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ModelType

Enum ModelType 

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pub enum ModelType {
Show 16 variants AllMiniLML6V2, AllMiniLML6V2Q, AllMiniLML12V2, AllMiniLML12V2Q, ParaphraseMLMiniLML12V2, BGESmallENV15, BGESmallENV15Q, BGEBaseENV15, BGELargeENV15, NomicEmbedTextV1, NomicEmbedTextV15, NomicEmbedTextV15Q, JinaEmbeddingsV2BaseCode, MultilingualE5Small, MxbaiEmbedLargeV1, ModernBertEmbedLarge,
}
Expand description

Available embedding models

Variants§

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AllMiniLML6V2

All-MiniLM-L6-v2 - 384 dimensions, fast and efficient

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AllMiniLML6V2Q

Quantized All-MiniLM-L6-v2 - 384 dimensions, faster

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AllMiniLML12V2

All-MiniLM-L12-v2 - 384 dimensions, better quality than L6

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AllMiniLML12V2Q

Quantized All-MiniLM-L12-v2 - 384 dimensions

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ParaphraseMLMiniLML12V2

Paraphrase-MiniLM-L6-v2 - 384 dimensions

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BGESmallENV15

BGE Small EN v1.5 - 384 dimensions, good balance (DEFAULT)

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BGESmallENV15Q

Quantized BGE Small EN v1.5 - 384 dimensions, faster

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BGEBaseENV15

BGE Base EN v1.5 - 768 dimensions, higher quality

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BGELargeENV15

BGE Large EN v1.5 - 1024 dimensions, best BGE quality

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NomicEmbedTextV1

Nomic Embed Text v1 - 768 dimensions

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NomicEmbedTextV15

Nomic Embed Text v1.5 - 768 dimensions, improved

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NomicEmbedTextV15Q

Quantized Nomic Embed Text v1.5 - 768 dimensions

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JinaEmbeddingsV2BaseCode

Jina Embeddings v2 Base Code - 768 dimensions, optimized for code

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MultilingualE5Small

Multilingual E5 Small - 384 dimensions, multilingual support

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MxbaiEmbedLargeV1

MxBai Embed Large v1 - 1024 dimensions, high quality

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ModernBertEmbedLarge

ModernBERT Embed Large - 1024 dimensions, latest architecture

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impl ModelType

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pub fn to_fastembed_model(self) -> FastEmbedModel

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pub fn dimensions(&self) -> usize

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pub fn name(&self) -> &'static str

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pub fn is_quantized(&self) -> bool

Check if model is quantized (faster but slightly less accurate)

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pub fn short_name(&self) -> &'static str

Get a short identifier for the model (for filenames, etc.)

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pub fn all() -> &'static [ModelType]

List all available models

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pub fn parse(s: &str) -> Option<Self>

Parse model from string (for CLI)

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impl Clone for ModelType

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fn clone(&self) -> ModelType

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 ModelType

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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 ModelType

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fn default() -> ModelType

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

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fn eq(&self, other: &ModelType) -> 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 Copy for ModelType

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impl Eq for ModelType

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impl StructuralPartialEq for ModelType

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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> Downcast for T
where T: Any,

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fn into_any(self: Box<T>) -> Box<dyn Any>

Convert Box<dyn Trait> (where Trait: Downcast) to Box<dyn Any>. Box<dyn Any> can then be further downcast into Box<ConcreteType> where ConcreteType implements Trait.
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fn into_any_rc(self: Rc<T>) -> Rc<dyn Any>

Convert Rc<Trait> (where Trait: Downcast) to Rc<Any>. Rc<Any> can then be further downcast into Rc<ConcreteType> where ConcreteType implements Trait.
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fn as_any(&self) -> &(dyn Any + 'static)

Convert &Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &Any’s vtable from &Trait’s.
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fn as_any_mut(&mut self) -> &mut (dyn Any + 'static)

Convert &mut Trait (where Trait: Downcast) to &Any. This is needed since Rust cannot generate &mut Any’s vtable from &mut Trait’s.
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impl<T> DowncastSync for T
where T: Any + Send + Sync,

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fn into_any_arc(self: Arc<T>) -> Arc<dyn Any + Sync + Send>

Convert Arc<Trait> (where Trait: Downcast) to Arc<Any>. Arc<Any> can then be further downcast into Arc<ConcreteType> where ConcreteType implements Trait.
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impl<T> DynClone for T
where T: Clone,

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fn __clone_box(&self, _: Private) -> *mut ()

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impl<Q, K> Equivalent<K> for Q
where Q: Eq + ?Sized, K: Borrow<Q> + ?Sized,

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fn equivalent(&self, key: &K) -> bool

Compare self to key and return true if they are equal.
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impl<Q, K> Equivalent<K> for Q
where Q: Eq + ?Sized, K: Borrow<Q> + ?Sized,

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fn equivalent(&self, key: &K) -> bool

Checks if this value is equivalent to the given key. 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> FromRef<T> for T
where T: Clone,

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fn from_ref(input: &T) -> T

Converts to this type from a reference to the input type.
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impl<T> Instrument for T

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fn instrument(self, span: Span) -> Instrumented<Self>

Instruments this type with the provided Span, returning an Instrumented wrapper. Read more
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fn in_current_span(self) -> Instrumented<Self>

Instruments this type with the current Span, returning an Instrumented wrapper. Read more
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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> PolicyExt for T
where T: ?Sized,

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fn and<P, B, E>(self, other: P) -> And<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow only if self and other return Action::Follow. Read more
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fn or<P, B, E>(self, other: P) -> Or<T, P>
where T: Policy<B, E>, P: Policy<B, E>,

Create a new Policy that returns Action::Follow if either self or other returns Action::Follow. Read more
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impl<R, P> ReadPrimitive<R> for P
where R: Read + ReadEndian<P>, P: Default,

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fn read_from_little_endian(read: &mut R) -> Result<Self, Error>

Read this value from the supplied reader. Same as ReadEndian::read_from_little_endian().
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fn read_from_big_endian(read: &mut R) -> Result<Self, Error>

Read this value from the supplied reader. Same as ReadEndian::read_from_big_endian().
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fn read_from_native_endian(read: &mut R) -> Result<Self, Error>

Read this value from the supplied reader. Same as ReadEndian::read_from_native_endian().
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impl<T> Same for T

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type Output = T

Should always be Self
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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
where V: MultiLane<T>,

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fn vzip(self) -> V

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impl<T> WithSubscriber for T

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fn with_subscriber<S>(self, subscriber: S) -> WithDispatch<Self>
where S: Into<Dispatch>,

Attaches the provided Subscriber to this type, returning a WithDispatch wrapper. Read more
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fn with_current_subscriber(self) -> WithDispatch<Self>

Attaches the current default Subscriber to this type, returning a WithDispatch wrapper. Read more
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impl<T> Fruit for T
where T: Send + Downcast,

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impl<A, B, T> HttpServerConnExec<A, B> for T
where B: Body,