validateGPU - Validate GPU devices - MATLAB (original) (raw)

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Validate GPU devices

Since R2024b

Syntax

Description

validateGPU validates the currently selected GPU device. If no GPU device is selected, then the function validates the default device.

example

validateGPU(`"all"`) validates all GPU devices detected in your system.

example

validateGPU([ind](#mw%5F001de6d2-9267-4e4d-9a2f-1b8ece591904)) validates the GPU devices specified by indices ind.

Tip

Validating your GPU device is not required. Use the validateGPU function to diagnose problems with your GPU setup.

example

Examples

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Validate the currently selected GPU device. If no GPU device is selected, the function validates the default device. The validateGPU function prints the validation steps performed and an indication of whether each step passed, failed, or was skipped. If a validation step fails, the function prints a diagnostic message.

Beginning GPU validation

Performing system validation

CUDA-supported platform .................................................PASSED

CUDA-enabled graphics driver exists .....................................PASSED

Version: 537.70

CUDA-enabled graphics driver load .......................................PASSED

CUDA environment variables ..............................................PASSED

CUDA device count .......................................................PASSED

Found 2 devices.

GPU libraries load ......................................................PASSED

Performing device validation for device index 1

Device exists ...........................................................PASSED

NVIDIA RTX A5000

Device supported ........................................................PASSED

Device available ........................................................PASSED

Device is in 'Default' compute mode.

Device selectable .......................................................PASSED

Device memory allocation ................................................PASSED

Device kernel launch ....................................................PASSED

Finished GPU validation with no failures.

Validate all GPU devices present in your system. The validateGPU function performs a series of system validation checks once, and then a series of device validation steps once for each device detected.

Beginning GPU validation

Performing system validation

CUDA-supported platform .................................................PASSED

CUDA-enabled graphics driver exists .....................................PASSED

Version: 537.70

CUDA-enabled graphics driver load .......................................PASSED

CUDA environment variables ..............................................PASSED

CUDA device count .......................................................PASSED

Found 2 devices.

GPU libraries load ......................................................PASSED

Performing device validation for device index 1

Device exists ...........................................................PASSED

NVIDIA RTX A5000

Device supported ........................................................PASSED

Device available ........................................................PASSED

Device is in 'Default' compute mode.

Device selectable .......................................................PASSED

Device memory allocation ................................................PASSED

Device kernel launch ....................................................PASSED

Performing device validation for device index 2

Device exists ...........................................................PASSED

Quadro P620

Device supported ........................................................PASSED

Device available ........................................................PASSED

Device is in 'Default' compute mode.

Device selectable .......................................................PASSED

Device memory allocation ................................................PASSED

Device kernel launch ....................................................PASSED

Finished GPU validation with no failures.

Validate the GPU device with index 2.

Beginning GPU validation

Performing system validation

CUDA-supported platform .................................................PASSED

CUDA-enabled graphics driver exists .....................................PASSED

Version: 537.70

CUDA-enabled graphics driver load .......................................PASSED

CUDA environment variables ..............................................PASSED

CUDA device count .......................................................PASSED

Found 2 devices.

GPU libraries load ......................................................PASSED

Performing device validation for device index 2

Device exists ...........................................................PASSED

Quadro P620

Device supported ........................................................PASSED

Device available ........................................................PASSED

Device is in 'Default' compute mode.

Device selectable .......................................................PASSED

Device memory allocation ................................................PASSED

Device kernel launch ....................................................PASSED

Finished GPU validation with no failures.

If you have multiple GPU devices, then you can validate several using a single call to validateGPU by passing a vector of device indices as input. For example, to validate GPU devices 1 and 2, call validateGPU([1 2]).

Input Arguments

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Indices of GPU devices to validate, specified as an integer or vector of integers in the range 1 to gpuDeviceCount.

Example: 2

Example: [1 3]

Data Types: single | double | int8 | int16 | int32 | int64 | uint8 | uint16 | uint32 | uint64

Tips

Algorithms

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The validateGPU performs these system-level validation steps.

Validation Step Description
CUDA-supported platform CUDA® is supported on the operating system.
CUDA-enabled graphics driver exists A supported CUDA driver is found.
CUDA-enabled graphics driver load MATLAB® can load the CUDA driver.
CUDA environment variables No devices are hidden by environment variables such asCUDA_VISIBLE_DEVICES.
CUDA device count There is at least one device.
GPU libraries load MATLAB can load Parallel Computing Toolbox™ GPU libraries.

The validateGPU performs these device-level validation steps. If you validate more than one device, then these steps are repeated for each device.

Validation Step Description
Device exists MATLAB can detect the device.
Device supported The device's compute capability is supported by MATLAB.
Device available The device is in an available state.
Device selectable MATLAB can select the device.
Device memory allocation MATLAB can create a gpuArray.
Device kernel launch MATLAB can launch a GPU kernel.

Version History

Introduced in R2024b