Spaces:
Running
Running
File size: 7,773 Bytes
b110593 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 |
// _ _
// __ _____ __ ___ ___ __ _| |_ ___
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
// \ V V / __/ (_| |\ V /| | (_| | || __/
// \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
//
// Copyright © 2016 - 2024 Weaviate B.V. All rights reserved.
//
// CONTACT: [email protected]
//
package test
import (
"os"
"testing"
"github.com/go-openapi/strfmt"
"github.com/stretchr/testify/assert"
"github.com/weaviate/weaviate/entities/models"
"github.com/weaviate/weaviate/entities/schema/crossref"
"github.com/weaviate/weaviate/test/helper"
"github.com/weaviate/weaviate/test/helper/sample-schema/articles"
)
func TestCentroid(t *testing.T) {
helper.SetupClient(os.Getenv(weaviateEndpoint))
paragraphClass := articles.ParagraphsClass()
articleClass := articles.ArticlesClass()
articleClass.ModuleConfig = map[string]interface{}{
"ref2vec-centroid": map[string]interface{}{
"referenceProperties": []string{"hasParagraphs"},
},
}
articleClass.Vectorizer = "ref2vec-centroid"
helper.CreateClass(t, paragraphClass)
helper.CreateClass(t, articleClass)
defer func() {
helper.DeleteClass(t, articleClass.Class)
helper.DeleteClass(t, paragraphClass.Class)
}()
para1 := articles.NewParagraph().
WithVector([]float32{2, 4, 6}).
WithContents(
"Anyone who cares about JDM engines knows about the RB26.")
helper.CreateObject(t, para1.Object())
para2 := articles.NewParagraph().
WithVector([]float32{4, 6, 8}).
WithContents(
"It is best known for its use in the legendary Skyline GT-R.")
helper.CreateObject(t, para2.Object())
t.Run("create object with references", func(t *testing.T) {
t.Run("with one reference", func(t *testing.T) {
article := articles.NewArticle().
WithTitle("Popularity of the Nissan RB26DETT").
WithReferences(&models.SingleRef{
Beacon: newBeacon(para1.Class, para1.ID),
})
helper.CreateObject(t, article.Object())
defer helper.DeleteObject(t, article.Object())
res := helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.EqualValues(t, para1.Vector, res.Vector)
})
t.Run("with multiple references", func(t *testing.T) {
article := articles.NewArticle().
WithTitle("Popularity of the Nissan RB26DETT").
WithReferences(
&models.SingleRef{Beacon: newBeacon(para1.Class, para1.ID)},
&models.SingleRef{Beacon: newBeacon(para2.Class, para2.ID)},
)
helper.CreateObject(t, article.Object())
defer helper.DeleteObject(t, article.Object())
res := helper.AssertGetObject(t, article.Class, article.ID, "vector")
expectedVec := []float32{3, 5, 7}
assert.EqualValues(t, expectedVec, res.Vector)
})
})
t.Run("create object and PUT references", func(t *testing.T) {
article := articles.NewArticle().
WithTitle("Popularity of the Nissan RB26DETT")
helper.CreateObject(t, article.Object())
defer helper.DeleteObject(t, article.Object())
res := helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.Nil(t, res.Vector)
assert.Equal(t, article.ID, res.ID)
article.WithReferences(
&models.SingleRef{Beacon: newBeacon(para1.Class, para1.ID)},
&models.SingleRef{Beacon: newBeacon(para2.Class, para2.ID)},
)
helper.UpdateObject(t, article.Object())
res = helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.Equal(t, article.ID, res.ID)
expectedVec := []float32{3, 5, 7}
assert.EqualValues(t, expectedVec, res.Vector)
})
t.Run("create object with references, remove references", func(t *testing.T) {
ref1 := &models.SingleRef{Beacon: newBeacon(para1.Class, para1.ID)}
ref2 := &models.SingleRef{Beacon: newBeacon(para2.Class, para2.ID)}
article := articles.NewArticle().
WithTitle("Popularity of the Nissan RB26DETT").
WithReferences(ref1, ref2)
helper.CreateObject(t, article.Object())
defer helper.DeleteObject(t, article.Object())
res := helper.AssertGetObject(t, article.Class, article.ID, "vector")
expectedVec := []float32{3, 5, 7}
assert.EqualValues(t, expectedVec, res.Vector)
helper.DeleteReference(t, article.Object(), ref2, "hasParagraphs")
res = helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.EqualValues(t, para1.Vector, res.Vector)
helper.DeleteReference(t, article.Object(), ref1, "hasParagraphs")
res = helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.Nil(t, res.Vector)
})
t.Run("create object add references, remove references", func(t *testing.T) {
ref1 := &models.SingleRef{Beacon: newBeacon(para1.Class, para1.ID)}
ref2 := &models.SingleRef{Beacon: newBeacon(para2.Class, para2.ID)}
article := articles.NewArticle().
WithTitle("Popularity of the Nissan RB26DETT")
helper.CreateObject(t, article.Object())
defer helper.DeleteObject(t, article.Object())
res := helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.Nil(t, res.Vector)
helper.AddReference(t, article.Object(), ref1, "hasParagraphs")
res = helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.EqualValues(t, para1.Vector, res.Vector)
helper.AddReference(t, article.Object(), ref2, "hasParagraphs")
res = helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.EqualValues(t, []float32{3, 5, 7}, res.Vector)
helper.DeleteReference(t, article.Object(), ref1, "hasParagraphs")
res = helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.EqualValues(t, para2.Vector, res.Vector)
helper.DeleteReference(t, article.Object(), ref2, "hasParagraphs")
res = helper.AssertGetObject(t, article.Class, article.ID, "vector")
assert.Nil(t, res.Vector)
})
t.Run("batch create objects", func(t *testing.T) {
ref1 := &models.SingleRef{Beacon: newBeacon(para1.Class, para1.ID)}
ref2 := &models.SingleRef{Beacon: newBeacon(para2.Class, para2.ID)}
article1 := articles.NewArticle().
WithTitle("Popularity of the Nissan RB26DETT").
WithReferences(ref1, ref2)
defer helper.DeleteObject(t, article1.Object())
article2 := articles.NewArticle().
WithTitle("A Nissan RB Origin Story").
WithReferences(ref1, ref2)
defer helper.DeleteObject(t, article2.Object())
batch := []*models.Object{article1.Object(), article2.Object()}
helper.CreateObjectsBatch(t, batch)
res := helper.AssertGetObject(t, article1.Class, article1.ID, "vector")
assert.EqualValues(t, []float32{3, 5, 7}, res.Vector)
res = helper.AssertGetObject(t, article2.Class, article2.ID, "vector")
assert.EqualValues(t, []float32{3, 5, 7}, res.Vector)
})
// TODO: Uncomment when batch refs supports centroid re-calc
//t.Run("batch create references", func(t *testing.T) {
// article := articles.NewArticle().
// WithTitle("Popularity of the Nissan RB26DETT")
// defer helper.DeleteObject(t, article.Object())
//
// refs := []*models.BatchReference{
// {
// From: strfmt.URI(crossref.NewSource("Article", "hasParagraphs", article.ID).String()),
// To: strfmt.URI(crossref.NewLocalhost("Paragraph", para1.ID).String()),
// },
// {
// From: strfmt.URI(crossref.NewSource("Article", "hasParagraphs", article.ID).String()),
// To: strfmt.URI(crossref.NewLocalhost("Paragraph", para2.ID).String()),
// },
// }
//
// helper.AddReferences(t, refs)
// res := helper.AssertGetObject(t, article.Class, article.ID, "vector")
// assert.EqualValues(t, []float32{3, 5, 7}, res.Vector)
//})
}
func newBeacon(className string, id strfmt.UUID) strfmt.URI {
return crossref.New("localhost", className, id).SingleRef().Beacon
}
|