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TextCollection

Struct TextCollection 

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pub struct TextCollection<E> { /* private fields */ }
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A collection that embeds documents and text queries with one model.

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impl<E: Embedder> TextCollection<E>

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pub fn upsert_documents( &self, documents: impl IntoIterator<Item = Document>, ) -> Result<WriteResult>

Embeds and upserts documents, retaining their text in each payload.

Examples found in repository?
examples/text.rs (lines 29-32)
25fn main() -> git_vdb::Result<()> {
26    let temporary = tempfile::TempDir::new()?;
27    let db = open(temporary.path().join("documents.git"))?;
28    let docs = db.text_collection("docs", ExampleEmbedder)?;
29    docs.upsert_documents([
30        Document::new("east", "A document about the east"),
31        Document::new("north", "A document about the north"),
32    ])?;
33    assert_eq!(
34        docs.search_text("north wind", 1)?[0].id.to_string(),
35        "north"
36    );
37    Ok(())
38}
More examples
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examples/text_fastembed.rs (lines 9-12)
5fn main() -> git_vdb::Result<()> {
6    let temporary = tempfile::TempDir::new()?;
7    let db = open(temporary.path().join("documents.git"))?;
8    let docs = db.text_collection("docs", FastEmbedder::try_new()?)?;
9    docs.upsert_documents([
10        Document::new("git", "Git-native vector search"),
11        Document::new("fruit", "Fresh fruit at the market"),
12    ])?;
13    let hits = docs.search_text("versioned database search", 1)?;
14    println!("{}", hits[0].id);
15    Ok(())
16}
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pub fn replace_documents( &self, filter: Filter, documents: impl IntoIterator<Item = Document>, ) -> Result<MutationResult>

Atomically replaces documents matching filter with a new document set.

The collection must already exist. Use TextCollection::upsert_documents for the first write, then this method for repeatable source synchronization.

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pub fn delete(&self, selector: DeleteSelector) -> Result<WriteResult>

Deletes text documents selected by IDs, metadata, or document filters.

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pub fn search_text( &self, text: impl Into<String>, limit: usize, ) -> Result<Vec<ScoredPoint>>

Embeds one text query and returns nearest documents with payloads.

Examples found in repository?
examples/text.rs (line 34)
25fn main() -> git_vdb::Result<()> {
26    let temporary = tempfile::TempDir::new()?;
27    let db = open(temporary.path().join("documents.git"))?;
28    let docs = db.text_collection("docs", ExampleEmbedder)?;
29    docs.upsert_documents([
30        Document::new("east", "A document about the east"),
31        Document::new("north", "A document about the north"),
32    ])?;
33    assert_eq!(
34        docs.search_text("north wind", 1)?[0].id.to_string(),
35        "north"
36    );
37    Ok(())
38}
More examples
Hide additional examples
examples/text_fastembed.rs (line 13)
5fn main() -> git_vdb::Result<()> {
6    let temporary = tempfile::TempDir::new()?;
7    let db = open(temporary.path().join("documents.git"))?;
8    let docs = db.text_collection("docs", FastEmbedder::try_new()?)?;
9    docs.upsert_documents([
10        Document::new("git", "Git-native vector search"),
11        Document::new("fruit", "Fresh fruit at the market"),
12    ])?;
13    let hits = docs.search_text("versioned database search", 1)?;
14    println!("{}", hits[0].id);
15    Ok(())
16}
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pub fn query(&self, query: TextQuery) -> Result<Vec<DocumentHit>>

Embeds and executes one filtered text query, returning typed documents.

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pub fn query_batch( &self, queries: impl IntoIterator<Item = TextQuery>, ) -> Result<Vec<Vec<DocumentHit>>>

Embeds and executes text queries in input order as one embedding batch.

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pub fn vectors(&self) -> &CollectionHandle

Returns the underlying vector collection handle.

Trait Implementations§

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impl<E: Clone> Clone for TextCollection<E>

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fn clone(&self) -> Self

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<E: Debug> Debug for TextCollection<E>

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<E> Freeze for TextCollection<E>
where E: Freeze,

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impl<E> RefUnwindSafe for TextCollection<E>
where E: RefUnwindSafe,

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impl<E> Send for TextCollection<E>
where E: Send,

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impl<E> Sync for TextCollection<E>
where E: Sync,

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impl<E> Unpin for TextCollection<E>
where E: Unpin,

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impl<E> UnsafeUnpin for TextCollection<E>
where E: UnsafeUnpin,

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impl<E> UnwindSafe for TextCollection<E>
where E: UnwindSafe,

Blanket 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<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

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impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

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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> 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> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

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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 = !

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, !>

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