pub enum ScaleMode {
PerBatch,
EMA {
decay: f32,
},
Fixed,
}Expand description
Scale-tracking strategy for Op::FakeQuantize. Determines how
the per-channel s[c] is computed each forward pass.
-
PerBatch— recomputes[c] = max(|x|) / q_maxfrom the current data on every call. Simple, no extra inputs, but noisy for activations (max-abs jumps batch-to-batch). -
EMA { decay }— keep a runnings[c]in a state tensor (passed as a second op input). On each call, blend the current per-batch max-abs into the state viastate' = decay·state + (1-decay)·max_abs. Smooth scale over training, makes activation-QAT actually trainable. Typicaldecay = 0.99. -
Fixed— never recompute. The state tensor’s value is used as-is each call (set once at construction or by the caller). Useful when scales are pre-calibrated.
Variants§
Trait Implementations§
Source§impl<'de> Deserialize<'de> for ScaleMode
impl<'de> Deserialize<'de> for ScaleMode
Source§fn deserialize<__D>(
__deserializer: __D,
) -> Result<ScaleMode, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(
__deserializer: __D,
) -> Result<ScaleMode, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Source§impl PartialOrd for ScaleMode
impl PartialOrd for ScaleMode
Source§impl Serialize for ScaleMode
impl Serialize for ScaleMode
Source§fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
Serialize this value into the given Serde serializer. Read more
impl Copy for ScaleMode
impl Eq for ScaleMode
impl StructuralPartialEq for ScaleMode
Auto Trait Implementations§
impl Freeze for ScaleMode
impl RefUnwindSafe for ScaleMode
impl Send for ScaleMode
impl Sync for ScaleMode
impl Unpin for ScaleMode
impl UnsafeUnpin for ScaleMode
impl UnwindSafe for ScaleMode
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
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<Q, K> Equivalent<K> for Q
impl<Q, K> Equivalent<K> for Q
Source§impl<Q, K> Equivalent<K> for Q
impl<Q, K> Equivalent<K> for Q
Source§fn equivalent(&self, key: &K) -> bool
fn equivalent(&self, key: &K) -> bool
Compare self to
key and return true if they are equal.Source§impl<Q, K> Equivalent<K> for Q
impl<Q, K> Equivalent<K> for Q
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