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FakeQuantizePlan

Struct FakeQuantizePlan 

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

fake_quantize forward plan.

y = scale * (clamp(round(x / scale) + zp, q_min, q_max) - zp). The FP-only roundtrip of quantize-then-dequantize, no integer storage (PyTorch torch.fake_quantize_per_tensor_affine).

When to use: QAT (quantization-aware training) — produces a lossy FP output of the same dtype as the input. Pair with FakeQuantizeBackwardPlan for STE autograd.

Dtypes: {f32, f64, f16, bf16} in and out (same dtype).

Shape limits: flat [numel].

Workspace: none.

Precision guarantee: deterministic, bit-stable. Round-ties- even matches FW quantize.

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impl<TIn: Element> FakeQuantizePlan<TIn>

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

Pick a kernel.

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

Validate args.

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pub fn workspace_size(&self) -> usize

Workspace bytes.

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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: FakeQuantizeArgs<'_, TIn>, ) -> Result<()>

Launch.

Auto Trait Implementations§

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impl<TIn> Freeze for FakeQuantizePlan<TIn>

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

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

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

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

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impl<TIn> UnsafeUnpin for FakeQuantizePlan<TIn>

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

Blanket Implementations§

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

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fn type_id(&self) -> TypeId

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

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fn borrow(&self) -> &T

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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> 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

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.