TransformerModel

Struct TransformerModel 

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pub struct TransformerModel<T>
where T: Float + 'static + Send + Sync + Debug + Default + Copy + From<f32> + ScalarOperand + FromPrimitive + ToPrimitive + Zero + One + Sum + Display,
{ /* private fields */ }
Expand description

基本的な Transformer モデル Basic Transformer model

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impl<T> TransformerModel<T>
where T: Float + 'static + Send + Sync + Debug + Default + Copy + From<f32> + ScalarOperand + FromPrimitive + ToPrimitive + Zero + One + Sum + Display,

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pub fn new( vocab_size: usize, d_model: usize, nhead: usize, num_encoder_layers: usize, dim_feedforward: usize, num_classes: usize, dropout_rate: f64, max_seq_length: usize, ) -> RusTorchResult<Self>

新しい Transformer モデルを作成 Create a new Transformer model

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impl<T> Debug for TransformerModel<T>
where T: Float + 'static + Send + Sync + Debug + Default + Copy + From<f32> + ScalarOperand + FromPrimitive + ToPrimitive + Zero + One + Sum + Display + Debug,

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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<T> Model<T> for TransformerModel<T>
where T: Float + 'static + Send + Sync + Debug + Default + Copy + From<f32> + ScalarOperand + FromPrimitive + ToPrimitive + Zero + One + Sum + Display,

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fn train(&mut self)

モデルを訓練モードに設定 Set model to training mode
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fn eval(&mut self)

モデルを評価モードに設定 Set model to evaluation mode
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fn mode(&self) -> ModelMode

現在のモードを取得 Get current mode
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fn config(&self) -> HashMap<String, String>

モデルの設定を取得 Get model configuration
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fn summary(&self) -> String

モデルの概要を表示 Display model summary
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impl<T> Module<T> for TransformerModel<T>
where T: Float + 'static + Send + Sync + Debug + Default + Copy + From<f32> + ScalarOperand + FromPrimitive + ToPrimitive + Zero + One + Sum + Display,

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fn forward(&self, input: &Variable<T>) -> Variable<T>

モジュールの順伝搬を実行します。 Performs the forward pass of the module.
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fn parameters(&self) -> Vec<Variable<T>>

モジュールのパラメータへの参照を返します。 Returns a reference to the module’s parameters.
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fn as_any(&self) -> &dyn Any

ダウンキャストのための&dyn Anyとしてのモジュールへの参照を返します。 Returns a reference to the module as &dyn Any for downcasting.
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fn train(&mut self)

モジュールを訓練モードに設定します。 Sets the module to training mode.
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fn eval(&mut self)

モジュールを評価モードに設定します。 Sets the module to evaluation mode.

Auto Trait Implementations§

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impl<T> Freeze for TransformerModel<T>
where T: Freeze,

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impl<T> !RefUnwindSafe for TransformerModel<T>

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impl<T> Send for TransformerModel<T>

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impl<T> Sync for TransformerModel<T>

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impl<T> Unpin for TransformerModel<T>
where T: Unpin,

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impl<T> !UnwindSafe for TransformerModel<T>

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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, 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, 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