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FannAdapter

Struct FannAdapter 

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pub struct FannAdapter { /* private fields */ }
Expand description

Adapter that lets ruv-FANN store and retrieve layer-weight embeddings.

Each neural-network layer can be fingerprinted as a flat f32 embedding (e.g. the flattened weight matrix or its PCA projection). Storing these fingerprints in RuVector enables fast recall of “similar layers” across model checkpoints.

§Example

use ruvector_core::integration::FannAdapter;

let mut adapter = FannAdapter::new(128, "./fann_index.db").unwrap();
adapter.store_layer("model_v1/layer_0", &[0.1f32; 128], None).unwrap();
let similar = adapter.find_similar_layers(&[0.1f32; 128], 5).unwrap();

Implementations§

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impl FannAdapter

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pub fn new(dimensions: usize, storage_path: impl Into<String>) -> Result<Self>

Create a new adapter backed by a RuVector database.

dimensions must match the size of the layer embeddings you intend to store. Cosine distance is used because weight embeddings are typically meaningful up to scale.

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pub fn store_layer( &self, layer_id: impl Into<String>, embedding: &[f32], metadata: Option<HashMap<String, Value>>, ) -> Result<String>

Store a layer embedding identified by layer_id.

metadata can carry arbitrary JSON-serialisable key-value pairs (e.g. model name, checkpoint step, layer type).

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pub fn find_similar_layers( &self, query: &[f32], k: usize, ) -> Result<Vec<SearchResult>>

Find the k most similar layer embeddings to query.

Returns results sorted by ascending cosine distance.

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pub fn find_similar_layers_filtered( &self, query: &[f32], k: usize, filter: HashMap<String, Value>, ) -> Result<Vec<SearchResult>>

Find similar layers with a filter on metadata fields.

Only results where every (key, value) in filter matches are returned.

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pub fn delete_layer(&self, layer_id: &str) -> Result<bool>

Delete a layer embedding by ID.

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pub fn len(&self) -> Result<usize>

Total number of stored layer embeddings.

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pub fn is_empty(&self) -> Result<bool>

Returns true if no embeddings have been stored yet.

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