Spaces:
Running
Running
File size: 13,036 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 |
// _ _
// __ _____ __ ___ ___ __ _| |_ ___
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \
// \ V V / __/ (_| |\ V /| | (_| | || __/
// \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___|
//
// Copyright © 2016 - 2024 Weaviate B.V. All rights reserved.
//
// CONTACT: [email protected]
//
package acceptance_with_go_client
import (
"context"
"fmt"
"testing"
"github.com/google/uuid"
"github.com/stretchr/testify/require"
client "github.com/weaviate/weaviate-go-client/v4/weaviate"
"github.com/weaviate/weaviate-go-client/v4/weaviate/graphql"
"github.com/weaviate/weaviate/entities/models"
"github.com/weaviate/weaviate/entities/schema"
)
var paragraphs = []string{
"Some random text",
"Other text",
"completely unrelated",
"this has nothing to do with the rest",
}
var (
TRUE = true
ctx = context.Background()
)
func AddClassAndObjects(t *testing.T, className string, datatype string, c *client.Client, vectorizer string) {
class := &models.Class{
Class: className,
Properties: []*models.Property{
{Name: "contents", DataType: []string{datatype}, Tokenization: "word", IndexFilterable: &TRUE, IndexSearchable: &TRUE},
{Name: "num", DataType: []string{"int"}},
},
InvertedIndexConfig: &models.InvertedIndexConfig{Bm25: &models.BM25Config{K1: 1.2, B: 0.75}},
Vectorizer: vectorizer,
}
require.Nil(t, c.Schema().ClassCreator().WithClass(class).Do(ctx))
creator := c.Data().Creator()
_, err := creator.WithClassName(className).WithProperties(
map[string]interface{}{"contents": []string{"nice", "what a rain day"}, "num": 0}).Do(ctx)
require.Nil(t, err)
_, err = creator.WithClassName(className).WithProperties(
map[string]interface{}{"contents": []string{"rain", "snow and sun at once? nice"}, "num": 1}).Do(ctx)
require.Nil(t, err)
_, err = creator.WithClassName(className).WithProperties(
map[string]interface{}{"contents": []string{
"super long text to get the score down",
"snow and sun at the same time? How nice",
"long text without any meaning",
"just ignore this",
"this too, it doesn't matter",
}, "num": 2}).Do(ctx)
_, err = creator.WithClassName(className).WithProperties(
map[string]interface{}{"contents": []string{
"super long text to get the score down",
"rain is necessary",
"long text without any meaning",
"just ignore this",
"this too, it doesn't matter",
}, "num": 3}).Do(ctx)
}
func TestSearchOnArrays(t *testing.T) {
ctx := context.Background()
c, err := client.NewClient(client.Config{Scheme: "http", Host: "localhost:8080"})
require.Nil(t, err)
c.Schema().AllDeleter().Do(ctx)
cases := []struct {
datatype schema.DataType
useHybrid bool // bm25 if not
}{
{datatype: schema.DataTypeTextArray, useHybrid: true},
{datatype: schema.DataTypeTextArray, useHybrid: false},
// deprecated string
{datatype: schema.DataTypeStringArray, useHybrid: false},
}
for _, tt := range cases {
t.Run("arrays "+tt.datatype.String(), func(t *testing.T) {
className := "Paragraph15845"
class := &models.Class{
Class: className,
Properties: []*models.Property{
{
Name: "contents",
DataType: tt.datatype.PropString(),
Tokenization: models.PropertyTokenizationWord,
IndexFilterable: &vFalse,
IndexSearchable: &vTrue,
},
{
Name: "num",
DataType: schema.DataTypeInt.PropString(),
IndexFilterable: &vTrue,
},
},
InvertedIndexConfig: &models.InvertedIndexConfig{Bm25: &models.BM25Config{K1: 1.2, B: 0.75}},
Vectorizer: "none",
}
require.Nil(t, c.Schema().ClassCreator().WithClass(class).Do(ctx))
defer c.Schema().ClassDeleter().WithClassName(className).Do(ctx)
creator := c.Data().Creator()
_, err := creator.WithClassName(className).WithProperties(
map[string]interface{}{"contents": []string{"what a nice day", "what a rainy day"}, "num": 0}).Do(ctx)
require.Nil(t, err)
_, err = creator.WithClassName(className).WithProperties(
map[string]interface{}{"contents": []string{"rain all day", "snow and sun at the same time? How nice"}, "num": 1}).Do(ctx)
require.Nil(t, err)
var results *models.GraphQLResponse
if tt.useHybrid {
builder := c.GraphQL().HybridArgumentBuilder().WithQuery("nice").WithAlpha(0)
results, err = c.GraphQL().Get().WithClassName(className).WithHybrid(builder).WithFields(graphql.Field{Name: "num"}).Do(ctx)
require.Nil(t, err)
} else {
builder := c.GraphQL().Bm25ArgBuilder().WithQuery("nice").WithProperties("contents")
results, err = c.GraphQL().Get().WithClassName(className).WithBM25(builder).WithFields(graphql.Field{Name: "num"}).Do(ctx)
require.Nil(t, err)
}
result := results.Data["Get"].(map[string]interface{})[className].([]interface{})
require.Len(t, result, 2)
require.Equal(t, 0., result[0].(map[string]interface{})["num"])
require.Equal(t, 1., result[1].(map[string]interface{})["num"])
})
}
}
func TestSearchOnSomeProperties(t *testing.T) {
ctx := context.Background()
c, err := client.NewClient(client.Config{Scheme: "http", Host: "localhost:8080"})
require.Nil(t, err)
c.Schema().AllDeleter().Do(ctx)
// only one property contains the search term
cases := []struct {
queryType string // hybrid or bm25
property string
results int
}{
{queryType: "bm25", property: "one", results: 1},
{queryType: "hybrid", property: "one", results: 1},
{queryType: "bm25", property: "two", results: 0},
{queryType: "hybrid", property: "two", results: 0},
}
for _, tt := range cases {
t.Run("search on some properties "+tt.queryType, func(t *testing.T) {
className := "Paragraph15845"
class := &models.Class{
Class: className,
Properties: []*models.Property{
{
Name: "one",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWord,
IndexFilterable: &vFalse,
IndexSearchable: &vTrue,
},
{
Name: "two",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWord,
IndexFilterable: &vFalse,
IndexSearchable: &vTrue,
},
},
InvertedIndexConfig: &models.InvertedIndexConfig{Bm25: &models.BM25Config{K1: 1.2, B: 0.75}},
Vectorizer: "none",
}
require.Nil(t, c.Schema().ClassCreator().WithClass(class).Do(ctx))
defer c.Schema().ClassDeleter().WithClassName(className).Do(ctx)
creator := c.Data().Creator()
_, err := creator.WithClassName(className).WithProperties(
map[string]interface{}{"one": "hello", "two": "world"}).Do(ctx)
require.Nil(t, err)
alpha := ""
if tt.queryType == "hybrid" {
alpha = "alpha:0" // exclude vector search, it doesn't matter for this testcase
}
results, err := c.GraphQL().Raw().WithQuery(fmt.Sprintf("{Get{%s(%s:{query:\"hello\", properties: [\"%s\"] %s} ){_additional{id}}}}", className, tt.queryType, tt.property, alpha)).Do(ctx)
result := results.Data["Get"].(map[string]interface{})[className].([]interface{})
require.Len(t, result, tt.results)
})
}
}
func TestAutocut(t *testing.T) {
ctx := context.Background()
c := client.New(client.Config{Scheme: "http", Host: "localhost:8080"})
c.Schema().AllDeleter().Do(ctx)
className := "Paragraph453745"
AddClassAndObjects(t, className, string(schema.DataTypeTextArray), c, "none")
defer c.Schema().ClassDeleter().WithClassName(className).Do(ctx)
searchQuery := []string{"hybrid:{query:\"rain nice\", alpha: 0.0, fusionType: relativeScoreFusion", "bm25:{query:\"rain nice\""}
cases := []struct {
autocut int
numResults int
}{
{autocut: 1, numResults: 2}, {autocut: 2, numResults: 4}, {autocut: -1, numResults: 4 /*disabled*/},
}
for _, tt := range cases {
for _, search := range searchQuery {
t.Run("autocut "+fmt.Sprint(tt.autocut, " ", search), func(t *testing.T) {
results, err := c.GraphQL().Raw().WithQuery(fmt.Sprintf("{Get{%s(%s, properties: [\"contents\"]}, autocut: %d){num}}}", className, search, tt.autocut)).Do(ctx)
require.Nil(t, err)
result := results.Data["Get"].(map[string]interface{})[className].([]interface{})
require.Len(t, result, tt.numResults)
require.Equal(t, 0., result[0].(map[string]interface{})["num"])
require.Equal(t, 1., result[1].(map[string]interface{})["num"])
})
}
}
}
func TestHybridWithPureVectorSearch(t *testing.T) {
ctx := context.Background()
c := client.New(client.Config{Scheme: "http", Host: "localhost:8080"})
c.Schema().AllDeleter().Do(ctx)
className := "ParagraphWithManyWords"
AddClassAndObjects(t, className, string(schema.DataTypeTextArray), c, "text2vec-contextionary")
defer c.Schema().ClassDeleter().WithClassName(className).Do(ctx)
results, err := c.GraphQL().Raw().WithQuery(fmt.Sprintf("{Get{%s(hybrid: {query: \"rain nice\" properties: [\"contents\"], alpha:1}, autocut: -1){num}}}", className)).Do(ctx)
require.Nil(t, err)
result := results.Data["Get"].(map[string]interface{})[className].([]interface{})
require.Len(t, result, 4)
}
func TestNearVectorAndObjectAutocut(t *testing.T) {
ctx := context.Background()
c := client.New(client.Config{Scheme: "http", Host: "localhost:8080"})
c.Schema().AllDeleter().Do(ctx)
className := "YellowAndBlueTrain"
class := &models.Class{
Class: className,
Vectorizer: "none",
}
require.Nil(t, c.Schema().ClassCreator().WithClass(class).Do(ctx))
defer c.Schema().ClassDeleter().WithClassName(className).Do(ctx)
var uuids []string
creator := c.Data().Creator()
vectorNumbers := []float32{1, 1.1, 1.2, 2.0, 2.1, 2.2, 3.1, 3.2, 3.2}
for _, vectorNumber := range vectorNumbers {
uuids = append(uuids, uuid.New().String())
_, err := creator.WithClassName(className).WithVector([]float32{1, 1, 1, 1, 1, vectorNumber}).WithID(uuids[len(uuids)-1]).Do(ctx)
require.Nil(t, err)
}
t.Run("near vector", func(t *testing.T) {
cases := []struct {
autocut int
numResults int
}{
{autocut: 1, numResults: 3}, {autocut: 2, numResults: 6}, {autocut: -1, numResults: 9 /*disabled*/},
}
for _, tt := range cases {
t.Run("autocut "+fmt.Sprint(tt.autocut), func(t *testing.T) {
results, err := c.GraphQL().Raw().WithQuery(fmt.Sprintf("{Get{%s(nearVector:{vector:[1, 1, 1, 1, 1, 1]}, autocut: %d){_additional{vector}}}}", className, tt.autocut)).Do(ctx)
require.Nil(t, err)
result := results.Data["Get"].(map[string]interface{})[className].([]interface{})
require.Len(t, result, tt.numResults)
})
}
})
t.Run("near object", func(t *testing.T) {
cases := []struct {
autocut int
numResults int
}{
{autocut: 1, numResults: 3}, {autocut: 2, numResults: 6}, {autocut: -1, numResults: 9 /*disabled*/},
}
for _, tt := range cases {
t.Run("autocut "+fmt.Sprint(tt.autocut), func(t *testing.T) {
results, err := c.GraphQL().Raw().WithQuery(fmt.Sprintf("{Get{%s(nearObject:{id:%q}, autocut: %d){_additional{vector}}}}", className, uuids[0], tt.autocut)).Do(ctx)
require.Nil(t, err)
result := results.Data["Get"].(map[string]interface{})[className].([]interface{})
require.Len(t, result, tt.numResults)
})
}
})
}
func TestNearTextAutocut(t *testing.T) {
ctx := context.Background()
c := client.New(client.Config{Scheme: "http", Host: "localhost:8080"})
c.Schema().AllDeleter().Do(ctx)
className := "YellowAndBlueSub"
class := &models.Class{
Class: className,
Properties: []*models.Property{
{
Name: "text",
DataType: schema.DataTypeText.PropString(),
Tokenization: models.PropertyTokenizationWord,
},
},
Vectorizer: "text2vec-contextionary",
}
require.Nil(t, c.Schema().ClassCreator().WithClass(class).Do(ctx))
defer c.Schema().ClassDeleter().WithClassName(className).Do(ctx)
creator := c.Data().Creator()
texts := []string{"word", "another word", "another word and", "completely unrelated"}
for _, text := range texts {
_, err := creator.WithClassName(className).WithProperties(map[string]interface{}{"text": text}).Do(ctx)
require.Nil(t, err)
}
cases := []struct {
autocut int
numResults int
}{
{autocut: 1, numResults: 3}, {autocut: -1, numResults: 4 /*disabled*/},
}
for _, tt := range cases {
t.Run("autocut "+fmt.Sprint(tt.autocut), func(t *testing.T) {
results, err := c.GraphQL().Raw().WithQuery(fmt.Sprintf("{Get{%s(nearText:{concepts: \"word\"}, autocut: %d){_additional{vector}}}}", className, tt.autocut)).Do(ctx)
require.Nil(t, err)
result := results.Data["Get"].(map[string]interface{})[className].([]interface{})
require.Len(t, result, tt.numResults)
})
}
}
|