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QuantizePerGroupBackwardPlan

Struct QuantizePerGroupBackwardPlan 

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pub struct QuantizePerGroupBackwardPlan<TIn: Element> { /* private fields */ }
Expand description

quantize_per_group backward plan.

STE: dx = (dy / scale[g]) * 1[in_range(round(x/scale[g])+zp[g])] with g the group index along the quant axis.

When to use: backward for QuantizePerGroupPlan. Caller retains FW input, scale[outer, num_groups], zp[outer, num_groups].

Dtypes: gradients in {f32, f64, f16, bf16}.

Shape limits: rank-2 [outer, axis_size] with axis_size % group_size == 0.

Workspace: none.

Precision guarantee: deterministic, bit-stable.

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impl<TIn: Element> QuantizePerGroupBackwardPlan<TIn>

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pub fn select( _stream: &Stream, desc: &QuantizePerGroupBackwardDescriptor, _pref: PlanPreference, ) -> Result<Self>

Pick a kernel for desc.

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pub fn can_implement( &self, args: &QuantizePerGroupBackwardArgs<'_, TIn>, ) -> Result<()>

Validate args.

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pub fn workspace_size(&self) -> usize

Workspace bytes — none.

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pub fn sku(&self) -> KernelSku

Identity.

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pub fn precision_guarantee(&self) -> PrecisionGuarantee

Numerical guarantees.

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pub fn run( &self, stream: &Stream, _workspace: Workspace<'_>, args: QuantizePerGroupBackwardArgs<'_, TIn>, ) -> Result<()>

Launch.

Auto Trait Implementations§

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impl<TIn> Freeze for QuantizePerGroupBackwardPlan<TIn>

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impl<TIn> RefUnwindSafe for QuantizePerGroupBackwardPlan<TIn>
where TIn: RefUnwindSafe,

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impl<TIn> Send for QuantizePerGroupBackwardPlan<TIn>
where TIn: Send,

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impl<TIn> Sync for QuantizePerGroupBackwardPlan<TIn>
where TIn: Sync,

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impl<TIn> Unpin for QuantizePerGroupBackwardPlan<TIn>
where TIn: Unpin,

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impl<TIn> UnsafeUnpin for QuantizePerGroupBackwardPlan<TIn>

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impl<TIn> UnwindSafe for QuantizePerGroupBackwardPlan<TIn>
where TIn: UnwindSafe,

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

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

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

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

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

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type Error = Infallible

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

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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.