DataMeta

Struct DataMeta 

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#[repr(C)]
pub struct DataMeta { pub inner_product_correction: f16, pub metric_specific: f16, pub bit_sum: u16, }
Expand description

Metadata for correcting quantization for computing distances among quant vectors.

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§inner_product_correction: f16

This is the whole term

|X| * a / <x', x>

and represents the entires correction factor for computing inner products on the representation

bx + b

where bx is unsigned binary encoding of the vector and b (obtained from Self::offset_term) is the compression offset.

§metric_specific: f16

A metric-specific correction term. Refer to the module level documentation to understand the implication of the terms outlined here.

| Squared L2 | |X|^2 | | Inner Product | <X', C> |

§bit_sum: u16

Two times the sum of the ones in the binary representation of the transformed unit vector.

This is the term sum(bx) in the module level documentation.

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impl DataMeta

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pub fn new( inner_product_correction: f32, metric_specific: f32, bit_sum: u32, ) -> Result<Self, DataMetaError>

Construct a new metadata from components.

This will internally convert the f32 values to f16.

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pub fn to_full<A>(self, arch: A) -> DataMetaF32
where A: Architecture,

Convert the values in self to their full precision representation for computation.

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impl Clone for DataMeta

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fn clone(&self) -> DataMeta

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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impl Debug for DataMeta

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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 DataMeta

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fn default() -> DataMeta

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

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

Tests for self and other values to be equal, and is used by ==.
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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 Zeroable for DataMeta

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fn zeroed() -> Self

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impl Copy for DataMeta

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impl Pod for DataMeta

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impl StructuralPartialEq for DataMeta

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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> ByRef<T> for T

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fn by_ref(&self) -> &T

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impl<T> CheckedBitPattern for T
where T: AnyBitPattern,

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type Bits = T

Self must have the same layout as the specified Bits except for the possible invalid bit patterns being checked during is_valid_bit_pattern.
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fn is_valid_bit_pattern(_bits: &T) -> bool

If this function returns true, then it must be valid to reinterpret bits as &Self.
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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> Generator<T> for T
where T: Clone,

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fn generate(&mut self) -> T

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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> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> SampleLatinHyperCube for T
where T: Copy + Default,

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fn sample_latin_hypercube( data: MatrixBase<&[T]>, num_samples: usize, seed: Option<u64>, ) -> MatrixBase<Box<[T]>>

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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

Creates owned data from borrowed data, usually by cloning. Read more
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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
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
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fn vzip(self) -> V

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impl<T> AnyBitPattern for T
where T: Pod,

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impl<T> NoUninit for T
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