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// _ _
// __ _____ __ ___ ___ __ _| |_ ___
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
// \ V V / __/ (_| |\ V /| | (_| | || __/
// \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
//
// Copyright © 2016 - 2024 Weaviate B.V. All rights reserved.
//
// CONTACT: [email protected]
//
//go:build integrationTest
// +build integrationTest
package db
import (
"context"
"fmt"
"log"
"testing"
"github.com/go-openapi/strfmt"
"github.com/sirupsen/logrus"
"github.com/stretchr/testify/assert"
"github.com/stretchr/testify/require"
"github.com/weaviate/weaviate/entities/additional"
"github.com/weaviate/weaviate/entities/models"
"github.com/weaviate/weaviate/entities/schema"
"github.com/weaviate/weaviate/entities/schema/crossref"
"github.com/weaviate/weaviate/entities/search"
enthnsw "github.com/weaviate/weaviate/entities/vectorindex/hnsw"
)
func TestNestedReferences(t *testing.T) {
dirName := t.TempDir()
refSchema := schema.Schema{
Objects: &models.Schema{
Classes: []*models.Class{
{
Class: "Planet",
VectorIndexConfig: enthnsw.NewDefaultUserConfig(),
InvertedIndexConfig: invertedConfig(),
Properties: []*models.Property{
{
Name: "name",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWhitespace,
},
},
},
{
Class: "Continent",
VectorIndexConfig: enthnsw.NewDefaultUserConfig(),
InvertedIndexConfig: invertedConfig(),
Properties: []*models.Property{
{
Name: "name",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWhitespace,
},
{
Name: "onPlanet",
DataType: []string{"Planet"},
},
},
},
{
Class: "Country",
VectorIndexConfig: enthnsw.NewDefaultUserConfig(),
InvertedIndexConfig: invertedConfig(),
Properties: []*models.Property{
{
Name: "name",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWhitespace,
},
{
Name: "onContinent",
DataType: []string{"Continent"},
},
},
},
{
Class: "City",
VectorIndexConfig: enthnsw.NewDefaultUserConfig(),
InvertedIndexConfig: invertedConfig(),
Properties: []*models.Property{
{
Name: "name",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWhitespace,
},
{
Name: "inCountry",
DataType: []string{"Country"},
},
},
},
{
Class: "Place",
VectorIndexConfig: enthnsw.NewDefaultUserConfig(),
InvertedIndexConfig: invertedConfig(),
Properties: []*models.Property{
{
Name: "name",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWhitespace,
},
{
Name: "inCity",
DataType: []string{"City"},
},
},
},
},
},
}
logger := logrus.New()
schemaGetter := &fakeSchemaGetter{
schema: schema.Schema{Objects: &models.Schema{Classes: nil}},
shardState: singleShardState(),
}
repo, err := New(logger, Config{
MemtablesFlushIdleAfter: 60,
RootPath: dirName,
MaxImportGoroutinesFactor: 1,
}, &fakeRemoteClient{}, &fakeNodeResolver{}, &fakeRemoteNodeClient{}, &fakeReplicationClient{}, nil)
require.Nil(t, err)
repo.SetSchemaGetter(schemaGetter)
require.Nil(t, repo.WaitForStartup(testCtx()))
defer repo.Shutdown(context.Background())
migrator := NewMigrator(repo, logger)
t.Run("adding all classes to the schema", func(t *testing.T) {
for _, class := range refSchema.Objects.Classes {
t.Run(fmt.Sprintf("add %s", class.Class), func(t *testing.T) {
err := migrator.AddClass(context.Background(), class, schemaGetter.shardState)
require.Nil(t, err)
})
}
})
// update schema getter so it's in sync with class
schemaGetter.schema = refSchema
t.Run("importing some thing objects with references", func(t *testing.T) {
objects := []models.Object{
{
Class: "Planet",
Properties: map[string]interface{}{
"name": "Earth",
},
ID: "32c69af9-cbbe-4ec9-bf6c-365cd6c22fdf",
CreationTimeUnix: 1566464889,
},
{
Class: "Continent",
Properties: map[string]interface{}{
"name": "North America",
"onPlanet": models.MultipleRef{
&models.SingleRef{
Beacon: "weaviate://localhost/32c69af9-cbbe-4ec9-bf6c-365cd6c22fdf",
},
},
},
ID: "4aad8154-e7f3-45b8-81a6-725171419e55",
CreationTimeUnix: 1566464892,
},
{
Class: "Country",
Properties: map[string]interface{}{
"name": "USA",
"onContinent": models.MultipleRef{
&models.SingleRef{
Beacon: "weaviate://localhost/4aad8154-e7f3-45b8-81a6-725171419e55",
},
},
},
ID: "18c80a16-346a-477d-849d-9d92e5040ac9",
CreationTimeUnix: 1566464896,
},
{
Class: "City",
Properties: map[string]interface{}{
"name": "San Francisco",
"inCountry": models.MultipleRef{
&models.SingleRef{
Beacon: "weaviate://localhost/18c80a16-346a-477d-849d-9d92e5040ac9",
},
},
},
ID: "2297e094-6218-43d4-85b1-3d20af752f23",
CreationTimeUnix: 1566464899,
},
{
Class: "Place",
Properties: map[string]interface{}{
"name": "Tim Apple's Fruit Bar",
"inCity": models.MultipleRef{
&models.SingleRef{
Beacon: "weaviate://localhost/2297e094-6218-43d4-85b1-3d20af752f23",
},
},
},
ID: "4ef47fb0-3cf5-44fc-b378-9e217dff13ac",
CreationTimeUnix: 1566464904,
},
}
for _, thing := range objects {
t.Run(fmt.Sprintf("add %s", thing.ID), func(t *testing.T) {
err := repo.PutObject(context.Background(), &thing, []float32{1, 2, 3, 4, 5, 6, 7}, nil)
require.Nil(t, err)
})
}
})
t.Run("fully resolving the place", func(t *testing.T) {
expectedSchema := map[string]interface{}{
"inCity": []interface{}{
search.LocalRef{
Class: "City",
Fields: map[string]interface{}{
"inCountry": []interface{}{
search.LocalRef{
Class: "Country",
Fields: map[string]interface{}{
"onContinent": []interface{}{
search.LocalRef{
Class: "Continent",
Fields: map[string]interface{}{
"onPlanet": []interface{}{
search.LocalRef{
Class: "Planet",
Fields: map[string]interface{}{
"name": "Earth",
"id": strfmt.UUID("32c69af9-cbbe-4ec9-bf6c-365cd6c22fdf"),
},
},
},
"name": "North America",
"id": strfmt.UUID("4aad8154-e7f3-45b8-81a6-725171419e55"),
},
},
},
"name": "USA",
"id": strfmt.UUID("18c80a16-346a-477d-849d-9d92e5040ac9"),
},
},
},
"name": "San Francisco",
"id": strfmt.UUID("2297e094-6218-43d4-85b1-3d20af752f23"),
},
},
},
"name": "Tim Apple's Fruit Bar",
"id": strfmt.UUID("4ef47fb0-3cf5-44fc-b378-9e217dff13ac"),
}
res, err := repo.ObjectByID(context.Background(), "4ef47fb0-3cf5-44fc-b378-9e217dff13ac", fullyNestedSelectProperties(), additional.Properties{}, "")
require.Nil(t, err)
assert.Equal(t, expectedSchema, res.Schema)
})
t.Run("fully resolving the place with vectors", func(t *testing.T) {
expectedSchema := map[string]interface{}{
"inCity": []interface{}{
search.LocalRef{
Class: "City",
Fields: map[string]interface{}{
"inCountry": []interface{}{
search.LocalRef{
Class: "Country",
Fields: map[string]interface{}{
"onContinent": []interface{}{
search.LocalRef{
Class: "Continent",
Fields: map[string]interface{}{
"onPlanet": []interface{}{
search.LocalRef{
Class: "Planet",
Fields: map[string]interface{}{
"name": "Earth",
"id": strfmt.UUID("32c69af9-cbbe-4ec9-bf6c-365cd6c22fdf"),
"vector": []float32{1, 2, 3, 4, 5, 6, 7},
},
},
},
"name": "North America",
"id": strfmt.UUID("4aad8154-e7f3-45b8-81a6-725171419e55"),
"vector": []float32{1, 2, 3, 4, 5, 6, 7},
},
},
},
"name": "USA",
"id": strfmt.UUID("18c80a16-346a-477d-849d-9d92e5040ac9"),
"vector": []float32{1, 2, 3, 4, 5, 6, 7},
},
},
},
"name": "San Francisco",
"id": strfmt.UUID("2297e094-6218-43d4-85b1-3d20af752f23"),
"vector": []float32{1, 2, 3, 4, 5, 6, 7},
},
},
},
"name": "Tim Apple's Fruit Bar",
"id": strfmt.UUID("4ef47fb0-3cf5-44fc-b378-9e217dff13ac"),
}
res, err := repo.ObjectByID(context.Background(), "4ef47fb0-3cf5-44fc-b378-9e217dff13ac", fullyNestedSelectPropertiesWithVector(), additional.Properties{}, "")
require.Nil(t, err)
assert.Equal(t, expectedSchema, res.Schema)
})
t.Run("partially resolving the place", func(t *testing.T) {
expectedSchema := map[string]interface{}{
"inCity": []interface{}{
search.LocalRef{
Class: "City",
Fields: map[string]interface{}{
"name": "San Francisco",
"id": strfmt.UUID("2297e094-6218-43d4-85b1-3d20af752f23"),
// why is inCountry present here? We didn't specify it our select
// properties. Note it is "inCountry" with a lowercase letter
// (meaning unresolved) whereas "inCountry" would mean it was
// resolved. In GraphQL this property would simply be hidden (as
// the GQL is unaware of unresolved properties)
// However, for caching and other queries it is helpful that this
// info is still present, the important thing is that we're
// avoiding the costly resolving of it, if we don't need it.
"inCountry": models.MultipleRef{
&models.SingleRef{
Beacon: "weaviate://localhost/18c80a16-346a-477d-849d-9d92e5040ac9",
},
},
},
},
},
"name": "Tim Apple's Fruit Bar",
"id": strfmt.UUID("4ef47fb0-3cf5-44fc-b378-9e217dff13ac"),
}
res, err := repo.ObjectByID(context.Background(), "4ef47fb0-3cf5-44fc-b378-9e217dff13ac", partiallyNestedSelectProperties(), additional.Properties{}, "")
require.Nil(t, err)
assert.Equal(t, expectedSchema, res.Schema)
})
t.Run("resolving without any refs", func(t *testing.T) {
res, err := repo.ObjectByID(context.Background(), "4ef47fb0-3cf5-44fc-b378-9e217dff13ac", search.SelectProperties{}, additional.Properties{}, "")
expectedSchema := map[string]interface{}{
"id": strfmt.UUID("4ef47fb0-3cf5-44fc-b378-9e217dff13ac"),
"inCity": models.MultipleRef{
&models.SingleRef{
Beacon: "weaviate://localhost/2297e094-6218-43d4-85b1-3d20af752f23",
},
},
"name": "Tim Apple's Fruit Bar",
}
require.Nil(t, err)
assert.Equal(t, expectedSchema, res.Schema, "does not contain any resolved refs")
})
t.Run("adding a new place to verify idnexing is constantly happening in the background", func(t *testing.T) {
newPlace := models.Object{
Class: "Place",
Properties: map[string]interface{}{
"name": "John Oliver's Avocados",
"inCity": models.MultipleRef{
&models.SingleRef{
Beacon: "weaviate://localhost/2297e094-6218-43d4-85b1-3d20af752f23",
},
},
},
ID: "0f02d525-902d-4dc0-8052-647cb420c1a6",
CreationTimeUnix: 1566464912,
}
err := repo.PutObject(context.Background(), &newPlace, []float32{1, 2, 3, 4, 5, 6, 7}, nil)
require.Nil(t, err)
})
}
func fullyNestedSelectProperties() search.SelectProperties {
return search.SelectProperties{
search.SelectProperty{
Name: "inCity",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "City",
RefProperties: search.SelectProperties{
search.SelectProperty{
Name: "inCountry",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "Country",
RefProperties: search.SelectProperties{
search.SelectProperty{
Name: "onContinent",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "Continent",
RefProperties: search.SelectProperties{
search.SelectProperty{
Name: "onPlanet",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "Planet",
RefProperties: nil,
},
},
},
},
},
},
},
},
},
},
},
},
},
},
},
}
}
func fullyNestedSelectPropertiesWithVector() search.SelectProperties {
return search.SelectProperties{
search.SelectProperty{
Name: "inCity",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "City",
RefProperties: search.SelectProperties{
search.SelectProperty{
Name: "inCountry",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "Country",
RefProperties: search.SelectProperties{
search.SelectProperty{
Name: "onContinent",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "Continent",
RefProperties: search.SelectProperties{
search.SelectProperty{
Name: "onPlanet",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "Planet",
RefProperties: nil,
AdditionalProperties: additional.Properties{
Vector: true,
},
},
},
},
},
AdditionalProperties: additional.Properties{
Vector: true,
},
},
},
},
},
AdditionalProperties: additional.Properties{
Vector: true,
},
},
},
},
},
AdditionalProperties: additional.Properties{
Vector: true,
},
},
},
},
}
}
func partiallyNestedSelectProperties() search.SelectProperties {
return search.SelectProperties{
search.SelectProperty{
Name: "inCity",
IsPrimitive: false,
Refs: []search.SelectClass{
{
ClassName: "City",
RefProperties: search.SelectProperties{},
},
},
},
}
}
func GetDimensionsFromRepo(repo *DB, className string) int {
if !repo.config.TrackVectorDimensions {
log.Printf("Vector dimensions tracking is disabled, returning 0")
return 0
}
index := repo.GetIndex(schema.ClassName(className))
sum := 0
index.ForEachShard(func(name string, shard ShardLike) error {
sum += shard.Dimensions()
return nil
})
return sum
}
func GetQuantizedDimensionsFromRepo(repo *DB, className string, segments int) int {
if !repo.config.TrackVectorDimensions {
log.Printf("Vector dimensions tracking is disabled, returning 0")
return 0
}
index := repo.GetIndex(schema.ClassName(className))
sum := 0
index.ForEachShard(func(name string, shard ShardLike) error {
sum += shard.QuantizedDimensions(segments)
return nil
})
return sum
}
func Test_AddingReferenceOneByOne(t *testing.T) {
dirName := t.TempDir()
sch := schema.Schema{
Objects: &models.Schema{
Classes: []*models.Class{
{
Class: "AddingReferencesTestTarget",
VectorIndexConfig: enthnsw.NewDefaultUserConfig(),
InvertedIndexConfig: invertedConfig(),
Properties: []*models.Property{
{
Name: "name",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWhitespace,
},
},
},
{
Class: "AddingReferencesTestSource",
VectorIndexConfig: enthnsw.NewDefaultUserConfig(),
InvertedIndexConfig: invertedConfig(),
Properties: []*models.Property{
{
Name: "name",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWhitespace,
},
{
Name: "toTarget",
DataType: []string{"AddingReferencesTestTarget"},
},
},
},
},
},
}
logger := logrus.New()
schemaGetter := &fakeSchemaGetter{
schema: schema.Schema{Objects: &models.Schema{Classes: nil}},
shardState: singleShardState(),
}
repo, err := New(logger, Config{
MemtablesFlushIdleAfter: 60,
RootPath: dirName,
MaxImportGoroutinesFactor: 1,
TrackVectorDimensions: true,
}, &fakeRemoteClient{}, &fakeNodeResolver{}, &fakeRemoteNodeClient{}, &fakeReplicationClient{}, nil)
require.Nil(t, err)
repo.SetSchemaGetter(schemaGetter)
require.Nil(t, repo.WaitForStartup(testCtx()))
defer repo.Shutdown(context.Background())
migrator := NewMigrator(repo, logger)
t.Run("add required classes", func(t *testing.T) {
for _, class := range sch.Objects.Classes {
t.Run(fmt.Sprintf("add %s", class.Class), func(t *testing.T) {
err := migrator.AddClass(context.Background(), class, schemaGetter.shardState)
require.Nil(t, err)
})
}
})
schemaGetter.schema = sch
targetID := strfmt.UUID("a4a92239-e748-4e55-bbbd-f606926619a7")
target2ID := strfmt.UUID("325084e7-4faa-43a5-b2b1-56e207be169a")
sourceID := strfmt.UUID("0826c61b-85c1-44ac-aebb-cfd07ace6a57")
t.Run("add objects", func(t *testing.T) {
err := repo.PutObject(context.Background(), &models.Object{
ID: sourceID,
Class: "AddingReferencesTestSource",
Properties: map[string]interface{}{
"name": "source item",
},
}, []float32{0.5}, nil)
require.Nil(t, err)
err = repo.PutObject(context.Background(), &models.Object{
ID: targetID,
Class: "AddingReferencesTestTarget",
Properties: map[string]interface{}{
"name": "target item",
},
}, []float32{0.5}, nil)
require.Nil(t, err)
err = repo.PutObject(context.Background(), &models.Object{
ID: target2ID,
Class: "AddingReferencesTestTarget",
Properties: map[string]interface{}{
"name": "another target item",
},
}, []float32{0.5}, nil)
require.Nil(t, err)
})
t.Run("add reference between them", func(t *testing.T) {
// Get dimensions before adding reference
sourceShardDimension := GetDimensionsFromRepo(repo, "AddingReferencesTestSource")
targetShardDimension := GetDimensionsFromRepo(repo, "AddingReferencesTestTarget")
source := crossref.NewSource("AddingReferencesTestSource", "toTarget", sourceID)
target := crossref.New("localhost", "", targetID)
err := repo.AddReference(context.Background(), source, target, nil, "")
assert.Nil(t, err)
// Check dimensions after adding reference
sourceDimensionAfter := GetDimensionsFromRepo(repo, "AddingReferencesTestSource")
targetDimensionAfter := GetDimensionsFromRepo(repo, "AddingReferencesTestTarget")
require.Equalf(t, sourceShardDimension, sourceDimensionAfter, "dimensions of source should not change")
require.Equalf(t, targetShardDimension, targetDimensionAfter, "dimensions of target should not change")
})
t.Run("check reference was added", func(t *testing.T) {
source, err := repo.ObjectByID(context.Background(), sourceID, nil, additional.Properties{}, "")
require.Nil(t, err)
require.NotNil(t, source)
require.NotNil(t, source.Object())
require.NotNil(t, source.Object().Properties)
refs := source.Object().Properties.(map[string]interface{})["toTarget"]
refsSlice, ok := refs.(models.MultipleRef)
require.True(t, ok,
fmt.Sprintf("toTarget must be models.MultipleRef, but got %#v", refs))
foundBeacons := []string{}
for _, ref := range refsSlice {
foundBeacons = append(foundBeacons, ref.Beacon.String())
}
expectedBeacons := []string{
fmt.Sprintf("weaviate://localhost/%s", targetID),
}
assert.ElementsMatch(t, foundBeacons, expectedBeacons)
})
t.Run("reference a second target", func(t *testing.T) {
source := crossref.NewSource("AddingReferencesTestSource", "toTarget", sourceID)
target := crossref.New("localhost", "", target2ID)
err := repo.AddReference(context.Background(), source, target, nil, "")
assert.Nil(t, err)
})
t.Run("check both references are now present", func(t *testing.T) {
source, err := repo.ObjectByID(context.Background(), sourceID, nil, additional.Properties{}, "")
require.Nil(t, err)
require.NotNil(t, source)
require.NotNil(t, source.Object())
require.NotNil(t, source.Object().Properties)
refs := source.Object().Properties.(map[string]interface{})["toTarget"]
refsSlice, ok := refs.(models.MultipleRef)
require.True(t, ok,
fmt.Sprintf("toTarget must be models.MultipleRef, but got %#v", refs))
foundBeacons := []string{}
for _, ref := range refsSlice {
foundBeacons = append(foundBeacons, ref.Beacon.String())
}
expectedBeacons := []string{
fmt.Sprintf("weaviate://localhost/%s", targetID),
fmt.Sprintf("weaviate://localhost/%s", target2ID),
}
assert.ElementsMatch(t, foundBeacons, expectedBeacons)
})
}
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