CudaDevice

Struct CudaDevice 

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pub struct CudaDevice { /* private fields */ }
Expand description

Re-export CUDA backend (requires cuda feature + NVIDIA CUDA Toolkit). A CUDA device handle. Contains the cudarc device and a cuBLAS handle for matrix multiplication. Clonable (uses Arc internally).

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impl CudaDevice

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pub fn new(ordinal: usize) -> Result<CudaDevice, Error>

Create a new CUDA device for the given GPU ordinal (0, 1, …). Compiles all Shrew CUDA kernels on first creation.

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pub fn device(&self) -> &Arc<CudaDevice>

Get the underlying cudarc device handle.

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pub fn blas(&self) -> &CudaBlas

Get the cuBLAS handle.

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pub fn pool(&self) -> &CudaMemPool

Get the memory pool.

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pub fn empty_cache(&self)

Release all cached GPU memory back to the CUDA driver.

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pub fn pool_stats(&self) -> PoolStats

Return pool statistics (cached bytes, hits, misses, etc.).

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pub fn reclaim(&self, storage: CudaStorage)

Reclaim a CudaStorage buffer into the pool for future reuse.

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pub fn pool_alloc_f32(&self, n: usize) -> Result<CudaSlice<f32>, Error>

Allocate n elements from the pool (content undefined).

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pub fn pool_alloc_f64(&self, n: usize) -> Result<CudaSlice<f64>, Error>

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pub fn pool_alloc_u16(&self, n: usize) -> Result<CudaSlice<u16>, Error>

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pub fn pool_alloc_u8(&self, n: usize) -> Result<CudaSlice<u8>, Error>

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pub fn pool_alloc_u32(&self, n: usize) -> Result<CudaSlice<u32>, Error>

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pub fn pool_alloc_i64(&self, n: usize) -> Result<CudaSlice<i64>, Error>

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pub fn pool_alloc_zeros_f32(&self, n: usize) -> Result<CudaSlice<f32>, Error>

Allocate n elements from the pool, zeroed.

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pub fn pool_alloc_zeros_f64(&self, n: usize) -> Result<CudaSlice<f64>, Error>

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pub fn pool_alloc_zeros_u16(&self, n: usize) -> Result<CudaSlice<u16>, Error>

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pub fn pool_alloc_zeros_u8(&self, n: usize) -> Result<CudaSlice<u8>, Error>

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pub fn pool_alloc_zeros_u32(&self, n: usize) -> Result<CudaSlice<u32>, Error>

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pub fn pool_alloc_zeros_i64(&self, n: usize) -> Result<CudaSlice<i64>, Error>

Trait Implementations§

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impl BackendDevice for CudaDevice

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fn name(&self) -> String

A human-readable name for this device (e.g., “cpu”, “cuda:0”).
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impl Clone for CudaDevice

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fn clone(&self) -> CudaDevice

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 CudaDevice

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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 Send for CudaDevice

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impl Sync for CudaDevice

Auto Trait 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> 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> 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<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V