Struct burn::prelude::Float

pub struct Float;
Expand description

A type-level representation of the kind of a float tensor

Trait Implementations§

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impl<B> BasicAutodiffOps<B> for Float
where B: AutodiffBackend,

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type InnerKind = Float

Inner primitive tensor.
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fn inner<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <<Float as BasicAutodiffOps<B>>::InnerKind as TensorKind<<B as AutodiffBackend>::InnerBackend>>::Primitive<D>

Returns the inner tensor without the autodiff information. Read more
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fn from_inner<const D: usize>( inner: <<Float as BasicAutodiffOps<B>>::InnerKind as TensorKind<<B as AutodiffBackend>::InnerBackend>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Convert a tensor to the autodiff backend. Read more
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impl<B> BasicOps<B> for Float
where B: Backend,

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type Elem = <B as Backend>::FloatElem

The type of the tensor elements.
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fn empty<const D: usize>( shape: Shape<D>, device: &<B as Backend>::Device, ) -> <Float as TensorKind<B>>::Primitive<D>

Creates an empty tensor with the given shape. Read more
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fn shape<const D: usize>( tensor: &<Float as TensorKind<B>>::Primitive<D>, ) -> Shape<D>

Returns the shape of the tensor. Read more
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fn reshape<const D1: usize, const D2: usize>( tensor: <Float as TensorKind<B>>::Primitive<D1>, shape: Shape<D2>, ) -> <Float as TensorKind<B>>::Primitive<D2>

Reshapes the tensor. Read more
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fn transpose<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Transposes a tensor. Read more
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fn swap_dims<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim1: usize, dim2: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Swaps two dimensions of a tensor. Read more
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fn slice<const D1: usize, const D2: usize>( tensor: <Float as TensorKind<B>>::Primitive<D1>, ranges: [Range<usize>; D2], ) -> <Float as TensorKind<B>>::Primitive<D1>

Select tensor elements corresponding for the given ranges. Read more
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fn slice_assign<const D1: usize, const D2: usize>( tensor: <Float as TensorKind<B>>::Primitive<D1>, ranges: [Range<usize>; D2], value: <Float as TensorKind<B>>::Primitive<D1>, ) -> <Float as TensorKind<B>>::Primitive<D1>

Assigns the given value to the tensor elements corresponding for the given ranges. Read more
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fn device<const D: usize>( tensor: &<Float as TensorKind<B>>::Primitive<D>, ) -> <B as Backend>::Device

Returns the device on which the tensor is allocated. Read more
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fn to_device<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, device: &<B as Backend>::Device, ) -> <Float as TensorKind<B>>::Primitive<D>

Moves the tensor to the given device. Read more
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async fn into_data_async<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> TensorData

Extracts the data from the tensor asynchronously. Read more
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fn from_data<const D: usize>( data: TensorData, device: &<B as Backend>::Device, ) -> <Float as TensorKind<B>>::Primitive<D>

Creates a tensor from the given data. Read more
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fn repeat_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, times: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Repeat the tensor along the given dimension. Read more
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fn cat<const D: usize>( vectors: Vec<<Float as TensorKind<B>>::Primitive<D>>, dim: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Concatenates the given tensors along the given dimension. Read more
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fn equal<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, D, Bool>

Equates the given tensors. Read more
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fn not_equal<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, D, Bool>

Applies element-wise non-equality comparison between the given tensors. Read more
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fn any<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, 1, Bool>

Tests if any element in the tensor evaluates to True. Read more
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fn any_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> Tensor<B, D, Bool>

Tests if any element in the tensor evaluates to True along a given dimension dim. Read more
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fn all<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, 1, Bool>

Tests if all elements in the tensor evaluate to True. Read more
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fn all_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> Tensor<B, D, Bool>

Tests if all elements in the tensor evaluate to True along a given dimension dim. Read more
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fn permute<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, axes: [usize; D], ) -> <Float as TensorKind<B>>::Primitive<D>

Permutes the dimensions of a tensor. Read more
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fn expand<const D1: usize, const D2: usize>( tensor: <Float as TensorKind<B>>::Primitive<D1>, shape: Shape<D2>, ) -> <Float as TensorKind<B>>::Primitive<D2>

Broadcasts the given tensor to the specified shape. Read more
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fn flip<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, axes: &[usize], ) -> <Float as TensorKind<B>>::Primitive<D>

Flips the tensor along the given axes. Read more
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fn elem_type_name() -> &'static str

Returns the name of the element type.
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impl Clone for Float

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fn clone(&self) -> Float

Returns a copy 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 Float

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

Formats the value using the given formatter. Read more
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impl<B> Numeric<B> for Float
where B: Backend,

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fn add<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Adds two tensors together. Read more
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fn add_scalar<const D: usize, E>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: E, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Adds a scalar to a tensor element-wise. Read more
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fn sub<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Subtracts two tensors. Read more
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fn sub_scalar<const D: usize, E>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: E, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Subtracts a scalar from a tensor element-wise. Read more
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fn div<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Divides two tensors. Read more
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fn div_scalar<const D: usize, E>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: E, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Divides a tensor by a scalar element-wise. Read more
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fn remainder_scalar<const D: usize, E>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: E, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Computes the modulus element-wise. The result has the same sign as the divisor rhs and its absolute value is less than that of the divisor. Read more
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fn mul<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Multiplies two tensors. Read more
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fn mul_scalar<const D: usize, E>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: E, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Multiplies a tensor by a scalar element-wise. Read more
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fn neg<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Negates a tensor. Read more
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fn zeros<const D: usize>( shape: Shape<D>, device: &<B as Backend>::Device, ) -> <Float as TensorKind<B>>::Primitive<D>

Creates a tensor filled with zeros. Read more
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fn ones<const D: usize>( shape: Shape<D>, device: &<B as Backend>::Device, ) -> <Float as TensorKind<B>>::Primitive<D>

Creates a tensor filled with ones. Read more
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fn full<const D: usize, E>( shape: Shape<D>, fill_value: E, device: &<B as Backend>::Device, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Creates a tensor filled with elements equal to the given value. Read more
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fn sum<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<1>

Sums all the elements of the tensor. Read more
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fn sum_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Sums all the elements of the tensor along a dimension. Read more
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fn prod<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<1>

Computes the product of all the elements of the tensor. Read more
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fn prod_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Computes the product of all the elements of the tensor along a dimension. Read more
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fn mean<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<1>

Computes the mean of all the elements of the tensor. Read more
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fn mean_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Computes the mean of all the elements of the tensor along a dimension. Read more
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fn equal_elem<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as BasicOps<B>>::Elem, ) -> Tensor<B, D, Bool>

Element-wise equality between two tensors. Read more
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fn not_equal_elem<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as BasicOps<B>>::Elem, ) -> Tensor<B, D, Bool>

Element-wise non-equality between two tensors. Read more
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fn greater<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, D, Bool>

Element-wise greater than comparison between two tensors. Read more
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fn greater_elem<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as BasicOps<B>>::Elem, ) -> Tensor<B, D, Bool>

Element-wise greater than comparison between a tensor and a scalar. Read more
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fn greater_equal<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, D, Bool>

Element-wise greater than or equal comparison between two tensors. Read more
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fn greater_equal_elem<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as BasicOps<B>>::Elem, ) -> Tensor<B, D, Bool>

Element-wise greater than or equal comparison between a tensor and a scalar. Read more
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fn lower<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, D, Bool>

Element-wise less than comparison between two tensors. Read more
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fn lower_elem<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as BasicOps<B>>::Elem, ) -> Tensor<B, D, Bool>

Element-wise less than comparison between a tensor and a scalar. Read more
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fn lower_equal<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> Tensor<B, D, Bool>

Element-wise less than or equal comparison between two tensors. Read more
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fn lower_equal_elem<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as BasicOps<B>>::Elem, ) -> Tensor<B, D, Bool>

Element-wise less than or equal comparison between a tensor and a scalar. Read more
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fn mask_where<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, mask: Tensor<B, D, Bool>, source: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Selects elements from a tensor based on a boolean mask. Read more
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fn mask_fill<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, mask: Tensor<B, D, Bool>, value: <Float as BasicOps<B>>::Elem, ) -> <Float as TensorKind<B>>::Primitive<D>

Fills elements of a tensor based on a boolean mask. Read more
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fn select<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, indices: Tensor<B, 1, Int>, ) -> <Float as TensorKind<B>>::Primitive<D>

Select tensor elements along the given dimension corresponding for the given indices. Read more
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fn select_assign<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, indices: Tensor<B, 1, Int>, values: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Assign the selected elements along the given dimension corresponding to the given indices from the value tensor. Read more
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fn gather<const D: usize>( dim: usize, tensor: <Float as TensorKind<B>>::Primitive<D>, indices: Tensor<B, D, Int>, ) -> <Float as TensorKind<B>>::Primitive<D>

Gathers elements from a tensor along an axis. Read more
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fn scatter<const D: usize>( dim: usize, tensor: <Float as TensorKind<B>>::Primitive<D>, indices: Tensor<B, D, Int>, values: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Scatters elements into a tensor along an axis. Read more
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fn argmax<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> <B as Backend>::IntTensorPrimitive<D>

Gets the indices of the maximum elements of a tensor along an axis. Read more
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fn argmin<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> <B as Backend>::IntTensorPrimitive<D>

Gets the indices of the minimum elements of a tensor along an axis. Read more
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fn max<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<1>

Gets the maximum elements of a tensor along an axis. Read more
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fn max_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Gets the maximum elements of a tensor along an axis. Read more
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fn max_dim_with_indices<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> (<Float as TensorKind<B>>::Primitive<D>, <B as Backend>::IntTensorPrimitive<D>)

Gets the maximum elements of a tensor along an axis. Read more
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fn min<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<1>

Gets the minimum elements of a tensor along an axis. Read more
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fn min_dim<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> <Float as TensorKind<B>>::Primitive<D>

Gets the minimum elements of a tensor along an axis. Read more
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fn min_dim_with_indices<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, ) -> (<Float as TensorKind<B>>::Primitive<D>, <B as Backend>::IntTensorPrimitive<D>)

Gets the minimum elements and indices of a tensor along an axis. Read more
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fn clamp<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, min: <B as Backend>::FloatElem, max: <B as Backend>::FloatElem, ) -> <Float as TensorKind<B>>::Primitive<D>

Clamp the tensor between the given min and max values. Read more
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fn clamp_min<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, min: <B as Backend>::FloatElem, ) -> <Float as TensorKind<B>>::Primitive<D>

Clamps a tensor under a minimum value. Read more
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fn clamp_max<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, max: <B as Backend>::FloatElem, ) -> <Float as TensorKind<B>>::Primitive<D>

Clamps a tensor over a maximum value. Read more
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fn abs<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Calculate absolute value on all elements of a tensor Read more
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fn powf<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Element-wise power of a tensor to a float tensor Read more
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fn powf_scalar<const D: usize, E>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: E, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Element-wise power of a tensor to a scalar float Read more
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fn powi<const D: usize>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Element-wise power of a tensor Read more
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fn powi_scalar<const D: usize, E>( lhs: <Float as TensorKind<B>>::Primitive<D>, rhs: E, ) -> <Float as TensorKind<B>>::Primitive<D>
where E: ElementConversion,

Element-wise power of a tensor to a scalar int Read more
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fn random<const D: usize>( shape: Shape<D>, distribution: Distribution, device: &<B as Backend>::Device, ) -> <Float as TensorKind<B>>::Primitive<D>

Create a random tensor. Read more
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fn sign<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, ) -> <Float as TensorKind<B>>::Primitive<D>

Returns the signs of the elements of a tensor. Read more
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fn sort<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, descending: bool, ) -> <Float as TensorKind<B>>::Primitive<D>

Sort the elements of the input tensor by value along a given dimension. Read more
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fn sort_with_indices<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, descending: bool, ) -> (<Float as TensorKind<B>>::Primitive<D>, <Int as TensorKind<B>>::Primitive<D>)

Sort the elements of the input tensor by value along a given dimension. Read more
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fn argsort<const D: usize>( tensor: <Float as TensorKind<B>>::Primitive<D>, dim: usize, descending: bool, ) -> <Int as TensorKind<B>>::Primitive<D>

Returns the indices that sort the elements of the input tensor by value along a given dimension. Read more
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impl<B> TensorKind<B> for Float
where B: Backend,

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type Primitive<const D: usize> = TensorPrimitive<B, D>

The primitive type of the tensor.
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fn name() -> &'static str

The name of the tensor kind.

Auto Trait Implementations§

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impl Freeze for Float

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impl RefUnwindSafe for Float

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impl Send for Float

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impl Sync for Float

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impl Unpin for Float

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impl UnwindSafe for Float

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Immutably borrows from an owned value. Read more
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default unsafe fn clone_to_uninit(&self, dst: *mut T)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dst. Read more
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