduce data reads by\na factor of 2. The *--verbose* option will display progress and informational messages\ngenerated by the utilities.\n\n### gpu-pac\n\nProgram and Control compatible GPUs with this utility. By default, the commands to\nbe written to a GPU are written to a bash file for the user to inspect and run. If you\nhave confidence, the *--execute_pac* option can be used to execute and then delete the\nsaved bash file. Since the GPU device files are writable only by root, sudo is used to\nexecute commands in the bash file, as a result, you will be prompted for credentials in the\nterminal where you executed *gpu-pac*. The *--no_fan* option can be used to eliminate\nfan details from the utility. The *--force_write* option can be used to force all configuration\nparameters to be written to the GPU. The default behavior is to only write changes. The\n*--verbose* option will display progress and informational messages generated by the utilities.\n\n## New in Current Release - v3.9.0\n\n* Optimized regex compile strategy for improved performance.\n* Fixed issue with handling of alpha strings in kernel version.\n* Fixed matplotlib deprecation issue.\n* Enhanced `gpu-ls --about` output.\n* Catch and report PermissionError for driver files.\n* Prep for debian repository release.\n\n## Development Plans\n\n* Add status read capabilities for Intel GPUs. Need someone to provide `gpu-ls --raw --no_markup`\nand `clinfo` output for Intel GPU.\n* Add pac capabilities for Nvidia GPUs.\n\n## Known Issues\n\n* Seems like over/under clocking capabilities are disabled for Workstation cards.\n* Reset of Curve Points for Vega20 (Radeon VII) does not work.\n* Some windows do not support scrolling or resize, making it unusable for lower resolution installations.\n* I/O error when selecting CUSTOM ppm. Maybe it requires arguments to specify the custom configuration.\n* Doesn't work well with Fiji ProDuo cards.\n* P-state mask gets intermittently reset for GPU used as display output.\n* Utility *gpu-pac* doesn't show what the current P-state mask is. Not sure if that can be read back.\n* Utility *gpu-pac* fan speed setting results in actual fan speeds a bit different from setting and pac\ninterface shows actual values instead of set values.\n\n## References\n\n* Original inspiration for this project: [Reddit](https://www.reddit.com/r/Amd/comments/agwroj/how_to_overclock_your_amd_gpu_on_linux/?st=JSL25OVP&sh=306c2d15)\n* Phoronix articles including these: [PowerCap](https://www.phoronix.com/scan.php?page=news_item&px=AMDGPU-Quick-WattMan-Cap-Test), [HWMon](https://www.phoronix.com/scan.php?page=news_item&px=AMDGPU-Linux-4.17-Round-1)\n* Repositories: [amdgpu-clocks](https://github.com/sibradzic/amdgpu-clocks), [WattmanGTK](https://github.com/BoukeHaarsma23/WattmanGTK), [ROC-smi](https://github.com/RadeonOpenCompute/ROC-smi)\n* Relevant Kernel Details: [Kernel Details](https://www.kernel.org/doc/html/latest/gpu/amdgpu.html)\n* PCI ID Decode Table: [PCI IDs](https://pci-ids.ucw.cz/v2.2/pci.ids)\n* Radeon VII discussion on Reddit: [Radeon VII OC](https://www.reddit.com/r/linux_gaming/duplicates/au7m3x/radeon_vii_on_linux_overclocking_undervolting/)\n* Example use cases: [wiki.archlinux.org](https://wiki.archlinux.org/index.php/AMDGPU)\n\n## History\n\n### New in Previous Version - v3.8.4\n\n* Fixed GpuType and GpuVendor dictionary initialization as described in update to issue 139.\n* Fixed skip list for APU which incorrectly included memory parameters.\n* Fixed matplotlib 3.5.* compatibility issues.\n\n### New in Previous Release - v3.8.3\n\n* Implementation of gpu-pac capability for VDDGFX Offset mode type of AMD GPUs. Does not\n seem to work for negative values.\n* Improvements to code including improved use of Enum objects as dictionary keys.\n* Improved check for Gtk import errors.\n* Fixed bug 147, ignore invalid data read from GPU.\n\n### New in Previous Release - v3.8.2\n\n* Utility *gpu-mon* will default to text format when Gtk is not available.\n\n### New in Previous Release - v3.8.0\n\n* Prep for next official Debian release.\n\n### New in Previous Release - v3.7.8\n\n* Improved read/write status summary.\n* Made monitor window not resizable.\n* Ignore 'Non-VGA' PCIe entries.\n* Fixed AMD/ATI regex.\n* Changed INTEL color to blue and other to magenta.\n\n### New in Previous Release - v3.7.7\n\n* Add check of rickslab public key in apt-key. Users should follow new protocol of adding\n it to a shared keyring as described in UsersGuide. Apt-key is being deprecated and is just\n a better practice to use a shared keyring.\n\n### New in Previous Release - v3.7.6\n\n* Update installation guide due to deprecation of apt-key.\n* Fixed inconsistency in table/plot item formats.\n\n### New in Previous Release - v3.7.5\n\n* Fixed placement of read P-state data in *gpu-ls* for complete P-state details in the output.\n* Improved implementation of Vddc Range for CurvePts type AMD GPU.\n* Optimized by GPU type skip lists.\n* Disable clock and voltage range reading/displaying when pp_od_clk_voltage reading is not possible.\n\n### New in Previous Release - v3.7.4\n\n* Documentation updates.\n* Code clean up, simplification, and optimization.\n* Moved high level requirement definitions to init file, modify setup.py and env checks to use these.\n* Fixed hash-bang statements across project to use python as specified in env.\n\n### New in Previous Release - v3.7.3\n\n* Improved Icon file management.\n* Improved compute status logic. Add *Unknown* status for when *clinfo* is not available.\n* Do not display invalid energy reading in plot.\n* Resolved linter issues.\n* Code simplification.\n* Better organized credits.\n\n### New in Previous Release - v3.7.2\n\n* Implemented long version of gpu-ls, which will display all information from ppm, pstate, features, and clinfo.\n* Improved gpu-ls argument parsing.\n* Various code optimizations.\n\n### New in Previous Release - v3.7.1\n\n* Fixed an issue created just as I released. Omitted testing on my APU system.\n\n### New in Previous Release - v3.7.0\n\n* Fixed error in calculating power when invalid sensor data is returned.\n* Check for OSError when reading from all sensor files. Disable sensor reading on error.\n* Check for system type. Only systemD is fully supported. Issues in reading sockets in systemV are handled.\n* Added read of Power DPM State for AMD GPUs.\n* On read error, make read for the parameter False instead of indicating card is not readable.\n* Add `gpu-ls` option *--force_all* to attempt to read all relevant sensors, regardless of card classification.\n* Improve error message handling. Minor (expected) errors are suppressed unless *--verbose* is\nspecified. GPU output will indicate all sensors that were disabled due to read errors.\n* Implemented `gpu-ls` option *--raw* to give a summary view of the content of all available driver files.\n* Enable `gpu-plot` and `gpu-mon` capability to include GPUs with incomplete driver coverage.\n* Allow plain text instead of formatted/color coded output with the *--no_markup* option.\n* Use `pp_dpm_*clk` files as a source of P-state information.\n* Separate lists to manage skipped and disabled parameters for easier user interpretation.\n\n### New in Previous Release - v3.6.2\n\n* Minor User Guide updates.\n* Add `/usr/share/doc/pci.ids` to possible locations of pci decode file.\n* Modify to handle pci addresses that include domain.\n\n### New in Previous Release - v3.6.1\n\n* Update logger to output hex version of amdfeaturemask value.\n* Improve reading/displaying of AMD GPUs when amdfeaturemask is not set to write.\n\n### New in Previous Release - v3.6.0\n\n* Rewrite of the installation guide and simplification of the readme.\n* Roll-up all v3.5.x patches into a new minor revision release.\n\n### New in Previous Release - v3.5.10\n\n* Set **Neon** as a validated distribution.\n* Check all possible package readers for undefined distribution.\n\n### New in Previous Release - v3.5.9\n\n* Optimize *gpu-mon* table size.\n* Toggle button color to match enable/disable status of plot line.\n* When install type is repository, force use of repository *gpu-plot* from *gpu-mon*.\n\n### New in Previous Release - v3.5.8\n\n* Fixed bug in determining AMD GPU card type. Now it properly identifies APU and Legacy types.\n\n### New in Previous Release - v3.5.7\n\n* More robust determination of install type and display this with *--about* and in logger.\n* Implementation of scroll within PAC window.\n* Fixed plot crash for invalid ticker increment.\n* Code robustness improvements with more typing for class variables.\n\n### New in Previous Release - v3.5.6\n\n* Fixed issue in reading AMD FeatureMask for Kernel 5.11\n\n### New in Previous Release - v3.5.5\n\n* Include debian release package.\n* Check gtk initialization for errors and handle nicely.\n* Use logger to output plot exceptions.\n* Check number of compatible and readable GPUs at utility start.\n* Minor User Guide and man page improvements.\n* Use minimal python packages in requirements.\n\n### New in Previous Release - [v3.5.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.5.0)\n\n* Utilities now include reading of NV GPUs with full gpu-ls, gpu-mon, and gpu-plot support!\n* Update name from **amdgpu-utils** to **rickslab-gpu-utils**.\n* Improved PyPI packaging.\n* Updated User Guide to cover latest features and capabilities.\n* Improved robustness of NV read by validating sensor support for each query item the first time\nread. This will assure functionality on older model GPUs.\n* Fixed issue in setting display model name for NV GPUs.\n* Improved how lack of voltage readings for NV is handled in the utilities.\n* Fixed an issue in assessing compute capability when GPUs of multiple vendors are installed.\n\n### New in Previous Release - [v3.3.14](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.3.14)\n\n* Display card path details in logger whenever card path exists.\n* Implemented read capabilities for Nvidia. Now supported by all utilities except pac.\n* Added APU type and tuned parameters read/displayed for AMD APU integrated GPU.\n* Read generic pcie sensors for all types of GPUs.\n* Improved lspci search by using a no-shell call and using compiled regex.\n* Implement PyPI package for easy installation.\n* More robust handling of missing Icon and PCIID files.\n\n#### New in Previous Release - [v3.2.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.2.0)\n\n* Fixed CRITICAL issue where Zero fan speed could be written when invalid fan speed was read from the GPU.\n* Fixed issue in reading pciid file in Gentoo (@CH3CN).\n* Modified setup to indicate minimum instead of absolute package versions (@smoe).\n* Modified requirements to include min/max package versions for major packages.\n* Fixed crash for missing pci-ids file and add location for Arch Linux (@berturion).\n* Fixed a crash in *amdgpu-pac* when no fan details could be read (laptop GPU).\n* Fixed deprecation warnings for several property setting functions. Consolidated all property setting to\na single function in a new module, and ignore warnings for those that are deprecated. All deprecated\nactions are marked with FIXME in GPUgui.py.\n* Replaced deprecated set properties statement for colors with css formatting.\n* Implemented a more robust string format of datetime to address datetime conversion for pandas in some installations.\n* Implemented dubug logging across the project. Activated with --debug option and output saved to a .log file.\n* Updated color scheme of Gtk applications to work in Ubuntu 20.04. Unified color scheme across all utilities.\n* Additional memory parameters added to utilities.\n* Read ID information for all GPUs and attempt to decode GPU name. For cards with no card path entry,\ndetermine system device path and use for reading ID. Report system device path in *amdgpu-ls*. Add\n*amdgpu-ls --short* report to give brief description of all installed GPUs.\n\n#### New in Previous Release - [v3.0.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v3.0.0)\n\n* Style and code robustness improvements\n* Deprecated *amdgpu-pciid* and removed all related code.\n* Complete rewrite based on benchMT learning. Simplified code with ObjDict for GpuItem parameters and use of\nclass variables for generic behavior parameters.\n* Use lspci as the starting point for developing GPU list and classify by vendor, readability, writability,\nand compute capability. Build in potential to be generic GPU util, instead of AMD focused.\n* Test for readability and writability of all GPUs and apply utilities as appropriate.\n* Add assessment of compute capability.\n* Eliminated the use of lshw to determine driver compatibility and display of driver details is now\ninformational with no impact on the utilities.\n* Add p-state masking capability for Type 2 GPUs.\n* Optimized pac writing to GPUs.\n\n#### New in Previous Release - [v2.7.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.7.0)\n\n* Initial release of man pages\n* Modifications to work with distribution installation\n* Use system pci.ids file and make *amdgpu-pciid* obsolete\n* Update setup.py file for successful installation.\n\n#### New in Previous Release - [v2.6.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.6.0)\n\n* PEP8 style modifications\n* Fixed a bug in monitor display.\n* Implement requirements file for with and without a venv.\n* Found and fixed a few minor bugs.\n* Fixed issue with *amdgpu-plot* becoming corrupt over time.\n* Implemented clean shutdown of monitor and better buffering to plot. This could have caused in problems\nin systems with many GPUs.\n\n#### New in Previous Release - [v2.5.2](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.5.2)\n\n* Some preparation work for [Debian package](https://tracker.debian.org/pkg/ricks-amdgpu-utils) (@smoe).\n* Added *--ltz* option to use local times instead of UTC for logging and plot data.\n* Added 0xfffd7fff to valid amdgpu.ppfeaturemask values (@pastaq).\n* Updates to User Guide to include instructions to apply PAC conditions on startup (@csecht).\n\n#### New in Previous Release - [v2.5.1](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.5.1)\n\n* Fixed a compatibility issue with matplotlib 3.x. Converted time string to a datetime object.\n* Display version information for pandas, matplotlib, and numpy with the *--about* option for *amdgpu-plot*\n\n#### New in Previous Release - [v2.5.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.5.0)\n\n* Implemented the *--plot* option for amdgpu-monitor. This will display plots of critical GPU parameters\nthat update at an interval defined by the *--sleep N* option.\n* Errors in reading non-critical parameters will now show a warning the first time and are disabled for\nfuture reads.\n* Fixed a bug in implementation of compatibility checks and improved usage of try/except.\n\n#### New in Previous Release - [v2.4.0](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.4.0)\n\n* Implemented *amdgpu-pac* feature for type 2 Freq/Voltage controlled GPUs, which includes the Radeon VII.\n* Implemented the *amdgpu-pac --force_write* option, which writes all configuration parameters to the GPU,\neven if unchanged. The default behavior is changed to now only write changed configuration parameters.\n* Indicate number of changes to be written by PAC, and if no changes, don't execute bash file. Display\nexecute complete message in terminal, and update messages in PAC message box.\n* Implemented a new GPU type 0, which represent some older cards whose p-states can not be changed.\n* Tuned *amdgpu-pac* window format.\n\n#### New in Previous Release - [v2.3.1](https://github.com/Ricks-Lab/amdgpu-utils/releases/tag/v2.3.1)\n\n* Fixed and improved Python/Kernel compatibility checks.\n* Added Python2 compatible utility to check *amdgpu-utils* compatibility.\n* Fixed confusing mode/level fileptr names.\n* Removed CUSTOM PPM mode until I figure out syntax.\n* Implemented classification of card type based on how it implements frequency/voltage control. This is\nreported by *amdgpu-ls* and alters the behavior of both *amdgpu-pac* and *amdgpu-monitor*.\n* Changed dpkg error to a warning to handle custom driver installs.\n* Initial [User Guide](docs/USER_GUIDE.md) - [Need contributors!](https://github.com/Ricks-Lab/amdgpu-utils/issues/13)\n\n#### New in Previous Release - v2.3.0\n\n* Implemented a message box in amdgpu-pac to indicate details of PAC execution and indicate if sudo is pending\ncredential entry.\n* Implement more robust classification of card compatibility and only use compatible GPUs in the utilities.\n* Official release of amdgpu-pciid which updates a local list of GPU names from the official pci.ids website.\n* Optimized refresh of data by moving static items to a different function and only read those that are dynamic.\n* Power Cap and Fan parameters can be reset by setting to -1 in the *amdgpu-pac* interface.\n* Initial basic functionality for Radeon VII GPU!\n\n#### New in Previous Release - v2.2.0\n\n* Major bug fix in the way HWMON directory was determined. This fixes an issue in not seeing sensor files\ncorrectly when a some other card is resident in a PCIe slot.\n* Implemented logging option *--log* for amdgpu-monitor. A red indicator will indicate active logging\nand the target filename.\n* Implemented energy meter in amdgpu-monitor.\n* Implemented the ability to check the GPU extracted ID in a pci.ids file for correct model name.\nImplemented a function to extract only AMD information for the pci.ids file and store in the file\namd_pci_id.txt which is included in this distribution.\n* Optimized long, short, and decoded GPU model names.\n* Alpha release of a utility to update device decode data from the pci.ids website.\n\n#### New in Previous Release - v2.1.0\n\n* Significant bug fixes and error proofing. Added messages to stderr for missing driver related files.\n* Added fan monitor and control features.\n* Implemented --no_fan option across all tools. This eliminates the reading and display of fan parameters and\nuseful for those who have installed GPU waterblocks.\n* Implemented P-state masking, which limits available P-states to those specified. Useful for power management.\n* Fixed implementation of global variables that broke with implementation of modules in library.\n* Added more validation checks before writing parameters to cards.\n\n#### New in Previous Release - v2.0.0\n\n* Many bug fixes!\n* First release of amdgpu-pac.\n* Add check of amdgpu driver in the check of environment for all utilities. Add display of amdgpu driver\nversion.\n* Split list functions of the original amdgpu-monitor into amdgpu-ls.\n* Added --clinfo option to amdgpu-ls which will list openCL platform details for each GPU.\n* Added --ppm option to amdgpu-ls which will display the table of available power/performance modes\navailable for each GPU.\n* Error messages are now output to stderr instead stdout.\n* Added power cap and power/performance mode to the monitor utilities. I have also included them in\nthe amdgpu-ls display in addtion to the power cap limits.\n\n#### New in Previous Release - v1.1.0\n\n* Added --pstates feature to display table of p-states instead of GPU details.\n* Added more error checking and exit if no compatible AMD GPUs are found.\n\n#### New in Previous Release - v1.0.0\n\n* Completed implementation of the GPU Monitor tool.\n\n\n",
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