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ParameterCollection

Struct ParameterCollection 

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pub struct ParameterCollection { /* private fields */ }
Expand description

Parameter collection utility for managing multiple parameters

This provides convenient methods for working with collections of parameters, such as applying operations to all parameters in a module.

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impl ParameterCollection

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pub fn new() -> Self

Create a new parameter collection

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pub fn from_map(parameters: HashMap<String, Parameter>) -> Self

Create from a parameter map

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pub fn add(&mut self, name: String, parameter: Parameter)

Add a parameter to the collection

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pub fn get(&self, name: &str) -> Option<&Parameter>

Get a parameter by name

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pub fn get_mut(&mut self, name: &str) -> Option<&mut Parameter>

Get a mutable parameter by name

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

Get all parameter names

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pub fn len(&self) -> usize

Get the number of parameters

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pub fn is_empty(&self) -> bool

Check if the collection is empty

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pub fn apply_to_all<F>(&mut self, f: F) -> Result<()>
where F: FnMut(&mut Parameter) -> Result<()>,

Apply a function to all parameters

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pub fn stats(&self) -> Result<HashMap<String, ParameterStats>>

Get statistics for all parameters

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pub fn diagnose(&self) -> Result<HashMap<String, ParameterDiagnostics>>

Get diagnostics for all parameters

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pub fn total_parameters(&self) -> usize

Get total parameter count

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pub fn total_memory_usage(&self) -> usize

Get total memory usage

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pub fn freeze_all(&mut self)

Freeze all parameters

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pub fn unfreeze_all(&mut self)

Unfreeze all parameters

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pub fn scale_all(&mut self, factor: f32) -> Result<()>

Scale all parameters by a factor

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pub fn clamp_all(&mut self, min: f32, max: f32) -> Result<()>

Clamp all parameters to a range

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pub fn add_noise_all(&mut self, std: f32) -> Result<()>

Add noise to all parameters

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pub fn filter_by_name(&self, pattern: &str) -> ParameterCollection

Filter parameters by name pattern

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pub fn filter_by<F>(&self, predicate: F) -> ParameterCollection
where F: Fn(&String, &Parameter) -> bool,

Filter parameters by predicate

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

Create a summary report of all parameters

Trait Implementations§

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impl Clone for ParameterCollection

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fn clone(&self) -> ParameterCollection

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for ParameterCollection

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

Formats the value using the given formatter. Read more
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impl Default for ParameterCollection

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl From<HashMap<String, Parameter>> for ParameterCollection

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fn from(parameters: HashMap<String, Parameter>) -> Self

Converts to this type from the input type.
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impl From<ParameterCollection> for HashMap<String, Parameter>

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fn from(val: ParameterCollection) -> Self

Converts to this type from the input type.
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impl ParameterCollectionExt for ParameterCollection

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fn total_numel(&self) -> usize

Get total parameter count
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fn group_by_patterns( &self, groups: &HashMap<String, Vec<String>>, ) -> HashMap<String, ParameterGroup>

Group parameters by name pattern
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fn filter<F>(&self, predicate: F) -> HashMap<String, Parameter>
where F: Fn(&str, &Parameter) -> bool,

Filter parameters by property
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fn trainable(&self) -> HashMap<String, Parameter>

Get trainable parameters only
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fn frozen(&self) -> HashMap<String, Parameter>

Get frozen parameters only

Auto Trait Implementations§

Blanket Implementations§

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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> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. 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, U> Into<U> for T
where U: From<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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impl<T> IntoEither for T

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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

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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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> Same for T

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type Output = T

Should always be Self
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V