QuantizationMode

Enum QuantizationMode 

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pub enum QuantizationMode {
    Binary,
    SQ8,
    RaBitQ(RaBitQParams),
}
Expand description

Quantization mode for vector storage

Controls how vectors are compressed for memory/disk efficiency.

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Binary

Binary Quantization (BBQ): f32 → 1 bit

  • 32x compression
  • 2-4x faster than SQ8 (SIMD Hamming)
  • ~85% raw recall, ~95-98% with rescore
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SQ8

Scalar Quantization (SQ8): f32 → u8

  • 4x compression
  • ~2x faster than f32 (direct SIMD)
  • ~99% recall with rescore
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RaBitQ(RaBitQParams)

Extended RaBitQ: f32 → 2-8 bits

  • 4-16x compression
  • ~0.5x slower than f32 (ADC lookup tables)
  • 93-99% recall depending on bits

Implementations§

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impl QuantizationMode

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pub fn binary() -> Self

Create Binary quantization mode (32x compression)

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pub fn sq8() -> Self

Create SQ8 quantization mode (4x compression, fastest)

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pub fn rabitq() -> Self

Create RaBitQ with 4-bit quantization (8x compression)

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pub fn rabitq_2bit() -> Self

Create RaBitQ with 2-bit quantization (16x compression)

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pub fn rabitq_8bit() -> Self

Create RaBitQ with 8-bit quantization (4x compression)

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pub fn is_binary(&self) -> bool

Check if this is Binary mode

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pub fn is_sq8(&self) -> bool

Check if this is SQ8 mode

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pub fn is_rabitq(&self) -> bool

Check if this is RaBitQ mode

Trait Implementations§

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impl Clone for QuantizationMode

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fn clone(&self) -> QuantizationMode

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

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

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

Formats the value using the given formatter. Read more

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