QuantizedVector

Struct QuantizedVector 

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pub struct QuantizedVector {
    pub data: Vec<u8>,
    pub min: f32,
    pub max: f32,
}
Expand description

A quantized vector using 8-bit scalar quantization.

Each f32 value is mapped to a u8 (0-255) using min/max scaling. The original value can be reconstructed as: value = (data[i] / 255.0) * (max - min) + min

Fields§

§data: Vec<u8>

Quantized data (1 byte per dimension instead of 4).

§min: f32

Minimum value in the original vector.

§max: f32

Maximum value in the original vector.

Implementations§

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impl QuantizedVector

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pub fn from_f32(vector: &[f32]) -> Self

Creates a new quantized vector from f32 data.

§Arguments
  • vector - The original f32 vector to quantize
§Panics

Panics if the vector is empty.

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pub fn to_f32(&self) -> Vec<f32>

Reconstructs the original f32 vector from quantized data.

Note: This is a lossy operation. The reconstructed values are approximations.

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pub fn dimension(&self) -> usize

Returns the dimension of the vector.

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pub fn memory_size(&self) -> usize

Returns the memory size in bytes.

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pub fn to_bytes(&self) -> Vec<u8>

Serializes the quantized vector to bytes.

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pub fn from_bytes(bytes: &[u8]) -> Result<Self>

Deserializes a quantized vector from bytes.

§Errors

Returns an error if the bytes are invalid.

Trait Implementations§

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impl Clone for QuantizedVector

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fn clone(&self) -> QuantizedVector

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 QuantizedVector

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

Formats the value using the given formatter. Read more

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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