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README.md

drivers.gpu.compute.pyzes

pyzes

Python bindings to the Intel Level-Zero-Driver Library

Provides a Python interface to GPU management and monitoring functions.

This is a wrapper around the Level-Zero-Driver library. For information about the Level-Zero-Driver library, see the spec document https://oneapi-src.github.io/level-zero-spec/level-zero/latest/index.html

Download the latest package from: https://github.com/oneapi-src/level-zero

The level-zero header file contains function documentation that is relevant to this wrapper. The header file is distributed with driver (ze_api.h and zes_api.h)

This module does not handles allocating structs before returning the desired value. Non-success codes are returned and respective error is printed.

REQUIREMENTS

  • Python 3.10 (required)
  • ctypes module (included in standard Python library)
  • Level Zero driver installed on the system

INSTALLATION

# Ensure you have Python 3.10 installed
python3.10 --version

# Install the package (when available)
pip install pyzes

USAGE

>>> from pyzes import *
>>> rc = zesInit(0)
>>> driver_count = c_uint32(0)
>>> rc = pyzes.zesDriverGet(byref(driver_count), None)
>>> print(f"Driver Count: {driver_count.value}")

C Structure and its python module class

struct zes_process_state_t {

zes_structure_type_t stype [in] type of this structure

const void *pNext [in][optional] must be null or a pointer to an extension-specific structure (i.e. contains stype and pNext).

uint32_t processId [out] Host OS process ID.

uint64_t memSize [out] Device memory size in bytes allocated by this process (may not necessarily be resident on the device at the time of reading).

uint64_t sharedSize [out] The size of shared device memory mapped into this process (may not necessarily be resident on the device at the time of reading).

zes_engine_type_flags_t engines [out] Bitfield of accelerator engine types being used by this process. }

Python Class class zes_process_state_t(Structure): fields = [ ("pid", c_uint32), ("command", c_char * ZES_STRING_PROPERTY_SIZE), ("memSize", c_uint64), # in bytes ("sharedMemSize", c_uint64),# in bytes ("engineType", zes_engine_type_flags_t), ("subdeviceId", c_uint32), ]

FUNCTIONS

Python methods wrap Level-Zero-Driver functions, implemented in a C shared library. Each function's use is the same:

  • C function output parameters are filled in with values, and return codes are returned.
ze_result_t zesDeviceGetProperties(
    zes_device_handle_t hDevice,
    zes_device_properties_t* pProperties);
	
>>> props = zes_device_properties_t()
>>> props.stype = ZES_STRUCTURE_TYPE_DEVICE_PROPERTIES
>>> props.pNext = None
>>> pyzes.zesDeviceGetProperties(devices[i], byref(props))

  • C structs are converted into Python classes.
// C Function and typedef struct

ze_result_t zesDeviceGetProperties(
    zes_device_handle_t hDevice,
    zes_device_properties_t* pProperties);

typedef struct _zes_device_properties_t
{
	zes_structure_type_t stype; 
	void* pNext;
	ze_device_properties_t core;
	uint32_t numSubdevices; 
	char serialNumber[ZES_STRING_PROPERTY_SIZE];
	char boardNumber[ZES_STRING_PROPERTY_SIZE]; 
	char brandName[ZES_STRING_PROPERTY_SIZE];   
	char modelName[ZES_STRING_PROPERTY_SIZE];   
	char vendorName[ZES_STRING_PROPERTY_SIZE];  
	char driverVersion[ZES_STRING_PROPERTY_SIZE]
} zes_device_properties_t;

>>>print(f"numSubdevices: {props.numSubdevices}")
>>>print(f"serialNumber:  {props.serialNumber}")
>>>print(f"boardNumber:   {props.boardNumber}")
>>>print(f"brandName: {props.brandName}")
>>>print(f"modelName: {props.modelName}")
>>>print(f"driverVersion: {props.driverVersion}")
>>>print(f"coreClockMHz: {props.core.coreClockRate}")

HOW TO USE STRUCTURE CHAINING

>>> props = zes_device_properties_t()
>>> props.stype = ZES_STRUCTURE_TYPE_DEVICE_PROPERTIES
>>> ext = zes_device_ext_properties_t()
>>> ext.stype = ZES_STRUCTURE_TYPE_DEVICE_EXT_PROPERTIES
>>> ext.pNext = None
>>> base.pNext = cast(pointer(ext), c_void_p)
>>> pyzes.zesDeviceGetProperties(devices[i], byref(props))
>>> print(f"Extension properties flags: {ext.flags}")

For more information see the Level-Zero-Driver documentation.

VARIABLES

All meaningful constants and enums are exposed in Python module.

SUPPORTED APIs

API Function Module Since Version Limitations
zesInit Device 0.1.0 None
zesDriverGet Device 0.1.0 None
zesDeviceGet Device 0.1.0 None
zesDeviceGetProperties Device 0.1.0 None
zesDriverGetDeviceByUuidExp Device 0.1.0 Experimental API
zesDeviceProcessesGetState Device 0.1.0 None
Memory Management - - -
zesDeviceEnumMemoryModules Memory 0.1.0 None
zesMemoryGetProperties Memory 0.1.0 None
zesMemoryGetState Memory 0.1.0 None
zesMemoryGetBandwidth Memory 0.1.0 Linux: Requires superuser or read permissions for telem nodes
Power Management - - -
zesDeviceEnumPowerDomains Power 0.1.0 None
zesPowerGetEnergyCounter Power 0.1.0 Linux: Requires superuser or read permissions for telem nodes
Frequency Management - - -
zesDeviceEnumFrequencyDomains Frequency 0.1.0 None
zesFrequencyGetState Frequency 0.1.0 None
Temperature Monitoring - - -
zesDeviceEnumTemperatureSensors Temperature 0.1.0 None
zesTemperatureGetProperties Temperature 0.1.0 None
zesTemperatureGetConfig Temperature 0.1.0 None
zesTemperatureGetState Temperature 0.1.0 Linux: Requires superuser or read permissions for telem nodes
Engine Management - - -
zesDeviceEnumEngineGroups Engine 0.1.0 Linux: Shows "no handles found" error when not in superuser mode
zesEngineGetProperties Engine 0.1.0 None
zesEngineGetActivity Engine 0.1.0 None

RELEASE NOTES

Version 0.1.0 (Initial Release)

  • Initial release of pyzes Python bindings for Intel Level-Zero Driver Library
  • Added pyzes.py module with Python binding wrapper functions
  • Added pyzes_example.py and pyzes_black_box_test.py as sample applications
  • Supported API modules:
    • Device Management APIs
    • Memory Management APIs
    • Power Management APIs
    • Frequency Management APIs
    • Temperature Monitoring APIs
    • Engine Management APIs

Notes: Linux: zesPowerGetEnergyCounter zesTemperatureGetState zesMemoryGetBandwidth

The above APIs needs user to be in superuser/root mode or have read permissions for telem nodes
Telem Node Directory: /sys/class/intel_pmt/telem(1/2/3/4)/telem

zesDeviceEnumEngineGroups shows no handles found error when not in super user mode.

Contributing

See CONTRIBUTING for more information.

License

Distributed under the MIT license. See LICENSE for more information.

Security

See Intel's Security Center for information on how to report a potential security issue or vulnerability.

See also SECURITY.