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RotationState

Enum RotationState 

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pub enum RotationState {
    Real(NoRotation),
    Angle(Tensor<3>),
    Quaternion(Tensor<4>),
    Rotor(Tensor<4>),
}
Expand description

The cumulative-rotation accumulator carried between calls in a Mamba-3 cache — the variant matching the block’s RotationKind.

  • Real — nothing at all: a real transition has no cumulative rotation to carry.
  • Angle — abelian per-pair cumulative RoPE angle, shape [batch, nheads, num_rope_angles] (today’s cum_angle).
  • Quaternion — per-block cumulative unit quaternion, shape [batch, nheads, blocks, 4], produced by quat_cumprod.

This is the cache-level counterpart of RotationKind. It is defined here (the rotation module owns the accumulator type); substituting it for the pathway caches’ cum_angle_bha field happens together with the forward/step wiring that consumes it.

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Real(NoRotation)

RotationKind::Real1D’s empty accumulator: a real transition composes nothing between calls. It carries a NoRotation only because Burn’s Module derive takes exactly one field per enum variant.

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Angle(Tensor<3>)

Abelian RoPE cumulative angle, shape [batch, nheads, num_rope_angles].

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Quaternion(Tensor<4>)

Quaternion cumulative rotation, shape [batch, nheads, blocks, 4].

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Rotor(Tensor<4>)

SO(4) cumulative rotation, shape [batch, nheads, 2·blocks, 4]: the left factors Qₜ = qₜ⊗⋯⊗q₁ in the first blocks entries of the block axis, the right factors Tₜ = pₜ⊗⋯⊗p₁ in the second (see split_rotor).

One tensor rather than two so the scan, the normalisation and the cache plumbing stay single-call; the conjugation in v ↦ q v p̄ reverses the right-hand order twice, so T accumulates with the very same left-fold as Q and no reversed scan is needed.

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impl RotationState

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pub fn real() -> Self

The empty accumulator of RotationKind::Real1D.

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pub fn zeros_angle( batch: usize, nheads: usize, num_rope_angles: usize, device: &Device, ) -> Self

Zero-initialised abelian angle accumulator [batch, nheads, num_rope_angles].

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pub fn identity_quaternion( batch: usize, nheads: usize, blocks: usize, device: &Device, ) -> Self

Identity-initialised quaternion accumulator [batch, nheads, blocks, 4] (every block is the identity quaternion (1, 0, 0, 0)).

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fn variant(&self) -> &'static str

The variant’s name, for assertion messages.

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pub fn expect_real(self) -> Self

Check this is the empty Real accumulator and hand it back; panics on any other variant, so a cache built for a rotating kind cannot be fed to a Real1D block.

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pub fn angle(self) -> Tensor<3>

Unwrap the abelian angle accumulator; panics if this is a quaternion.

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pub fn identity_rotor( batch: usize, nheads: usize, blocks: usize, device: &Device, ) -> Self

Identity-initialised SO(4) accumulator [batch, nheads, 2·blocks, 4] (both factors of every block are the identity quaternion (1, 0, 0, 0)).

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pub fn identity( kind: RotationKind, batch: usize, nheads: usize, num_rope_angles: usize, num_quat_blocks: usize, device: &Device, ) -> Self

The identity accumulator for kind — the one place a fresh cache’s rotation state is built, for every pathway and both cache types.

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pub fn quaternion(self) -> Tensor<4>

Unwrap the quaternion accumulator; panics if this is an angle.

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pub fn rotor(self) -> Tensor<4>

Unwrap the SO(4) accumulator ([batch, nheads, 2·blocks, 4], both factors stacked); panics for any other variant.

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fn quat_stack(self, kind: RotationKind) -> (Tensor<4>, usize)

The stacked quaternion accumulator for kind, together with the number of state 4-blocks it covers — half its block axis for RotationKind::Rotor4D, which stacks two factors there.

Panics on a variant the kind does not use: the two are the same rank and differ only in the length of one axis, so a mismatched cache would otherwise be reinterpreted rather than rejected.

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pub fn sanity(&self)

Run the NaN/Inf guards on the held tensor.

Trait Implementations§

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impl AutodiffModule for RotationState

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fn valid(&self) -> Self

Returns the same module, but on the inner backend without auto-differentiation.
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fn from_inner(module: Self) -> Self

Wraps an inner module back into an auto-diff module.
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impl Clone for RotationState

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fn clone(&self) -> Self

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for RotationState

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl Display for RotationState

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl Module for RotationState

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fn num_params(&self) -> usize

Get the number of parameters the module has, including all of its sub-modules.
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fn visit<Visitor: ModuleVisitor>(&self, visitor: &mut Visitor)

Visit each tensor parameter in the module with a visitor.
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fn map<Mapper: ModuleMapper>(self, mapper: &mut Mapper) -> Self

Map each tensor parameter in the module with a mapper.
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fn collect_devices(&self, devices: Devices) -> Devices

Return all the devices found in the underneath module tree added to the given vector without duplicates.
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fn to_device(self, device: &Device) -> Self

Move the module and all of its sub-modules to the given device. Read more
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fn fork(self, device: &Device) -> Self

Fork the module and all of its sub-modules to the given device. Read more
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fn devices(&self) -> Vec<Device>

Return all the devices found in the underneath module tree without duplicates.
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fn no_grad(self) -> Self

Each tensor in the module tree will not require grad. Read more
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fn freeze_group(self, group: ParamGroup) -> Self

Set require_grad to false for every parameter in the given group, leaving the rest of the module untouched. Read more
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fn unfreeze_group(self, group: ParamGroup) -> Self

Set require_grad to true for every parameter in the given group, leaving the rest of the module untouched. Read more
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fn train(self) -> Self
where Self: AutodiffModule,

Move the module and all of its sub-modules to the autodiff backend. Read more
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fn quantize_weights(self, quantizer: &mut Quantizer) -> Self

Quantize the weights of the module.
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fn quantize_weights_group( self, quantizer: &mut Quantizer, group: ParamGroup, ) -> Self

Quantize the weights of the given parameter group.
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fn apply_reparameterization<R>(self, reparameterizer: R) -> Self
where Self: Sized, R: Reparameterizer,

Attach reparameterizations using the given [Reparameterizer]. Read more
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fn apply_lora(self, lora: Lora) -> Self
where Self: Sized,

Attach LoRA adapters to the module’s 2-D weights, freezing the base weights. Read more
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fn apply_qlora(self, qlora: QLora) -> Self
where Self: Sized,

Apply QLoRA to the module: quantize the (frozen) base weights and attach trainable LoRA adapters to 2-D weights.
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fn into_record(self) -> ModuleRecord
where Self: Sized,

Collect this module’s parameters into a ModuleRecord. Read more
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fn into_record_group(self, group: ParamGroup) -> ModuleRecord
where Self: Sized,

Collect the parameters group names into a ModuleRecord. Read more
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fn try_load_record(self, record: ModuleRecord) -> Result<Self, RecordError>
where Self: Sized,

Apply a ModuleRecord to this module, returning the loaded module. Read more
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fn load_record(self, record: ModuleRecord) -> Self
where Self: Sized,

Apply a ModuleRecord to this module, consuming and returning it. Read more
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fn save_file<P>(self, path: P) -> Result<(), RecordError>
where P: AsRef<Path>, Self: Sized,

Save this module’s parameters to a burnpack file on disk. Read more
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fn load_file<P>(self, path: P) -> Self
where P: AsRef<Path>, Self: Sized,

Load this module’s parameters from a burnpack file on disk, returning the loaded module. Read more
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fn try_load_file<P>(self, path: P) -> Result<Self, RecordError>
where P: AsRef<Path>, Self: Sized,

Fallible variant of load_file. Read more
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impl ModuleDisplay for RotationState

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fn format(&self, passed_settings: DisplaySettings) -> String

Formats the module with provided display settings. Read more
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fn custom_settings(&self) -> Option<DisplaySettings>

Custom display settings for the module. Read more
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fn custom_content(&self, _content: Content) -> Option<Content>

Custom attributes for the module. Read more
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impl ModuleDisplayDefault for RotationState

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fn content(&self, content: Content) -> Option<Content>

Attributes of the module used for display purposes. Read more
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fn num_params(&self) -> usize

Gets the number of the parameters of the module.

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where T: ?Sized,

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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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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> Read<Exclusive, BecauseExclusive> for T
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type Owned = T

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