RosaPlus

Struct RosaPlus 

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pub struct RosaPlus { /* private fields */ }

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impl RosaPlus

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pub fn new(max_order: i64, use_eot: bool, eot_char: u8, seed: u64) -> Self

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pub fn train_example(&mut self, s: &[u8])

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pub fn build_lm(&mut self)

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pub fn build_lm_no_finalize_endpos(&mut self)

Build the language model without mutating SAM endpos.

This is useful when you want to reuse a trained SAM as a stable base state (e.g. universal-prior conditioning) and need cheap checkpoint/restore via truncation.

Note: entropy/cross-entropy estimation does not require endpos finalization.

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pub fn build_lm_full_bytes_no_finalize_endpos(&mut self)

Build an LM with a fixed byte alphabet of size 256.

This avoids alphabet growth issues and enables fast incremental updates.

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pub fn begin_tx(&mut self) -> RosaTx

Begin a reversible conditional update transaction.

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pub fn train_example_tx(&mut self, tx: &mut RosaTx, s: &[u8])

Apply a training example and update LM counts incrementally (byte alphabet must be full 256).

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pub fn train_sequence_tx(&mut self, tx: &mut RosaTx, s: &[u8])

Apply a sequential update without inserting a boundary (continuous stream).

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pub fn rollback_tx(&mut self, tx: RosaTx)

Roll back a transaction, restoring the model to the exact state at begin_tx.

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pub fn ensure_lm_built_no_finalize_endpos(&mut self)

Ensure the LM is built (without mutating SAM endpos).

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pub fn lm_alpha_n(&self) -> usize

Current LM alphabet size (0 if LM not built).

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pub fn estimated_size_bytes(&self) -> usize

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pub fn shrink_aux_buffers(&mut self)

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pub fn fork_from_sam(&self) -> Self

Create a new model that shares the same trained SAM state but resets LM-related buffers.

This is substantially cheaper than cloning the full RosaPlus (which includes LM counts, node tables, and distribution buffers) and is safe for workflows that want to start from a fixed base training text (e.g. a universal prior) and then add candidate-specific text.

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pub fn checkpoint(&self) -> RosaCheckpoint

A checkpoint that allows restoring the ROSA model back to a previous trained state by truncating append-only internal buffers.

Intended for workflows that repeatedly evaluate different continuations from the same base training text (e.g. universal-prior conditioned scoring).

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pub fn restore(&mut self, ck: &RosaCheckpoint)

Restore the model to a previously captured checkpoint.

This invalidates the LM; callers should rebuild it before scoring.

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pub fn generate(&mut self, prompt: &[u8], steps: i32) -> Option<Vec<u8>>

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pub fn get_distribution(&mut self, context: &[u8]) -> Vec<(u32, f64)>

Returns the probability distribution for the next symbol given a context. Output: Vec of (codepoint, probability) pairs, sorted by codepoint. Builds the LM if not already built.

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pub fn predictive_entropy_rate(&mut self, data: &[u8]) -> f64

Compute the predictive entropy rate (bits per symbol) of the given data.

Uses chunked prequential scoring (train on past chunks, score next chunk).

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pub fn entropy_rate_cps(&mut self, cps: &[u32]) -> f64

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pub fn cross_entropy(&self, data: &[u8]) -> f64

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pub fn cross_entropy_cps(&self, data: &[u32]) -> f64

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pub fn marginal_distribution(&self) -> Vec<(u32, f64)>

Returns the marginal (unigram) distribution over the training data. Output: Vec of (codepoint, probability) pairs, sorted by codepoint.

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pub fn marginal_entropy(&self) -> f64

Compute the marginal entropy H(X) from the unigram distribution. Returns bits per symbol.

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pub fn save(&self, path: &str) -> Result<()>

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pub fn load(path: &str) -> Result<Self>

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pub fn prob_for_last(&mut self, sym: u32) -> f64

Trait Implementations§

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impl Clone for RosaPlus

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fn clone(&self) -> RosaPlus

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

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

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impl<T> CloneToUninit for T
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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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