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SQuaJLConfig

Struct SQuaJLConfig 

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pub struct SQuaJLConfig {
    pub input_dim: usize,
    pub sketch_dim: usize,
    pub bits: u8,
    pub hashes_per_input: u8,
    pub clip: f32,
    pub seed: u64,
    pub metric: SimilarityMetric,
    pub norm_log2_min: f32,
    pub norm_log2_max: f32,
}
Expand description

Configuration for the stateless sparse-JL quantizer.

The defaults are chosen to be a practical starting point for 384-dimensional sentence embeddings such as all-MiniLM-L6-v2.

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§input_dim: usize

Input embedding dimension.

§sketch_dim: usize

Output sketch dimension.

Larger values usually improve recall at the cost of more memory.

§bits: u8

Number of bits per quantized coordinate.

Supported range: 1..=8.

§hashes_per_input: u8

Number of non-zero sketch updates per input coordinate.

Larger values reduce projection noise but cost more CPU at encode time.

§clip: f32

Symmetric clip range for the scaled sketch.

Coordinates are clipped to [-clip, clip] before scalar quantization.

§seed: u64

Global seed used to derive sparse bucket locations and signs.

§metric: SimilarityMetric

Similarity objective for scoring.

§norm_log2_min: f32

Lower bound for log2(norm) when the norm channel is enabled.

§norm_log2_max: f32

Upper bound for log2(norm) when the norm channel is enabled.

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impl SQuaJLConfig

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pub fn new(input_dim: usize) -> Self

Creates a configuration with the provided input dimension and sensible defaults for the remaining fields.

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pub fn with_sketch_dim(self, sketch_dim: usize) -> Self

Sets the output sketch dimension.

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pub fn with_bits(self, bits: u8) -> Self

Sets the number of bits per quantized coordinate.

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pub fn with_hashes_per_input(self, hashes_per_input: u8) -> Self

Sets the number of sparse hash updates performed for each input dimension.

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pub fn with_clip(self, clip: f32) -> Self

Sets the symmetric clip range used by the scalar quantizer.

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pub fn with_seed(self, seed: u64) -> Self

Sets the deterministic seed used by the sparse signed projection.

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pub fn with_metric(self, metric: SimilarityMetric) -> Self

Sets the similarity objective.

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pub fn with_norm_log2_range(self, min: f32, max: f32) -> Self

Sets the log2(norm) range for the optional norm channel.

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pub fn validate(&self) -> Result<()>

Validates the configuration.

Trait Implementations§

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impl Clone for SQuaJLConfig

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fn clone(&self) -> SQuaJLConfig

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 SQuaJLConfig

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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 Default for SQuaJLConfig

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl PartialEq for SQuaJLConfig

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fn eq(&self, other: &SQuaJLConfig) -> bool

Tests for self and other values to be equal, and is used by ==.
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl StructuralPartialEq for SQuaJLConfig

Auto Trait Implementations§

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

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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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> CloneToUninit for T
where T: Clone,

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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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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> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
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type Error = Infallible

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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

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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.