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gpu

zeus.device.gpu

Abstraction layer for GPU devices.

The main function of this module is get_gpus, which returns a GPU Manager object specific to the platform.

Important

In theory, any NVIDIA GPU would be supported. On the other hand, for AMD GPUs, we currently only support ROCm 6.1 and later.

Getting handles to GPUs

The main API exported from this module is the get_gpus function. It returns either NVIDIAGPUs or AMDGPUs depending on the platform.

from zeus.device import get_gpus
gpus = get_gpus()

Calling GPU management APIs

GPU management library APIs are mapped to methods on GPU.

For example, for NVIDIA GPUs (which uses pynvml), you would have called:

handle = pynvml.nvmlDeviceGetHandleByIndex(gpu_index)
constraints = pynvml.nvmlDeviceGetPowerManagementLimitConstraints(handle)

With the Zeus GPU abstraction layer, you would now call:

gpus = get_gpus() # returns an NVIDIAGPUs object
constraints = gpus.getPowerManagementLimitConstraints(gpu_index)

Non-blocking calls

Some implementations of GPU support non-blocking calls to setters. If non-blocking calls are not supported, setting block will be ignored and the call will block. Check GPU.supports_non_blocking to see if non-blocking calls are supported. Note that non-blocking calls will not raise exceptions even if the call fails.

Currently, only ZeusdNVIDIAGPU supports non-blocking calls to methods that set the GPU's power limit, GPU frequency, memory frequency, and persistence mode. This is possible because the Zeus daemon supports a block: bool parameter in HTTP requests, which can be set to False to make the call return immediately without checking the result.

Error handling

The following exceptions are defined in this module:

ZeusBaseGPUError

Bases: ZeusBaseError

Zeus base GPU exception class.

Source code in zeus/device/exception.py 
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class ZeusBaseGPUError(ZeusBaseError):
    """Zeus base GPU exception class."""

    def __init__(self, message: str) -> None:
        """Initialize Base Zeus Exception."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/exception.py 
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def __init__(self, message: str) -> None:
    """Initialize Base Zeus Exception."""
    super().__init__(message)

DeprecatedAliasABCMeta

Bases: ABCMeta

Metaclass that combines ABC functionality with automatic deprecated alias creation.

This metaclass looks for methods decorated with @deprecated_alias and automatically creates the old camelCase method names that emit deprecation warnings once and then call the new snake_case methods.

Since this is frequently composed with abc.ABCMeta, this metaclass inherits from it to avoid metaclass conflicts.

Example

class MyClass(abc.ABC, metaclass=DeprecatedAliasABCMeta):
    @deprecated_alias("oldMethod")
    @abc.abstractmethod
    def new_method(self):
        pass

class MyImplementation(MyClass):
    def new_method(self):
        return "implementation"

obj = MyImplementation()
obj.new_method()  # No warning
obj.oldMethod()   # Emits deprecation warning, calls new_method
Source code in zeus/device/common.py 
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class DeprecatedAliasABCMeta(abc.ABCMeta):
    """Metaclass that combines ABC functionality with automatic deprecated alias creation.

    This metaclass looks for methods decorated with `@deprecated_alias` and automatically
    creates the old camelCase method names that emit deprecation warnings once and then
    call the new snake_case methods.

    Since this is frequently composed with `abc.ABCMeta`, this metaclass inherits from it
    to avoid metaclass conflicts.

    !!! Example
        ```python
        class MyClass(abc.ABC, metaclass=DeprecatedAliasABCMeta):
            @deprecated_alias("oldMethod")
            @abc.abstractmethod
            def new_method(self):
                pass

        class MyImplementation(MyClass):
            def new_method(self):
                return "implementation"

        obj = MyImplementation()
        obj.new_method()  # No warning
        obj.oldMethod()   # Emits deprecation warning, calls new_method
        ```
    """

    def __new__(mcs, name, bases, namespace):
        """Create the class and add deprecated alias methods."""
        cls = super().__new__(mcs, name, bases, namespace)

        # Create deprecated aliases for methods marked with @deprecated_alias
        for attr_name in dir(cls):
            if attr_name.startswith("_"):
                continue

            try:
                attr = getattr(cls, attr_name)
            except AttributeError:
                continue

            # Check if this method has the deprecated alias marker
            if hasattr(attr, "_deprecated_alias"):
                old_name = attr._deprecated_alias
                # Create and attach the deprecated wrapper method
                deprecated_method = _make_deprecated_method(attr, old_name, attr_name)
                setattr(cls, old_name, deprecated_method)

        return cls

__new__ 

__new__(mcs, name, bases, namespace)

Create the class and add deprecated alias methods.

Source code in zeus/device/common.py 
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def __new__(mcs, name, bases, namespace):
    """Create the class and add deprecated alias methods."""
    cls = super().__new__(mcs, name, bases, namespace)

    # Create deprecated aliases for methods marked with @deprecated_alias
    for attr_name in dir(cls):
        if attr_name.startswith("_"):
            continue

        try:
            attr = getattr(cls, attr_name)
        except AttributeError:
            continue

        # Check if this method has the deprecated alias marker
        if hasattr(attr, "_deprecated_alias"):
            old_name = attr._deprecated_alias
            # Create and attach the deprecated wrapper method
            deprecated_method = _make_deprecated_method(attr, old_name, attr_name)
            setattr(cls, old_name, deprecated_method)

    return cls

GPU

Bases: ABC

Abstract base class for managing one GPU.

For each method, child classes should call into vendor-specific GPU management libraries (e.g., NVML for NVIDIA GPUs).

Source code in zeus/device/gpu/common.py 
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class GPU(abc.ABC, metaclass=DeprecatedAliasABCMeta):
    """Abstract base class for managing one GPU.

    For each method, child classes should call into vendor-specific
    GPU management libraries (e.g., NVML for NVIDIA GPUs).
    """

    def __init__(self, gpu_index: int) -> None:
        """Initializ the GPU with a specified index."""
        self.gpu_index = gpu_index

    def _warn_sys_admin(self) -> None:
        """Warn the user if the current process doesn't have `SYS_ADMIN` privileges."""
        # Deriving classes can disable this warning by setting this attribute.
        if not getattr(self, "_disable_sys_admin_warning", False) and not has_sys_admin():
            warnings.warn(
                "You are about to call a GPU management API that requires "
                "`SYS_ADMIN` privileges. Some energy optimizers that change the "
                "GPU's power settings need this.\nSee "
                "https://ml.energy/zeus/getting_started/#system-privileges "
                "for more information and how to obtain `SYS_ADMIN`.",
                stacklevel=2,
            )
            # Only warn once.
            self._disable_sys_admin_warning = True

    @property
    @abc.abstractmethod
    def supports_nonblocking_setters(self) -> bool:
        """Return True if the GPU object supports non-blocking configuration setters."""
        return False

    @deprecated_alias("getName")
    @abc.abstractmethod
    def get_name(self) -> str:
        """Return the name of the GPU model."""
        pass

    @deprecated_alias("getPowerManagementLimitConstraints")
    @abc.abstractmethod
    def get_power_management_limit_constraints(self) -> tuple[int, int]:
        """Return the minimum and maximum power management limits. Units: mW."""
        pass

    @abc.abstractmethod
    def get_power_management_limit(self) -> int:
        """Return the current power management limit. Units: mW."""
        pass

    @deprecated_alias("setPowerManagementLimit")
    @abc.abstractmethod
    def set_power_management_limit(self, power_limit_mw: int, block: bool = True) -> None:
        """Set the GPU's power management limit. Unit: mW."""
        pass

    @deprecated_alias("resetPowerManagementLimit")
    @abc.abstractmethod
    def reset_power_management_limit(self, block: bool = True) -> None:
        """Reset the GPU's power management limit to the default value."""
        pass

    @deprecated_alias("setPersistenceMode")
    @abc.abstractmethod
    def set_persistence_mode(self, enabled: bool, block: bool = True) -> None:
        """Set persistence mode."""
        pass

    @deprecated_alias("getSupportedMemoryClocks")
    @abc.abstractmethod
    def get_supported_memory_clocks(self) -> list[int]:
        """Return a list of supported memory clock frequencies. Units: MHz."""
        pass

    @deprecated_alias("setMemoryLockedClocks")
    @abc.abstractmethod
    def set_memory_locked_clocks(self, min_clock_mhz: int, max_clock_mhz: int, block: bool = True) -> None:
        """Lock the memory clock to a specified range. Units: MHz."""
        pass

    @deprecated_alias("resetMemoryLockedClocks")
    @abc.abstractmethod
    def reset_memory_locked_clocks(self, block: bool = True) -> None:
        """Reset the locked memory clocks to the default."""
        pass

    @deprecated_alias("getSupportedGraphicsClocks")
    @abc.abstractmethod
    def get_supported_graphics_clocks(self, memory_clock_mhz: int | None = None) -> list[int]:
        """Return a list of supported graphics clock frequencies. Units: MHz.

        Args:
            memory_clock_mhz: Memory clock frequency to use. Some GPUs have
                different supported graphics clocks depending on the memory clock.
        """
        pass

    @deprecated_alias("setGpuLockedClocks")
    @abc.abstractmethod
    def set_gpu_locked_clocks(self, min_clock_mhz: int, max_clock_mhz: int, block: bool = True) -> None:
        """Lock the GPU clock to a specified range. Units: MHz."""
        pass

    @deprecated_alias("resetGpuLockedClocks")
    @abc.abstractmethod
    def reset_gpu_locked_clocks(self, block: bool = True) -> None:
        """Reset the locked GPU clocks to the default."""
        pass

    @deprecated_alias("getAveragePowerUsage")
    @abc.abstractmethod
    def get_average_power_usage(self) -> int:
        """Return the average power usage of the GPU. Units: mW."""
        pass

    @deprecated_alias("getInstantPowerUsage")
    @abc.abstractmethod
    def get_instant_power_usage(self) -> int:
        """Return the current power draw of the GPU. Units: mW."""
        pass

    @deprecated_alias("getAverageMemoryPowerUsage")
    @abc.abstractmethod
    def get_average_memory_power_usage(self) -> int:
        """Return the average power usage of the GPU's memory. Units: mW."""
        pass

    @deprecated_alias("supportsGetTotalEnergyConsumption")
    @abc.abstractmethod
    def supports_get_total_energy_consumption(self) -> bool:
        """Check if the GPU supports retrieving total energy consumption."""
        pass

    @deprecated_alias("getTotalEnergyConsumption")
    @abc.abstractmethod
    def get_total_energy_consumption(self) -> int:
        """Return the total energy consumption of the GPU since driver load. Units: mJ."""
        pass

    @deprecated_alias("getGpuTemperature")
    @abc.abstractmethod
    def get_gpu_temperature(self) -> int:
        """Return the current GPU temperature. Units: Celsius."""
        pass

supports_nonblocking_setters abstractmethod property 

supports_nonblocking_setters

Return True if the GPU object supports non-blocking configuration setters.

__init__ 

__init__(gpu_index)
Source code in zeus/device/gpu/common.py 
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def __init__(self, gpu_index: int) -> None:
    """Initializ the GPU with a specified index."""
    self.gpu_index = gpu_index

_warn_sys_admin 

_warn_sys_admin()

Warn the user if the current process doesn't have SYS_ADMIN privileges.

Source code in zeus/device/gpu/common.py 
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def _warn_sys_admin(self) -> None:
    """Warn the user if the current process doesn't have `SYS_ADMIN` privileges."""
    # Deriving classes can disable this warning by setting this attribute.
    if not getattr(self, "_disable_sys_admin_warning", False) and not has_sys_admin():
        warnings.warn(
            "You are about to call a GPU management API that requires "
            "`SYS_ADMIN` privileges. Some energy optimizers that change the "
            "GPU's power settings need this.\nSee "
            "https://ml.energy/zeus/getting_started/#system-privileges "
            "for more information and how to obtain `SYS_ADMIN`.",
            stacklevel=2,
        )
        # Only warn once.
        self._disable_sys_admin_warning = True

get_name abstractmethod 

get_name()

Return the name of the GPU model.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getName")
@abc.abstractmethod
def get_name(self) -> str:
    """Return the name of the GPU model."""
    pass

get_power_management_limit_constraints abstractmethod 

get_power_management_limit_constraints()

Return the minimum and maximum power management limits. Units: mW.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getPowerManagementLimitConstraints")
@abc.abstractmethod
def get_power_management_limit_constraints(self) -> tuple[int, int]:
    """Return the minimum and maximum power management limits. Units: mW."""
    pass

get_power_management_limit abstractmethod 

get_power_management_limit()

Return the current power management limit. Units: mW.

Source code in zeus/device/gpu/common.py 
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@abc.abstractmethod
def get_power_management_limit(self) -> int:
    """Return the current power management limit. Units: mW."""
    pass

set_power_management_limit abstractmethod 

set_power_management_limit(power_limit_mw, block=True)

Set the GPU's power management limit. Unit: mW.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setPowerManagementLimit")
@abc.abstractmethod
def set_power_management_limit(self, power_limit_mw: int, block: bool = True) -> None:
    """Set the GPU's power management limit. Unit: mW."""
    pass

reset_power_management_limit abstractmethod 

reset_power_management_limit(block=True)

Reset the GPU's power management limit to the default value.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("resetPowerManagementLimit")
@abc.abstractmethod
def reset_power_management_limit(self, block: bool = True) -> None:
    """Reset the GPU's power management limit to the default value."""
    pass

set_persistence_mode abstractmethod 

set_persistence_mode(enabled, block=True)

Set persistence mode.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setPersistenceMode")
@abc.abstractmethod
def set_persistence_mode(self, enabled: bool, block: bool = True) -> None:
    """Set persistence mode."""
    pass

get_supported_memory_clocks abstractmethod 

get_supported_memory_clocks()

Return a list of supported memory clock frequencies. Units: MHz.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getSupportedMemoryClocks")
@abc.abstractmethod
def get_supported_memory_clocks(self) -> list[int]:
    """Return a list of supported memory clock frequencies. Units: MHz."""
    pass

set_memory_locked_clocks abstractmethod 

set_memory_locked_clocks(min_clock_mhz, max_clock_mhz, block=True)

Lock the memory clock to a specified range. Units: MHz.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setMemoryLockedClocks")
@abc.abstractmethod
def set_memory_locked_clocks(self, min_clock_mhz: int, max_clock_mhz: int, block: bool = True) -> None:
    """Lock the memory clock to a specified range. Units: MHz."""
    pass

reset_memory_locked_clocks abstractmethod 

reset_memory_locked_clocks(block=True)

Reset the locked memory clocks to the default.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("resetMemoryLockedClocks")
@abc.abstractmethod
def reset_memory_locked_clocks(self, block: bool = True) -> None:
    """Reset the locked memory clocks to the default."""
    pass

get_supported_graphics_clocks abstractmethod 

get_supported_graphics_clocks(memory_clock_mhz=None)

Return a list of supported graphics clock frequencies. Units: MHz.

Parameters:

Name Type Description Default
memory_clock_mhz int | None

Memory clock frequency to use. Some GPUs have different supported graphics clocks depending on the memory clock.

 None
Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getSupportedGraphicsClocks")
@abc.abstractmethod
def get_supported_graphics_clocks(self, memory_clock_mhz: int | None = None) -> list[int]:
    """Return a list of supported graphics clock frequencies. Units: MHz.

    Args:
        memory_clock_mhz: Memory clock frequency to use. Some GPUs have
            different supported graphics clocks depending on the memory clock.
    """
    pass

set_gpu_locked_clocks abstractmethod 

set_gpu_locked_clocks(min_clock_mhz, max_clock_mhz, block=True)

Lock the GPU clock to a specified range. Units: MHz.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setGpuLockedClocks")
@abc.abstractmethod
def set_gpu_locked_clocks(self, min_clock_mhz: int, max_clock_mhz: int, block: bool = True) -> None:
    """Lock the GPU clock to a specified range. Units: MHz."""
    pass

reset_gpu_locked_clocks abstractmethod 

reset_gpu_locked_clocks(block=True)

Reset the locked GPU clocks to the default.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("resetGpuLockedClocks")
@abc.abstractmethod
def reset_gpu_locked_clocks(self, block: bool = True) -> None:
    """Reset the locked GPU clocks to the default."""
    pass

get_average_power_usage abstractmethod 

get_average_power_usage()

Return the average power usage of the GPU. Units: mW.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getAveragePowerUsage")
@abc.abstractmethod
def get_average_power_usage(self) -> int:
    """Return the average power usage of the GPU. Units: mW."""
    pass

get_instant_power_usage abstractmethod 

get_instant_power_usage()

Return the current power draw of the GPU. Units: mW.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getInstantPowerUsage")
@abc.abstractmethod
def get_instant_power_usage(self) -> int:
    """Return the current power draw of the GPU. Units: mW."""
    pass

get_average_memory_power_usage abstractmethod 

get_average_memory_power_usage()

Return the average power usage of the GPU's memory. Units: mW.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getAverageMemoryPowerUsage")
@abc.abstractmethod
def get_average_memory_power_usage(self) -> int:
    """Return the average power usage of the GPU's memory. Units: mW."""
    pass

supports_get_total_energy_consumption abstractmethod 

supports_get_total_energy_consumption()

Check if the GPU supports retrieving total energy consumption.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("supportsGetTotalEnergyConsumption")
@abc.abstractmethod
def supports_get_total_energy_consumption(self) -> bool:
    """Check if the GPU supports retrieving total energy consumption."""
    pass

get_total_energy_consumption abstractmethod 

get_total_energy_consumption()

Return the total energy consumption of the GPU since driver load. Units: mJ.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getTotalEnergyConsumption")
@abc.abstractmethod
def get_total_energy_consumption(self) -> int:
    """Return the total energy consumption of the GPU since driver load. Units: mJ."""
    pass

get_gpu_temperature abstractmethod 

get_gpu_temperature()

Return the current GPU temperature. Units: Celsius.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getGpuTemperature")
@abc.abstractmethod
def get_gpu_temperature(self) -> int:
    """Return the current GPU temperature. Units: Celsius."""
    pass

EmptyGPUs

Bases: GPUs

A concrete class implementing the GPUs abstract base class, but representing an empty collection of GPUs.

This class is used to represent a scenario where no GPUs are available or detected. Any method call attempting to interact with a GPU will raise a ValueError.

Source code in zeus/device/gpu/common.py 
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class EmptyGPUs(GPUs):
    """A concrete class implementing the GPUs abstract base class, but representing an empty collection of GPUs.

    This class is used to represent a scenario where no GPUs are available or detected.
    Any method call attempting to interact with a GPU will raise a ValueError.
    """

    def __init__(self, ensure_homogeneous: bool = False) -> None:
        """Initialize the EMPTYGPUs class.

        Since this class represents an empty collection of GPUs, no actual initialization of GPU objects is performed.
        """
        pass

    def __del__(self) -> None:
        """Clean up any resources if necessary.

        As this class represents an empty collection of GPUs, no specific cleanup is required.
        """
        pass

    @property
    def gpus(self) -> Sequence["GPU"]:
        """Return an empty list as no GPUs are being tracked."""
        return []

    def __len__(self) -> int:
        """Return 0, indicating no GPUs are being tracked."""
        return 0

    def _ensure_homogeneous(self) -> None:
        """Raise a ValueError as no GPUs are being tracked."""
        raise ValueError("No GPUs available to ensure homogeneity.")

    def _warn_sys_admin(self) -> None:
        """Raise a ValueError as no GPUs are being tracked."""
        raise ValueError("No GPUs available to warn about SYS_ADMIN privileges.")

    @deprecated_alias("getName")
    def get_name(self, gpu_index: int) -> str:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("getPowerManagementLimitConstraints")
    def get_power_management_limit_constraints(self, gpu_index: int) -> tuple[int, int]:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    def get_power_management_limit(self, gpu_index: int) -> int:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("setPowerManagementLimit")
    def set_power_management_limit(self, gpu_index: int, power_limit_mw: int, block: bool = True) -> None:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("resetPowerManagementLimit")
    def reset_power_management_limit(self, gpu_index: int, block: bool = True) -> None:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("setPersistenceMode")
    def set_persistence_mode(self, gpu_index: int, enabled: bool, block: bool = True) -> None:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("getSupportedMemoryClocks")
    def get_supported_memory_clocks(self, gpu_index: int) -> list[int]:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("setMemoryLockedClocks")
    def set_memory_locked_clocks(
        self,
        gpu_index: int,
        min_clock_mhz: int,
        max_clock_mhz: int,
        block: bool = True,
    ) -> None:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("resetMemoryLockedClocks")
    def reset_memory_locked_clocks(self, gpu_index: int, block: bool = True) -> None:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("getSupportedGraphicsClocks")
    def get_supported_graphics_clocks(self, gpu_index: int, memory_clock_mhz: int | None = None) -> list[int]:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("setGpuLockedClocks")
    def set_gpu_locked_clocks(
        self,
        gpu_index: int,
        min_clock_mhz: int,
        max_clock_mhz: int,
        block: bool = True,
    ) -> None:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("resetGpuLockedClocks")
    def reset_gpu_locked_clocks(self, gpu_index: int, block: bool = True) -> None:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("getInstantPowerUsage")
    def get_instant_power_usage(self, gpu_index: int) -> int:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("supportsGetTotalEnergyConsumption")
    def supports_get_total_energy_consumption(self, gpu_index: int) -> bool:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("getTotalEnergyConsumption")
    def get_total_energy_consumption(self, gpu_index: int) -> int:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

    @deprecated_alias("getGpuTemperature")
    def get_gpu_temperature(self, gpu_index: int) -> int:
        """Raise a ValueError as no GPUs are available."""
        raise ValueError("No GPUs available.")

gpus property 

gpus

Return an empty list as no GPUs are being tracked.

__init__ 

__init__(ensure_homogeneous=False)

Since this class represents an empty collection of GPUs, no actual initialization of GPU objects is performed.

Source code in zeus/device/gpu/common.py 
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def __init__(self, ensure_homogeneous: bool = False) -> None:
    """Initialize the EMPTYGPUs class.

    Since this class represents an empty collection of GPUs, no actual initialization of GPU objects is performed.
    """
    pass

__del__ 

__del__()

Clean up any resources if necessary.

As this class represents an empty collection of GPUs, no specific cleanup is required.

Source code in zeus/device/gpu/common.py 
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def __del__(self) -> None:
    """Clean up any resources if necessary.

    As this class represents an empty collection of GPUs, no specific cleanup is required.
    """
    pass

__len__ 

__len__()

Return 0, indicating no GPUs are being tracked.

Source code in zeus/device/gpu/common.py 
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def __len__(self) -> int:
    """Return 0, indicating no GPUs are being tracked."""
    return 0

_ensure_homogeneous 

_ensure_homogeneous()

Raise a ValueError as no GPUs are being tracked.

Source code in zeus/device/gpu/common.py 
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def _ensure_homogeneous(self) -> None:
    """Raise a ValueError as no GPUs are being tracked."""
    raise ValueError("No GPUs available to ensure homogeneity.")

_warn_sys_admin 

_warn_sys_admin()

Raise a ValueError as no GPUs are being tracked.

Source code in zeus/device/gpu/common.py 
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def _warn_sys_admin(self) -> None:
    """Raise a ValueError as no GPUs are being tracked."""
    raise ValueError("No GPUs available to warn about SYS_ADMIN privileges.")

get_name 

get_name(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getName")
def get_name(self, gpu_index: int) -> str:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

get_power_management_limit_constraints 

get_power_management_limit_constraints(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getPowerManagementLimitConstraints")
def get_power_management_limit_constraints(self, gpu_index: int) -> tuple[int, int]:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

get_power_management_limit 

get_power_management_limit(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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def get_power_management_limit(self, gpu_index: int) -> int:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

set_power_management_limit 

set_power_management_limit(gpu_index, power_limit_mw, block=True)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setPowerManagementLimit")
def set_power_management_limit(self, gpu_index: int, power_limit_mw: int, block: bool = True) -> None:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

reset_power_management_limit 

reset_power_management_limit(gpu_index, block=True)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("resetPowerManagementLimit")
def reset_power_management_limit(self, gpu_index: int, block: bool = True) -> None:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

set_persistence_mode 

set_persistence_mode(gpu_index, enabled, block=True)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setPersistenceMode")
def set_persistence_mode(self, gpu_index: int, enabled: bool, block: bool = True) -> None:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

get_supported_memory_clocks 

get_supported_memory_clocks(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getSupportedMemoryClocks")
def get_supported_memory_clocks(self, gpu_index: int) -> list[int]:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

set_memory_locked_clocks 

set_memory_locked_clocks(gpu_index, min_clock_mhz, max_clock_mhz, block=True)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setMemoryLockedClocks")
def set_memory_locked_clocks(
    self,
    gpu_index: int,
    min_clock_mhz: int,
    max_clock_mhz: int,
    block: bool = True,
) -> None:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

reset_memory_locked_clocks 

reset_memory_locked_clocks(gpu_index, block=True)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("resetMemoryLockedClocks")
def reset_memory_locked_clocks(self, gpu_index: int, block: bool = True) -> None:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

get_supported_graphics_clocks 

get_supported_graphics_clocks(gpu_index, memory_clock_mhz=None)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getSupportedGraphicsClocks")
def get_supported_graphics_clocks(self, gpu_index: int, memory_clock_mhz: int | None = None) -> list[int]:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

set_gpu_locked_clocks 

set_gpu_locked_clocks(gpu_index, min_clock_mhz, max_clock_mhz, block=True)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("setGpuLockedClocks")
def set_gpu_locked_clocks(
    self,
    gpu_index: int,
    min_clock_mhz: int,
    max_clock_mhz: int,
    block: bool = True,
) -> None:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

reset_gpu_locked_clocks 

reset_gpu_locked_clocks(gpu_index, block=True)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("resetGpuLockedClocks")
def reset_gpu_locked_clocks(self, gpu_index: int, block: bool = True) -> None:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

get_instant_power_usage 

get_instant_power_usage(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getInstantPowerUsage")
def get_instant_power_usage(self, gpu_index: int) -> int:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

supports_get_total_energy_consumption 

supports_get_total_energy_consumption(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("supportsGetTotalEnergyConsumption")
def supports_get_total_energy_consumption(self, gpu_index: int) -> bool:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

get_total_energy_consumption 

get_total_energy_consumption(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getTotalEnergyConsumption")
def get_total_energy_consumption(self, gpu_index: int) -> int:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

get_gpu_temperature 

get_gpu_temperature(gpu_index)

Raise a ValueError as no GPUs are available.

Source code in zeus/device/gpu/common.py 
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@deprecated_alias("getGpuTemperature")
def get_gpu_temperature(self, gpu_index: int) -> int:
    """Raise a ValueError as no GPUs are available."""
    raise ValueError("No GPUs available.")

ZeusGPUInvalidArgError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Invalid Argument.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUInvalidArgError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Invalid Argument."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUNotSupportedError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Not Supported Operation on GPU.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUNotSupportedError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Not Supported Operation on GPU."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUNoPermissionError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps No Permission to perform GPU operation.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUNoPermissionError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps No Permission to perform GPU operation."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUAlreadyInitializedError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Already Initialized GPU.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUAlreadyInitializedError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Already Initialized GPU."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUNotFoundError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Not Found GPU.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUNotFoundError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Not Found GPU."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUInsufficientSizeError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Insufficient Size.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUInsufficientSizeError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Insufficient Size."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUInsufficientPowerError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Insufficient Power.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUInsufficientPowerError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Insufficient Power."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUDriverNotLoadedError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Driver Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUDriverNotLoadedError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Driver Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUTimeoutError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Timeout Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUTimeoutError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Timeout Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUIRQError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps IRQ Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUIRQError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps IRQ Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPULibraryNotFoundError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Library Not Found Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPULibraryNotFoundError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Library Not Found Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUFunctionNotFoundError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Function Not Found Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUFunctionNotFoundError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Function Not Found Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUCorruptedInfoROMError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Corrupted Info ROM Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUCorruptedInfoROMError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Corrupted Info ROM Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPULostError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Lost GPU Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPULostError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Lost GPU Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUResetRequiredError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Reset Required Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUResetRequiredError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Reset Required Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUOperatingSystemError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Operating System Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUOperatingSystemError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Operating System Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPULibRMVersionMismatchError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps LibRM Version Mismatch Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPULibRMVersionMismatchError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps LibRM Version Mismatch Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUMemoryError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Insufficient Memory Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUMemoryError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Insufficient Memory Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUUnknownError

Bases: ZeusBaseGPUError

Zeus GPU exception that wraps Unknown Error.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUUnknownError(ZeusBaseGPUError):
    """Zeus GPU exception that wraps Unknown Error."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

ZeusGPUHeterogeneousError

Bases: ZeusBaseGPUError

Exception for when GPUs are not homogeneous.

Source code in zeus/device/gpu/common.py 
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class ZeusGPUHeterogeneousError(ZeusBaseGPUError):
    """Exception for when GPUs are not homogeneous."""

    def __init__(self, message: str) -> None:
        """Intialize the exception object."""
        super().__init__(message)

__init__ 

__init__(message)
Source code in zeus/device/gpu/common.py 
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def __init__(self, message: str) -> None:
    """Intialize the exception object."""
    super().__init__(message)

has_sys_admin cached 

has_sys_admin()

Check if the current process has SYS_ADMIN capabilities.

Source code in zeus/device/common.py 
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@lru_cache(maxsize=1)
def has_sys_admin() -> bool:
    """Check if the current process has `SYS_ADMIN` capabilities."""
    # First try to read procfs.
    try:
        with open("/proc/self/status") as f:
            for line in f:
                if line.startswith("CapEff"):
                    bitmask = int(line.strip().split()[1], 16)
                    has = bool(bitmask & (1 << 21))
                    logger.info(
                        "Read security capabilities from /proc/self/status -- SYS_ADMIN: %s",
                        has,
                    )
                    return has
    except Exception:
        logger.info("Failed to read capabilities from /proc/self/status", exc_info=True)

    # If that fails, try to use the capget syscall.
    class CapHeader(ctypes.Structure):
        _fields_ = [("version", ctypes.c_uint32), ("pid", ctypes.c_int)]

    class CapData(ctypes.Structure):
        _fields_ = [
            ("effective", ctypes.c_uint32),
            ("permitted", ctypes.c_uint32),
            ("inheritable", ctypes.c_uint32),
        ]

    # Attempt to load libc and set up capget
    try:
        libc = ctypes.CDLL("libc.so.6")
        capget = libc.capget
        capget.argtypes = [ctypes.POINTER(CapHeader), ctypes.POINTER(CapData)]
        capget.restype = ctypes.c_int
    except Exception:
        logger.info("Failed to load libc.so.6", exc_info=True)
        return False

    # Initialize the header and data structures
    header = CapHeader(version=0x20080522, pid=0)  # Use the current process
    data = CapData()

    # Call capget and check for errors
    if capget(ctypes.byref(header), ctypes.byref(data)) != 0:
        errno = ctypes.get_errno()
        logger.info("capget failed with error: %s (errno %s)", os.strerror(errno), errno)
        return False

    bitmask = data.effective
    has = bool(bitmask & (1 << 21))
    logger.info("Read security capabilities from capget -- SYS_ADMIN: %s", has)
    return has

deprecated_alias 

deprecated_alias(old_name)

Decorator that marks a method to have a deprecated camelCase alias.

Apply this decorator to the new snake_case method. When the old camelCase name is called, it will emit a deprecation warning once and then call the new snake_case method.

Example 
@deprecated_alias("getName")
def get_name(self):
    return "GPU Name"

The class using this decorator should use DeprecatedAliasABCMeta as its metaclass.

Parameters:

Name Type Description Default
old_name str

The old camelCase method name to create as a deprecated alias.

 required

Returns:

Type Description
Callable[[Callable], Callable]

The decorated function with the _deprecated_alias attribute set.
Source code in zeus/device/common.py 
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def deprecated_alias(old_name: str) -> Callable[[Callable], Callable]:
    """Decorator that marks a method to have a deprecated camelCase alias.

    Apply this decorator to the new snake_case method. When the old camelCase
    name is called, it will emit a deprecation warning once and then call the
    new snake_case method.

    Example:
        ```python
        @deprecated_alias("getName")
        def get_name(self):
            return "GPU Name"
        ```

    The class using this decorator should use `DeprecatedAliasABCMeta` as its metaclass.

    Args:
        old_name: The old camelCase method name to create as a deprecated alias.

    Returns:
        The decorated function with the `_deprecated_alias` attribute set.
    """

    def decorator(func):
        func._deprecated_alias = old_name
        return func

    return decorator

get_gpus 

get_gpus(ensure_homogeneous=False)

Initialize and return a singleton object for GPU management.

This function returns a GPU management object that aims to abstract the underlying GPU vendor and their specific monitoring library (pynvml for NVIDIA GPUs and amdsmi for AMD GPUs). Management APIs are mapped to methods on the returned GPUs object.

GPU availability is checked in the following order:

  1. NVIDIA GPUs using pynvml
  2. AMD GPUs using amdsmi
  3. If both are unavailable, a ZeusGPUInitError is raised.

Parameters:

Name Type Description Default
ensure_homogeneous bool

If True, ensures that all tracked GPUs have the same name.

 False
Source code in zeus/device/gpu/__init__.py 
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def get_gpus(ensure_homogeneous: bool = False) -> GPUs:
    """Initialize and return a singleton object for GPU management.

    This function returns a GPU management object that aims to abstract
    the underlying GPU vendor and their specific monitoring library
    (pynvml for NVIDIA GPUs and amdsmi for AMD GPUs). Management APIs
    are mapped to methods on the returned [`GPUs`][zeus.device.gpu.GPUs] object.

    GPU availability is checked in the following order:

    1. NVIDIA GPUs using `pynvml`
    1. AMD GPUs using `amdsmi`
    1. If both are unavailable, a `ZeusGPUInitError` is raised.

    Args:
        ensure_homogeneous (bool): If True, ensures that all tracked GPUs have the same name.
    """
    global _gpus
    if _gpus is not None:
        return _gpus

    if nvml_is_available():
        _gpus = NVIDIAGPUs(ensure_homogeneous)
        return _gpus
    elif amdsmi_is_available():
        _gpus = AMDGPUs(ensure_homogeneous)
        return _gpus
    else:
        raise ZeusGPUInitError("NVML and AMDSMI unavailable. Failed to initialize GPU management library.")