tensorrs::linalg

Struct Tensor

pub struct Tensor<T: Num> { /* private fields */ }

Expand description

Reference: nreHieW

Implementations§

impl<T: Num> Tensor<T>

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

pub fn from_num(num: T, shape: Vec<usize>) -> Self

pub fn get_data(&self) -> Vec<T>

Return flatten vector

pub fn reshape(&self, shape: Vec<usize>) -> Self

pub fn squeeze(&self, dim: i32) -> Self

Removes dimensions from the tensor.

This function allows for the removal of dimensions from tensor.

§Notes

If the specified index dim is out of bounds, the function will return the same tensor without any modifications.

pub fn unsqueeze(&self, dim: usize) -> Self

pub fn kronecker(&self, other: Tensor<T>) -> Tensor<T>

!!NOT FINISHED YET!!

pub fn cat(&self, other: &Tensor<T>, dim: usize) -> Self

pub fn convolve(&self, kernel: &Tensor<T>) -> Tensor<T>

impl<T: Float> Tensor<T>

pub fn randn(&self, shape: Vec<usize>) -> Self
where Standard: Distribution<T>,

Creates a matrix with random numbers(between 0 and 1) This is achieved using the Box-Muller transform, which generates normally distributed random numbers from uniformly distributed random numbers.

Trait Implementations§

impl<T: Num> Add<&Tensor<T>> for Tensor<T>

type Output = Tensor<T>

The resulting type after applying the + operator.

fn add(self, rhs: &Tensor<T>) -> Self::Output

Performs the + operation. Read more

impl<T: Num> Add<T> for Tensor<T>

type Output = Tensor<T>

The resulting type after applying the + operator.

fn add(self, rhs: T) -> Self::Output

Performs the + operation. Read more

impl<T: Num> AddAssign<&Tensor<T>> for Tensor<T>

fn add_assign(&mut self, rhs: &Tensor<T>)

Performs the += operation. Read more

impl<T: Num> AddAssign<T> for Tensor<T>

fn add_assign(&mut self, rhs: T)

Performs the += operation. Read more

impl<T: Num> Clone for Tensor<T>

fn clone(&self) -> Self

Returns a duplicate of the value. Read more

1.0.0 · Source§

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

Performs copy-assignment from source. Read more

impl<T: Debug + Num> Debug for Tensor<T>

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

Formats the value using the given formatter. Read more

impl<T: Num> Display for Tensor<T>

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

Formats the value using the given formatter. Read more

impl<T: Num> From<Matrix<T>> for Tensor<T>

fn from(value: Matrix<T>) -> Self

Converts to this type from the input type.

impl<T: Num> From<Tensor<T>> for Matrix<T>

fn from(value: Tensor<T>) -> Self

Converts to this type from the input type.

impl<T: Num> From<Tensor<T>> for Vector<T>

fn from(value: Tensor<T>) -> Self

Converts to this type from the input type.

impl<T: Num> From<Vec<T>> for Tensor<T>

fn from(value: Vec<T>) -> Self

Converts to this type from the input type.

impl<T: Num> From<Vec<Vec<T>>> for Tensor<T>

fn from(value: Vec<Vec<T>>) -> Self

Converts to this type from the input type.

impl<T: Num> From<Vec<Vec<Vec<T>>>> for Tensor<T>

fn from(value: Vec<Vec<Vec<T>>>) -> Self

Converts to this type from the input type.

impl<T: Num> From<Vector<T>> for Tensor<T>

fn from(value: Vector<T>) -> Self

Converts to this type from the input type.

impl<T: Num> Index<&[usize]> for Tensor<T>

type Output = T

The returned type after indexing.

fn index(&self, index: &[usize]) -> &Self::Output

Performs the indexing (container[index]) operation. Read more

impl<T: Num> IndexMut<&[usize]> for Tensor<T>

fn index_mut(&mut self, index: &[usize]) -> &mut Self::Output

Performs the mutable indexing (container[index]) operation. Read more

impl<T: Num> Mul<T> for Tensor<T>

type Output = Tensor<T>

The resulting type after applying the * operator.

fn mul(self, rhs: T) -> Self::Output

Performs the * operation. Read more

impl<T: Num> MulAssign<T> for Tensor<T>

fn mul_assign(&mut self, rhs: T)

Performs the *= operation. Read more

impl<T: PartialEq + Num> PartialEq for Tensor<T>

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

Tests for self and other values to be equal, and is used by ==.

1.0.0 · 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.

impl<T: Num> Sub<&Tensor<T>> for Tensor<T>

type Output = Tensor<T>

The resulting type after applying the - operator.

fn sub(self, rhs: &Tensor<T>) -> Self::Output

Performs the - operation. Read more

impl<T: Num> Sub<T> for Tensor<T>

type Output = Tensor<T>

The resulting type after applying the - operator.

fn sub(self, rhs: T) -> Self::Output

Performs the - operation. Read more

impl<T: Num> SubAssign<&Tensor<T>> for Tensor<T>

fn sub_assign(&mut self, rhs: &Tensor<T>)

Performs the -= operation. Read more

impl<T: Num> SubAssign<T> for Tensor<T>

fn sub_assign(&mut self, rhs: T)

Performs the -= operation. Read more

impl<T: Eq + Num> Eq for Tensor<T>

impl<T: Num> StructuralPartialEq for Tensor<T>

Auto Trait Implementations§

impl<T> Freeze for Tensor<T>

impl<T> RefUnwindSafe for Tensor<T>
where T: RefUnwindSafe,

impl<T> Send for Tensor<T>

impl<T> Sync for Tensor<T>

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

impl<T> UnwindSafe for Tensor<T>
where T: UnwindSafe,

Blanket Implementations§

impl<T> Any for T
where T: 'static + ?Sized,

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

impl<T> Borrow<T> for T
where T: ?Sized,

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

impl<T> BorrowMut<T> for T
where T: ?Sized,

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

impl<T> CloneToUninit for T
where T: Clone,

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

impl<T, U> Into<U> for T
where U: From<T>,

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

impl<T> IntoEither for T

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

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

impl<T> Pointable for T

const ALIGN: usize

The alignment of pointer.

type Init = T

The type for initializers.

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more

impl<T> ToOwned for T
where T: Clone,

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more

impl<T> ToString for T
where T: Display + ?Sized,

fn to_string(&self) -> String

Converts the given value to a String. Read more

impl<T, U> TryFrom<U> for T
where U: Into<T>,

type Error = Infallible

The type returned in the event of a conversion error.

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

fn vzip(self) -> V