Skip to main content

ActivationVisualizer

Struct ActivationVisualizer 

Source
pub struct ActivationVisualizer { /* private fields */ }
Expand description

Activation visualizer for inspecting layer outputs

Implementations§

Source§

impl ActivationVisualizer

Source

pub fn new() -> Self

Create a new activation visualizer

§Example
use trustformers_debug::ActivationVisualizer;

let visualizer = ActivationVisualizer::new();
Source

pub fn with_config(config: ActivationConfig) -> Self

Create a new activation visualizer with custom configuration

Source

pub fn register( &mut self, layer_name: &str, values: Vec<f32>, shape: Vec<usize>, ) -> Result<()>

Register activations from a layer

§Arguments
  • layer_name - Name of the layer
  • values - Flattened activation values
  • shape - Original shape of the activation tensor
§Example
let activations = vec![0.1, 0.5, 0.3, 0.8];
visualizer.register("layer1", activations, vec![2, 2]).unwrap();
Source

pub fn get_activations(&self, layer_name: &str) -> Option<&ActivationData>

Get activations for a specific layer

Source

pub fn get_layer_names(&self) -> Vec<String>

Get all layer names with registered activations

Source

pub fn create_histogram(&self, layer_name: &str) -> Result<ActivationHistogram>

Create a histogram of activation values

Source

pub fn create_heatmap( &self, layer_name: &str, reshape: Option<(usize, usize)>, ) -> Result<ActivationHeatmap>

Create a heatmap from 2D activations

§Arguments
  • layer_name - Name of the layer
  • reshape - Optional reshape dimensions (e.g., [height, width])
Source

pub fn export_statistics( &self, layer_name: &str, output_path: &Path, ) -> Result<()>

Export activation statistics to JSON

Source

pub fn plot_distribution_ascii(&self, layer_name: &str) -> Result<String>

Plot distribution as ASCII histogram

Source

pub fn print_summary(&self) -> Result<String>

Print summary statistics for all layers

Source

pub fn clear(&mut self)

Clear all stored activations

Source

pub fn num_layers(&self) -> usize

Get number of stored activations

Trait Implementations§

Source§

impl Debug for ActivationVisualizer

Source§

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

Formats the value using the given formatter. Read more
Source§

impl Default for ActivationVisualizer

Source§

fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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<U> 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§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

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

Source§

fn and<P, B, E>(self, other: P) -> And<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow only if self and other return Action::Follow. Read more
Source§

fn or<P, B, E>(self, other: P) -> Or<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow if either self or other returns Action::Follow. Read more
Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

Source§

fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
Source§

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
Source§

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
Source§

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

Source§

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V

Source§

impl<T> WithSubscriber for T

Source§

fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
Source§

fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more