pynvml.py

#####
# Copyright (c) 2011-2015, NVIDIA Corporation.  All rights reserved.
#
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
#
#    * Redistributions of source code must retain the above copyright notice,
#      this list of conditions and the following disclaimer.
#    * Redistributions in binary form must reproduce the above copyright
#      notice, this list of conditions and the following disclaimer in the
#      documentation and/or other materials provided with the distribution.
#    * Neither the name of the NVIDIA Corporation nor the names of its
#      contributors may be used to endorse or promote products derived from
#      this software without specific prior written permission.
#
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE
# LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
# CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
# SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
# INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
# CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
# ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF
# THE POSSIBILITY OF SUCH DAMAGE.
#####

##
# 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
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_COUNT = 5

# 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_COUNT     = 3

_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_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_COUNT = 2

_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

# 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_VBIOS_VERSION_BUFFER_SIZE        = 32
NVML_DEVICE_PCI_BUS_ID_BUFFER_SIZE           = 16

NVML_VALUE_NOT_AVAILABLE_ulonglong = c_ulonglong(-1)
NVML_VALUE_NOT_AVAILABLE_uint = c_uint(-1)

## Lib loading ##
nvmlLib = None
libLoadLock = threading.Lock()
_nvmlLib_refcount = 0 # Incremented on each nvmlInit and decremented on nvmlShutdown

## 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_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 _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)
      <class_name object at 0x7fdf82fef9e0>
    this class will print
      class_name(field_name: formatted_value, field_name: formatted_value)

    _fmt_ dictionary of <str _field_ name> -> <str format>
    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 "<default>" like:
      _fmt_ = {"<default>" : "%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 "<default>" in self._fmt_:
                fmt = self._fmt_["<default>"]
            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 c_nvmlMemory_t(_PrintableStructure):
    _fields_ = [
        ('total', c_ulonglong),
        ('free', c_ulonglong),
        ('used', c_ulonglong),
    ]
    _fmt_ = {'<default>': "%d B"}

class c_nvmlBAR1Memory_t(_PrintableStructure):
    _fields_ = [
        ('bar1Total', c_ulonglong),
        ('bar1Free', c_ulonglong),
        ('bar1Used', c_ulonglong),
    ]
    _fmt_ = {'<default>': "%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_ = {'<default>': "%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),
    ]

## 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
nvmlClocksThrottleReasonUnknown           = 0x8000000000000000
nvmlClocksThrottleReasonNone              = 0x0000000000000000
nvmlClocksThrottleReasonAll               = (
                                               nvmlClocksThrottleReasonNone |
                                               nvmlClocksThrottleReasonGpuIdle |
                                               nvmlClocksThrottleReasonApplicationsClocksSetting |
                                               nvmlClocksThrottleReasonSwPowerCap |
                                               nvmlClocksThrottleReasonHwSlowdown |
                                               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)
    ]

## 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"):
                        searchPaths = [
                            os.path.join(os.getenv("ProgramFiles", r"C:\Program Files"), r"NVIDIA Corporation\NVSMI\nvml.dll"),
                            os.path.join(os.getenv("WinDir", r"C:\Windows"), r"System32\nvml.dll"),
                        ]
                        nvmlPath = next((x for x in searchPaths if os.path.isfile(x)), None)
                        if (nvmlPath == None):
                            _nvmlCheckReturn(NVML_ERROR_LIBRARY_NOT_FOUND)
                        else:
                            # cdecl calling convention
                            nvmlLib = CDLL(nvmlPath)
                    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 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

# 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