Struct ModelSummary

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pub struct ModelSummary {
    pub total_params: usize,
    pub trainable_params: usize,
    pub layer_stats: HashMap<String, ParameterStats>,
    pub overall_stats: ParameterStats,
}

Expand description

Model summary containing layer-wise parameter information.

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§total_params: usize

Total number of parameters

§trainable_params: usize

Trainable parameters

§layer_stats: HashMap<String, ParameterStats>

Layer-wise statistics

§overall_stats: ParameterStats

Overall model statistics

Implementations§

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impl ModelSummary

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pub fn from_model<M: Model>(model: &M) -> TrainResult<Self>

Generate a model summary from a model’s state dict.

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pub fn print(&self)

Print a formatted summary of the model.

Trait Implementations§

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impl Clone for ModelSummary

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fn clone(&self) -> ModelSummary

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 ModelSummary

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for ModelSummary

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 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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