diff --git a/benchmarker/cmd/ann_benchmark.go b/benchmarker/cmd/ann_benchmark.go index b132768..5d88d24 100644 --- a/benchmarker/cmd/ann_benchmark.go +++ b/benchmarker/cmd/ann_benchmark.go @@ -109,6 +109,16 @@ func writeChunk(chunk *Batch, client *weaviategrpc.WeaviateClient, cfg *Config) if cfg.Tenant != "" { objects[i].Tenant = cfg.Tenant } + if cfg.NamedVector != "" { + vectors := make([]*weaviategrpc.Vectors, 1) + vectors[0] = &weaviategrpc.Vectors{ + VectorBytes: encodeVector(vector), + Name: cfg.NamedVector, + } + objects[i].Vectors = vectors + } else { + objects[i].VectorBytes = encodeVector(vector) + } if cfg.Filter { nonRefProperties, err := structpb.NewStruct(map[string]interface{}{ "category": strconv.Itoa(chunk.Filters[i]), @@ -186,9 +196,8 @@ func createSchema(cfg *Config, client *weaviate.Client) { } var classObj = &models.Class{ - Class: cfg.ClassName, - Description: fmt.Sprintf("Created by the Weaviate Benchmarker at %s", time.Now().String()), - VectorIndexType: cfg.IndexType, + Class: cfg.ClassName, + Description: fmt.Sprintf("Created by the Weaviate Benchmarker at %s", time.Now().String()), MultiTenancyConfig: &models.MultiTenancyConfig{ Enabled: multiTenancyEnabled, }, @@ -295,7 +304,18 @@ func createSchema(cfg *Config, client *weaviate.Client) { vectorIndexConfig["filterStrategy"] = cfg.FilterStrategy - classObj.VectorIndexConfig = vectorIndexConfig + if cfg.NamedVector != "" { + vectorConfig := make(map[string]models.VectorConfig) + vectorConfig[cfg.NamedVector] = models.VectorConfig{ + Vectorizer: map[string]interface{}{"none": nil}, + VectorIndexType: cfg.IndexType, + VectorIndexConfig: vectorIndexConfig, + } + classObj.VectorConfig = vectorConfig + } else { + classObj.VectorIndexType = cfg.IndexType + classObj.VectorIndexConfig = vectorIndexConfig + } err = client.Schema().ClassCreator().WithClass(classObj).Do(context.Background()) if err != nil { @@ -357,7 +377,14 @@ func updateEf(ef int, cfg *Config, client *weaviate.Client) { panic(err) } - vectorIndexConfig := classConfig.VectorIndexConfig.(map[string]interface{}) + var vectorIndexConfig map[string]interface{} + + if cfg.NamedVector != "" { + vectorIndexConfig = classConfig.VectorConfig[cfg.NamedVector].VectorIndexConfig.(map[string]interface{}) + } else { + vectorIndexConfig = classConfig.VectorIndexConfig.(map[string]interface{}) + } + switch cfg.IndexType { case "hnsw": vectorIndexConfig["ef"] = ef @@ -368,7 +395,14 @@ func updateEf(ef int, cfg *Config, client *weaviate.Client) { hnswConfig := vectorIndexConfig["hnsw"].(map[string]interface{}) hnswConfig["ef"] = ef } - classConfig.VectorIndexConfig = vectorIndexConfig + + if cfg.NamedVector != "" { + vectorConfig := classConfig.VectorConfig[cfg.NamedVector] + vectorConfig.VectorIndexConfig = vectorIndexConfig + classConfig.VectorConfig[cfg.NamedVector] = vectorConfig + } else { + classConfig.VectorIndexConfig = vectorIndexConfig + } err = client.Schema().ClassUpdater().WithClass(classConfig).Do(context.Background()) @@ -1066,6 +1100,8 @@ func initAnnBenchmark() { "vectors", "v", "", "Path to the hdf5 file containing the vectors") annBenchmarkCommand.PersistentFlags().StringVarP(&globalConfig.ClassName, "className", "c", "Vector", "Class name for testing") + annBenchmarkCommand.PersistentFlags().StringVar(&globalConfig.NamedVector, + "namedVector", "", "Named vector") annBenchmarkCommand.PersistentFlags().StringVarP(&globalConfig.DistanceMetric, "distance", "d", "", "Set distance metric (mandatory)") annBenchmarkCommand.PersistentFlags().BoolVarP(&globalConfig.QueryOnly, @@ -1171,7 +1207,7 @@ func benchmarkANN(cfg Config, queries Queries, neighbors Neighbors, filters []in } return QueryWithNeighbors{ - Query: nearVectorQueryGrpc(cfg.ClassName, queries[i], cfg.Limit, tenant, filter), + Query: nearVectorQueryGrpc(&cfg, queries[i], tenant, filter), Neighbors: neighbors[i], } diff --git a/benchmarker/cmd/config.go b/benchmarker/cmd/config.go index bbfb223..285fa91 100644 --- a/benchmarker/cmd/config.go +++ b/benchmarker/cmd/config.go @@ -15,6 +15,7 @@ type Config struct { Parallel int Limit int ClassName string + NamedVector string IndexType string ReplicationFactor int API string diff --git a/benchmarker/cmd/dataset.go b/benchmarker/cmd/dataset.go index 825cf22..3e6face 100644 --- a/benchmarker/cmd/dataset.go +++ b/benchmarker/cmd/dataset.go @@ -120,7 +120,7 @@ func benchmarkDataset(cfg Config, queries Queries) Results { if cfg.API == "grpc" { return QueryWithNeighbors{ - Query: nearVectorQueryGrpc(cfg.ClassName, queries[i], cfg.Limit, cfg.Tenant, 0), + Query: nearVectorQueryGrpc(&cfg, queries[i], cfg.Tenant, 0), } } diff --git a/benchmarker/cmd/random_vectors.go b/benchmarker/cmd/random_vectors.go index 2ce6d82..c1504c6 100644 --- a/benchmarker/cmd/random_vectors.go +++ b/benchmarker/cmd/random_vectors.go @@ -134,11 +134,11 @@ func encodeVector(fs []float32) []byte { return buf } -func nearVectorQueryGrpc(className string, vec []float32, limit int, tenant string, filter int) []byte { +func nearVectorQueryGrpc(cfg *Config, vec []float32, tenant string, filter int) []byte { searchRequest := &weaviategrpc.SearchRequest{ - Collection: className, - Limit: uint32(limit), + Collection: cfg.ClassName, + Limit: uint32(cfg.Limit), NearVector: &weaviategrpc.NearVector{ VectorBytes: encodeVector(vec), }, @@ -153,6 +153,17 @@ func nearVectorQueryGrpc(className string, vec []float32, limit int, tenant stri searchRequest.Tenant = tenant } + if cfg.NamedVector != "" { + searchRequest.NearVector = &weaviategrpc.NearVector{ + Targets: &weaviategrpc.Targets{ + TargetVectors: []string{cfg.NamedVector}, + }, + VectorPerTarget: map[string][]byte{ + cfg.NamedVector: encodeVector(vec), + }, + } + } + if filter >= 0 { searchRequest.Filters = &weaviategrpc.Filters{ TestValue: &weaviategrpc.Filters_ValueText{ @@ -188,7 +199,7 @@ func benchmarkNearVector(cfg Config) Results { if cfg.API == "grpc" { return QueryWithNeighbors{ - Query: nearVectorQueryGrpc(cfg.ClassName, randomVector(cfg.Dimensions), cfg.Limit, cfg.Tenant, 0), + Query: nearVectorQueryGrpc(&cfg, randomVector(cfg.Dimensions), cfg.Tenant, 0), } } diff --git a/benchmarker/go.mod b/benchmarker/go.mod index 136fb4b..d42b95a 100644 --- a/benchmarker/go.mod +++ b/benchmarker/go.mod @@ -1,33 +1,33 @@ module github.com/semi-technologies/weaviate-benchmarking/benchmarker -go 1.21 +go 1.22.0 + +toolchain go1.23.3 require ( github.com/google/uuid v1.6.0 github.com/grpc-ecosystem/go-grpc-middleware/v2 v2.0.1 github.com/hashicorp/go-retryablehttp v0.7.5 github.com/pkg/errors v0.9.1 - github.com/prometheus/common v0.48.0 + github.com/prometheus/common v0.60.0 github.com/sirupsen/logrus v1.9.3 github.com/spf13/cobra v1.0.0 github.com/stretchr/testify v1.9.0 github.com/weaviate/hdf5 v0.0.0-20230911114900-3cd888ffadcd - github.com/weaviate/weaviate v1.26.0-rc.0 - github.com/weaviate/weaviate-go-client/v4 v4.14.2 + github.com/weaviate/weaviate v1.28.0 + github.com/weaviate/weaviate-go-client/v4 v4.16.1 golang.org/x/exp v0.0.0-20230713183714-613f0c0eb8a1 - google.golang.org/grpc v1.64.0 - google.golang.org/protobuf v1.34.1 + google.golang.org/grpc v1.66.2 + google.golang.org/protobuf v1.34.2 ) require ( - github.com/PuerkitoBio/purell v1.1.1 // indirect - github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 // indirect github.com/asaskevich/govalidator v0.0.0-20230301143203-a9d515a09cc2 // indirect github.com/davecgh/go-spew v1.1.1 // indirect github.com/go-openapi/analysis v0.21.2 // indirect github.com/go-openapi/errors v0.22.0 // indirect github.com/go-openapi/jsonpointer v0.19.5 // indirect - github.com/go-openapi/jsonreference v0.19.6 // indirect + github.com/go-openapi/jsonreference v0.20.0 // indirect github.com/go-openapi/loads v0.21.1 // indirect github.com/go-openapi/spec v0.20.4 // indirect github.com/go-openapi/strfmt v0.23.0 // indirect @@ -38,15 +38,16 @@ require ( github.com/josharian/intern v1.0.0 // indirect github.com/mailru/easyjson v0.7.7 // indirect github.com/mitchellh/mapstructure v1.5.0 // indirect + github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 // indirect github.com/oklog/ulid v1.3.1 // indirect github.com/pmezard/go-difflib v1.0.0 // indirect - github.com/prometheus/client_model v0.5.0 // indirect + github.com/prometheus/client_model v0.6.1 // indirect github.com/spf13/pflag v1.0.3 // indirect go.mongodb.org/mongo-driver v1.14.0 // indirect - golang.org/x/net v0.26.0 // indirect - golang.org/x/oauth2 v0.20.0 // indirect - golang.org/x/sys v0.21.0 // indirect - golang.org/x/text v0.16.0 // indirect - google.golang.org/genproto/googleapis/rpc v0.0.0-20240429193739-8cf5692501f6 // indirect + golang.org/x/net v0.29.0 // indirect + golang.org/x/oauth2 v0.23.0 // indirect + golang.org/x/sys v0.25.0 // indirect + golang.org/x/text v0.18.0 // indirect + google.golang.org/genproto/googleapis/rpc v0.0.0-20240903143218-8af14fe29dc1 // indirect gopkg.in/yaml.v3 v3.0.1 // indirect ) diff --git a/benchmarker/go.sum b/benchmarker/go.sum index 1609652..bf76700 100644 --- a/benchmarker/go.sum +++ b/benchmarker/go.sum @@ -1,9 +1,7 @@ cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw= github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU= github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU= -github.com/PuerkitoBio/purell v1.1.1 h1:WEQqlqaGbrPkxLJWfBwQmfEAE1Z7ONdDLqrN38tNFfI= github.com/PuerkitoBio/purell v1.1.1/go.mod h1:c11w/QuzBsJSee3cPx9rAFu61PvFxuPbtSwDGJws/X0= -github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578 h1:d+Bc7a5rLufV/sSk/8dngufqelfh6jnri85riMAaF/M= github.com/PuerkitoBio/urlesc v0.0.0-20170810143723-de5bf2ad4578/go.mod h1:uGdkoq3SwY9Y+13GIhn11/XLaGBb4BfwItxLd5jeuXE= github.com/alecthomas/template v0.0.0-20160405071501-a0175ee3bccc/go.mod h1:LOuyumcjzFXgccqObfd/Ljyb9UuFJ6TxHnclSeseNhc= github.com/alecthomas/units v0.0.0-20151022065526-2efee857e7cf/go.mod h1:ybxpYRFXyAe+OPACYpWeL0wqObRcbAqCMya13uyzqw0= @@ -27,8 +25,8 @@ github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= github.com/dgrijalva/jwt-go v3.2.0+incompatible/go.mod h1:E3ru+11k8xSBh+hMPgOLZmtrrCbhqsmaPHjLKYnJCaQ= github.com/dgryski/go-sip13 v0.0.0-20181026042036-e10d5fee7954/go.mod h1:vAd38F8PWV+bWy6jNmig1y/TA+kYO4g3RSRF0IAv0no= -github.com/fatih/color v1.16.0 h1:zmkK9Ngbjj+K0yRhTVONQh1p/HknKYSlNT+vZCzyokM= -github.com/fatih/color v1.16.0/go.mod h1:fL2Sau1YI5c0pdGEVCbKQbLXB6edEj1ZgiY4NijnWvE= +github.com/fatih/color v1.17.0 h1:GlRw1BRJxkpqUCBKzKOw098ed57fEsKeNjpTe3cSjK4= +github.com/fatih/color v1.17.0/go.mod h1:YZ7TlrGPkiz6ku9fK3TLD/pl3CpsiFyu8N92HLgmosI= github.com/fsnotify/fsnotify v1.4.7/go.mod h1:jwhsz4b93w/PPRr/qN1Yymfu8t87LnFCMoQvtojpjFo= github.com/ghodss/yaml v1.0.0/go.mod h1:4dBDuWmgqj2HViK6kFavaiC9ZROes6MMH2rRYeMEF04= github.com/go-kit/kit v0.8.0/go.mod h1:xBxKIO96dXMWWy0MnWVtmwkA9/13aqxPnvrjFYMA2as= @@ -43,8 +41,9 @@ github.com/go-openapi/errors v0.22.0/go.mod h1:J3DmZScxCDufmIMsdOuDHxJbdOGC0xtUy github.com/go-openapi/jsonpointer v0.19.3/go.mod h1:Pl9vOtqEWErmShwVjC8pYs9cog34VGT37dQOVbmoatg= github.com/go-openapi/jsonpointer v0.19.5 h1:gZr+CIYByUqjcgeLXnQu2gHYQC9o73G2XUeOFYEICuY= github.com/go-openapi/jsonpointer v0.19.5/go.mod h1:Pl9vOtqEWErmShwVjC8pYs9cog34VGT37dQOVbmoatg= -github.com/go-openapi/jsonreference v0.19.6 h1:UBIxjkht+AWIgYzCDSv2GN+E/togfwXUJFRTWhl2Jjs= github.com/go-openapi/jsonreference v0.19.6/go.mod h1:diGHMEHg2IqXZGKxqyvWdfWU/aim5Dprw5bqpKkTvns= +github.com/go-openapi/jsonreference v0.20.0 h1:MYlu0sBgChmCfJxxUKZ8g1cPWFOB37YSZqewK7OKeyA= +github.com/go-openapi/jsonreference v0.20.0/go.mod h1:Ag74Ico3lPc+zR+qjn4XBUmXymS4zJbYVCZmcgkasdo= github.com/go-openapi/loads v0.21.1 h1:Wb3nVZpdEzDTcly8S4HMkey6fjARRzb7iEaySimlDW0= github.com/go-openapi/loads v0.21.1/go.mod h1:/DtAMXXneXFjbQMGEtbamCZb+4x7eGwkvZCvBmwUG+g= github.com/go-openapi/spec v0.20.4 h1:O8hJrt0UMnhHcluhIdUgCLRWyM2x7QkBXRvOs7m+O1M= @@ -110,8 +109,8 @@ github.com/grpc-ecosystem/grpc-gateway v1.9.0/go.mod h1:vNeuVxBJEsws4ogUvrchl83t github.com/hashicorp/go-cleanhttp v0.5.2 h1:035FKYIWjmULyFRBKPs8TBQoi0x6d9G4xc9neXJWAZQ= github.com/hashicorp/go-cleanhttp v0.5.2/go.mod h1:kO/YDlP8L1346E6Sodw+PrpBSV4/SoxCXGY6BqNFT48= github.com/hashicorp/go-hclog v0.9.2/go.mod h1:5CU+agLiy3J7N7QjHK5d05KxGsuXiQLrjA0H7acj2lQ= -github.com/hashicorp/go-hclog v1.6.2 h1:NOtoftovWkDheyUM/8JW3QMiXyxJK3uHRK7wV04nD2I= -github.com/hashicorp/go-hclog v1.6.2/go.mod h1:W4Qnvbt70Wk/zYJryRzDRU/4r0kIg0PVHBcfoyhpF5M= +github.com/hashicorp/go-hclog v1.6.3 h1:Qr2kF+eVWjTiYmU7Y31tYlP1h0q/X3Nl3tPGdaB11/k= +github.com/hashicorp/go-hclog v1.6.3/go.mod h1:W4Qnvbt70Wk/zYJryRzDRU/4r0kIg0PVHBcfoyhpF5M= github.com/hashicorp/go-retryablehttp v0.7.5 h1:bJj+Pj19UZMIweq/iie+1u5YCdGrnxCT9yvm0e+Nd5M= github.com/hashicorp/go-retryablehttp v0.7.5/go.mod h1:Jy/gPYAdjqffZ/yFGCFV2doI5wjtH1ewM9u8iYVjtX8= github.com/hashicorp/hcl v1.0.0/go.mod h1:E5yfLk+7swimpb2L/Alb/PJmXilQ/rhwaUYs4T20WEQ= @@ -156,6 +155,8 @@ github.com/mitchellh/mapstructure v1.4.1/go.mod h1:bFUtVrKA4DC2yAKiSyO/QUcy7e+RR github.com/mitchellh/mapstructure v1.5.0 h1:jeMsZIYE/09sWLaz43PL7Gy6RuMjD2eJVyuac5Z2hdY= github.com/mitchellh/mapstructure v1.5.0/go.mod h1:bFUtVrKA4DC2yAKiSyO/QUcy7e+RRV2QTWOzhPopBRo= github.com/montanaflynn/stats v0.0.0-20171201202039-1bf9dbcd8cbe/go.mod h1:wL8QJuTMNUDYhXwkmfOly8iTdp5TEcJFWZD2D7SIkUc= +github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822 h1:C3w9PqII01/Oq1c1nUAm88MOHcQC9l5mIlSMApZMrHA= +github.com/munnerz/goautoneg v0.0.0-20191010083416-a7dc8b61c822/go.mod h1:+n7T8mK8HuQTcFwEeznm/DIxMOiR9yIdICNftLE1DvQ= github.com/mwitkow/go-conntrack v0.0.0-20161129095857-cc309e4a2223/go.mod h1:qRWi+5nqEBWmkhHvq77mSJWrCKwh8bxhgT7d/eI7P4U= github.com/niemeyer/pretty v0.0.0-20200227124842-a10e7caefd8e/go.mod h1:zD1mROLANZcx1PVRCS0qkT7pwLkGfwJo4zjcN/Tysno= github.com/oklog/ulid v1.3.1 h1:EGfNDEx6MqHz8B3uNV6QAib1UR2Lm97sHi3ocA6ESJ4= @@ -172,12 +173,12 @@ github.com/prometheus/client_golang v0.9.1/go.mod h1:7SWBe2y4D6OKWSNQJUaRYU/AaXP github.com/prometheus/client_golang v0.9.3/go.mod h1:/TN21ttK/J9q6uSwhBd54HahCDft0ttaMvbicHlPoso= github.com/prometheus/client_model v0.0.0-20180712105110-5c3871d89910/go.mod h1:MbSGuTsp3dbXC40dX6PRTWyKYBIrTGTE9sqQNg2J8bo= github.com/prometheus/client_model v0.0.0-20190129233127-fd36f4220a90/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA= -github.com/prometheus/client_model v0.5.0 h1:VQw1hfvPvk3Uv6Qf29VrPF32JB6rtbgI6cYPYQjL0Qw= -github.com/prometheus/client_model v0.5.0/go.mod h1:dTiFglRmd66nLR9Pv9f0mZi7B7fk5Pm3gvsjB5tr+kI= +github.com/prometheus/client_model v0.6.1 h1:ZKSh/rekM+n3CeS952MLRAdFwIKqeY8b62p8ais2e9E= +github.com/prometheus/client_model v0.6.1/go.mod h1:OrxVMOVHjw3lKMa8+x6HeMGkHMQyHDk9E3jmP2AmGiY= github.com/prometheus/common v0.0.0-20181113130724-41aa239b4cce/go.mod h1:daVV7qP5qjZbuso7PdcryaAu0sAZbrN9i7WWcTMWvro= github.com/prometheus/common v0.4.0/go.mod h1:TNfzLD0ON7rHzMJeJkieUDPYmFC7Snx/y86RQel1bk4= -github.com/prometheus/common v0.48.0 h1:QO8U2CdOzSn1BBsmXJXduaaW+dY/5QLjfB8svtSzKKE= -github.com/prometheus/common v0.48.0/go.mod h1:0/KsvlIEfPQCQ5I2iNSAWKPZziNCvRs5EC6ILDTlAPc= +github.com/prometheus/common v0.60.0 h1:+V9PAREWNvJMAuJ1x1BaWl9dewMW4YrHZQbx0sJNllA= +github.com/prometheus/common v0.60.0/go.mod h1:h0LYf1R1deLSKtD4Vdg8gy4RuOvENW2J/h19V5NADQw= github.com/prometheus/procfs v0.0.0-20181005140218-185b4288413d/go.mod h1:c3At6R/oaqEKCNdg8wHV1ftS6bRYblBhIjjI8uT2IGk= github.com/prometheus/procfs v0.0.0-20190507164030-5867b95ac084/go.mod h1:TjEm7ze935MbeOT/UhFTIMYKhuLP4wbCsTZCD3I8kEA= github.com/prometheus/tsdb v0.7.1/go.mod h1:qhTCs0VvXwvX/y3TZrWD7rabWM+ijKTux40TwIPHuXU= @@ -219,10 +220,10 @@ github.com/tmc/grpc-websocket-proxy v0.0.0-20190109142713-0ad062ec5ee5/go.mod h1 github.com/ugorji/go v1.1.4/go.mod h1:uQMGLiO92mf5W77hV/PUCpI3pbzQx3CRekS0kk+RGrc= github.com/weaviate/hdf5 v0.0.0-20230911114900-3cd888ffadcd h1:I2WJ4TPa4ngF3a0m3XtlV4DdyJBuGJzM+9olvkDZTxM= github.com/weaviate/hdf5 v0.0.0-20230911114900-3cd888ffadcd/go.mod h1:7IHygf+QCR1KkP64KC167pb7H4JAjcNrYDjSW7stYQ8= -github.com/weaviate/weaviate v1.26.0-rc.0 h1:Rt/u8G8njb7HeIfcS/ZKoXpWVshjpDw0MZeWRymUxWs= -github.com/weaviate/weaviate v1.26.0-rc.0/go.mod h1:x3uNEc9z/5x2uBmc3W/8sObJVGYz1nH+0jHfAiXDPZY= -github.com/weaviate/weaviate-go-client/v4 v4.14.2 h1:AuTDDLq0CJKEP7S2i96DMWDBhIFcL19Ru+vqwOGdMMY= -github.com/weaviate/weaviate-go-client/v4 v4.14.2/go.mod h1:xdHk+z+hIBNgokZWkh+/N3zZ+aSql7ml7GRHdgFYtfM= +github.com/weaviate/weaviate v1.28.0 h1:7pOWmva9KY9UAmJdPKsuSZRriQGCbTD6RJHqBDZU0rY= +github.com/weaviate/weaviate v1.28.0/go.mod h1:hMGLfXZXYtpeQU7oatnNdCr0wwRzYl5r3PwfnZrWzE0= +github.com/weaviate/weaviate-go-client/v4 v4.16.1 h1:jkDYuRCYly6zG2ngqTpv6z8azzbqiMUXcmaJHJmAV0Q= +github.com/weaviate/weaviate-go-client/v4 v4.16.1/go.mod h1:XmoRpzNpWrTW5/TE07dUtxy5kMZbG3uAG/3b69nuwFk= github.com/xdg-go/pbkdf2 v1.0.0/go.mod h1:jrpuAogTd400dnrH08LKmI/xc1MbPOebTwRqcT5RDeI= github.com/xdg-go/scram v1.0.2/go.mod h1:1WAq6h33pAW+iRreB34OORO2Nf7qel3VV3fjBj+hCSs= github.com/xdg-go/stringprep v1.0.2/go.mod h1:8F9zXuvzgwmyT5DUm4GUfZGDdT3W+LCvS6+da4O5kxM= @@ -252,11 +253,11 @@ golang.org/x/net v0.0.0-20190311183353-d8887717615a/go.mod h1:t9HGtf8HONx5eT2rtn golang.org/x/net v0.0.0-20190404232315-eb5bcb51f2a3/go.mod h1:t9HGtf8HONx5eT2rtn7q6eTqICYqUVnKs3thJo3Qplg= golang.org/x/net v0.0.0-20190522155817-f3200d17e092/go.mod h1:HSz+uSET+XFnRR8LxR5pz3Of3rY3CfYBVs4xY44aLks= golang.org/x/net v0.0.0-20210421230115-4e50805a0758/go.mod h1:72T/g9IO56b78aLF+1Kcs5dz7/ng1VjMUvfKvpfy+jM= -golang.org/x/net v0.26.0 h1:soB7SVo0PWrY4vPW/+ay0jKDNScG2X9wFeYlXIvJsOQ= -golang.org/x/net v0.26.0/go.mod h1:5YKkiSynbBIh3p6iOc/vibscux0x38BZDkn8sCUPxHE= +golang.org/x/net v0.29.0 h1:5ORfpBpCs4HzDYoodCDBbwHzdR5UrLBZ3sOnUJmFoHo= +golang.org/x/net v0.29.0/go.mod h1:gLkgy8jTGERgjzMic6DS9+SP0ajcu6Xu3Orq/SpETg0= golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U= -golang.org/x/oauth2 v0.20.0 h1:4mQdhULixXKP1rwYBW0vAijoXnkTG0BLCDRzfe1idMo= -golang.org/x/oauth2 v0.20.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI= +golang.org/x/oauth2 v0.23.0 h1:PbgcYx2W7i4LvjJWEbf0ngHV6qJYr86PkAV3bXdLEbs= +golang.org/x/oauth2 v0.23.0/go.mod h1:XYTD2NtWslqkgxebSiOHnXEap4TF09sJSc7H1sXbhtI= golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20181108010431-42b317875d0f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= golang.org/x/sync v0.0.0-20181221193216-37e7f081c4d4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM= @@ -277,15 +278,15 @@ golang.org/x/sys v0.0.0-20190531175056-4c3a928424d2/go.mod h1:h1NjWce9XRLGQEsW7w golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= golang.org/x/sys v0.0.0-20210420072515-93ed5bcd2bfe/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs= golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg= -golang.org/x/sys v0.21.0 h1:rF+pYz3DAGSQAxAu1CbC7catZg4ebC4UIeIhKxBZvws= -golang.org/x/sys v0.21.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA= +golang.org/x/sys v0.25.0 h1:r+8e+loiHxRqhXVl6ML1nO3l1+oFoWbnlu2Ehimmi34= +golang.org/x/sys v0.25.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA= golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo= golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ= golang.org/x/text v0.3.5/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ= golang.org/x/text v0.3.6/go.mod h1:5Zoc/QRtKVWzQhOtBMvqHzDpF6irO9z98xDceosuGiQ= golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ= -golang.org/x/text v0.16.0 h1:a94ExnEXNtEwYLGJSIUxnWoxoRz/ZcCsV63ROupILh4= -golang.org/x/text v0.16.0/go.mod h1:GhwF1Be+LQoKShO3cGOHzqOgRrGaYc9AvblQOmPVHnI= +golang.org/x/text v0.18.0 h1:XvMDiNzPAl0jr17s6W9lcaIhGUfUORdGCNsuLmPG224= +golang.org/x/text v0.18.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY= golang.org/x/time v0.0.0-20190308202827-9d24e82272b4/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ= golang.org/x/tools v0.0.0-20180221164845-07fd8470d635/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ= golang.org/x/tools v0.0.0-20180917221912-90fa682c2a6e/go.mod h1:n7NCudcB/nEzxVGmLbDWY5pfWTLqBcC2KZ6jyYvM4mQ= @@ -298,14 +299,14 @@ golang.org/x/tools v0.0.0-20190531172133-b3315ee88b7d/go.mod h1:/rFqwRUd4F7ZHNgw golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0= 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