@@ -532,6 +532,12 @@ describe("QdrantVectorStore", () => {
532532 vectors : {
533533 size : mockVectorSize ,
534534 distance : "Cosine" , // Assuming 'Cosine' is the DISTANCE_METRIC
535+ on_disk : true ,
536+ } ,
537+ hnsw_config : {
538+ m : 64 ,
539+ ef_construct : 512 ,
540+ on_disk : true ,
535541 } ,
536542 } )
537543 expect ( mockQdrantClientInstance . deleteCollection ) . not . toHaveBeenCalled ( )
@@ -610,6 +616,12 @@ describe("QdrantVectorStore", () => {
610616 vectors : {
611617 size : mockVectorSize , // Should use the new, correct vector size
612618 distance : "Cosine" ,
619+ on_disk : true ,
620+ } ,
621+ hnsw_config : {
622+ m : 64 ,
623+ ef_construct : 512 ,
624+ on_disk : true ,
613625 } ,
614626 } )
615627
@@ -903,6 +915,12 @@ describe("QdrantVectorStore", () => {
903915 vectors : {
904916 size : newVectorSize , // Should create with new 768 dimensions
905917 distance : "Cosine" ,
918+ on_disk : true ,
919+ } ,
920+ hnsw_config : {
921+ m : 64 ,
922+ ef_construct : 512 ,
923+ on_disk : true ,
906924 } ,
907925 } )
908926 expect ( mockQdrantClientInstance . createPayloadIndex ) . toHaveBeenCalledTimes ( 5 )
@@ -1248,7 +1266,7 @@ describe("QdrantVectorStore", () => {
12481266 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
12491267 limit : DEFAULT_MAX_SEARCH_RESULTS ,
12501268 params : {
1251- hnsw_ef : 128 ,
1269+ hnsw_ef : 256 ,
12521270 exact : false ,
12531271 } ,
12541272 with_payload : {
@@ -1299,7 +1317,7 @@ describe("QdrantVectorStore", () => {
12991317 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
13001318 limit : DEFAULT_MAX_SEARCH_RESULTS ,
13011319 params : {
1302- hnsw_ef : 128 ,
1320+ hnsw_ef : 256 ,
13031321 exact : false ,
13041322 } ,
13051323 with_payload : {
@@ -1325,7 +1343,7 @@ describe("QdrantVectorStore", () => {
13251343 score_threshold : customMinScore ,
13261344 limit : DEFAULT_MAX_SEARCH_RESULTS ,
13271345 params : {
1328- hnsw_ef : 128 ,
1346+ hnsw_ef : 256 ,
13291347 exact : false ,
13301348 } ,
13311349 with_payload : {
@@ -1349,7 +1367,7 @@ describe("QdrantVectorStore", () => {
13491367 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
13501368 limit : customMaxResults ,
13511369 params : {
1352- hnsw_ef : 128 ,
1370+ hnsw_ef : 256 ,
13531371 exact : false ,
13541372 } ,
13551373 with_payload : {
@@ -1496,7 +1514,7 @@ describe("QdrantVectorStore", () => {
14961514 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
14971515 limit : DEFAULT_MAX_SEARCH_RESULTS ,
14981516 params : {
1499- hnsw_ef : 128 ,
1517+ hnsw_ef : 256 ,
15001518 exact : false ,
15011519 } ,
15021520 with_payload : {
@@ -1561,7 +1579,7 @@ describe("QdrantVectorStore", () => {
15611579 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
15621580 limit : DEFAULT_MAX_SEARCH_RESULTS ,
15631581 params : {
1564- hnsw_ef : 128 ,
1582+ hnsw_ef : 256 ,
15651583 exact : false ,
15661584 } ,
15671585 with_payload : {
@@ -1587,7 +1605,7 @@ describe("QdrantVectorStore", () => {
15871605 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
15881606 limit : DEFAULT_MAX_SEARCH_RESULTS ,
15891607 params : {
1590- hnsw_ef : 128 ,
1608+ hnsw_ef : 256 ,
15911609 exact : false ,
15921610 } ,
15931611 with_payload : {
@@ -1611,7 +1629,7 @@ describe("QdrantVectorStore", () => {
16111629 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
16121630 limit : DEFAULT_MAX_SEARCH_RESULTS ,
16131631 params : {
1614- hnsw_ef : 128 ,
1632+ hnsw_ef : 256 ,
16151633 exact : false ,
16161634 } ,
16171635 with_payload : {
@@ -1635,7 +1653,7 @@ describe("QdrantVectorStore", () => {
16351653 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
16361654 limit : DEFAULT_MAX_SEARCH_RESULTS ,
16371655 params : {
1638- hnsw_ef : 128 ,
1656+ hnsw_ef : 256 ,
16391657 exact : false ,
16401658 } ,
16411659 with_payload : {
@@ -1659,7 +1677,7 @@ describe("QdrantVectorStore", () => {
16591677 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
16601678 limit : DEFAULT_MAX_SEARCH_RESULTS ,
16611679 params : {
1662- hnsw_ef : 128 ,
1680+ hnsw_ef : 256 ,
16631681 exact : false ,
16641682 } ,
16651683 with_payload : {
@@ -1690,7 +1708,7 @@ describe("QdrantVectorStore", () => {
16901708 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
16911709 limit : DEFAULT_MAX_SEARCH_RESULTS ,
16921710 params : {
1693- hnsw_ef : 128 ,
1711+ hnsw_ef : 256 ,
16941712 exact : false ,
16951713 } ,
16961714 with_payload : {
@@ -1721,7 +1739,7 @@ describe("QdrantVectorStore", () => {
17211739 score_threshold : DEFAULT_SEARCH_MIN_SCORE ,
17221740 limit : DEFAULT_MAX_SEARCH_RESULTS ,
17231741 params : {
1724- hnsw_ef : 128 ,
1742+ hnsw_ef : 256 ,
17251743 exact : false ,
17261744 } ,
17271745 with_payload : {
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