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SizeAnalyzer

torsh_quantization::analysis::size

Struct SizeAnalyzer

pub struct SizeAnalyzer;

Expand description

Size analysis for quantized models

Implementations§

impl SizeAnalyzer

pub fn calculate_model_size(num_parameters: usize, scheme: QScheme) -> f32

Calculate theoretical model size for different quantization schemes

pub fn calculate_size_reduction_ratio( num_parameters: usize, scheme: QScheme, ) -> f32

Calculate size reduction ratio compared to FP32

pub fn calculate_total_memory_footprint( num_parameters: usize, num_activations: usize, param_scheme: QScheme, activation_scheme: QScheme, ) -> f32

Calculate memory footprint including activations

pub fn estimate_compressed_size(base_size_mb: f32, scheme: QScheme) -> f32

Estimate disk storage requirements with compression

pub fn size_reduction_factor( original_scheme: QScheme, quantized_scheme: QScheme, num_parameters: usize, ) -> f32

Calculate size reduction factor (legacy compatibility)

pub fn analyze_size_impact(num_parameters: usize) -> HashMap<QScheme, f32>

Analyze size impact for different quantization schemes

pub fn model_size_mb(num_parameters: usize, scheme: QScheme) -> f32

Calculate model size in megabytes

pub fn generate_size_report( num_parameters: usize, schemes: &[QScheme], ) -> HashMap<QScheme, SizeReport>

Generate comprehensive size analysis report

Auto Trait Implementations§

impl Freeze for SizeAnalyzer

impl RefUnwindSafe for SizeAnalyzer

impl Send for SizeAnalyzer

impl Sync for SizeAnalyzer

impl Unpin for SizeAnalyzer

impl UnsafeUnpin for SizeAnalyzer

impl UnwindSafe for SizeAnalyzer

Blanket Implementations§

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

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

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

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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

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where F: FnOnce(&Self) -> bool,

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