use meili_snap::snapshot; use once_cell::sync::Lazy; use crate::common::index::Index; use crate::common::{Server, Value}; use crate::json; async fn index_with_documents_user_provided<'a>( server: &'a Server, documents: &Value, ) -> Index<'a> { let index = server.index("test"); let (response, code) = server.set_features(json!({"vectorStore": true})).await; meili_snap::snapshot!(code, @"200 OK"); meili_snap::snapshot!(meili_snap::json_string!(response), @r###" { "vectorStore": true, "metrics": false, "logsRoute": false, "editDocumentsByFunction": false } "###); let (response, code) = index .update_settings(json!({ "embedders": {"default": { "source": "userProvided", "dimensions": 2}}} )) .await; assert_eq!(202, code, "{:?}", response); index.wait_task(response.uid()).await; let (response, code) = index.add_documents(documents.clone(), None).await; assert_eq!(202, code, "{:?}", response); index.wait_task(response.uid()).await; index } async fn index_with_documents_hf<'a>(server: &'a Server, documents: &Value) -> Index<'a> { let index = server.index("test"); let (response, code) = server.set_features(json!({"vectorStore": true})).await; meili_snap::snapshot!(code, @"200 OK"); meili_snap::snapshot!(meili_snap::json_string!(response), @r###" { "vectorStore": true, "metrics": false, "logsRoute": false, "editDocumentsByFunction": false } "###); let (response, code) = index .update_settings(json!({ "embedders": {"default": { "source": "huggingFace", "model": "sentence-transformers/all-MiniLM-L6-v2", "revision": "e4ce9877abf3edfe10b0d82785e83bdcb973e22e", "documentTemplate": "{{doc.title}}, {{doc.desc}}" }}} )) .await; assert_eq!(202, code, "{:?}", response); index.wait_task(response.uid()).await; let (response, code) = index.add_documents(documents.clone(), None).await; assert_eq!(202, code, "{:?}", response); index.wait_task(response.uid()).await; index } static SIMPLE_SEARCH_DOCUMENTS_VEC: Lazy = Lazy::new(|| { json!([ { "title": "Shazam!", "desc": "a Captain Marvel ersatz", "id": "1", "_vectors": {"default": [1.0, 3.0]}, }, { "title": "Captain Planet", "desc": "He's not part of the Marvel Cinematic Universe", "id": "2", "_vectors": {"default": [1.0, 2.0]}, }, { "title": "Captain Marvel", "desc": "a Shazam ersatz", "id": "3", "_vectors": {"default": [2.0, 3.0]}, }]) }); static SINGLE_DOCUMENT_VEC: Lazy = Lazy::new(|| { json!([{ "title": "Shazam!", "desc": "a Captain Marvel ersatz", "id": "1", "_vectors": {"default": [1.0, 3.0]}, }]) }); static SIMPLE_SEARCH_DOCUMENTS: Lazy = Lazy::new(|| { json!([ { "title": "Shazam!", "desc": "a Captain Marvel ersatz", "id": "1", }, { "title": "Captain Planet", "desc": "He's not part of the Marvel Cinematic Universe", "id": "2", }, { "title": "Captain Marvel", "desc": "a Shazam ersatz", "id": "3", }]) }); #[actix_rt::test] async fn simple_search() { let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SIMPLE_SEARCH_DOCUMENTS_VEC).await; let (response, code) = index .search_post( json!({"q": "Captain", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 0.2}, "retrieveVectors": true}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}}},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}}},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}}}]"###); snapshot!(response["semanticHitCount"], @"0"); let (response, code) = index .search_post( json!({"q": "Captain", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 0.5}, "showRankingScore": true, "retrieveVectors": true}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":0.990290343761444},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":0.9848484848484848},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":0.9472135901451112}]"###); snapshot!(response["semanticHitCount"], @"2"); let (response, code) = index .search_post( json!({"q": "Captain", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 0.8}, "showRankingScore": true, "retrieveVectors": true}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":0.990290343761444},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":0.974341630935669},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":0.9472135901451112}]"###); snapshot!(response["semanticHitCount"], @"3"); } #[actix_rt::test] async fn limit_offset() { let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SIMPLE_SEARCH_DOCUMENTS_VEC).await; let (response, code) = index .search_post( json!({"q": "Captain", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 0.2}, "retrieveVectors": true, "offset": 1, "limit": 1}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}}}]"###); snapshot!(response["semanticHitCount"], @"0"); assert_eq!(response["hits"].as_array().unwrap().len(), 1); let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SIMPLE_SEARCH_DOCUMENTS_VEC).await; let (response, code) = index .search_post( json!({"q": "Captain", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 0.9}, "retrieveVectors": true, "offset": 1, "limit": 1}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}}}]"###); snapshot!(response["semanticHitCount"], @"1"); assert_eq!(response["hits"].as_array().unwrap().len(), 1); } #[actix_rt::test] async fn simple_search_hf() { let server = Server::new().await; let index = index_with_documents_hf(&server, &SIMPLE_SEARCH_DOCUMENTS).await; let (response, code) = index.search_post(json!({"q": "Captain", "hybrid": {"semanticRatio": 0.2}})).await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2"},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1"}]"###); snapshot!(response["semanticHitCount"], @"0"); let (response, code) = index .search_post( // disable ranking score as the vectors between architectures are not equal json!({"q": "Captain", "hybrid": {"semanticRatio": 0.55}, "showRankingScore": false}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2"},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1"}]"###); snapshot!(response["semanticHitCount"], @"1"); let (response, code) = index .search_post( json!({"q": "Captain", "hybrid": {"semanticRatio": 0.8}, "showRankingScore": false}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1"},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2"}]"###); snapshot!(response["semanticHitCount"], @"3"); let (response, code) = index .search_post( json!({"q": "Movie World", "hybrid": {"semanticRatio": 0.2}, "showRankingScore": false}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2"},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1"},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"}]"###); snapshot!(response["semanticHitCount"], @"3"); let (response, code) = index .search_post( json!({"q": "Wonder replacement", "hybrid": {"semanticRatio": 0.2}, "showRankingScore": false}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1"},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2"}]"###); snapshot!(response["semanticHitCount"], @"3"); } #[actix_rt::test] async fn distribution_shift() { let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SIMPLE_SEARCH_DOCUMENTS_VEC).await; let search = json!({"q": "Captain", "vector": [1.0, 1.0], "showRankingScore": true, "hybrid": {"semanticRatio": 1.0}, "retrieveVectors": true}); let (response, code) = index.search_post(search.clone()).await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":0.990290343761444},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":0.974341630935669},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":0.9472135901451112}]"###); let (response, code) = index .update_settings(json!({ "embedders": { "default": { "distribution": { "mean": 0.998, "sigma": 0.01 } } } })) .await; snapshot!(code, @"202 Accepted"); let response = server.wait_task(response.uid()).await; snapshot!(response["details"], @r###"{"embedders":{"default":{"distribution":{"mean":0.998,"sigma":0.01}}}}"###); let (response, code) = index.search_post(search).await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":0.19161224365234375},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":1.1920928955078125e-7},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":1.1920928955078125e-7}]"###); } #[actix_rt::test] async fn highlighter() { let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SIMPLE_SEARCH_DOCUMENTS_VEC).await; let (response, code) = index .search_post(json!({"q": "Captain Marvel", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 0.2}, "retrieveVectors": true, "attributesToHighlight": [ "desc", "_vectors", ], "highlightPreTag": "**BEGIN**", "highlightPostTag": "**END**", })) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_formatted":{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"}},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_formatted":{"title":"Shazam!","desc":"a **BEGIN**Captain**END** **BEGIN**Marvel**END** ersatz","id":"1"}},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_formatted":{"title":"Captain Planet","desc":"He's not part of the **BEGIN**Marvel**END** Cinematic Universe","id":"2"}}]"###); snapshot!(response["semanticHitCount"], @"0"); let (response, code) = index .search_post(json!({"q": "Captain Marvel", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 0.8}, "retrieveVectors": true, "showRankingScore": true, "attributesToHighlight": [ "desc" ], "highlightPreTag": "**BEGIN**", "highlightPostTag": "**END**" })) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_formatted":{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"},"_rankingScore":0.990290343761444},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_formatted":{"title":"Captain Planet","desc":"He's not part of the **BEGIN**Marvel**END** Cinematic Universe","id":"2"},"_rankingScore":0.974341630935669},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_formatted":{"title":"Shazam!","desc":"a **BEGIN**Captain**END** **BEGIN**Marvel**END** ersatz","id":"1"},"_rankingScore":0.9472135901451112}]"###); snapshot!(response["semanticHitCount"], @"3"); // no highlighting on full semantic let (response, code) = index .search_post(json!({"q": "Captain Marvel", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 1.0}, "retrieveVectors": true, "showRankingScore": true, "attributesToHighlight": [ "desc" ], "highlightPreTag": "**BEGIN**", "highlightPostTag": "**END**" })) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_formatted":{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3"},"_rankingScore":0.990290343761444},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_formatted":{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2"},"_rankingScore":0.974341630935669},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_formatted":{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1"},"_rankingScore":0.9472135901451112}]"###); snapshot!(response["semanticHitCount"], @"3"); } #[actix_rt::test] async fn invalid_semantic_ratio() { let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SIMPLE_SEARCH_DOCUMENTS_VEC).await; let (response, code) = index .search_post( json!({"q": "Captain", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": 1.2}}), ) .await; snapshot!(code, @"400 Bad Request"); snapshot!(response, @r###" { "message": "Invalid value at `.hybrid.semanticRatio`: the value of `semanticRatio` is invalid, expected a float between `0.0` and `1.0`.", "code": "invalid_search_semantic_ratio", "type": "invalid_request", "link": "https://docs.meilisearch.com/errors#invalid_search_semantic_ratio" } "###); let (response, code) = index .search_post( json!({"q": "Captain", "vector": [1.0, 1.0], "hybrid": {"semanticRatio": -0.8}}), ) .await; snapshot!(code, @"400 Bad Request"); snapshot!(response, @r###" { "message": "Invalid value at `.hybrid.semanticRatio`: the value of `semanticRatio` is invalid, expected a float between `0.0` and `1.0`.", "code": "invalid_search_semantic_ratio", "type": "invalid_request", "link": "https://docs.meilisearch.com/errors#invalid_search_semantic_ratio" } "###); let (response, code) = index .search_get( &yaup::to_string( &json!({"q": "Captain", "vector": [1.0, 1.0], "hybridSemanticRatio": 1.2}), ) .unwrap(), ) .await; snapshot!(code, @"400 Bad Request"); snapshot!(response, @r###" { "message": "Invalid value in parameter `hybridSemanticRatio`: the value of `semanticRatio` is invalid, expected a float between `0.0` and `1.0`.", "code": "invalid_search_semantic_ratio", "type": "invalid_request", "link": "https://docs.meilisearch.com/errors#invalid_search_semantic_ratio" } "###); let (response, code) = index .search_get( &yaup::to_string( &json!({"q": "Captain", "vector": [1.0, 1.0], "hybridSemanticRatio": -0.2}), ) .unwrap(), ) .await; snapshot!(code, @"400 Bad Request"); snapshot!(response, @r###" { "message": "Invalid value in parameter `hybridSemanticRatio`: the value of `semanticRatio` is invalid, expected a float between `0.0` and `1.0`.", "code": "invalid_search_semantic_ratio", "type": "invalid_request", "link": "https://docs.meilisearch.com/errors#invalid_search_semantic_ratio" } "###); } #[actix_rt::test] async fn single_document() { let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SINGLE_DOCUMENT_VEC).await; let (response, code) = index .search_post( json!({"vector": [1.0, 3.0], "hybrid": {"semanticRatio": 1.0}, "showRankingScore": true, "retrieveVectors": true}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"][0], @r###"{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":1.0}"###); snapshot!(response["semanticHitCount"], @"1"); } #[actix_rt::test] async fn query_combination() { let server = Server::new().await; let index = index_with_documents_user_provided(&server, &SIMPLE_SEARCH_DOCUMENTS_VEC).await; // search without query and vector, but with hybrid => still placeholder let (response, code) = index .search_post(json!({"hybrid": {"semanticRatio": 1.0}, "showRankingScore": true, "retrieveVectors": true})) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":1.0},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":1.0},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":1.0}]"###); snapshot!(response["semanticHitCount"], @"null"); // same with a different semantic ratio let (response, code) = index .search_post(json!({"hybrid": {"semanticRatio": 0.76}, "showRankingScore": true, "retrieveVectors": true})) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":1.0},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":1.0},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":1.0}]"###); snapshot!(response["semanticHitCount"], @"null"); // wrong vector dimensions let (response, code) = index .search_post(json!({"vector": [1.0, 0.0, 1.0], "hybrid": {"semanticRatio": 1.0}, "showRankingScore": true, "retrieveVectors": true})) .await; snapshot!(code, @"400 Bad Request"); snapshot!(response, @r###" { "message": "Invalid vector dimensions: expected: `2`, found: `3`.", "code": "invalid_vector_dimensions", "type": "invalid_request", "link": "https://docs.meilisearch.com/errors#invalid_vector_dimensions" } "###); // full vector let (response, code) = index .search_post(json!({"vector": [1.0, 0.0], "hybrid": {"semanticRatio": 1.0}, "showRankingScore": true, "retrieveVectors": true})) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":0.7773500680923462},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":0.7236068248748779},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":0.6581138968467712}]"###); snapshot!(response["semanticHitCount"], @"3"); // full keyword, without a query let (response, code) = index .search_post(json!({"vector": [1.0, 0.0], "hybrid": {"semanticRatio": 0.0}, "showRankingScore": true, "retrieveVectors": true})) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":1.0},{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":1.0},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":1.0}]"###); snapshot!(response["semanticHitCount"], @"null"); // query + vector, full keyword => keyword let (response, code) = index .search_post(json!({"q": "Captain", "vector": [1.0, 0.0], "hybrid": {"semanticRatio": 0.0}, "showRankingScore": true, "retrieveVectors": true})) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":0.9848484848484848},{"title":"Captain Marvel","desc":"a Shazam ersatz","id":"3","_vectors":{"default":{"embeddings":[[2.0,3.0]],"regenerate":false}},"_rankingScore":0.9848484848484848},{"title":"Shazam!","desc":"a Captain Marvel ersatz","id":"1","_vectors":{"default":{"embeddings":[[1.0,3.0]],"regenerate":false}},"_rankingScore":0.9242424242424242}]"###); snapshot!(response["semanticHitCount"], @"null"); // query + vector, no hybrid keyword => let (response, code) = index .search_post(json!({"q": "Captain", "vector": [1.0, 0.0], "showRankingScore": true, "retrieveVectors": true})) .await; snapshot!(code, @"400 Bad Request"); snapshot!(response, @r###" { "message": "Invalid request: missing `hybrid` parameter when both `q` and `vector` are present.", "code": "missing_search_hybrid", "type": "invalid_request", "link": "https://docs.meilisearch.com/errors#missing_search_hybrid" } "###); // full vector, without a vector => error let (response, code) = index .search_post( json!({"q": "Captain", "hybrid": {"semanticRatio": 1.0}, "showRankingScore": true, "retrieveVectors": true}), ) .await; snapshot!(code, @"400 Bad Request"); snapshot!(response, @r###" { "message": "Error while generating embeddings: user error: attempt to embed the following text in a configuration where embeddings must be user provided: \"Captain\"", "code": "vector_embedding_error", "type": "invalid_request", "link": "https://docs.meilisearch.com/errors#vector_embedding_error" } "###); // hybrid without a vector => full keyword let (response, code) = index .search_post( json!({"q": "Planet", "hybrid": {"semanticRatio": 0.99}, "showRankingScore": true, "retrieveVectors": true}), ) .await; snapshot!(code, @"200 OK"); snapshot!(response["hits"], @r###"[{"title":"Captain Planet","desc":"He's not part of the Marvel Cinematic Universe","id":"2","_vectors":{"default":{"embeddings":[[1.0,2.0]],"regenerate":false}},"_rankingScore":0.9242424242424242}]"###); snapshot!(response["semanticHitCount"], @"0"); } #[actix_rt::test] async fn retrieve_vectors() { let server = Server::new().await; let index = index_with_documents_hf(&server, &SIMPLE_SEARCH_DOCUMENTS).await; let (response, code) = index .search_post( json!({"q": "Captain", "hybrid": {"semanticRatio": 0.2}, "retrieveVectors": true}), ) .await; snapshot!(code, @"200 OK"); insta::assert_json_snapshot!(response["hits"], {"[]._vectors.default.embeddings" => "[vectors]"}, @r###" [ { "title": "Captain Planet", "desc": "He's not part of the Marvel Cinematic Universe", "id": "2", "_vectors": { "default": { "embeddings": "[vectors]", "regenerate": true } } }, { "title": "Captain Marvel", "desc": "a Shazam ersatz", "id": "3", "_vectors": { "default": { "embeddings": "[vectors]", "regenerate": true } } }, { "title": "Shazam!", "desc": "a Captain Marvel ersatz", "id": "1", "_vectors": { "default": { "embeddings": "[vectors]", "regenerate": true } } } ] "###); // remove `_vectors` from displayed attributes let (response, code) = index.update_settings(json!({ "displayedAttributes": ["id", "title", "desc"]} )).await; assert_eq!(202, code, "{:?}", response); index.wait_task(response.uid()).await; let (response, code) = index .search_post( json!({"q": "Captain", "hybrid": {"semanticRatio": 0.2}, "retrieveVectors": true}), ) .await; snapshot!(code, @"200 OK"); insta::assert_json_snapshot!(response["hits"], {"[]._vectors.default.embeddings" => "[vectors]"}, @r###" [ { "title": "Captain Planet", "desc": "He's not part of the Marvel Cinematic Universe", "id": "2" }, { "title": "Captain Marvel", "desc": "a Shazam ersatz", "id": "3" }, { "title": "Shazam!", "desc": "a Captain Marvel ersatz", "id": "1" } ] "###); }