pub struct SparseSgdTable { /* private fields */ }Expand description
Sparse SGD optimizer over a 2-D embedding table (CSR gradients).
Implementations§
Source§impl SparseSgdTable
impl SparseSgdTable
Sourcepub fn new(config: SparseSgdConfig) -> Self
pub fn new(config: SparseSgdConfig) -> Self
Create a new table optimizer.
Sourcepub fn step(
&mut self,
params: &mut Array2<f64>,
grad: &CsrGradient,
) -> Result<(), GpuOptimError>
pub fn step( &mut self, params: &mut Array2<f64>, grad: &CsrGradient, ) -> Result<(), GpuOptimError>
Perform one sparse SGD update on the embedding table in place.
§Errors
Returns GpuOptimError::DimensionMismatch on shape disagreement and
propagates gradient validation errors.
Trait Implementations§
Source§impl Clone for SparseSgdTable
impl Clone for SparseSgdTable
Source§fn clone(&self) -> SparseSgdTable
fn clone(&self) -> SparseSgdTable
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreAuto Trait Implementations§
impl Freeze for SparseSgdTable
impl RefUnwindSafe for SparseSgdTable
impl Send for SparseSgdTable
impl Sync for SparseSgdTable
impl Unpin for SparseSgdTable
impl UnsafeUnpin for SparseSgdTable
impl UnwindSafe for SparseSgdTable
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self> ⓘ
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self> ⓘ
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