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ModuleReshaper

Struct ModuleReshaper 

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pub struct ModuleReshaper<B: Backend, M: Module<B>> { /* private fields */ }
Expand description

A ParamReshaper backed by a cloned template module.

Construction clones the supplied module once and counts its float leaves. Each unflatten call clones that template and maps the flat buffer into the clone’s leaves; each flatten call visits a module’s leaves and concatenates them.

§Single-source width convention

A reshaper is the genome-width source of truth. Build one reshaper for the width, then hand reshaper.clone() (this type is Clone) to the fitness adapter — the strategy and its evaluator then agree on num_params by construction. Prefer this over building two ModuleReshaper::new(template.clone()) instances whose widths match only by convention: a silent divergence surfaces late as the documented width-mismatch panic in unflatten / evaluate_batch. Where a WeightOnly wrapper already owns a reshaper, clone its via strategy.reshaper().clone().

§Example

See the module_eval_fn tests for a runnable end-to-end example of flatten/unflatten in the weight-only pipeline.

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impl<B: Backend, M: Module<B>> ModuleReshaper<B, M>

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pub fn new(template: M) -> Self

Build a reshaper from a template module.

The template is cloned and retained; its float-leaf count is computed once and cached as num_params.

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pub fn template(&self) -> &M

Borrow the retained template module.

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pub fn num_params(&self) -> usize

Number of float parameters (flat-vector length).

Inherent mirror of ParamReshaper::num_params so callers can read the width without the M: Sync bound the trait requires.

Trait Implementations§

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impl<B: Backend, M: Module<B>> Clone for ModuleReshaper<B, M>

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fn clone(&self) -> Self

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<B: Backend, M: Module<B>> Debug for ModuleReshaper<B, M>

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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<B, M> ParamReshaper<B> for ModuleReshaper<B, M>
where B: Backend, M: Module<B> + Sync,

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type Module = M

The Burn module type this reshaper flattens and reconstructs.
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fn num_params(&self) -> usize

Total number of trainable float parameters (the flat-vector length).
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fn flatten(&self, module: &M, device: &B::Device) -> Tensor<B, 1>

Flatten all float Param leaves of module into a 1-D tensor. Read more
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fn unflatten(&self, flat: Tensor<B, 1>) -> M

Clone the template module and replace its float leaves with slices of flat, in the same order as flatten. Read more

Auto Trait Implementations§

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impl<B, M> Freeze for ModuleReshaper<B, M>
where M: Freeze,

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impl<B, M> RefUnwindSafe for ModuleReshaper<B, M>
where M: RefUnwindSafe,

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impl<B, M> Send for ModuleReshaper<B, M>

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impl<B, M> Sync for ModuleReshaper<B, M>
where M: Sync,

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impl<B, M> Unpin for ModuleReshaper<B, M>
where M: Unpin,

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impl<B, M> UnsafeUnpin for ModuleReshaper<B, M>
where M: UnsafeUnpin,

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impl<B, M> UnwindSafe for ModuleReshaper<B, M>
where M: UnwindSafe,

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impl<T> Adaptor<()> for T

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fn adapt(&self)

Adapt the type to be passed to a metric.
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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<C> CloneExpand for C
where C: Clone,

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fn __expand_clone_method(&self, _scope: &mut Scope) -> C

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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> Downcast<T> for T

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fn downcast(&self) -> &T

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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>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
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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> IntoComptime for T

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fn comptime(self) -> Self

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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> 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<T> TuneInputs for T
where T: Clone + Send + Sync + 'static,

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type At<'a> = T

The concrete input type at lifetime 'a.
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impl<T> Upcast<T> for T

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fn upcast(&self) -> Option<&T>

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impl<T> WasmNotSend for T
where T: Send,

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impl<T> WasmNotSendSync for T

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impl<T> WasmNotSync for T
where T: Sync,

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impl<T> WithSubscriber for T

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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
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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