1use crate::store::{MemoryEntry, SearchResult, VectorStore};
8use argentor_core::{ArgentorError, ArgentorResult};
9use async_trait::async_trait;
10use std::collections::HashMap;
11use tokio::sync::RwLock;
12use uuid::Uuid;
13
14pub struct WeaviateStore {
16 #[allow(dead_code)]
18 endpoint: String,
19 #[allow(dead_code)]
21 api_key: Option<String>,
22 #[allow(dead_code)]
24 class_name: String,
25 #[cfg(feature = "http-vectorstore")]
27 #[allow(dead_code)]
28 client: Option<reqwest::Client>,
29 entries: RwLock<HashMap<Uuid, MemoryEntry>>,
31}
32
33impl WeaviateStore {
34 pub fn new(endpoint: impl Into<String>, class_name: impl Into<String>) -> Self {
36 Self {
37 endpoint: endpoint.into(),
38 api_key: None,
39 class_name: class_name.into(),
40 #[cfg(feature = "http-vectorstore")]
41 client: None,
42 entries: RwLock::new(HashMap::new()),
43 }
44 }
45
46 pub fn with_api_key(mut self, key: impl Into<String>) -> Self {
48 self.api_key = Some(key.into());
49 self
50 }
51
52 pub fn endpoint(&self) -> &str {
54 &self.endpoint
55 }
56
57 pub fn class_name(&self) -> &str {
59 &self.class_name
60 }
61
62 pub fn has_api_key(&self) -> bool {
64 self.api_key.is_some()
65 }
66
67 #[cfg(feature = "http-vectorstore")]
69 pub fn with_http_client(mut self, client: reqwest::Client) -> Self {
70 self.client = Some(client);
71 self
72 }
73
74 #[cfg(feature = "http-vectorstore")]
76 #[allow(dead_code)]
77 fn graphql_url(&self) -> String {
78 format!("{}/v1/graphql", self.endpoint.trim_end_matches('/'))
79 }
80}
81
82#[async_trait]
83impl VectorStore for WeaviateStore {
84 async fn insert(&self, entry: MemoryEntry) -> ArgentorResult<()> {
85 let mut entries = self.entries.write().await;
86 entries.insert(entry.id, entry);
87 Ok(())
88 }
89
90 async fn search(
91 &self,
92 query_embedding: &[f32],
93 top_k: usize,
94 session_filter: Option<Uuid>,
95 ) -> ArgentorResult<Vec<SearchResult>> {
96 if query_embedding.is_empty() {
97 return Err(ArgentorError::Agent("Empty query embedding".to_string()));
98 }
99 let entries = self.entries.read().await;
100 let mut scored: Vec<SearchResult> = entries
101 .values()
102 .filter(|e| {
103 if let Some(sid) = session_filter {
104 e.session_id == Some(sid)
105 } else {
106 true
107 }
108 })
109 .map(|e| {
110 let score = cosine(query_embedding, &e.embedding);
111 SearchResult {
112 entry: e.clone(),
113 score,
114 }
115 })
116 .collect();
117 scored.sort_by(|a, b| {
118 b.score
119 .partial_cmp(&a.score)
120 .unwrap_or(std::cmp::Ordering::Equal)
121 });
122 scored.truncate(top_k);
123 Ok(scored)
124 }
125
126 async fn delete(&self, id: Uuid) -> ArgentorResult<bool> {
127 let mut entries = self.entries.write().await;
128 Ok(entries.remove(&id).is_some())
129 }
130
131 async fn list(&self, session_filter: Option<Uuid>) -> ArgentorResult<Vec<MemoryEntry>> {
132 let entries = self.entries.read().await;
133 Ok(entries
134 .values()
135 .filter(|e| {
136 if let Some(sid) = session_filter {
137 e.session_id == Some(sid)
138 } else {
139 true
140 }
141 })
142 .cloned()
143 .collect())
144 }
145
146 async fn count(&self) -> ArgentorResult<usize> {
147 let entries = self.entries.read().await;
148 Ok(entries.len())
149 }
150}
151
152fn cosine(a: &[f32], b: &[f32]) -> f32 {
153 if a.len() != b.len() {
154 return 0.0;
155 }
156 let dot: f32 = a.iter().zip(b.iter()).map(|(x, y)| x * y).sum();
157 let na: f32 = a.iter().map(|x| x * x).sum::<f32>().sqrt();
158 let nb: f32 = b.iter().map(|x| x * x).sum::<f32>().sqrt();
159 if na == 0.0 || nb == 0.0 {
160 0.0
161 } else {
162 dot / (na * nb)
163 }
164}
165
166#[cfg(test)]
167#[allow(clippy::unwrap_used, clippy::expect_used)]
168mod tests {
169 use super::*;
170 use chrono::Utc;
171
172 fn entry(content: &str, emb: Vec<f32>, session: Option<Uuid>) -> MemoryEntry {
173 MemoryEntry {
174 id: Uuid::new_v4(),
175 content: content.to_string(),
176 embedding: emb,
177 metadata: HashMap::new(),
178 session_id: session,
179 created_at: Utc::now(),
180 }
181 }
182
183 #[test]
184 fn test_new_sets_fields() {
185 let store = WeaviateStore::new("https://my-cluster.weaviate.network", "Document");
186 assert_eq!(store.endpoint(), "https://my-cluster.weaviate.network");
187 assert_eq!(store.class_name(), "Document");
188 assert!(!store.has_api_key());
189 }
190
191 #[test]
192 fn test_with_api_key() {
193 let store = WeaviateStore::new("https://x", "C").with_api_key("secret");
194 assert!(store.has_api_key());
195 }
196
197 #[test]
198 fn test_accepts_owned_strings() {
199 let store = WeaviateStore::new(String::from("https://x"), String::from("Class"));
200 assert_eq!(store.class_name(), "Class");
201 }
202
203 #[tokio::test]
204 async fn test_insert_count() {
205 let store = WeaviateStore::new("https://x", "C");
206 assert_eq!(store.count().await.unwrap(), 0);
207 store.insert(entry("hi", vec![1.0, 0.0], None)).await.unwrap();
208 assert_eq!(store.count().await.unwrap(), 1);
209 }
210
211 #[tokio::test]
212 async fn test_insert_many() {
213 let store = WeaviateStore::new("https://x", "C");
214 for i in 0..20 {
215 store
216 .insert(entry(&format!("e{i}"), vec![i as f32], None))
217 .await
218 .unwrap();
219 }
220 assert_eq!(store.count().await.unwrap(), 20);
221 }
222
223 #[tokio::test]
224 async fn test_search_orders_by_similarity() {
225 let store = WeaviateStore::new("https://x", "C");
226 store
227 .insert(entry("near", vec![0.9, 0.1, 0.0], None))
228 .await
229 .unwrap();
230 store
231 .insert(entry("far", vec![0.0, 0.0, 1.0], None))
232 .await
233 .unwrap();
234 let r = store.search(&[1.0, 0.0, 0.0], 2, None).await.unwrap();
235 assert_eq!(r[0].entry.content, "near");
236 assert!(r[0].score > r[1].score);
237 }
238
239 #[tokio::test]
240 async fn test_search_top_k() {
241 let store = WeaviateStore::new("https://x", "C");
242 for i in 0..8 {
243 store
244 .insert(entry(&format!("e{i}"), vec![1.0, i as f32 / 8.0], None))
245 .await
246 .unwrap();
247 }
248 let r = store.search(&[1.0, 0.0], 4, None).await.unwrap();
249 assert_eq!(r.len(), 4);
250 }
251
252 #[tokio::test]
253 async fn test_search_empty_errors() {
254 let store = WeaviateStore::new("https://x", "C");
255 assert!(store.search(&[], 1, None).await.is_err());
256 }
257
258 #[tokio::test]
259 async fn test_search_session_filter() {
260 let store = WeaviateStore::new("https://x", "C");
261 let sid = Uuid::new_v4();
262 store
263 .insert(entry("s", vec![1.0, 0.0], Some(sid)))
264 .await
265 .unwrap();
266 store
267 .insert(entry("other", vec![1.0, 0.0], None))
268 .await
269 .unwrap();
270 let r = store.search(&[1.0, 0.0], 5, Some(sid)).await.unwrap();
271 assert_eq!(r.len(), 1);
272 assert_eq!(r[0].entry.content, "s");
273 }
274
275 #[tokio::test]
276 async fn test_delete_existing() {
277 let store = WeaviateStore::new("https://x", "C");
278 let e = entry("x", vec![1.0], None);
279 let id = e.id;
280 store.insert(e).await.unwrap();
281 assert!(store.delete(id).await.unwrap());
282 assert_eq!(store.count().await.unwrap(), 0);
283 }
284
285 #[tokio::test]
286 async fn test_delete_missing() {
287 let store = WeaviateStore::new("https://x", "C");
288 assert!(!store.delete(Uuid::new_v4()).await.unwrap());
289 }
290
291 #[tokio::test]
292 async fn test_list_all() {
293 let store = WeaviateStore::new("https://x", "C");
294 store.insert(entry("a", vec![1.0], None)).await.unwrap();
295 store.insert(entry("b", vec![0.5], None)).await.unwrap();
296 let all = store.list(None).await.unwrap();
297 assert_eq!(all.len(), 2);
298 }
299
300 #[tokio::test]
301 async fn test_list_filtered() {
302 let store = WeaviateStore::new("https://x", "C");
303 let sid = Uuid::new_v4();
304 store
305 .insert(entry("a", vec![1.0], Some(sid)))
306 .await
307 .unwrap();
308 store.insert(entry("b", vec![0.5], None)).await.unwrap();
309 let filtered = store.list(Some(sid)).await.unwrap();
310 assert_eq!(filtered.len(), 1);
311 }
312
313 #[tokio::test]
314 async fn test_metadata_preserved() {
315 let store = WeaviateStore::new("https://x", "C");
316 let mut e = entry("with-meta", vec![1.0], None);
317 e.metadata
318 .insert("k".to_string(), serde_json::json!("v"));
319 let id = e.id;
320 store.insert(e).await.unwrap();
321 let all = store.list(None).await.unwrap();
322 let got = all.iter().find(|x| x.id == id).unwrap();
323 assert_eq!(got.metadata.get("k").unwrap(), &serde_json::json!("v"));
324 }
325
326 #[tokio::test]
327 async fn test_instances_are_isolated() {
328 let a = WeaviateStore::new("https://x", "A");
329 let b = WeaviateStore::new("https://x", "B");
330 a.insert(entry("x", vec![1.0], None)).await.unwrap();
331 assert_eq!(a.count().await.unwrap(), 1);
332 assert_eq!(b.count().await.unwrap(), 0);
333 }
334
335 #[tokio::test]
336 async fn test_search_empty_store() {
337 let store = WeaviateStore::new("https://x", "C");
338 let r = store.search(&[1.0, 0.0], 5, None).await.unwrap();
339 assert!(r.is_empty());
340 }
341
342 #[tokio::test]
343 async fn test_count_after_deletes() {
344 let store = WeaviateStore::new("https://x", "C");
345 let e = entry("a", vec![1.0], None);
346 let id = e.id;
347 store.insert(e).await.unwrap();
348 store.insert(entry("b", vec![0.5], None)).await.unwrap();
349 store.delete(id).await.unwrap();
350 assert_eq!(store.count().await.unwrap(), 1);
351 }
352}