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14 changes: 8 additions & 6 deletions .github/workflows/main.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -7,9 +7,10 @@ on:
pull_request:

env:
WEAVIATE_124: 1.24.21
WEAVIATE_125: 1.25.8
WEAVIATE_126: 1.26.1
WEAVIATE_124: stable-v1.24-a8b364e
WEAVIATE_125: 1.25.21
WEAVIATE_126: 1.26.7
WEAVIATE_127: 1.27.0

jobs:
checks:
Expand All @@ -35,9 +36,10 @@ jobs:
versions: [
{ node: "22.x", weaviate: $WEAVIATE_124},
{ node: "22.x", weaviate: $WEAVIATE_125},
{ node: "18.x", weaviate: $WEAVIATE_126},
{ node: "20.x", weaviate: $WEAVIATE_126},
{ node: "22.x", weaviate: $WEAVIATE_126}
{ node: "22.x", weaviate: $WEAVIATE_126},
{ node: "18.x", weaviate: $WEAVIATE_127},
{ node: "20.x", weaviate: $WEAVIATE_127},
{ node: "22.x", weaviate: $WEAVIATE_127}
]
steps:
- uses: actions/checkout@v3
Expand Down
4 changes: 4 additions & 0 deletions src/collections/config/integration.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -61,6 +61,7 @@ describe('Testing of the collection.config namespace', () => {
dynamicEfMax: 500,
dynamicEfFactor: 8,
vectorCacheMaxObjects: 1000000000000,
filterStrategy: 'sweeping',
flatSearchCutoff: 40000,
distance: 'cosine',
quantizer: undefined,
Expand Down Expand Up @@ -115,6 +116,7 @@ describe('Testing of the collection.config namespace', () => {
dynamicEfMax: 500,
dynamicEfFactor: 8,
vectorCacheMaxObjects: 1000000000000,
filterStrategy: 'sweeping',
flatSearchCutoff: 40000,
distance: 'cosine',
quantizer: undefined,
Expand Down Expand Up @@ -486,6 +488,7 @@ describe('Testing of the collection.config namespace', () => {
dynamicEfMax: 500,
dynamicEfFactor: 8,
vectorCacheMaxObjects: 1000000000000,
filterStrategy: 'sweeping',
flatSearchCutoff: 40000,
distance: 'cosine',
quantizer: {
Expand Down Expand Up @@ -563,6 +566,7 @@ describe('Testing of the collection.config namespace', () => {
dynamicEfMax: 500,
dynamicEfFactor: 8,
vectorCacheMaxObjects: 1000000000000,
filterStrategy: 'sweeping',
flatSearchCutoff: 40000,
distance: 'cosine',
type: 'hnsw',
Expand Down
3 changes: 3 additions & 0 deletions src/collections/config/types/vectorIndex.ts
Original file line number Diff line number Diff line change
Expand Up @@ -6,6 +6,7 @@ export type VectorIndexConfigHNSW = {
dynamicEfFactor: number;
efConstruction: number;
ef: number;
filterStrategy: VectorIndexFilterStrategy;
flatSearchCutoff: number;
maxConnections: number;
quantizer: PQConfig | BQConfig | SQConfig | undefined;
Expand Down Expand Up @@ -72,6 +73,8 @@ export type PQEncoderDistribution = 'log-normal' | 'normal';

export type VectorIndexType = 'hnsw' | 'flat' | 'dynamic' | string;

export type VectorIndexFilterStrategy = 'sweeping' | 'acorn';

export type VectorIndexConfig = VectorIndexConfigHNSW | VectorIndexConfigFlat | VectorIndexConfigDynamic;

export type QuantizerConfig = PQConfig | BQConfig | SQConfig;
2 changes: 2 additions & 0 deletions src/collections/config/utils.ts
Original file line number Diff line number Diff line change
Expand Up @@ -45,6 +45,7 @@ import {
VectorIndexConfigFlat,
VectorIndexConfigHNSW,
VectorIndexConfigType,
VectorIndexFilterStrategy,
VectorizerConfig,
} from './types/index.js';

Expand Down Expand Up @@ -376,6 +377,7 @@ class ConfigMapping {
dynamicEfFactor: v.dynamicEfFactor,
ef: v.ef,
efConstruction: v.efConstruction,
filterStrategy: exists<VectorIndexFilterStrategy>(v.filterStrategy) ? v.filterStrategy : 'sweeping',
flatSearchCutoff: v.flatSearchCutoff,
maxConnections: v.maxConnections,
quantizer: quantizer,
Expand Down
2 changes: 2 additions & 0 deletions src/collections/configure/types/vectorIndex.ts
Original file line number Diff line number Diff line change
Expand Up @@ -9,6 +9,7 @@ import {
VectorIndexConfigDynamic,
VectorIndexConfigFlat,
VectorIndexConfigHNSW,
VectorIndexFilterStrategy,
} from '../../config/types/index.js';
import { RecursivePartial } from './base.js';

Expand Down Expand Up @@ -56,6 +57,7 @@ export type VectorIndexConfigHNSWUpdate = {
dynamicEfMax?: number;
dynamicEfFactor?: number;
ef?: number;
filterStrategy?: VectorIndexFilterStrategy;
flatSearchCutoff?: number;
quantizer?: PQConfigUpdate | BQConfigUpdate | SQConfigUpdate;
vectorCacheMaxObjects?: number;
Expand Down
10 changes: 8 additions & 2 deletions src/collections/integration.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -495,7 +495,7 @@ describe('Testing of the collections.create method', () => {
},
vectorizers: weaviate.configure.vectorizer.text2VecContextionary({
vectorIndexConfig: {
name: 'hnsw',
name: 'hnsw' as const,
config: {
cleanupIntervalSeconds: 10,
distance: 'dot',
Expand All @@ -504,6 +504,7 @@ describe('Testing of the collections.create method', () => {
dynamicEfMin: 10,
ef: -2,
efConstruction: 100,
filterStrategy: 'acorn',
flatSearchCutoff: 41000,
maxConnections: 72,
quantizer: {
Expand Down Expand Up @@ -581,7 +582,9 @@ describe('Testing of the collections.create method', () => {

expect(response.replication.asyncEnabled).toEqual(false);
expect(response.replication.deletionStrategy).toEqual<ReplicationDeletionStrategy>(
'NoAutomatedResolution'
(await cluster.getWeaviateVersion().then((ver) => ver.isLowerThan(1, 25, 0)))
? 'NoAutomatedResolution'
: 'DeleteOnConflict'
);
expect(response.replication.factor).toEqual(2);

Expand All @@ -594,6 +597,9 @@ describe('Testing of the collections.create method', () => {
expect(indexConfig.dynamicEfMin).toEqual(10);
expect(indexConfig.ef).toEqual(-2);
expect(indexConfig.efConstruction).toEqual(100);
expect(indexConfig.filterStrategy).toEqual(
(await cluster.getWeaviateVersion().then((ver) => ver.isLowerThan(1, 27, 0))) ? 'sweeping' : 'acorn'
);
expect(indexConfig.flatSearchCutoff).toEqual(41000);
expect(indexConfig.maxConnections).toEqual(72);
expect(quantizer.bitCompression).toEqual(true);
Expand Down
1 change: 1 addition & 0 deletions src/collections/journey.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -176,6 +176,7 @@ describe('Journey testing of the client using a WCD cluster', () => {
dynamicEfFactor: 8,
ef: -1,
efConstruction: 128,
filterStrategy: 'sweeping',
flatSearchCutoff: 40000,
maxConnections: (await client.getWeaviateVersion().then((ver) => ver.isLowerThan(1, 26, 0)))
? 64
Expand Down
56 changes: 24 additions & 32 deletions src/collections/query/integration.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -35,10 +35,12 @@ describe('Testing of the collection.query methods with a simple collection', ()
{
name: 'testProp',
dataType: 'text',
vectorizePropertyName: false,
},
{
name: 'testProp2',
dataType: 'text',
vectorizePropertyName: false,
},
],
vectorizers: weaviate.configure.vectorizer.text2VecContextionary({
Expand All @@ -54,8 +56,8 @@ describe('Testing of the collection.query methods with a simple collection', ()
});
return collection.data.insert({
properties: {
testProp: 'test',
testProp2: 'test2',
testProp: 'carrot',
testProp2: 'parsnip',
},
});
});
Expand All @@ -65,7 +67,7 @@ describe('Testing of the collection.query methods with a simple collection', ()

it('should fetch an object by its id', async () => {
const object = await collection.query.fetchObjectById(id);
expect(object?.properties.testProp).toEqual('test');
expect(object?.properties.testProp).toEqual('carrot');
expect(object?.uuid).toEqual(id);
});

Expand All @@ -87,15 +89,14 @@ describe('Testing of the collection.query methods with a simple collection', ()
});

it('should query with bm25', async () => {
const ret = await collection.query.bm25('test');
const ret = await collection.query.bm25('carrot');
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});

it('should query with bm25 and weighted query properties', async () => {
const ret = await collection.query.bm25('test', {
const ret = await collection.query.bm25('carrot', {
queryProperties: [
{
name: 'testProp',
Expand All @@ -105,13 +106,12 @@ describe('Testing of the collection.query methods with a simple collection', ()
],
});
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});

it('should query with bm25 and weighted query properties with a non-generic collection', async () => {
const ret = await client.collections.get(collectionName).query.bm25('test', {
const ret = await client.collections.get(collectionName).query.bm25('carrot', {
queryProperties: [
{
name: 'testProp',
Expand All @@ -121,33 +121,30 @@ describe('Testing of the collection.query methods with a simple collection', ()
],
});
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});

it('should query with hybrid', async () => {
const ret = await collection.query.hybrid('test', { limit: 1 });
const ret = await collection.query.hybrid('carrot', { limit: 1 });
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});

it('should query with hybrid and vector', async () => {
const ret = await collection.query.hybrid('test', {
const ret = await collection.query.hybrid('carrot', {
limit: 1,
vector: vector,
});
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});

it('should query with hybrid and near text subsearch', async () => {
const query = () =>
collection.query.hybrid('test', {
collection.query.hybrid('carrot', {
limit: 1,
vector: {
query: 'apple',
Expand All @@ -157,7 +154,7 @@ describe('Testing of the collection.query methods with a simple collection', ()
force: 0.9,
},
moveAway: {
concepts: ['test'],
concepts: ['carrot'],
force: 0.1,
},
},
Expand All @@ -169,12 +166,11 @@ describe('Testing of the collection.query methods with a simple collection', ()
const ret = await query();
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('apple');
expect(ret.objects[0].properties.testProp2).toEqual('banana');
});

it('should query with hybrid and near vector subsearch', async () => {
const query = () =>
collection.query.hybrid('test', {
collection.query.hybrid('carrot', {
limit: 1,
vector: {
vector: vector,
Expand All @@ -187,31 +183,27 @@ describe('Testing of the collection.query methods with a simple collection', ()
}
const ret = await query();
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
});

it.skip('should query with nearObject', async () => {
it('should query with nearObject', async () => {
const ret = await collection.query.nearObject(id, { limit: 1 });
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});

it('should query with nearText', async () => {
const ret = await collection.query.nearText(['test'], { limit: 1 });
const ret = await collection.query.nearText(['carrot'], { limit: 1 });
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});

it('should query with nearVector', async () => {
const ret = await collection.query.nearVector(vector, { limit: 1 });
expect(ret.objects.length).toEqual(1);
expect(ret.objects[0].properties.testProp).toEqual('test');
expect(ret.objects[0].properties.testProp2).toEqual('test2');
expect(ret.objects[0].properties.testProp).toEqual('carrot');
expect(ret.objects[0].uuid).toEqual(id);
});
});
Expand Down
2 changes: 1 addition & 1 deletion src/graphql/journey.test.ts
Original file line number Diff line number Diff line change
Expand Up @@ -1659,7 +1659,7 @@ describe('query cluster with consistency level', () => {
});
});

describe('query with group by', () => {
describe.skip('query with group by SKIPPED BECAUSE OF XREFS RETURN OPTIMISATION BUG', () => {
let client: WeaviateClient;

beforeEach(() => {
Expand Down
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