# Python bindings for the NVML library ## from ctypes import * from ctypes.util import find_library import sys import os import threading import string ## C Type mappings ## ## Enums _nvmlEnableState_t = c_uint NVML_FEATURE_DISABLED = 0 NVML_FEATURE_ENABLED = 1 _nvmlBrandType_t = c_uint NVML_BRAND_UNKNOWN = 0 NVML_BRAND_QUADRO = 1 NVML_BRAND_TESLA = 2 NVML_BRAND_NVS = 3 NVML_BRAND_GRID = 4 NVML_BRAND_GEFORCE = 5 NVML_BRAND_COUNT = 6 _nvmlTemperatureThresholds_t = c_uint NVML_TEMPERATURE_THRESHOLD_SHUTDOWN = 0 NVML_TEMPERATURE_THRESHOLD_SLOWDOWN = 1 NVML_TEMPERATURE_THRESHOLD_COUNT = 1 _nvmlTemperatureSensors_t = c_uint NVML_TEMPERATURE_GPU = 0 NVML_TEMPERATURE_COUNT = 1 _nvmlComputeMode_t = c_uint NVML_COMPUTEMODE_DEFAULT = 0 NVML_COMPUTEMODE_EXCLUSIVE_THREAD = 1 ## Support Removed NVML_COMPUTEMODE_PROHIBITED = 2 NVML_COMPUTEMODE_EXCLUSIVE_PROCESS = 3 NVML_COMPUTEMODE_COUNT = 4 _nvmlMemoryLocation_t = c_uint NVML_MEMORY_LOCATION_L1_CACHE = 0 NVML_MEMORY_LOCATION_L2_CACHE = 1 NVML_MEMORY_LOCATION_DEVICE_MEMORY = 2 NVML_MEMORY_LOCATION_REGISTER_FILE = 3 NVML_MEMORY_LOCATION_TEXTURE_MEMORY = 4 NVML_MEMORY_LOCATION_TEXTURE_SHM = 5 NVML_MEMORY_LOCATION_COUNT = 6 NVML_NVLINK_MAX_LANES = 4 _nvmlNvLinkErrorCounter_t = c_uint NVML_NVLINK_ERROR_DL_REPLAY = 0 NVML_NVLINK_ERROR_DL_RECOVERY = 1 NVML_NVLINK_ERROR_DL_CRC_FLIT = 2 NVML_NVLINK_ERROR_DL_CRC_DATA = 3 NVML_NVLINK_ERROR_COUNT = 4 _nvmlNvLinkCapability_t = c_uint NVML_NVLINK_CAP_P2P_SUPPORTED = 0 NVML_NVLINK_CAP_SYSMEM_ACCESS = 1 NVML_NVLINK_CAP_P2P_ATOMICS = 2 NVML_NVLINK_CAP_SYSMEM_ATOMICS= 3 NVML_NVLINK_CAP_SLI_BRIDGE = 4 NVML_NVLINK_CAP_VALID = 5 NVML_NVLINK_CAP_COUNT = 6 _nvmlNvLinkUtilizationCountPktTypes_t = c_uint NVML_NVLINK_COUNTER_PKTFILTER_NOP = 0x1 NVML_NVLINK_COUNTER_PKTFILTER_READ = 0x2 NVML_NVLINK_COUNTER_PKTFILTER_WRITE = 0x4 NVML_NVLINK_COUNTER_PKTFILTER_RATOM = 0x8 NVML_NVLINK_COUNTER_PKTFILTER_NRATOM = 0x10 NVML_NVLINK_COUNTER_PKTFILTER_FLUSH = 0x20 NVML_NVLINK_COUNTER_PKTFILTER_RESPDATA = 0x40 NVML_NVLINK_COUNTER_PKTFILTER_RESPNODATA = 0x80 NVML_NVLINK_COUNTER_PKTFILTER_ALL = 0xFF _nvmlNvLinkUtilizationCountUnits_t = c_uint NVML_NVLINK_COUNTER_UNIT_CYCLES = 0 NVML_NVLINK_COUNTER_UNIT_PACKETS = 1 NVML_NVLINK_COUNTER_UNIT_BYTES = 2 NVML_NVLINK_COUNTER_UNIT_COUNT = 3 # These are deprecated, instead use _nvmlMemoryErrorType_t _nvmlEccBitType_t = c_uint NVML_SINGLE_BIT_ECC = 0 NVML_DOUBLE_BIT_ECC = 1 NVML_ECC_ERROR_TYPE_COUNT = 2 _nvmlEccCounterType_t = c_uint NVML_VOLATILE_ECC = 0 NVML_AGGREGATE_ECC = 1 NVML_ECC_COUNTER_TYPE_COUNT = 2 _nvmlMemoryErrorType_t = c_uint NVML_MEMORY_ERROR_TYPE_CORRECTED = 0 NVML_MEMORY_ERROR_TYPE_UNCORRECTED = 1 NVML_MEMORY_ERROR_TYPE_COUNT = 2 _nvmlClockType_t = c_uint NVML_CLOCK_GRAPHICS = 0 NVML_CLOCK_SM = 1 NVML_CLOCK_MEM = 2 NVML_CLOCK_VIDEO = 3 NVML_CLOCK_COUNT = 4 _nvmlClockId_t = c_uint NVML_CLOCK_ID_CURRENT = 0 NVML_CLOCK_ID_APP_CLOCK_TARGET = 1 NVML_CLOCK_ID_APP_CLOCK_DEFAULT = 2 NVML_CLOCK_ID_CUSTOMER_BOOST_MAX = 3 NVML_CLOCK_ID_COUNT = 4 _nvmlDriverModel_t = c_uint NVML_DRIVER_WDDM = 0 NVML_DRIVER_WDM = 1 _nvmlPstates_t = c_uint NVML_PSTATE_0 = 0 NVML_PSTATE_1 = 1 NVML_PSTATE_2 = 2 NVML_PSTATE_3 = 3 NVML_PSTATE_4 = 4 NVML_PSTATE_5 = 5 NVML_PSTATE_6 = 6 NVML_PSTATE_7 = 7 NVML_PSTATE_8 = 8 NVML_PSTATE_9 = 9 NVML_PSTATE_10 = 10 NVML_PSTATE_11 = 11 NVML_PSTATE_12 = 12 NVML_PSTATE_13 = 13 NVML_PSTATE_14 = 14 NVML_PSTATE_15 = 15 NVML_PSTATE_UNKNOWN = 32 _nvmlInforomObject_t = c_uint NVML_INFOROM_OEM = 0 NVML_INFOROM_ECC = 1 NVML_INFOROM_POWER = 2 NVML_INFOROM_COUNT = 3 _nvmlReturn_t = c_uint NVML_SUCCESS = 0 NVML_ERROR_UNINITIALIZED = 1 NVML_ERROR_INVALID_ARGUMENT = 2 NVML_ERROR_NOT_SUPPORTED = 3 NVML_ERROR_NO_PERMISSION = 4 NVML_ERROR_ALREADY_INITIALIZED = 5 NVML_ERROR_NOT_FOUND = 6 NVML_ERROR_INSUFFICIENT_SIZE = 7 NVML_ERROR_INSUFFICIENT_POWER = 8 NVML_ERROR_DRIVER_NOT_LOADED = 9 NVML_ERROR_TIMEOUT = 10 NVML_ERROR_IRQ_ISSUE = 11 NVML_ERROR_LIBRARY_NOT_FOUND = 12 NVML_ERROR_FUNCTION_NOT_FOUND = 13 NVML_ERROR_CORRUPTED_INFOROM = 14 NVML_ERROR_GPU_IS_LOST = 15 NVML_ERROR_RESET_REQUIRED = 16 NVML_ERROR_OPERATING_SYSTEM = 17 NVML_ERROR_LIB_RM_VERSION_MISMATCH = 18 NVML_ERROR_IN_USE = 19 NVML_ERROR_MEMORY = 20 NVML_ERROR_UNKNOWN = 999 _nvmlFanState_t = c_uint NVML_FAN_NORMAL = 0 NVML_FAN_FAILED = 1 _nvmlLedColor_t = c_uint NVML_LED_COLOR_GREEN = 0 NVML_LED_COLOR_AMBER = 1 _nvmlGpuOperationMode_t = c_uint NVML_GOM_ALL_ON = 0 NVML_GOM_COMPUTE = 1 NVML_GOM_LOW_DP = 2 _nvmlPageRetirementCause_t = c_uint NVML_PAGE_RETIREMENT_CAUSE_DOUBLE_BIT_ECC_ERROR = 0 NVML_PAGE_RETIREMENT_CAUSE_MULTIPLE_SINGLE_BIT_ECC_ERRORS = 1 NVML_PAGE_RETIREMENT_CAUSE_COUNT = 2 _nvmlRestrictedAPI_t = c_uint NVML_RESTRICTED_API_SET_APPLICATION_CLOCKS = 0 NVML_RESTRICTED_API_SET_AUTO_BOOSTED_CLOCKS = 1 NVML_RESTRICTED_API_COUNT = 2 _nvmlBridgeChipType_t = c_uint NVML_BRIDGE_CHIP_PLX = 0 NVML_BRIDGE_CHIP_BRO4 = 1 NVML_MAX_PHYSICAL_BRIDGE = 128 _nvmlValueType_t = c_uint NVML_VALUE_TYPE_DOUBLE = 0 NVML_VALUE_TYPE_UNSIGNED_INT = 1 NVML_VALUE_TYPE_UNSIGNED_LONG = 2 NVML_VALUE_TYPE_UNSIGNED_LONG_LONG = 3 NVML_VALUE_TYPE_COUNT = 4 _nvmlPerfPolicyType_t = c_uint NVML_PERF_POLICY_POWER = 0 NVML_PERF_POLICY_THERMAL = 1 NVML_PERF_POLICY_SYNC_BOOST = 2 NVML_PERF_POLICY_BOARD_LIMIT = 3 NVML_PERF_POLICY_LOW_UTILIZATION = 4 NVML_PERF_POLICY_RELIABILITY = 5 NVML_PERF_POLICY_COUNT = 6 _nvmlEncoderQueryType_t = c_uint NVML_ENCODER_QUERY_H264 = 0 NVML_ENCODER_QUERY_HEVC = 1 _nvmlSamplingType_t = c_uint NVML_TOTAL_POWER_SAMPLES = 0 NVML_GPU_UTILIZATION_SAMPLES = 1 NVML_MEMORY_UTILIZATION_SAMPLES = 2 NVML_ENC_UTILIZATION_SAMPLES = 3 NVML_DEC_UTILIZATION_SAMPLES = 4 NVML_PROCESSOR_CLK_SAMPLES = 5 NVML_MEMORY_CLK_SAMPLES = 6 NVML_SAMPLINGTYPE_COUNT = 7 _nvmlPcieUtilCounter_t = c_uint NVML_PCIE_UTIL_TX_BYTES = 0 NVML_PCIE_UTIL_RX_BYTES = 1 NVML_PCIE_UTIL_COUNT = 2 _nvmlGpuTopologyLevel_t = c_uint NVML_TOPOLOGY_INTERNAL = 0 NVML_TOPOLOGY_SINGLE = 10 NVML_TOPOLOGY_MULTIPLE = 20 NVML_TOPOLOGY_HOSTBRIDGE = 30 NVML_TOPOLOGY_CPU = 40 NVML_TOPOLOGY_SYSTEM = 50 _nvmlGpuP2PCapsIndex_t = c_uint NVML_P2P_CAPS_INDEX_READ = 0, NVML_P2P_CAPS_INDEX_WRITE = 1 NVML_P2P_CAPS_INDEX_NVLINK =2 NVML_P2P_CAPS_INDEX_ATOMICS = 3 NVML_P2P_CAPS_INDEX_PROP = 4 NVML_P2P_CAPS_INDEX_LOOPBACK = 5 NVML_P2P_CAPS_INDEX_UNKNOWN = 6 _nvmlGpuP2PStatus_t = c_uint NVML_P2P_STATUS_OK = 0 NVML_P2P_STATUS_CHIPSET_NOT_SUPPORED = 1 NVML_P2P_STATUS_GPU_NOT_SUPPORTED = 2 NVML_P2P_STATUS_IOH_TOPOLOGY_NOT_SUPPORTED =3 NVML_P2P_STATUS_DISABLED_BY_REGKEY =4 NVML_P2P_STATUS_NOT_SUPPORTED =5 NVML_P2P_STATUS_UNKNOWN =6 # C preprocessor defined values nvmlFlagDefault = 0 nvmlFlagForce = 1 # buffer size NVML_DEVICE_INFOROM_VERSION_BUFFER_SIZE = 16 NVML_DEVICE_UUID_BUFFER_SIZE = 80 NVML_SYSTEM_DRIVER_VERSION_BUFFER_SIZE = 81 NVML_SYSTEM_NVML_VERSION_BUFFER_SIZE = 80 NVML_DEVICE_NAME_BUFFER_SIZE = 64 NVML_DEVICE_SERIAL_BUFFER_SIZE = 30 NVML_DEVICE_PART_NUMBER_BUFFER_SIZE = 80 NVML_DEVICE_VBIOS_VERSION_BUFFER_SIZE = 32 NVML_DEVICE_PCI_BUS_ID_BUFFER_SIZE = 16 NVML_GRID_LICENSE_BUFFER_SIZE = 128 NVML_VALUE_NOT_AVAILABLE_ulonglong = c_ulonglong(-1) NVML_VALUE_NOT_AVAILABLE_uint = c_uint(-1) ## Enums needed for the method nvmlDeviceGetVirtualizationMode and nvmlDeviceSetVirtualizationMode NVML_GPU_VIRTUALIZATION_MODE_NONE = 0 # Represents Bare Metal GPU NVML_GPU_VIRTUALIZATION_MODE_PASSTHROUGH = 1 # Device is associated with GPU-Passthorugh NVML_GPU_VIRTUALIZATION_MODE_VGPU = 2 # Device is associated with vGPU inside virtual machine. NVML_GPU_VIRTUALIZATION_MODE_HOST_VGPU = 3 # Device is associated with VGX hypervisor in vGPU mode NVML_GPU_VIRTUALIZATION_MODE_HOST_VSGA = 4 # Device is associated with VGX hypervisor in vSGA mode ## Lib loading ## nvmlLib = None libLoadLock = threading.Lock() _nvmlLib_refcount = 0 # Incremented on each nvmlInit and decremented on nvmlShutdown ## vGPU Management _nvmlVgpuTypeId_t = c_uint _nvmlVgpuInstance_t = c_uint _nvmlVgpuVmIdType_t = c_uint NVML_VGPU_VM_ID_DOMAIN_ID = 0 NVML_VGPU_VM_ID_UUID = 1 ## Error Checking ## class NVMLError(Exception): _valClassMapping = dict() # List of currently known error codes _errcode_to_string = { NVML_ERROR_UNINITIALIZED: "Uninitialized", NVML_ERROR_INVALID_ARGUMENT: "Invalid Argument", NVML_ERROR_NOT_SUPPORTED: "Not Supported", NVML_ERROR_NO_PERMISSION: "Insufficient Permissions", NVML_ERROR_ALREADY_INITIALIZED: "Already Initialized", NVML_ERROR_NOT_FOUND: "Not Found", NVML_ERROR_INSUFFICIENT_SIZE: "Insufficient Size", NVML_ERROR_INSUFFICIENT_POWER: "Insufficient External Power", NVML_ERROR_DRIVER_NOT_LOADED: "Driver Not Loaded", NVML_ERROR_TIMEOUT: "Timeout", NVML_ERROR_IRQ_ISSUE: "Interrupt Request Issue", NVML_ERROR_LIBRARY_NOT_FOUND: "NVML Shared Library Not Found", NVML_ERROR_FUNCTION_NOT_FOUND: "Function Not Found", NVML_ERROR_CORRUPTED_INFOROM: "Corrupted infoROM", NVML_ERROR_GPU_IS_LOST: "GPU is lost", NVML_ERROR_RESET_REQUIRED: "GPU requires restart", NVML_ERROR_OPERATING_SYSTEM: "The operating system has blocked the request.", NVML_ERROR_LIB_RM_VERSION_MISMATCH: "RM has detected an NVML/RM version mismatch.", NVML_ERROR_MEMORY: "Insufficient Memory", NVML_ERROR_UNKNOWN: "Unknown Error", } def __new__(typ, value): ''' Maps value to a proper subclass of NVMLError. See _extractNVMLErrorsAsClasses function for more details ''' if typ == NVMLError: typ = NVMLError._valClassMapping.get(value, typ) obj = Exception.__new__(typ) obj.value = value return obj def __str__(self): try: if self.value not in NVMLError._errcode_to_string: NVMLError._errcode_to_string[self.value] = str(nvmlErrorString(self.value)) return NVMLError._errcode_to_string[self.value] except NVMLError_Uninitialized: return "NVML Error with code %d" % self.value def __eq__(self, other): return self.value == other.value def nvmlExceptionClass(nvmlErrorCode): if nvmlErrorCode not in NVMLError._valClassMapping: raise ValueError('nvmlErrorCode %s is not valid' % nvmlErrorCode) return NVMLError._valClassMapping[nvmlErrorCode] def _extractNVMLErrorsAsClasses(): ''' Generates a hierarchy of classes on top of NVMLError class. Each NVML Error gets a new NVMLError subclass. This way try,except blocks can filter appropriate exceptions more easily. NVMLError is a parent class. Each NVML_ERROR_* gets it's own subclass. e.g. NVML_ERROR_ALREADY_INITIALIZED will be turned into NVMLError_AlreadyInitialized ''' this_module = sys.modules[__name__] nvmlErrorsNames = filter(lambda x: x.startswith("NVML_ERROR_"), dir(this_module)) for err_name in nvmlErrorsNames: # e.g. Turn NVML_ERROR_ALREADY_INITIALIZED into NVMLError_AlreadyInitialized class_name = "NVMLError_" + string.capwords(err_name.replace("NVML_ERROR_", ""), "_").replace("_", "") err_val = getattr(this_module, err_name) def gen_new(val): def new(typ): obj = NVMLError.__new__(typ, val) return obj return new new_error_class = type(class_name, (NVMLError,), {'__new__': gen_new(err_val)}) new_error_class.__module__ = __name__ setattr(this_module, class_name, new_error_class) NVMLError._valClassMapping[err_val] = new_error_class _extractNVMLErrorsAsClasses() def _nvmlCheckReturn(ret): if (ret != NVML_SUCCESS): raise NVMLError(ret) return ret ## Function access ## _nvmlGetFunctionPointer_cache = dict() # function pointers are cached to prevent unnecessary libLoadLock locking def _nvmlGetFunctionPointer(name): global nvmlLib if name in _nvmlGetFunctionPointer_cache: return _nvmlGetFunctionPointer_cache[name] libLoadLock.acquire() try: # ensure library was loaded if (nvmlLib == None): raise NVMLError(NVML_ERROR_UNINITIALIZED) try: _nvmlGetFunctionPointer_cache[name] = getattr(nvmlLib, name) return _nvmlGetFunctionPointer_cache[name] except AttributeError: raise NVMLError(NVML_ERROR_FUNCTION_NOT_FOUND) finally: # lock is always freed libLoadLock.release() ## Alternative object # Allows the object to be printed # Allows mismatched types to be assigned # - like None when the Structure variant requires c_uint class nvmlFriendlyObject(object): def __init__(self, dictionary): for x in dictionary: setattr(self, x, dictionary[x]) def __str__(self): return self.__dict__.__str__() def nvmlStructToFriendlyObject(struct): d = {} for x in struct._fields_: key = x[0] value = getattr(struct, key) d[key] = value obj = nvmlFriendlyObject(d) return obj # pack the object so it can be passed to the NVML library def nvmlFriendlyObjectToStruct(obj, model): for x in model._fields_: key = x[0] value = obj.__dict__[key] setattr(model, key, value) return model ## Unit structures class struct_c_nvmlUnit_t(Structure): pass # opaque handle c_nvmlUnit_t = POINTER(struct_c_nvmlUnit_t) class _PrintableStructure(Structure): """ Abstract class that produces nicer __str__ output than ctypes.Structure. e.g. instead of: >>> print str(obj) this class will print class_name(field_name: formatted_value, field_name: formatted_value) _fmt_ dictionary of -> e.g. class that has _field_ 'hex_value', c_uint could be formatted with _fmt_ = {"hex_value" : "%08X"} to produce nicer output. Default fomratting string for all fields can be set with key "" like: _fmt_ = {"" : "%d MHz"} # e.g all values are numbers in MHz. If not set it's assumed to be just "%s" Exact format of returned str from this class is subject to change in the future. """ _fmt_ = {} def __str__(self): result = [] for x in self._fields_: key = x[0] value = getattr(self, key) fmt = "%s" if key in self._fmt_: fmt = self._fmt_[key] elif "" in self._fmt_: fmt = self._fmt_[""] result.append(("%s: " + fmt) % (key, value)) return self.__class__.__name__ + "(" + string.join(result, ", ") + ")" class c_nvmlUnitInfo_t(_PrintableStructure): _fields_ = [ ('name', c_char * 96), ('id', c_char * 96), ('serial', c_char * 96), ('firmwareVersion', c_char * 96), ] class c_nvmlLedState_t(_PrintableStructure): _fields_ = [ ('cause', c_char * 256), ('color', _nvmlLedColor_t), ] class c_nvmlPSUInfo_t(_PrintableStructure): _fields_ = [ ('state', c_char * 256), ('current', c_uint), ('voltage', c_uint), ('power', c_uint), ] class c_nvmlUnitFanInfo_t(_PrintableStructure): _fields_ = [ ('speed', c_uint), ('state', _nvmlFanState_t), ] class c_nvmlUnitFanSpeeds_t(_PrintableStructure): _fields_ = [ ('fans', c_nvmlUnitFanInfo_t * 24), ('count', c_uint) ] ## Device structures class struct_c_nvmlDevice_t(Structure): pass # opaque handle c_nvmlDevice_t = POINTER(struct_c_nvmlDevice_t) class nvmlPciInfo_t(_PrintableStructure): _fields_ = [ ('busId', c_char * 16), ('domain', c_uint), ('bus', c_uint), ('device', c_uint), ('pciDeviceId', c_uint), # Added in 2.285 ('pciSubSystemId', c_uint), ('reserved0', c_uint), ('reserved1', c_uint), ('reserved2', c_uint), ('reserved3', c_uint), ] _fmt_ = { 'domain' : "0x%04X", 'bus' : "0x%02X", 'device' : "0x%02X", 'pciDeviceId' : "0x%08X", 'pciSubSystemId' : "0x%08X", } class nvmlNvLinkUtilizationControl_t(_PrintableStructure): _fields_ = [ ('units', _nvmlNvLinkUtilizationCountUnits_t), ('pktfilter', _nvmlNvLinkUtilizationCountPktTypes_t), ] class c_nvmlMemory_t(_PrintableStructure): _fields_ = [ ('total', c_ulonglong), ('free', c_ulonglong), ('used', c_ulonglong), ] _fmt_ = {'': "%d B"} class c_nvmlBAR1Memory_t(_PrintableStructure): _fields_ = [ ('bar1Total', c_ulonglong), ('bar1Free', c_ulonglong), ('bar1Used', c_ulonglong), ] _fmt_ = {'': "%d B"} # On Windows with the WDDM driver, usedGpuMemory is reported as None # Code that processes this structure should check for None, I.E. # # if (info.usedGpuMemory == None): # # TODO handle the error # pass # else: # print("Using %d MiB of memory" % (info.usedGpuMemory / 1024 / 1024)) # # See NVML documentation for more information class c_nvmlProcessInfo_t(_PrintableStructure): _fields_ = [ ('pid', c_uint), ('usedGpuMemory', c_ulonglong), ] _fmt_ = {'usedGpuMemory': "%d B"} class c_nvmlBridgeChipInfo_t(_PrintableStructure): _fields_ = [ ('type', _nvmlBridgeChipType_t), ('fwVersion', c_uint), ] class c_nvmlBridgeChipHierarchy_t(_PrintableStructure): _fields_ = [ ('bridgeCount', c_uint), ('bridgeChipInfo', c_nvmlBridgeChipInfo_t * 128), ] class c_nvmlEccErrorCounts_t(_PrintableStructure): _fields_ = [ ('l1Cache', c_ulonglong), ('l2Cache', c_ulonglong), ('deviceMemory', c_ulonglong), ('registerFile', c_ulonglong), ] class c_nvmlUtilization_t(_PrintableStructure): _fields_ = [ ('gpu', c_uint), ('memory', c_uint), ] _fmt_ = {'': "%d %%"} # Added in 2.285 class c_nvmlHwbcEntry_t(_PrintableStructure): _fields_ = [ ('hwbcId', c_uint), ('firmwareVersion', c_char * 32), ] class c_nvmlValue_t(Union): _fields_ = [ ('dVal', c_double), ('uiVal', c_uint), ('ulVal', c_ulong), ('ullVal', c_ulonglong), ] class c_nvmlSample_t(_PrintableStructure): _fields_ = [ ('timeStamp', c_ulonglong), ('sampleValue', c_nvmlValue_t), ] class c_nvmlViolationTime_t(_PrintableStructure): _fields_ = [ ('referenceTime', c_ulonglong), ('violationTime', c_ulonglong), ] class c_nvmlVgpuInstanceUtilizationSample_t(_PrintableStructure): _fields_ = [ ('vgpuInstance', _nvmlVgpuInstance_t), ('timeStamp', c_ulonglong), ('smUtil', c_nvmlValue_t), ('memUtil', c_nvmlValue_t), ('encUtil', c_nvmlValue_t), ('decUtil', c_nvmlValue_t), ] class c_nvmlVgpuProcessUtilizationSample_t(_PrintableStructure): _fields_ = [ ('vgpuInstance', _nvmlVgpuInstance_t), ('pid', c_uint), ('processName', c_char * 64), ('timeStamp', c_ulonglong), ('smUtil', c_nvmlValue_t), ('memUtil', c_nvmlValue_t), ('encUtil', c_nvmlValue_t), ('decUtil', c_nvmlValue_t), ] ## Event structures class struct_c_nvmlEventSet_t(Structure): pass # opaque handle c_nvmlEventSet_t = POINTER(struct_c_nvmlEventSet_t) nvmlEventTypeSingleBitEccError = 0x0000000000000001 nvmlEventTypeDoubleBitEccError = 0x0000000000000002 nvmlEventTypePState = 0x0000000000000004 nvmlEventTypeXidCriticalError = 0x0000000000000008 nvmlEventTypeClock = 0x0000000000000010 nvmlEventTypeNone = 0x0000000000000000 nvmlEventTypeAll = ( nvmlEventTypeNone | nvmlEventTypeSingleBitEccError | nvmlEventTypeDoubleBitEccError | nvmlEventTypePState | nvmlEventTypeClock | nvmlEventTypeXidCriticalError ) ## Clock Throttle Reasons defines nvmlClocksThrottleReasonGpuIdle = 0x0000000000000001 nvmlClocksThrottleReasonApplicationsClocksSetting = 0x0000000000000002 nvmlClocksThrottleReasonUserDefinedClocks = nvmlClocksThrottleReasonApplicationsClocksSetting # deprecated, use nvmlClocksThrottleReasonApplicationsClocksSetting nvmlClocksThrottleReasonSwPowerCap = 0x0000000000000004 nvmlClocksThrottleReasonHwSlowdown = 0x0000000000000008 nvmlClocksThrottleReasonSyncBoost = 0x0000000000000010 nvmlClocksThrottleReasonUnknown = 0x8000000000000000 nvmlClocksThrottleReasonNone = 0x0000000000000000 nvmlClocksThrottleReasonAll = ( nvmlClocksThrottleReasonNone | nvmlClocksThrottleReasonGpuIdle | nvmlClocksThrottleReasonApplicationsClocksSetting | nvmlClocksThrottleReasonSwPowerCap | nvmlClocksThrottleReasonHwSlowdown | nvmlClocksThrottleReasonSyncBoost | nvmlClocksThrottleReasonUnknown ) class c_nvmlEventData_t(_PrintableStructure): _fields_ = [ ('device', c_nvmlDevice_t), ('eventType', c_ulonglong), ('eventData', c_ulonglong) ] _fmt_ = {'eventType': "0x%08X"} class c_nvmlAccountingStats_t(_PrintableStructure): _fields_ = [ ('gpuUtilization', c_uint), ('memoryUtilization', c_uint), ('maxMemoryUsage', c_ulonglong), ('time', c_ulonglong), ('startTime', c_ulonglong), ('isRunning', c_uint), ('reserved', c_uint * 5) ] class c_nvmlXidEntry_t(_PrintableStructure): _fields_ = [ ('xidTimeStamp', c_int), ('xidNumber', c_uint) ] class c_nvmlXidData_t(_PrintableStructure): _fields_ = [ ('xidFirstEntryCount', c_uint), ('xidFirstEntry', c_nvmlXidEntry_t * 10), ('xidLastEntryCount', c_uint), ('xidLastEntry', c_nvmlXidEntry_t * 10), ] ## C function wrappers ## def nvmlInit(): _LoadNvmlLibrary() # # Initialize the library # fn = _nvmlGetFunctionPointer("nvmlInit_v2") ret = fn() _nvmlCheckReturn(ret) # Atomically update refcount global _nvmlLib_refcount libLoadLock.acquire() _nvmlLib_refcount += 1 libLoadLock.release() return None def _LoadNvmlLibrary(): ''' Load the library if it isn't loaded already ''' global nvmlLib if (nvmlLib == None): # lock to ensure only one caller loads the library libLoadLock.acquire() try: # ensure the library still isn't loaded if (nvmlLib == None): try: if (sys.platform[:3] == "win"): # cdecl calling convention # load nvml.dll from %ProgramFiles%/NVIDIA Corporation/NVSMI/nvml.dll nvmlLib = CDLL(os.path.join(os.getenv("ProgramFiles", "C:/Program Files"), "NVIDIA Corporation/NVSMI/nvml.dll")) else: # assume linux nvmlLib = CDLL("libnvidia-ml.so.1") except OSError as ose: _nvmlCheckReturn(NVML_ERROR_LIBRARY_NOT_FOUND) if (nvmlLib == None): _nvmlCheckReturn(NVML_ERROR_LIBRARY_NOT_FOUND) finally: # lock is always freed libLoadLock.release() def nvmlShutdown(): # # Leave the library loaded, but shutdown the interface # fn = _nvmlGetFunctionPointer("nvmlShutdown") ret = fn() _nvmlCheckReturn(ret) # Atomically update refcount global _nvmlLib_refcount libLoadLock.acquire() if (0 < _nvmlLib_refcount): _nvmlLib_refcount -= 1 libLoadLock.release() return None # Added in 2.285 def nvmlErrorString(result): fn = _nvmlGetFunctionPointer("nvmlErrorString") fn.restype = c_char_p # otherwise return is an int ret = fn(result) return ret # Added in 2.285 def nvmlSystemGetNVMLVersion(): c_version = create_string_buffer(NVML_SYSTEM_NVML_VERSION_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlSystemGetNVMLVersion") ret = fn(c_version, c_uint(NVML_SYSTEM_NVML_VERSION_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_version.value # Added in 2.285 def nvmlSystemGetProcessName(pid): c_name = create_string_buffer(1024) fn = _nvmlGetFunctionPointer("nvmlSystemGetProcessName") ret = fn(c_uint(pid), c_name, c_uint(1024)) _nvmlCheckReturn(ret) return c_name.value def nvmlSystemGetDriverVersion(): c_version = create_string_buffer(NVML_SYSTEM_DRIVER_VERSION_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlSystemGetDriverVersion") ret = fn(c_version, c_uint(NVML_SYSTEM_DRIVER_VERSION_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_version.value # Added in 2.285 def nvmlSystemGetHicVersion(): c_count = c_uint(0) hics = None fn = _nvmlGetFunctionPointer("nvmlSystemGetHicVersion") # get the count ret = fn(byref(c_count), None) # this should only fail with insufficient size if ((ret != NVML_SUCCESS) and (ret != NVML_ERROR_INSUFFICIENT_SIZE)): raise NVMLError(ret) # if there are no hics if (c_count.value == 0): return [] hic_array = c_nvmlHwbcEntry_t * c_count.value hics = hic_array() ret = fn(byref(c_count), hics) _nvmlCheckReturn(ret) return hics ## Unit get functions def nvmlUnitGetCount(): c_count = c_uint() fn = _nvmlGetFunctionPointer("nvmlUnitGetCount") ret = fn(byref(c_count)) _nvmlCheckReturn(ret) return c_count.value def nvmlUnitGetHandleByIndex(index): c_index = c_uint(index) unit = c_nvmlUnit_t() fn = _nvmlGetFunctionPointer("nvmlUnitGetHandleByIndex") ret = fn(c_index, byref(unit)) _nvmlCheckReturn(ret) return unit def nvmlUnitGetUnitInfo(unit): c_info = c_nvmlUnitInfo_t() fn = _nvmlGetFunctionPointer("nvmlUnitGetUnitInfo") ret = fn(unit, byref(c_info)) _nvmlCheckReturn(ret) return c_info def nvmlUnitGetLedState(unit): c_state = c_nvmlLedState_t() fn = _nvmlGetFunctionPointer("nvmlUnitGetLedState") ret = fn(unit, byref(c_state)) _nvmlCheckReturn(ret) return c_state def nvmlUnitGetPsuInfo(unit): c_info = c_nvmlPSUInfo_t() fn = _nvmlGetFunctionPointer("nvmlUnitGetPsuInfo") ret = fn(unit, byref(c_info)) _nvmlCheckReturn(ret) return c_info def nvmlUnitGetTemperature(unit, type): c_temp = c_uint() fn = _nvmlGetFunctionPointer("nvmlUnitGetTemperature") ret = fn(unit, c_uint(type), byref(c_temp)) _nvmlCheckReturn(ret) return c_temp.value def nvmlUnitGetFanSpeedInfo(unit): c_speeds = c_nvmlUnitFanSpeeds_t() fn = _nvmlGetFunctionPointer("nvmlUnitGetFanSpeedInfo") ret = fn(unit, byref(c_speeds)) _nvmlCheckReturn(ret) return c_speeds # added to API def nvmlUnitGetDeviceCount(unit): c_count = c_uint(0) # query the unit to determine device count fn = _nvmlGetFunctionPointer("nvmlUnitGetDevices") ret = fn(unit, byref(c_count), None) if (ret == NVML_ERROR_INSUFFICIENT_SIZE): ret = NVML_SUCCESS _nvmlCheckReturn(ret) return c_count.value def nvmlUnitGetDevices(unit): c_count = c_uint(nvmlUnitGetDeviceCount(unit)) device_array = c_nvmlDevice_t * c_count.value c_devices = device_array() fn = _nvmlGetFunctionPointer("nvmlUnitGetDevices") ret = fn(unit, byref(c_count), c_devices) _nvmlCheckReturn(ret) return c_devices ## Device get functions def nvmlDeviceGetCount(): c_count = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetCount_v2") ret = fn(byref(c_count)) _nvmlCheckReturn(ret) return c_count.value def nvmlDeviceGetHandleByIndex(index): c_index = c_uint(index) device = c_nvmlDevice_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetHandleByIndex_v2") ret = fn(c_index, byref(device)) _nvmlCheckReturn(ret) return device def nvmlDeviceGetHandleBySerial(serial): c_serial = c_char_p(serial) device = c_nvmlDevice_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetHandleBySerial") ret = fn(c_serial, byref(device)) _nvmlCheckReturn(ret) return device def nvmlDeviceGetHandleByUUID(uuid): c_uuid = c_char_p(uuid) device = c_nvmlDevice_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetHandleByUUID") ret = fn(c_uuid, byref(device)) _nvmlCheckReturn(ret) return device def nvmlDeviceGetHandleByPciBusId(pciBusId): c_busId = c_char_p(pciBusId) device = c_nvmlDevice_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetHandleByPciBusId_v2") ret = fn(c_busId, byref(device)) _nvmlCheckReturn(ret) return device def nvmlDeviceGetName(handle): c_name = create_string_buffer(NVML_DEVICE_NAME_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlDeviceGetName") ret = fn(handle, c_name, c_uint(NVML_DEVICE_NAME_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_name.value def nvmlDeviceGetBoardId(handle): c_id = c_uint(); fn = _nvmlGetFunctionPointer("nvmlDeviceGetBoardId") ret = fn(handle, byref(c_id)) _nvmlCheckReturn(ret) return c_id.value def nvmlDeviceGetMultiGpuBoard(handle): c_multiGpu = c_uint(); fn = _nvmlGetFunctionPointer("nvmlDeviceGetMultiGpuBoard") ret = fn(handle, byref(c_multiGpu)) _nvmlCheckReturn(ret) return c_multiGpu.value def nvmlDeviceGetBrand(handle): c_type = _nvmlBrandType_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetBrand") ret = fn(handle, byref(c_type)) _nvmlCheckReturn(ret) return c_type.value def nvmlDeviceGetBoardPartNumber(handle): c_part_number = create_string_buffer(NVML_DEVICE_PART_NUMBER_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlDeviceGetBoardPartNumber") ret = fn(handle, c_part_number, c_uint(NVML_DEVICE_PART_NUMBER_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_part_number.value def nvmlDeviceGetSerial(handle): c_serial = create_string_buffer(NVML_DEVICE_SERIAL_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlDeviceGetSerial") ret = fn(handle, c_serial, c_uint(NVML_DEVICE_SERIAL_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_serial.value def nvmlDeviceGetCpuAffinity(handle, cpuSetSize): affinity_array = c_ulonglong * cpuSetSize c_affinity = affinity_array() fn = _nvmlGetFunctionPointer("nvmlDeviceGetCpuAffinity") ret = fn(handle, cpuSetSize, byref(c_affinity)) _nvmlCheckReturn(ret) return c_affinity def nvmlDeviceSetCpuAffinity(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceSetCpuAffinity") ret = fn(handle) _nvmlCheckReturn(ret) return None def nvmlDeviceClearCpuAffinity(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceClearCpuAffinity") ret = fn(handle) _nvmlCheckReturn(ret) return None def nvmlDeviceGetMinorNumber(handle): c_minor_number = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetMinorNumber") ret = fn(handle, byref(c_minor_number)) _nvmlCheckReturn(ret) return c_minor_number.value def nvmlDeviceGetUUID(handle): c_uuid = create_string_buffer(NVML_DEVICE_UUID_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlDeviceGetUUID") ret = fn(handle, c_uuid, c_uint(NVML_DEVICE_UUID_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_uuid.value def nvmlDeviceGetInforomVersion(handle, infoRomObject): c_version = create_string_buffer(NVML_DEVICE_INFOROM_VERSION_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlDeviceGetInforomVersion") ret = fn(handle, _nvmlInforomObject_t(infoRomObject), c_version, c_uint(NVML_DEVICE_INFOROM_VERSION_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_version.value # Added in 4.304 def nvmlDeviceGetInforomImageVersion(handle): c_version = create_string_buffer(NVML_DEVICE_INFOROM_VERSION_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlDeviceGetInforomImageVersion") ret = fn(handle, c_version, c_uint(NVML_DEVICE_INFOROM_VERSION_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_version.value # Added in 4.304 def nvmlDeviceGetInforomConfigurationChecksum(handle): c_checksum = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetInforomConfigurationChecksum") ret = fn(handle, byref(c_checksum)) _nvmlCheckReturn(ret) return c_checksum.value # Added in 4.304 def nvmlDeviceValidateInforom(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceValidateInforom") ret = fn(handle) _nvmlCheckReturn(ret) return None def nvmlDeviceGetDisplayMode(handle): c_mode = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetDisplayMode") ret = fn(handle, byref(c_mode)) _nvmlCheckReturn(ret) return c_mode.value def nvmlDeviceGetDisplayActive(handle): c_mode = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetDisplayActive") ret = fn(handle, byref(c_mode)) _nvmlCheckReturn(ret) return c_mode.value def nvmlDeviceGetPersistenceMode(handle): c_state = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPersistenceMode") ret = fn(handle, byref(c_state)) _nvmlCheckReturn(ret) return c_state.value def nvmlDeviceGetPciInfo(handle): c_info = nvmlPciInfo_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPciInfo_v2") ret = fn(handle, byref(c_info)) _nvmlCheckReturn(ret) return c_info def nvmlDeviceGetClockInfo(handle, type): c_clock = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetClockInfo") ret = fn(handle, _nvmlClockType_t(type), byref(c_clock)) _nvmlCheckReturn(ret) return c_clock.value # Added in 2.285 def nvmlDeviceGetMaxClockInfo(handle, type): c_clock = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetMaxClockInfo") ret = fn(handle, _nvmlClockType_t(type), byref(c_clock)) _nvmlCheckReturn(ret) return c_clock.value # Added in 4.304 def nvmlDeviceGetApplicationsClock(handle, type): c_clock = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetApplicationsClock") ret = fn(handle, _nvmlClockType_t(type), byref(c_clock)) _nvmlCheckReturn(ret) return c_clock.value def nvmlDeviceGetMaxCustomerBoostClock(handle, type): c_clock = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetMaxCustomerBoostClock") ret = fn(handle, _nvmlClockType_t(type), byref(c_clock)) _nvmlCheckReturn(ret) return c_clock.value def nvmlDeviceGetClock(handle, type, id): c_clock = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetClock") ret = fn(handle, _nvmlClockType_t(type), _nvmlClockId_t(id), byref(c_clock)) _nvmlCheckReturn(ret) return c_clock.value # Added in 5.319 def nvmlDeviceGetDefaultApplicationsClock(handle, type): c_clock = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetDefaultApplicationsClock") ret = fn(handle, _nvmlClockType_t(type), byref(c_clock)) _nvmlCheckReturn(ret) return c_clock.value # Added in 4.304 def nvmlDeviceGetSupportedMemoryClocks(handle): # first call to get the size c_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetSupportedMemoryClocks") ret = fn(handle, byref(c_count), None) if (ret == NVML_SUCCESS): # special case, no clocks return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case clocks_array = c_uint * c_count.value c_clocks = clocks_array() # make the call again ret = fn(handle, byref(c_count), c_clocks) _nvmlCheckReturn(ret) procs = [] for i in range(c_count.value): procs.append(c_clocks[i]) return procs else: # error case raise NVMLError(ret) # Added in 4.304 def nvmlDeviceGetSupportedGraphicsClocks(handle, memoryClockMHz): # first call to get the size c_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetSupportedGraphicsClocks") ret = fn(handle, c_uint(memoryClockMHz), byref(c_count), None) if (ret == NVML_SUCCESS): # special case, no clocks return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case clocks_array = c_uint * c_count.value c_clocks = clocks_array() # make the call again ret = fn(handle, c_uint(memoryClockMHz), byref(c_count), c_clocks) _nvmlCheckReturn(ret) procs = [] for i in range(c_count.value): procs.append(c_clocks[i]) return procs else: # error case raise NVMLError(ret) def nvmlDeviceGetFanSpeed(handle): c_speed = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetFanSpeed") ret = fn(handle, byref(c_speed)) _nvmlCheckReturn(ret) return c_speed.value def nvmlDeviceGetTemperature(handle, sensor): c_temp = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetTemperature") ret = fn(handle, _nvmlTemperatureSensors_t(sensor), byref(c_temp)) _nvmlCheckReturn(ret) return c_temp.value def nvmlDeviceGetTemperatureThreshold(handle, threshold): c_temp = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetTemperatureThreshold") ret = fn(handle, _nvmlTemperatureThresholds_t(threshold), byref(c_temp)) _nvmlCheckReturn(ret) return c_temp.value # DEPRECATED use nvmlDeviceGetPerformanceState def nvmlDeviceGetPowerState(handle): c_pstate = _nvmlPstates_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPowerState") ret = fn(handle, byref(c_pstate)) _nvmlCheckReturn(ret) return c_pstate.value def nvmlDeviceGetPerformanceState(handle): c_pstate = _nvmlPstates_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPerformanceState") ret = fn(handle, byref(c_pstate)) _nvmlCheckReturn(ret) return c_pstate.value def nvmlDeviceGetPowerManagementMode(handle): c_pcapMode = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPowerManagementMode") ret = fn(handle, byref(c_pcapMode)) _nvmlCheckReturn(ret) return c_pcapMode.value def nvmlDeviceGetPowerManagementLimit(handle): c_limit = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPowerManagementLimit") ret = fn(handle, byref(c_limit)) _nvmlCheckReturn(ret) return c_limit.value # Added in 4.304 def nvmlDeviceGetPowerManagementLimitConstraints(handle): c_minLimit = c_uint() c_maxLimit = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPowerManagementLimitConstraints") ret = fn(handle, byref(c_minLimit), byref(c_maxLimit)) _nvmlCheckReturn(ret) return [c_minLimit.value, c_maxLimit.value] # Added in 4.304 def nvmlDeviceGetPowerManagementDefaultLimit(handle): c_limit = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPowerManagementDefaultLimit") ret = fn(handle, byref(c_limit)) _nvmlCheckReturn(ret) return c_limit.value # Added in 331 def nvmlDeviceGetEnforcedPowerLimit(handle): c_limit = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetEnforcedPowerLimit") ret = fn(handle, byref(c_limit)) _nvmlCheckReturn(ret) return c_limit.value def nvmlDeviceGetPowerUsage(handle): c_watts = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPowerUsage") ret = fn(handle, byref(c_watts)) _nvmlCheckReturn(ret) return c_watts.value # Added in 4.304 def nvmlDeviceGetGpuOperationMode(handle): c_currState = _nvmlGpuOperationMode_t() c_pendingState = _nvmlGpuOperationMode_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetGpuOperationMode") ret = fn(handle, byref(c_currState), byref(c_pendingState)) _nvmlCheckReturn(ret) return [c_currState.value, c_pendingState.value] # Added in 4.304 def nvmlDeviceGetCurrentGpuOperationMode(handle): return nvmlDeviceGetGpuOperationMode(handle)[0] # Added in 4.304 def nvmlDeviceGetPendingGpuOperationMode(handle): return nvmlDeviceGetGpuOperationMode(handle)[1] def nvmlDeviceGetMemoryInfo(handle): c_memory = c_nvmlMemory_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetMemoryInfo") ret = fn(handle, byref(c_memory)) _nvmlCheckReturn(ret) return c_memory def nvmlDeviceGetBAR1MemoryInfo(handle): c_bar1_memory = c_nvmlBAR1Memory_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetBAR1MemoryInfo") ret = fn(handle, byref(c_bar1_memory)) _nvmlCheckReturn(ret) return c_bar1_memory def nvmlDeviceGetComputeMode(handle): c_mode = _nvmlComputeMode_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetComputeMode") ret = fn(handle, byref(c_mode)) _nvmlCheckReturn(ret) return c_mode.value def nvmlDeviceGetEccMode(handle): c_currState = _nvmlEnableState_t() c_pendingState = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetEccMode") ret = fn(handle, byref(c_currState), byref(c_pendingState)) _nvmlCheckReturn(ret) return [c_currState.value, c_pendingState.value] # added to API def nvmlDeviceGetCurrentEccMode(handle): return nvmlDeviceGetEccMode(handle)[0] # added to API def nvmlDeviceGetPendingEccMode(handle): return nvmlDeviceGetEccMode(handle)[1] def nvmlDeviceGetTotalEccErrors(handle, errorType, counterType): c_count = c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetTotalEccErrors") ret = fn(handle, _nvmlMemoryErrorType_t(errorType), _nvmlEccCounterType_t(counterType), byref(c_count)) _nvmlCheckReturn(ret) return c_count.value # This is deprecated, instead use nvmlDeviceGetMemoryErrorCounter def nvmlDeviceGetDetailedEccErrors(handle, errorType, counterType): c_counts = c_nvmlEccErrorCounts_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetDetailedEccErrors") ret = fn(handle, _nvmlMemoryErrorType_t(errorType), _nvmlEccCounterType_t(counterType), byref(c_counts)) _nvmlCheckReturn(ret) return c_counts # Added in 4.304 def nvmlDeviceGetMemoryErrorCounter(handle, errorType, counterType, locationType): c_count = c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetMemoryErrorCounter") ret = fn(handle, _nvmlMemoryErrorType_t(errorType), _nvmlEccCounterType_t(counterType), _nvmlMemoryLocation_t(locationType), byref(c_count)) _nvmlCheckReturn(ret) return c_count.value def nvmlDeviceGetUtilizationRates(handle): c_util = c_nvmlUtilization_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetUtilizationRates") ret = fn(handle, byref(c_util)) _nvmlCheckReturn(ret) return c_util def nvmlDeviceGetEncoderUtilization(handle): c_util = c_uint() c_samplingPeriod = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetEncoderUtilization") ret = fn(handle, byref(c_util), byref(c_samplingPeriod)) _nvmlCheckReturn(ret) return [c_util.value, c_samplingPeriod.value] def nvmlDeviceGetDecoderUtilization(handle): c_util = c_uint() c_samplingPeriod = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetDecoderUtilization") ret = fn(handle, byref(c_util), byref(c_samplingPeriod)) _nvmlCheckReturn(ret) return [c_util.value, c_samplingPeriod.value] def nvmlDeviceGetPcieReplayCounter(handle): c_replay = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPcieReplayCounter") ret = fn(handle, byref(c_replay)) _nvmlCheckReturn(ret) return c_replay.value def nvmlDeviceGetDriverModel(handle): c_currModel = _nvmlDriverModel_t() c_pendingModel = _nvmlDriverModel_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetDriverModel") ret = fn(handle, byref(c_currModel), byref(c_pendingModel)) _nvmlCheckReturn(ret) return [c_currModel.value, c_pendingModel.value] # added to API def nvmlDeviceGetCurrentDriverModel(handle): return nvmlDeviceGetDriverModel(handle)[0] # added to API def nvmlDeviceGetPendingDriverModel(handle): return nvmlDeviceGetDriverModel(handle)[1] # Added in 2.285 def nvmlDeviceGetVbiosVersion(handle): c_version = create_string_buffer(NVML_DEVICE_VBIOS_VERSION_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlDeviceGetVbiosVersion") ret = fn(handle, c_version, c_uint(NVML_DEVICE_VBIOS_VERSION_BUFFER_SIZE)) _nvmlCheckReturn(ret) return c_version.value # Added in 2.285 def nvmlDeviceGetComputeRunningProcesses(handle): # first call to get the size c_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetComputeRunningProcesses") ret = fn(handle, byref(c_count), None) if (ret == NVML_SUCCESS): # special case, no running processes return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case # oversize the array incase more processes are created c_count.value = c_count.value * 2 + 5 proc_array = c_nvmlProcessInfo_t * c_count.value c_procs = proc_array() # make the call again ret = fn(handle, byref(c_count), c_procs) _nvmlCheckReturn(ret) procs = [] for i in range(c_count.value): # use an alternative struct for this object obj = nvmlStructToFriendlyObject(c_procs[i]) if (obj.usedGpuMemory == NVML_VALUE_NOT_AVAILABLE_ulonglong.value): # special case for WDDM on Windows, see comment above obj.usedGpuMemory = None procs.append(obj) return procs else: # error case raise NVMLError(ret) def nvmlDeviceGetGraphicsRunningProcesses(handle): # first call to get the size c_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetGraphicsRunningProcesses") ret = fn(handle, byref(c_count), None) if (ret == NVML_SUCCESS): # special case, no running processes return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case # oversize the array incase more processes are created c_count.value = c_count.value * 2 + 5 proc_array = c_nvmlProcessInfo_t * c_count.value c_procs = proc_array() # make the call again ret = fn(handle, byref(c_count), c_procs) _nvmlCheckReturn(ret) procs = [] for i in range(c_count.value): # use an alternative struct for this object obj = nvmlStructToFriendlyObject(c_procs[i]) if (obj.usedGpuMemory == NVML_VALUE_NOT_AVAILABLE_ulonglong.value): # special case for WDDM on Windows, see comment above obj.usedGpuMemory = None procs.append(obj) return procs else: # error case raise NVMLError(ret) def nvmlDeviceGetAutoBoostedClocksEnabled(handle): c_isEnabled = _nvmlEnableState_t() c_defaultIsEnabled = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetAutoBoostedClocksEnabled") ret = fn(handle, byref(c_isEnabled), byref(c_defaultIsEnabled)) _nvmlCheckReturn(ret) return [c_isEnabled.value, c_defaultIsEnabled.value] #Throws NVML_ERROR_NOT_SUPPORTED if hardware doesn't support setting auto boosted clocks ## Set functions def nvmlUnitSetLedState(unit, color): fn = _nvmlGetFunctionPointer("nvmlUnitSetLedState") ret = fn(unit, _nvmlLedColor_t(color)) _nvmlCheckReturn(ret) return None def nvmlDeviceSetPersistenceMode(handle, mode): fn = _nvmlGetFunctionPointer("nvmlDeviceSetPersistenceMode") ret = fn(handle, _nvmlEnableState_t(mode)) _nvmlCheckReturn(ret) return None def nvmlDeviceSetComputeMode(handle, mode): fn = _nvmlGetFunctionPointer("nvmlDeviceSetComputeMode") ret = fn(handle, _nvmlComputeMode_t(mode)) _nvmlCheckReturn(ret) return None def nvmlDeviceSetEccMode(handle, mode): fn = _nvmlGetFunctionPointer("nvmlDeviceSetEccMode") ret = fn(handle, _nvmlEnableState_t(mode)) _nvmlCheckReturn(ret) return None def nvmlDeviceClearEccErrorCounts(handle, counterType): fn = _nvmlGetFunctionPointer("nvmlDeviceClearEccErrorCounts") ret = fn(handle, _nvmlEccCounterType_t(counterType)) _nvmlCheckReturn(ret) return None def nvmlDeviceSetDriverModel(handle, model): fn = _nvmlGetFunctionPointer("nvmlDeviceSetDriverModel") ret = fn(handle, _nvmlDriverModel_t(model)) _nvmlCheckReturn(ret) return None def nvmlDeviceSetAutoBoostedClocksEnabled(handle, enabled): fn = _nvmlGetFunctionPointer("nvmlDeviceSetAutoBoostedClocksEnabled") ret = fn(handle, _nvmlEnableState_t(enabled)) _nvmlCheckReturn(ret) return None #Throws NVML_ERROR_NOT_SUPPORTED if hardware doesn't support setting auto boosted clocks def nvmlDeviceSetDefaultAutoBoostedClocksEnabled(handle, enabled, flags): fn = _nvmlGetFunctionPointer("nvmlDeviceSetDefaultAutoBoostedClocksEnabled") ret = fn(handle, _nvmlEnableState_t(enabled), c_uint(flags)) _nvmlCheckReturn(ret) return None #Throws NVML_ERROR_NOT_SUPPORTED if hardware doesn't support setting auto boosted clocks # Added in 4.304 def nvmlDeviceSetApplicationsClocks(handle, maxMemClockMHz, maxGraphicsClockMHz): fn = _nvmlGetFunctionPointer("nvmlDeviceSetApplicationsClocks") ret = fn(handle, c_uint(maxMemClockMHz), c_uint(maxGraphicsClockMHz)) _nvmlCheckReturn(ret) return None # Added in 4.304 def nvmlDeviceResetApplicationsClocks(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceResetApplicationsClocks") ret = fn(handle) _nvmlCheckReturn(ret) return None # Added in 4.304 def nvmlDeviceSetPowerManagementLimit(handle, limit): fn = _nvmlGetFunctionPointer("nvmlDeviceSetPowerManagementLimit") ret = fn(handle, c_uint(limit)) _nvmlCheckReturn(ret) return None # Added in 4.304 def nvmlDeviceSetGpuOperationMode(handle, mode): fn = _nvmlGetFunctionPointer("nvmlDeviceSetGpuOperationMode") ret = fn(handle, _nvmlGpuOperationMode_t(mode)) _nvmlCheckReturn(ret) return None # Added in 2.285 def nvmlEventSetCreate(): fn = _nvmlGetFunctionPointer("nvmlEventSetCreate") eventSet = c_nvmlEventSet_t() ret = fn(byref(eventSet)) _nvmlCheckReturn(ret) return eventSet # Added in 2.285 def nvmlDeviceRegisterEvents(handle, eventTypes, eventSet): fn = _nvmlGetFunctionPointer("nvmlDeviceRegisterEvents") ret = fn(handle, c_ulonglong(eventTypes), eventSet) _nvmlCheckReturn(ret) return None # Added in 2.285 def nvmlDeviceGetSupportedEventTypes(handle): c_eventTypes = c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetSupportedEventTypes") ret = fn(handle, byref(c_eventTypes)) _nvmlCheckReturn(ret) return c_eventTypes.value # Added in 2.285 # raises NVML_ERROR_TIMEOUT exception on timeout def nvmlEventSetWait(eventSet, timeoutms): fn = _nvmlGetFunctionPointer("nvmlEventSetWait") data = c_nvmlEventData_t() ret = fn(eventSet, byref(data), c_uint(timeoutms)) _nvmlCheckReturn(ret) return data # Added in 2.285 def nvmlEventSetFree(eventSet): fn = _nvmlGetFunctionPointer("nvmlEventSetFree") ret = fn(eventSet) _nvmlCheckReturn(ret) return None # Added in 3.295 def nvmlDeviceOnSameBoard(handle1, handle2): fn = _nvmlGetFunctionPointer("nvmlDeviceOnSameBoard") onSameBoard = c_int() ret = fn(handle1, handle2, byref(onSameBoard)) _nvmlCheckReturn(ret) return (onSameBoard.value != 0) # Added in 3.295 def nvmlDeviceGetCurrPcieLinkGeneration(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceGetCurrPcieLinkGeneration") gen = c_uint() ret = fn(handle, byref(gen)) _nvmlCheckReturn(ret) return gen.value # Added in 3.295 def nvmlDeviceGetMaxPcieLinkGeneration(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceGetMaxPcieLinkGeneration") gen = c_uint() ret = fn(handle, byref(gen)) _nvmlCheckReturn(ret) return gen.value # Added in 3.295 def nvmlDeviceGetCurrPcieLinkWidth(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceGetCurrPcieLinkWidth") width = c_uint() ret = fn(handle, byref(width)) _nvmlCheckReturn(ret) return width.value # Added in 3.295 def nvmlDeviceGetMaxPcieLinkWidth(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceGetMaxPcieLinkWidth") width = c_uint() ret = fn(handle, byref(width)) _nvmlCheckReturn(ret) return width.value # Added in 4.304 def nvmlDeviceGetSupportedClocksThrottleReasons(handle): c_reasons= c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetSupportedClocksThrottleReasons") ret = fn(handle, byref(c_reasons)) _nvmlCheckReturn(ret) return c_reasons.value # Added in 4.304 def nvmlDeviceGetCurrentClocksThrottleReasons(handle): c_reasons= c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetCurrentClocksThrottleReasons") ret = fn(handle, byref(c_reasons)) _nvmlCheckReturn(ret) return c_reasons.value # Added in 5.319 def nvmlDeviceGetIndex(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceGetIndex") c_index = c_uint() ret = fn(handle, byref(c_index)) _nvmlCheckReturn(ret) return c_index.value # Added in 5.319 def nvmlDeviceGetAccountingMode(handle): c_mode = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetAccountingMode") ret = fn(handle, byref(c_mode)) _nvmlCheckReturn(ret) return c_mode.value def nvmlDeviceSetAccountingMode(handle, mode): fn = _nvmlGetFunctionPointer("nvmlDeviceSetAccountingMode") ret = fn(handle, _nvmlEnableState_t(mode)) _nvmlCheckReturn(ret) return None def nvmlDeviceClearAccountingPids(handle): fn = _nvmlGetFunctionPointer("nvmlDeviceClearAccountingPids") ret = fn(handle) _nvmlCheckReturn(ret) return None def nvmlDeviceGetAccountingStats(handle, pid): stats = c_nvmlAccountingStats_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetAccountingStats") ret = fn(handle, c_uint(pid), byref(stats)) _nvmlCheckReturn(ret) if (stats.maxMemoryUsage == NVML_VALUE_NOT_AVAILABLE_ulonglong.value): # special case for WDDM on Windows, see comment above stats.maxMemoryUsage = None return stats def nvmlDeviceGetAccountingPids(handle): count = c_uint(nvmlDeviceGetAccountingBufferSize(handle)) pids = (c_uint * count.value)() fn = _nvmlGetFunctionPointer("nvmlDeviceGetAccountingPids") ret = fn(handle, byref(count), pids) _nvmlCheckReturn(ret) return map(int, pids[0:count.value]) def nvmlDeviceGetAccountingBufferSize(handle): bufferSize = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetAccountingBufferSize") ret = fn(handle, byref(bufferSize)) _nvmlCheckReturn(ret) return int(bufferSize.value) def nvmlDeviceGetRetiredPages(device, sourceFilter): c_source = _nvmlPageRetirementCause_t(sourceFilter) c_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetRetiredPages") # First call will get the size ret = fn(device, c_source, byref(c_count), None) # this should only fail with insufficient size if ((ret != NVML_SUCCESS) and (ret != NVML_ERROR_INSUFFICIENT_SIZE)): raise NVMLError(ret) # call again with a buffer # oversize the array for the rare cases where additional pages # are retired between NVML calls c_count.value = c_count.value * 2 + 5 page_array = c_ulonglong * c_count.value c_pages = page_array() ret = fn(device, c_source, byref(c_count), c_pages) _nvmlCheckReturn(ret) return map(int, c_pages[0:c_count.value]) def nvmlDeviceGetRetiredPagesPendingStatus(device): c_pending = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetRetiredPagesPendingStatus") ret = fn(device, byref(c_pending)) _nvmlCheckReturn(ret) return int(c_pending.value) def nvmlDeviceGetAPIRestriction(device, apiType): c_permission = _nvmlEnableState_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetAPIRestriction") ret = fn(device, _nvmlRestrictedAPI_t(apiType), byref(c_permission)) _nvmlCheckReturn(ret) return int(c_permission.value) def nvmlDeviceSetAPIRestriction(handle, apiType, isRestricted): fn = _nvmlGetFunctionPointer("nvmlDeviceSetAPIRestriction") ret = fn(handle, _nvmlRestrictedAPI_t(apiType), _nvmlEnableState_t(isRestricted)) _nvmlCheckReturn(ret) return None def nvmlDeviceGetBridgeChipInfo(handle): bridgeHierarchy = c_nvmlBridgeChipHierarchy_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetBridgeChipInfo") ret = fn(handle, byref(bridgeHierarchy)) _nvmlCheckReturn(ret) return bridgeHierarchy def nvmlDeviceGetSamples(device, sampling_type, timeStamp): c_sampling_type = _nvmlSamplingType_t(sampling_type) c_time_stamp = c_ulonglong(timeStamp) c_sample_count = c_uint(0) c_sample_value_type = _nvmlValueType_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetSamples") ## First Call gets the size ret = fn(device, c_sampling_type, c_time_stamp, byref(c_sample_value_type), byref(c_sample_count), None) # Stop if this fails if (ret != NVML_SUCCESS): raise NVMLError(ret) sampleArray = c_sample_count.value * c_nvmlSample_t c_samples = sampleArray() ret = fn(device, c_sampling_type, c_time_stamp, byref(c_sample_value_type), byref(c_sample_count), c_samples) _nvmlCheckReturn(ret) return (c_sample_value_type.value, c_samples[0:c_sample_count.value]) def nvmlDeviceGetViolationStatus(device, perfPolicyType): c_perfPolicy_type = _nvmlPerfPolicyType_t(perfPolicyType) c_violTime = c_nvmlViolationTime_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetViolationStatus") ## Invoke the method to get violation time ret = fn(device, c_perfPolicy_type, byref(c_violTime)) _nvmlCheckReturn(ret) return c_violTime def nvmlDeviceGetPcieThroughput(device, counter): c_util = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetPcieThroughput") ret = fn(device, _nvmlPcieUtilCounter_t(counter), byref(c_util)) _nvmlCheckReturn(ret) return c_util.value def nvmlSystemGetTopologyGpuSet(cpuNumber): c_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlSystemGetTopologyGpuSet") # First call will get the size ret = fn(cpuNumber, byref(c_count), None) if ret != NVML_SUCCESS: raise NVMLError(ret) print c_count.value # call again with a buffer device_array = c_nvmlDevice_t * c_count.value c_devices = device_array() ret = fn(cpuNumber, byref(c_count), c_devices) _nvmlCheckReturn(ret) return map(None, c_devices[0:c_count.value]) def nvmlDeviceGetTopologyNearestGpus(device, level): c_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetTopologyNearestGpus") # First call will get the size ret = fn(device, level, byref(c_count), None) if ret != NVML_SUCCESS: raise NVMLError(ret) # call again with a buffer device_array = c_nvmlDevice_t * c_count.value c_devices = device_array() ret = fn(device, level, byref(c_count), c_devices) _nvmlCheckReturn(ret) return map(None, c_devices[0:c_count.value]) def nvmlDeviceGetTopologyCommonAncestor(device1, device2): c_level = _nvmlGpuTopologyLevel_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetTopologyCommonAncestor") ret = fn(device1, device2, byref(c_level)) _nvmlCheckReturn(ret) return c_level.value def nvmlDeviceGetNvLinkUtilizationCounter(device, link, counter): c_rxcounter = c_ulonglong() c_txcounter = c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetNvLinkUtilizationCounter") ret = fn(device, link, counter, byref(c_rxcounter), byref(c_txcounter)) _nvmlCheckReturn(ret) return (c_rxcounter.value, c_txcounter.value) def nvmlDeviceFreezeNvLinkUtilizationCounter(device, link, counter, freeze): fn = _nvmlGetFunctionPointer("nvmlDeviceFreezeNvLinkUtilizationCounter") ret = fn(device, link, counter, freeze) _nvmlCheckReturn(ret) return None def nvmlDeviceResetNvLinkUtilizationCounter(device, link, counter): fn = _nvmlGetFunctionPointer("nvmlDeviceResetNvLinkUtilizationCounter") ret = fn(device, link, counter) _nvmlCheckReturn(ret) return None def nvmlDeviceSetNvLinkUtilizationControl(device, link, counter, control, reset): fn = _nvmlGetFunctionPointer("nvmlDeviceSetNvLinkUtilizationControl") ret = fn(device, link, counter, byref(control), reset) _nvmlCheckReturn(ret) return None def nvmlDeviceGetNvLinkUtilizationControl(device, link, counter): c_control = nvmlNvLinkUtilizationControl_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetNvLinkUtilizationControl") ret = fn(device, link, counter, byref(c_control)) _nvmlCheckReturn(ret) return c_control def nvmlDeviceGetNvLinkCapability(device, link, capability): c_capResult = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetNvLinkCapability") ret = fn(device, link, capability, byref(c_capResult)) _nvmlCheckReturn(ret) return c_capResult.value def nvmlDeviceGetNvLinkErrorCounter(device, link, counter): c_result = c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetNvLinkErrorCounter") ret = fn(device, link, counter, byref(c_result)) _nvmlCheckReturn(ret) return c_result.value def nvmlDeviceResetNvLinkErrorCounters(device, link): fn = _nvmlGetFunctionPointer("nvmlDeviceResetNvLinkErrorCounters") ret = fn(device, link) _nvmlCheckReturn(ret) return None def nvmlDeviceGetNvLinkRemotePciInfo(device, link): c_pci = nvmlPciInfo_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetNvLinkRemotePciInfo") ret = fn(device, link, byref(c_pci)) _nvmlCheckReturn(ret) return c_pci def nvmlDeviceGetNvLinkState(device, link): c_isActive = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetNvLinkState") ret = fn(device, link, byref(c_isActive)) _nvmlCheckReturn(ret) return c_isActive.value def nvmlDeviceGetNvLinkVersion(device, link): c_version = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceGetNvLinkVersion") ret = fn(device, link, byref(c_version)) _nvmlCheckReturn(ret) return c_version.value def nvmlDeviceGetVirtualizationMode(handle): c_virtualization_mode = c_ulonglong() fn = _nvmlGetFunctionPointer("nvmlDeviceGetVirtualizationMode") ret = fn(handle, byref(c_virtualization_mode)) _nvmlCheckReturn(ret) return c_virtualization_mode.value def nvmlDeviceSetVirtualizationMode(handle, virtualization_mode): fn = _nvmlGetFunctionPointer("nvmlDeviceSetVirtualizationMode") return fn(handle, virtualization_mode) def nvmlDeviceModifyDrainState(pciInfo, newState): fn = _nvmlGetFunctionPointer("nvmlDeviceModifyDrainState") ret = fn(pointer(pciInfo), newState) _nvmlCheckReturn(ret) return None def nvmlDeviceQueryDrainState(pciInfo): c_newState = c_uint() fn = _nvmlGetFunctionPointer("nvmlDeviceQueryDrainState") ret = fn(pointer(pciInfo), byref(c_newState)) _nvmlCheckReturn(ret) return c_newState.value def nvmlDeviceRemoveGpu(pciInfo): fn = _nvmlGetFunctionPointer("nvmlDeviceRemoveGpu") ret = fn(pointer(pciInfo)) _nvmlCheckReturn(ret) return None def nvmlDeviceDiscoverGpus(pciInfo): fn = _nvmlGetFunctionPointer("nvmlDeviceDiscoverGpus") ret = fn(pointer(pciInfo)) _nvmlCheckReturn(ret) return None def nvmlDeviceGetSupportedVgpus(handle): # first call to get the size c_vgpu_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetSupportedVgpus") ret = fn(handle, byref(c_vgpu_count), None) if (ret == NVML_SUCCESS): # special case, no supported vGPUs return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case vgpu_type_ids_array = _nvmlVgpuTypeId_t * c_vgpu_count.value c_vgpu_type_ids = vgpu_type_ids_array() # make the call again ret = fn(handle, byref(c_vgpu_count), c_vgpu_type_ids) _nvmlCheckReturn(ret) vgpus = [] for i in range(c_vgpu_count.value): vgpus.append(c_vgpu_type_ids[i]) return vgpus else: # error case raise NVMLError(ret) def nvmlDeviceGetCreatableVgpus(handle): # first call to get the size c_vgpu_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetCreatableVgpus") ret = fn(handle, byref(c_vgpu_count), None) if (ret == NVML_SUCCESS): # special case, no supported vGPUs return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case vgpu_type_ids_array = _nvmlVgpuTypeId_t * c_vgpu_count.value c_vgpu_type_ids = vgpu_type_ids_array() # make the call again ret = fn(handle, byref(c_vgpu_count), c_vgpu_type_ids) _nvmlCheckReturn(ret) vgpus = [] for i in range(c_vgpu_count.value): vgpus.append(c_vgpu_type_ids[i]) return vgpus else: # error case raise NVMLError(ret) def nvmlVgpuTypeGetClass(vgpuTypeId): c_class = create_string_buffer(NVML_DEVICE_NAME_BUFFER_SIZE) c_buffer_size = c_uint(NVML_DEVICE_NAME_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetClass") ret = fn(vgpuTypeId, c_class, byref(c_buffer_size)) _nvmlCheckReturn(ret) return c_class.value def nvmlVgpuTypeGetName(vgpuTypeId): c_name = create_string_buffer(NVML_DEVICE_NAME_BUFFER_SIZE) c_buffer_size = c_uint(NVML_DEVICE_NAME_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetName") ret = fn(vgpuTypeId, c_name, byref(c_buffer_size)) _nvmlCheckReturn(ret) return c_name.value def nvmlVgpuTypeGetDeviceID(vgpuTypeId): c_device_id = c_ulonglong(0) c_subsystem_id = c_ulonglong(0) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetDeviceID") ret = fn(vgpuTypeId, byref(c_device_id), byref(c_subsystem_id)) _nvmlCheckReturn(ret) return (c_device_id.value, c_subsystem_id.value) def nvmlVgpuTypeGetFramebufferSize(vgpuTypeId): c_fb_size = c_ulonglong(0) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetFramebufferSize") ret = fn(vgpuTypeId, byref(c_fb_size)) _nvmlCheckReturn(ret) return c_fb_size.value def nvmlVgpuTypeGetNumDisplayHeads(vgpuTypeId): c_num_heads = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetNumDisplayHeads") ret = fn(vgpuTypeId, byref(c_num_heads)) _nvmlCheckReturn(ret) return c_num_heads.value def nvmlVgpuTypeGetResolution(vgpuTypeId): c_xdim = c_uint(0) c_ydim = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetResolution") ret = fn(vgpuTypeId, 0, byref(c_xdim), byref(c_ydim)) _nvmlCheckReturn(ret) return (c_xdim.value, c_ydim.value) def nvmlVgpuTypeGetLicense(vgpuTypeId): c_license = create_string_buffer(NVML_GRID_LICENSE_BUFFER_SIZE) c_buffer_size = c_uint(NVML_GRID_LICENSE_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetLicense") ret = fn(vgpuTypeId, c_license, c_buffer_size) _nvmlCheckReturn(ret) return c_license.value def nvmlVgpuTypeGetFrameRateLimit(vgpuTypeId): c_frl_config = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetFrameRateLimit") ret = fn(vgpuTypeId, byref(c_frl_config)) _nvmlCheckReturn(ret) return c_frl_config.value def nvmlVgpuTypeGetMaxInstances(handle, vgpuTypeId): c_max_instances = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuTypeGetMaxInstances") ret = fn(handle, vgpuTypeId, byref(c_max_instances)) _nvmlCheckReturn(ret) return c_max_instances.value def nvmlDeviceGetActiveVgpus(handle): # first call to get the size c_vgpu_count = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlDeviceGetActiveVgpus") ret = fn(handle, byref(c_vgpu_count), None) if (ret == NVML_SUCCESS): # special case, no active vGPUs return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case vgpu_instance_array = _nvmlVgpuInstance_t * c_vgpu_count.value c_vgpu_instances = vgpu_instance_array() # make the call again ret = fn(handle, byref(c_vgpu_count), c_vgpu_instances) _nvmlCheckReturn(ret) vgpus = [] for i in range(c_vgpu_count.value): vgpus.append(c_vgpu_instances[i]) return vgpus else: # error case raise NVMLError(ret) def nvmlVgpuInstanceGetVmID(vgpuInstance): c_vm_id = create_string_buffer(NVML_DEVICE_UUID_BUFFER_SIZE) c_buffer_size = c_uint(NVML_GRID_LICENSE_BUFFER_SIZE) c_vm_id_type = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetVmID") ret = fn(vgpuInstance, byref(c_vm_id), c_buffer_size, byref(c_vm_id_type)) _nvmlCheckReturn(ret) return (c_vm_id.value, c_vm_id_type.value) def nvmlVgpuInstanceGetUUID(vgpuInstance): c_uuid = create_string_buffer(NVML_DEVICE_UUID_BUFFER_SIZE) c_buffer_size = c_uint(NVML_DEVICE_UUID_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetUUID") ret = fn(vgpuInstance, byref(c_uuid), c_buffer_size) _nvmlCheckReturn(ret) return c_uuid.value def nvmlVgpuInstanceGetVmDriverVersion(vgpuInstance): c_driver_version = create_string_buffer(NVML_SYSTEM_DRIVER_VERSION_BUFFER_SIZE) c_buffer_size = c_uint(NVML_SYSTEM_DRIVER_VERSION_BUFFER_SIZE) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetVmDriverVersion") ret = fn(vgpuInstance, byref(c_driver_version), c_buffer_size) _nvmlCheckReturn(ret) return c_driver_version.value def nvmlVgpuInstanceGetLicenseStatus(vgpuInstance): c_license_status = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetLicenseStatus") ret = fn(vgpuInstance, byref(c_license_status)) _nvmlCheckReturn(ret) return c_license_status.value def nvmlVgpuInstanceGetFrameRateLimit(vgpuInstance): c_frl = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetFrameRateLimit") ret = fn(vgpuInstance, byref(c_frl)) _nvmlCheckReturn(ret) return c_frl.value def nvmlVgpuInstanceGetType(vgpuInstance): c_vgpu_type = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetType") ret = fn(vgpuInstance, byref(c_vgpu_type)) _nvmlCheckReturn(ret) return c_vgpu_type.value def nvmlVgpuInstanceGetEncoderCapacity(vgpuInstance): c_encoder_capacity = c_ulonglong(0) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetEncoderCapacity") ret = fn(vgpuInstance, byref(c_encoder_capacity)) _nvmlCheckReturn(ret) return c_encoder_capacity.value def nvmlVgpuInstanceSetEncoderCapacity(vgpuInstance, encoder_capacity): fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceSetEncoderCapacity") return fn(vgpuInstance, encoder_capacity) def nvmlVgpuInstanceGetFbUsage(vgpuInstance): c_fb_usage = c_uint(0) fn = _nvmlGetFunctionPointer("nvmlVgpuInstanceGetFbUsage") ret = fn(vgpuInstance, byref(c_fb_usage)) _nvmlCheckReturn(ret) return c_fb_usage.value def nvmlDeviceGetVgpuUtilization(handle, timeStamp): # first call to get the size c_vgpu_count = c_uint(0) c_time_stamp = c_ulonglong(timeStamp) c_sample_value_type = _nvmlValueType_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetVgpuUtilization") ret = fn(handle, c_time_stamp, byref(c_sample_value_type), byref(c_vgpu_count), None) if (ret == NVML_SUCCESS): # special case, no active vGPUs return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case sampleArray = c_vgpu_count.value * c_nvmlVgpuInstanceUtilizationSample_t c_samples = sampleArray() # make the call again ret = fn(handle, c_time_stamp, byref(c_sample_value_type), byref(c_vgpu_count), c_samples) _nvmlCheckReturn(ret) return c_samples[0:c_vgpu_count.value] else: # error case raise NVMLError(ret) def nvmlDeviceGetP2PStatus(device1, device2, p2pIndex): c_p2pstatus = _nvmlGpuP2PStatus_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetP2PStatus") ret = fn(device1, device2,p2pIndex, byref(c_p2pstatus)) _nvmlCheckReturn(ret) return c_p2pstatus.value def nvmlDeviceGetXidErrors(device): c_xid_data = c_nvmlXidData_t() fn = _nvmlGetFunctionPointer("nvmlDeviceGetXidErrors") ret = fn(device, byref(c_xid_data)) _nvmlCheckReturn(ret) return c_xid_data def nvmlDeviceGetEncoderCapacity(handle, encoderQueryType): c_encoder_capacity = c_ulonglong(0) c_encoderQuery_type = _nvmlEncoderQueryType_t(encoderQueryType) fn = _nvmlGetFunctionPointer("nvmlDeviceGetEncoderCapacity") ret = fn(handle, c_encoderQuery_type, byref(c_encoder_capacity)) _nvmlCheckReturn(ret) return c_encoder_capacity.value def nvmlDeviceGetVgpuProcessUtilization(handle, timeStamp): # first call to get the size c_vgpu_count = c_uint(0) c_time_stamp = c_ulonglong(timeStamp) fn = _nvmlGetFunctionPointer("nvmlDeviceGetVgpuProcessUtilization") ret = fn(handle, c_time_stamp, byref(c_vgpu_count), None) if (ret == NVML_SUCCESS): # special case, no active vGPUs return [] elif (ret == NVML_ERROR_INSUFFICIENT_SIZE): # typical case sampleArray = c_vgpu_count.value * c_nvmlVgpuProcessUtilizationSample_t c_samples = sampleArray() # make the call again ret = fn(handle, c_time_stamp, byref(c_vgpu_count), c_samples) _nvmlCheckReturn(ret) return c_samples[0:c_vgpu_count.value] else: # error case raise NVMLError(ret) if __name__ == "__main__": try: nvmlInit() deviceCount = nvmlDeviceGetCount() for i in range(deviceCount): handle = nvmlDeviceGetHandleByIndex(i) #print "Device", i, ":", nvmlDeviceGetName(handle) info = nvmlDeviceGetMemoryInfo(handle) gpu_mem_usage= 1.0 * info.used /info.total print """node_gpu_mem_total{gpu="%s"} %s""" % (i, info.total) print """node_gpu_mem_free{gpu="%s"} %s""" % (i, info.free) print """node_gpu_mem_used{gpu="%s"} %s""" % (i, info.used) print """node_gpu_mem_usage{gpu="%s"} %0.4f""" % (i, gpu_mem_usage) rates = nvmlDeviceGetUtilizationRates(handle) print """node_gpu_usage{gpu="%s"} %s""" % (i, rates.gpu) #print """node_gpu_utilrates{gpu="%s", type="memory"} %s""" % (i, rates.memory) usage = nvmlDeviceGetPowerUsage(handle) print """node_gpu_watts{gpu="%s"} %s""" % (i, usage) temp = nvmlDeviceGetTemperature(handle, 0) print """node_gpu_temp{gpu="%s"} %s""" % (i, temp) nvmlShutdown() except Exception,e: sys.exit(1)