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VectorMemoryStore

Struct VectorMemoryStore 

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pub struct VectorMemoryStore<E, V> { /* private fields */ }
Expand description

A long-term memory that stores conversation turns as vector embeddings and retrieves the most relevant memories for each new query.

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impl<E, V> VectorMemoryStore<E, V>
where E: Embedding + Send + Sync + 'static, V: VectorStore + Send + Sync + 'static,

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pub fn new(embedder: Arc<E>, store: Arc<V>, top_k: usize) -> Self

Create a new VectorMemoryStore.

  • embedder: converts text to vectors
  • store: the underlying vector store
  • top_k: number of memories to retrieve per query
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pub fn with_memory_key(self, key: impl Into<String>) -> Self

Override the key used in the returned memory variables map.

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impl<E, V> Memory for VectorMemoryStore<E, V>
where E: Embedding + Send + Sync + 'static, V: VectorStore + Send + Sync + 'static,

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fn load_memory_variables<'life0, 'life1, 'async_trait>( &'life0 self, thread_id: &'life1 str, ) -> Pin<Box<dyn Future<Output = Result<HashMap<String, Value>, WesichainError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Return key-value pairs of memory variables (e.g., chat history)
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fn save_context<'life0, 'life1, 'life2, 'life3, 'async_trait>( &'life0 self, thread_id: &'life1 str, inputs: &'life2 HashMap<String, Value>, outputs: &'life3 HashMap<String, Value>, ) -> Pin<Box<dyn Future<Output = Result<(), WesichainError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait, 'life2: 'async_trait, 'life3: 'async_trait,

Save context from this interaction to memory
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fn clear<'life0, 'life1, 'async_trait>( &'life0 self, _thread_id: &'life1 str, ) -> Pin<Box<dyn Future<Output = Result<(), WesichainError>> + Send + 'async_trait>>
where Self: 'async_trait, 'life0: 'async_trait, 'life1: 'async_trait,

Clear memory for the given thread

Auto Trait Implementations§

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impl<E, V> Freeze for VectorMemoryStore<E, V>

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impl<E, V> RefUnwindSafe for VectorMemoryStore<E, V>

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impl<E, V> Send for VectorMemoryStore<E, V>
where E: Sync + Send, V: Sync + Send,

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impl<E, V> Sync for VectorMemoryStore<E, V>
where E: Sync + Send, V: Sync + Send,

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impl<E, V> Unpin for VectorMemoryStore<E, V>

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impl<E, V> UnsafeUnpin for VectorMemoryStore<E, V>

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impl<E, V> UnwindSafe for VectorMemoryStore<E, V>

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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> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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

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