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79 changes: 72 additions & 7 deletions rig/rig-core/src/providers/gemini/embedding.rs
Original file line number Diff line number Diff line change
Expand Up @@ -12,28 +12,39 @@ use crate::{
wasm_compat::WasmCompatSend,
};

/// `embedding-001` embedding model
/// `gemini-embedding-001` embedding model (3072 dimensions by default)
pub const EMBEDDING_001: &str = "gemini-embedding-001";
/// `text-embedding-004` embedding model
/// `text-embedding-004` embedding model (768 dimensions by default)
pub const EMBEDDING_004: &str = "text-embedding-004";

/// Returns the default output dimensionality for known Gemini embedding models.
///
/// See <https://ai.google.dev/gemini-api/docs/models#gemini-embedding>
fn model_default_ndims(model: &str) -> Option<usize> {
match model {
EMBEDDING_001 => Some(3072),
EMBEDDING_004 => Some(768),
_ => None,
}
}

#[derive(Clone)]
pub struct EmbeddingModel<T = reqwest::Client> {
client: Client<T>,
model: String,
ndims: Option<usize>,
ndims: usize,
}

impl<T> EmbeddingModel<T> {
pub fn new(client: Client<T>, model: impl Into<String>, ndims: Option<usize>) -> Self {
pub fn new(client: Client<T>, model: impl Into<String>, ndims: usize) -> Self {
Self {
client,
model: model.into(),
ndims,
}
}

pub fn with_model(client: Client<T>, model: &str, ndims: Option<usize>) -> Self {
pub fn with_model(client: Client<T>, model: &str, ndims: usize) -> Self {
Self {
client,
model: model.to_string(),
Expand All @@ -51,11 +62,13 @@ where
const MAX_DOCUMENTS: usize = 1024;

fn make(client: &Self::Client, model: impl Into<String>, dims: Option<usize>) -> Self {
Self::new(client.clone(), model, dims)
let model = model.into();
let ndims = dims.or_else(|| model_default_ndims(&model)).unwrap_or(768);
Self::new(client.clone(), model, ndims)
}

fn ndims(&self) -> usize {
768
self.ndims
}

/// <https://ai.google.dev/api/embeddings#batch_embed_contents-SHELL>
Expand Down Expand Up @@ -238,3 +251,55 @@ mod gemini_api_types {
pub values: Vec<f64>,
}
}

#[cfg(test)]
mod tests {
use super::*;

#[test]
fn test_model_default_ndims_lookup() {
assert_eq!(model_default_ndims(EMBEDDING_001), Some(3072));
assert_eq!(model_default_ndims(EMBEDDING_004), Some(768));
assert_eq!(model_default_ndims("unknown-model"), None);
}

#[test]
fn test_make_resolves_default_dims() {
let client = Client::new("test_key").unwrap();

// EMBEDDING_001 defaults to 3072
let model =
<EmbeddingModel as embeddings::EmbeddingModel>::make(&client, EMBEDDING_001, None);
assert_eq!(embeddings::EmbeddingModel::ndims(&model), 3072);

// EMBEDDING_004 defaults to 768
let model =
<EmbeddingModel as embeddings::EmbeddingModel>::make(&client, EMBEDDING_004, None);
assert_eq!(embeddings::EmbeddingModel::ndims(&model), 768);

// Unknown model falls back to 768
let model = <EmbeddingModel as embeddings::EmbeddingModel>::make(
&client,
"some-future-model",
None,
);
assert_eq!(embeddings::EmbeddingModel::ndims(&model), 768);
}

#[test]
fn test_make_respects_explicit_dims() {
let client = Client::new("test_key").unwrap();

let model =
<EmbeddingModel as embeddings::EmbeddingModel>::make(&client, EMBEDDING_001, Some(256));
assert_eq!(embeddings::EmbeddingModel::ndims(&model), 256);
}

#[test]
fn test_new_uses_provided_ndims() {
let client = Client::new("test_key").unwrap();

let model = EmbeddingModel::new(client, EMBEDDING_001, 512);
assert_eq!(embeddings::EmbeddingModel::ndims(&model), 512);
}
}