use crate::store::{MemoryEntry, SearchResult, VectorStore};
use argentor_core::{ArgentorError, ArgentorResult};
use async_trait::async_trait;
use std::collections::HashMap;
use tokio::sync::RwLock;
use uuid::Uuid;
pub struct WeaviateStore {
#[allow(dead_code)]
endpoint: String,
#[allow(dead_code)]
api_key: Option<String>,
#[allow(dead_code)]
class_name: String,
#[cfg(feature = "http-vectorstore")]
#[allow(dead_code)]
client: Option<reqwest::Client>,
entries: RwLock<HashMap<Uuid, MemoryEntry>>,
}
impl WeaviateStore {
pub fn new(endpoint: impl Into<String>, class_name: impl Into<String>) -> Self {
Self {
endpoint: endpoint.into(),
api_key: None,
class_name: class_name.into(),
#[cfg(feature = "http-vectorstore")]
client: None,
entries: RwLock::new(HashMap::new()),
}
}
pub fn with_api_key(mut self, key: impl Into<String>) -> Self {
self.api_key = Some(key.into());
self
}
pub fn endpoint(&self) -> &str {
&self.endpoint
}
pub fn class_name(&self) -> &str {
&self.class_name
}
pub fn has_api_key(&self) -> bool {
self.api_key.is_some()
}
#[cfg(feature = "http-vectorstore")]
pub fn with_http_client(mut self, client: reqwest::Client) -> Self {
self.client = Some(client);
self
}
#[cfg(feature = "http-vectorstore")]
#[allow(dead_code)]
fn graphql_url(&self) -> String {
format!("{}/v1/graphql", self.endpoint.trim_end_matches('/'))
}
}
#[async_trait]
impl VectorStore for WeaviateStore {
async fn insert(&self, entry: MemoryEntry) -> ArgentorResult<()> {
let mut entries = self.entries.write().await;
entries.insert(entry.id, entry);
Ok(())
}
async fn search(
&self,
query_embedding: &[f32],
top_k: usize,
session_filter: Option<Uuid>,
) -> ArgentorResult<Vec<SearchResult>> {
if query_embedding.is_empty() {
return Err(ArgentorError::Agent("Empty query embedding".to_string()));
}
let entries = self.entries.read().await;
let mut scored: Vec<SearchResult> = entries
.values()
.filter(|e| {
if let Some(sid) = session_filter {
e.session_id == Some(sid)
} else {
true
}
})
.map(|e| {
let score = cosine(query_embedding, &e.embedding);
SearchResult {
entry: e.clone(),
score,
}
})
.collect();
scored.sort_by(|a, b| {
b.score
.partial_cmp(&a.score)
.unwrap_or(std::cmp::Ordering::Equal)
});
scored.truncate(top_k);
Ok(scored)
}
async fn delete(&self, id: Uuid) -> ArgentorResult<bool> {
let mut entries = self.entries.write().await;
Ok(entries.remove(&id).is_some())
}
async fn list(&self, session_filter: Option<Uuid>) -> ArgentorResult<Vec<MemoryEntry>> {
let entries = self.entries.read().await;
Ok(entries
.values()
.filter(|e| {
if let Some(sid) = session_filter {
e.session_id == Some(sid)
} else {
true
}
})
.cloned()
.collect())
}
async fn count(&self) -> ArgentorResult<usize> {
let entries = self.entries.read().await;
Ok(entries.len())
}
}
fn cosine(a: &[f32], b: &[f32]) -> f32 {
if a.len() != b.len() {
return 0.0;
}
let dot: f32 = a.iter().zip(b.iter()).map(|(x, y)| x * y).sum();
let na: f32 = a.iter().map(|x| x * x).sum::<f32>().sqrt();
let nb: f32 = b.iter().map(|x| x * x).sum::<f32>().sqrt();
if na == 0.0 || nb == 0.0 {
0.0
} else {
dot / (na * nb)
}
}
#[cfg(test)]
#[allow(clippy::unwrap_used, clippy::expect_used)]
mod tests {
use super::*;
use chrono::Utc;
fn entry(content: &str, emb: Vec<f32>, session: Option<Uuid>) -> MemoryEntry {
MemoryEntry {
id: Uuid::new_v4(),
content: content.to_string(),
embedding: emb,
metadata: HashMap::new(),
session_id: session,
created_at: Utc::now(),
}
}
#[test]
fn test_new_sets_fields() {
let store = WeaviateStore::new("https://my-cluster.weaviate.network", "Document");
assert_eq!(store.endpoint(), "https://my-cluster.weaviate.network");
assert_eq!(store.class_name(), "Document");
assert!(!store.has_api_key());
}
#[test]
fn test_with_api_key() {
let store = WeaviateStore::new("https://x", "C").with_api_key("secret");
assert!(store.has_api_key());
}
#[test]
fn test_accepts_owned_strings() {
let store = WeaviateStore::new(String::from("https://x"), String::from("Class"));
assert_eq!(store.class_name(), "Class");
}
#[tokio::test]
async fn test_insert_count() {
let store = WeaviateStore::new("https://x", "C");
assert_eq!(store.count().await.unwrap(), 0);
store.insert(entry("hi", vec![1.0, 0.0], None)).await.unwrap();
assert_eq!(store.count().await.unwrap(), 1);
}
#[tokio::test]
async fn test_insert_many() {
let store = WeaviateStore::new("https://x", "C");
for i in 0..20 {
store
.insert(entry(&format!("e{i}"), vec![i as f32], None))
.await
.unwrap();
}
assert_eq!(store.count().await.unwrap(), 20);
}
#[tokio::test]
async fn test_search_orders_by_similarity() {
let store = WeaviateStore::new("https://x", "C");
store
.insert(entry("near", vec![0.9, 0.1, 0.0], None))
.await
.unwrap();
store
.insert(entry("far", vec![0.0, 0.0, 1.0], None))
.await
.unwrap();
let r = store.search(&[1.0, 0.0, 0.0], 2, None).await.unwrap();
assert_eq!(r[0].entry.content, "near");
assert!(r[0].score > r[1].score);
}
#[tokio::test]
async fn test_search_top_k() {
let store = WeaviateStore::new("https://x", "C");
for i in 0..8 {
store
.insert(entry(&format!("e{i}"), vec![1.0, i as f32 / 8.0], None))
.await
.unwrap();
}
let r = store.search(&[1.0, 0.0], 4, None).await.unwrap();
assert_eq!(r.len(), 4);
}
#[tokio::test]
async fn test_search_empty_errors() {
let store = WeaviateStore::new("https://x", "C");
assert!(store.search(&[], 1, None).await.is_err());
}
#[tokio::test]
async fn test_search_session_filter() {
let store = WeaviateStore::new("https://x", "C");
let sid = Uuid::new_v4();
store
.insert(entry("s", vec![1.0, 0.0], Some(sid)))
.await
.unwrap();
store
.insert(entry("other", vec![1.0, 0.0], None))
.await
.unwrap();
let r = store.search(&[1.0, 0.0], 5, Some(sid)).await.unwrap();
assert_eq!(r.len(), 1);
assert_eq!(r[0].entry.content, "s");
}
#[tokio::test]
async fn test_delete_existing() {
let store = WeaviateStore::new("https://x", "C");
let e = entry("x", vec![1.0], None);
let id = e.id;
store.insert(e).await.unwrap();
assert!(store.delete(id).await.unwrap());
assert_eq!(store.count().await.unwrap(), 0);
}
#[tokio::test]
async fn test_delete_missing() {
let store = WeaviateStore::new("https://x", "C");
assert!(!store.delete(Uuid::new_v4()).await.unwrap());
}
#[tokio::test]
async fn test_list_all() {
let store = WeaviateStore::new("https://x", "C");
store.insert(entry("a", vec![1.0], None)).await.unwrap();
store.insert(entry("b", vec![0.5], None)).await.unwrap();
let all = store.list(None).await.unwrap();
assert_eq!(all.len(), 2);
}
#[tokio::test]
async fn test_list_filtered() {
let store = WeaviateStore::new("https://x", "C");
let sid = Uuid::new_v4();
store
.insert(entry("a", vec![1.0], Some(sid)))
.await
.unwrap();
store.insert(entry("b", vec![0.5], None)).await.unwrap();
let filtered = store.list(Some(sid)).await.unwrap();
assert_eq!(filtered.len(), 1);
}
#[tokio::test]
async fn test_metadata_preserved() {
let store = WeaviateStore::new("https://x", "C");
let mut e = entry("with-meta", vec![1.0], None);
e.metadata
.insert("k".to_string(), serde_json::json!("v"));
let id = e.id;
store.insert(e).await.unwrap();
let all = store.list(None).await.unwrap();
let got = all.iter().find(|x| x.id == id).unwrap();
assert_eq!(got.metadata.get("k").unwrap(), &serde_json::json!("v"));
}
#[tokio::test]
async fn test_instances_are_isolated() {
let a = WeaviateStore::new("https://x", "A");
let b = WeaviateStore::new("https://x", "B");
a.insert(entry("x", vec![1.0], None)).await.unwrap();
assert_eq!(a.count().await.unwrap(), 1);
assert_eq!(b.count().await.unwrap(), 0);
}
#[tokio::test]
async fn test_search_empty_store() {
let store = WeaviateStore::new("https://x", "C");
let r = store.search(&[1.0, 0.0], 5, None).await.unwrap();
assert!(r.is_empty());
}
#[tokio::test]
async fn test_count_after_deletes() {
let store = WeaviateStore::new("https://x", "C");
let e = entry("a", vec![1.0], None);
let id = e.id;
store.insert(e).await.unwrap();
store.insert(entry("b", vec![0.5], None)).await.unwrap();
store.delete(id).await.unwrap();
assert_eq!(store.count().await.unwrap(), 1);
}
}