Enum MemoryOptimizationTechnique 

pub enum MemoryOptimizationTechnique {
    GradientAccumulation {
        accumulation_steps: u32,
    },
    ActivationCheckpointing {
        checkpoint_ratio: f32,
    },
    CpuOffloading {
        offload_threshold: f32,
    },
    MemoryMapping {
        page_size: usize,
    },
    ActivationCompression {
        compression_ratio: f32,
    },
    SmartGC {
        gc_threshold: f32,
        gc_interval: Duration,
    },
    CrossNodePooling {
        pool_size_mb: u64,
    },
    HierarchicalMemory {
        levels: Vec<MemoryLevel>,
    },
}

Memory optimization techniques

Variants

GradientAccumulation

Gradient accumulation to reduce memory usage

Fields

accumulation_steps: u32

ActivationCheckpointing

Activation checkpointing

Fields

checkpoint_ratio: f32

CpuOffloading

CPU offloading for optimizer states

Fields

offload_threshold: f32

MemoryMapping

Memory-mapped parameters

Fields

page_size: usize

ActivationCompression

Compressed activations

Fields

compression_ratio: f32

SmartGC

Smart garbage collection

Fields

gc_threshold: f32

gc_interval: Duration

CrossNodePooling

Memory pooling across nodes

Fields

pool_size_mb: u64

HierarchicalMemory

Hierarchical memory management

Fields

levels: Vec<MemoryLevel>

Trait Implementations

impl Clone for MemoryOptimizationTechnique

fn clone(&self) -> MemoryOptimizationTechnique

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for MemoryOptimizationTechnique

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for MemoryOptimizationTechnique

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl PartialEq for MemoryOptimizationTechnique

fn eq(&self, other: &MemoryOptimizationTechnique) -> bool

Tests for self and other values to be equal, and is used by ==.

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.

impl Serialize for MemoryOptimizationTechnique

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.

impl StructuralPartialEq for MemoryOptimizationTechnique