Struct CompressedModel

Source

pub struct CompressedModel<M: Model> {
    pub model: M,
    pub compression_techniques: Vec<String>,
    pub quantization_config: Option<QuantizationConfig>,
    pub pruning_config: Option<UnstructuredPruningConfig>,
    pub structured_pruning_config: Option<StructuredPruningConfig>,
    pub decomposition_config: Option<DecompositionConfig>,
    pub clustering_config: Option<ClusteringConfig>,
    pub analysis: Option<CompressionAnalysis>,
}

Expand description

Compressed model wrapper

Fields§

§model: M

The underlying model

§compression_techniques: Vec<String>

Applied compression techniques

§quantization_config: Option<QuantizationConfig>

Quantization configuration

§pruning_config: Option<UnstructuredPruningConfig>

Pruning configuration

§structured_pruning_config: Option<StructuredPruningConfig>

Structured pruning configuration

§decomposition_config: Option<DecompositionConfig>

Decomposition configuration

§clustering_config: Option<ClusteringConfig>

Clustering configuration

§analysis: Option<CompressionAnalysis>

Compression analysis results

Implementations§

Source §

impl<M: Model> CompressedModel<M>

Source

pub fn new(model: M) -> Self

Create a new compressed model wrapper

Source

pub fn parameter_count(&self) -> usize

Get parameter count of the model

Source

pub fn model_size_bytes(&self) -> usize

Get model size in bytes

Source

pub fn is_quantized(&self) -> bool

Check if model is quantized

Source

pub fn is_pruned(&self) -> bool

Check if model is pruned

Source

pub fn compression_summary(&self) -> CompressionSummary

Get compression summary

Auto Trait Implementations§

§

impl<M> UnwindSafe for CompressedModel<M>
where M: UnwindSafe,

Blanket Implementations§

Source §

impl<T> Any for T
where T: 'static + ?Sized,

Source §

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

Source §

impl<T> Borrow<T> for T
where T: ?Sized,

Source §

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

Source §

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source §

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

Source §

impl<T> From<T> for T

Source §

fn from(t: T) -> T

Returns the argument unchanged.

Source §

impl<T> Instrument for T

Source §

fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more

Source §

fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more

Source §

impl<T, U> Into for T
where U: From<T>,

Source §

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source §

impl<T> IntoEither for T

Source §

fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

Source §

fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

Source §