tenflowers_dataset::visualization::visualizer

Struct DatasetVisualizer

pub struct DatasetVisualizer;

Expand description

Visualization utilities for datasets

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impl DatasetVisualizer

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pub fn sample_preview<T, D>( dataset: &D, num_samples: usize, ) -> Result<SamplePreview>
where T: Clone + Default + Zero + Send + Sync + 'static, D: Dataset<T>,

Create a sample preview showing basic statistics and examples

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pub fn feature_distribution<T, D>( dataset: &D, max_samples: Option<usize>, ) -> Result<DistributionInfo<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float, D: Dataset<T>,

Generate distribution information for dataset features and labels

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pub fn class_distribution<T, D>(dataset: &D) -> Result<ClassDistribution>
where T: Clone + Default + Zero + Send + Sync + 'static, D: Dataset<T>,

Generate class distribution for classification datasets

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pub fn feature_histogram<T, D>( dataset: &D, feature_index: usize, bins: usize, ) -> Result<FeatureHistogram<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float + PartialOrd, D: Dataset<T>,

Generate a simple text-based histogram for a single feature dimension

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pub fn analyze_augmentation_effects<T, D, Tr>( dataset: &D, transform: &Tr, num_samples: usize, ) -> Result<AugmentationEffects<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float + PartialOrd, D: Dataset<T>, Tr: Transform<T>,

Analyze the effects of a transform on dataset samples

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pub fn compare_samples<T, Tr>( samples: &[(Tensor<T>, Tensor<T>)], transform: &Tr, comparison_count: usize, ) -> Result<Vec<SampleComparison<T>>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float, Tr: Transform<T>,

Compare before/after samples for a specific transform

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pub fn analyze_feature_changes<T>( pairs: &[BeforeAfterPair<T>], ) -> Result<FeatureChangeAnalysis<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

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pub fn analyze_distribution_changes<T>( pairs: &[BeforeAfterPair<T>], ) -> Result<DistributionChangeAnalysis<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

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pub fn calculate_tensor_stats<T>(tensor: &Tensor<T>) -> Result<TensorStats<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

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pub fn calculate_change_magnitude<T>( original: &Tensor<T>, transformed: &Tensor<T>, ) -> Result<T>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

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impl UnwindSafe for DatasetVisualizer

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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

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

Mutably borrows from an owned value. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T> Instrument for T

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

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

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fn in_current_span(self) -> Instrumented<Self>

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impl<T, U> Into for T
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fn into(self) -> U

Calls U::from(self).

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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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

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impl<T> Pointable for T

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const ALIGN: usize

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type Init = T

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

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

Dereferences the given pointer. Read more

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

Mutably dereferences the given pointer. Read more

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unsafe fn drop(ptr: usize)

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

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

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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

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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

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impl<T, U> TryFrom for T
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type Error = Infallible

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

Performs the conversion.

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type Error = >::Error

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impl<V, T> VZip<V> for T
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fn vzip(self) -> V

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

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fn with_current_subscriber(self) -> WithDispatch<Self>

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

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DatasetVisualizer

Struct DatasetVisualizer Copy item path

Implementations§

impl DatasetVisualizer

pub fn sample_preview<T, D>( dataset: &D, num_samples: usize, ) -> Result<SamplePreview>where T: Clone + Default + Zero + Send + Sync + 'static, D: Dataset<T>,

pub fn feature_distribution<T, D>( dataset: &D, max_samples: Option<usize>, ) -> Result<DistributionInfo<T>>where T: Clone + Default + Zero + Send + Sync + 'static + Float, D: Dataset<T>,

pub fn class_distribution<T, D>(dataset: &D) -> Result<ClassDistribution>where T: Clone + Default + Zero + Send + Sync + 'static, D: Dataset<T>,

pub fn feature_histogram<T, D>( dataset: &D, feature_index: usize, bins: usize, ) -> Result<FeatureHistogram<T>>where T: Clone + Default + Zero + Send + Sync + 'static + Float + PartialOrd, D: Dataset<T>,

pub fn analyze_augmentation_effects<T, D, Tr>( dataset: &D, transform: &Tr, num_samples: usize, ) -> Result<AugmentationEffects<T>>where T: Clone + Default + Zero + Send + Sync + 'static + Float + PartialOrd, D: Dataset<T>, Tr: Transform<T>,

pub fn compare_samples<T, Tr>( samples: &[(Tensor<T>, Tensor<T>)], transform: &Tr, comparison_count: usize, ) -> Result<Vec<SampleComparison<T>>>where T: Clone + Default + Zero + Send + Sync + 'static + Float, Tr: Transform<T>,

pub fn analyze_feature_changes<T>( pairs: &[BeforeAfterPair<T>], ) -> Result<FeatureChangeAnalysis<T>>where T: Clone + Default + Zero + Send + Sync + 'static + Float,

pub fn analyze_distribution_changes<T>( pairs: &[BeforeAfterPair<T>], ) -> Result<DistributionChangeAnalysis<T>>where T: Clone + Default + Zero + Send + Sync + 'static + Float,

pub fn calculate_tensor_stats<T>(tensor: &Tensor<T>) -> Result<TensorStats<T>>where T: Clone + Default + Zero + Send + Sync + 'static + Float,

pub fn calculate_change_magnitude<T>( original: &Tensor<T>, transformed: &Tensor<T>, ) -> Result<T>where T: Clone + Default + Zero + Send + Sync + 'static + Float,

Auto Trait Implementations§

impl Freeze for DatasetVisualizer

impl RefUnwindSafe for DatasetVisualizer

impl Send for DatasetVisualizer

impl Sync for DatasetVisualizer

impl Unpin for DatasetVisualizer

impl UnsafeUnpin for DatasetVisualizer

impl UnwindSafe for DatasetVisualizer

Blanket Implementations§

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

fn type_id(&self) -> TypeId

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

fn borrow(&self) -> &T

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

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

impl<T> From<T> for T

fn from(t: T) -> T

impl<T> Instrument for T

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

fn in_current_span(self) -> Instrumented<Self>

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

fn into(self) -> U

impl<T> IntoEither for T

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

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

impl<T> Pointable for T

const ALIGN: usize

type Init = T

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

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

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

unsafe fn drop(ptr: usize)

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

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

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

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

type Error = Infallible

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

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

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

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

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

fn vzip(self) -> V

impl<T> WithSubscriber for T

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

fn with_current_subscriber(self) -> WithDispatch<Self>

impl<T> Allocation for Twhere T: RefUnwindSafe + Send + Sync,

Struct DatasetVisualizer

pub fn sample_preview<T, D>( dataset: &D, num_samples: usize, ) -> Result<SamplePreview>
where T: Clone + Default + Zero + Send + Sync + 'static, D: Dataset<T>,

pub fn feature_distribution<T, D>( dataset: &D, max_samples: Option<usize>, ) -> Result<DistributionInfo<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float, D: Dataset<T>,

pub fn class_distribution<T, D>(dataset: &D) -> Result<ClassDistribution>
where T: Clone + Default + Zero + Send + Sync + 'static, D: Dataset<T>,

pub fn feature_histogram<T, D>( dataset: &D, feature_index: usize, bins: usize, ) -> Result<FeatureHistogram<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float + PartialOrd, D: Dataset<T>,

pub fn analyze_augmentation_effects<T, D, Tr>( dataset: &D, transform: &Tr, num_samples: usize, ) -> Result<AugmentationEffects<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float + PartialOrd, D: Dataset<T>, Tr: Transform<T>,

pub fn compare_samples<T, Tr>( samples: &[(Tensor<T>, Tensor<T>)], transform: &Tr, comparison_count: usize, ) -> Result<Vec<SampleComparison<T>>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float, Tr: Transform<T>,

pub fn analyze_feature_changes<T>( pairs: &[BeforeAfterPair<T>], ) -> Result<FeatureChangeAnalysis<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

pub fn analyze_distribution_changes<T>( pairs: &[BeforeAfterPair<T>], ) -> Result<DistributionChangeAnalysis<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

pub fn calculate_tensor_stats<T>(tensor: &Tensor<T>) -> Result<TensorStats<T>>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

pub fn calculate_change_magnitude<T>( original: &Tensor<T>, transformed: &Tensor<T>, ) -> Result<T>
where T: Clone + Default + Zero + Send + Sync + 'static + Float,

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

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

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

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

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

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

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

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

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

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

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

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

impl<T> Allocation for T
where T: RefUnwindSafe + Send + Sync,