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Tensor

Struct Tensor 

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pub struct Tensor {
    pub shape: Vec<usize>,
    pub data: Vec<f64>,
}
Expand description

A multi-dimensional tensor stored as a flat Vecf64`.

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§shape: Vec<usize>

Shape of the tensor (row-major).

§data: Vec<f64>

Flat data in row-major order.

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impl Tensor

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pub fn new(shape: Vec<usize>, data: Vec<f64>) -> Self

Construct a tensor with the given shape and flat data.

§Panics

Panics if the length of data does not match the product of shape.

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pub fn zeros(shape: Vec<usize>) -> Self

Create a zero tensor with the given shape.

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pub fn numel(&self) -> usize

Total number of elements.

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pub fn ndim(&self) -> usize

Number of dimensions.

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pub fn to_bytes(&self) -> Vec<u8>

Serialise to little-endian bytes: \[ndim u64\]\[dim0 u64\]...\[elem f64\]...

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pub fn from_bytes(bytes: &[u8]) -> Option<Self>

Deserialise from bytes produced by Tensor::to_bytes.

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pub fn add(&self, other: &Tensor) -> Option<Tensor>

Element-wise add (must have identical shape).

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pub fn scale(&self, s: f64) -> Tensor

Scalar multiply.

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pub fn sum(&self) -> f64

Compute sum of all elements.

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pub fn mean(&self) -> f64

Compute mean of all elements.

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impl Clone for Tensor

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fn clone(&self) -> Tensor

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 Debug for Tensor

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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 PartialEq for Tensor

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fn eq(&self, other: &Tensor) -> bool

Tests for self and other values to be equal, and is used by ==.
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl StructuralPartialEq for Tensor

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> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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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> Scalar for T
where T: 'static + Clone + PartialEq + Debug,