redis/search_test.go

1137 lines
57 KiB
Go

package redis_test
import (
"context"
"time"
. "github.com/bsm/ginkgo/v2"
. "github.com/bsm/gomega"
"github.com/redis/go-redis/v9"
)
func WaitForIndexing(c *redis.Client, index string) {
for {
res, err := c.FTInfo(context.Background(), index).Result()
Expect(err).NotTo(HaveOccurred())
if c.Options().Protocol == 2 {
if res.Indexing == 0 {
return
}
time.Sleep(100 * time.Millisecond)
}
}
}
var _ = Describe("RediSearch commands", Label("search"), func() {
ctx := context.TODO()
var client *redis.Client
BeforeEach(func() {
client = redis.NewClient(&redis.Options{Addr: ":6379", Protocol: 2})
Expect(client.FlushDB(ctx).Err()).NotTo(HaveOccurred())
})
AfterEach(func() {
Expect(client.Close()).NotTo(HaveOccurred())
})
It("should FTCreate and FTSearch WithScores", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "txt", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "txt")
client.HSet(ctx, "doc1", "txt", "foo baz")
client.HSet(ctx, "doc2", "txt", "foo bar")
res, err := client.FTSearchWithArgs(ctx, "txt", "foo ~bar", &redis.FTSearchOptions{WithScores: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(int64(2)))
for _, doc := range res.Docs {
Expect(*doc.Score).To(BeNumerically(">", 0))
Expect(doc.ID).To(Or(Equal("doc1"), Equal("doc2")))
}
})
It("should FTCreate and FTSearch stopwords", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "txt", &redis.FTCreateOptions{StopWords: []interface{}{"foo", "bar", "baz"}}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "txt")
client.HSet(ctx, "doc1", "txt", "foo baz")
client.HSet(ctx, "doc2", "txt", "hello world")
res1, err := client.FTSearchWithArgs(ctx, "txt", "foo bar", &redis.FTSearchOptions{NoContent: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(0)))
res2, err := client.FTSearchWithArgs(ctx, "txt", "foo bar hello world", &redis.FTSearchOptions{NoContent: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res2.Total).To(BeEquivalentTo(int64(1)))
})
It("should FTCreate and FTSearch filters", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "txt", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText}, &redis.FieldSchema{FieldName: "num", FieldType: redis.SearchFieldTypeNumeric}, &redis.FieldSchema{FieldName: "loc", FieldType: redis.SearchFieldTypeGeo}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "txt")
client.HSet(ctx, "doc1", "txt", "foo bar", "num", 3.141, "loc", "-0.441,51.458")
client.HSet(ctx, "doc2", "txt", "foo baz", "num", 2, "loc", "-0.1,51.2")
res1, err := client.FTSearchWithArgs(ctx, "txt", "foo", &redis.FTSearchOptions{Filters: []redis.FTSearchFilter{{FieldName: "num", Min: 0, Max: 2}}, NoContent: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(1)))
Expect(res1.Docs[0].ID).To(BeEquivalentTo("doc2"))
res2, err := client.FTSearchWithArgs(ctx, "txt", "foo", &redis.FTSearchOptions{Filters: []redis.FTSearchFilter{{FieldName: "num", Min: 0, Max: "+inf"}}, NoContent: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res2.Total).To(BeEquivalentTo(int64(2)))
Expect(res2.Docs[0].ID).To(BeEquivalentTo("doc1"))
// Test Geo filter
geoFilter1 := redis.FTSearchGeoFilter{FieldName: "loc", Longitude: -0.44, Latitude: 51.45, Radius: 10, Unit: "km"}
geoFilter2 := redis.FTSearchGeoFilter{FieldName: "loc", Longitude: -0.44, Latitude: 51.45, Radius: 100, Unit: "km"}
res3, err := client.FTSearchWithArgs(ctx, "txt", "foo", &redis.FTSearchOptions{GeoFilter: []redis.FTSearchGeoFilter{geoFilter1}, NoContent: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res3.Total).To(BeEquivalentTo(int64(1)))
Expect(res3.Docs[0].ID).To(BeEquivalentTo("doc1"))
res4, err := client.FTSearchWithArgs(ctx, "txt", "foo", &redis.FTSearchOptions{GeoFilter: []redis.FTSearchGeoFilter{geoFilter2}, NoContent: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res4.Total).To(BeEquivalentTo(int64(2)))
docs := []interface{}{res4.Docs[0].ID, res4.Docs[1].ID}
Expect(docs).To(ContainElement("doc1"))
Expect(docs).To(ContainElement("doc2"))
})
It("should FTCreate and FTSearch sortby", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "num", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText}, &redis.FieldSchema{FieldName: "num", FieldType: redis.SearchFieldTypeNumeric, Sortable: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "num")
client.HSet(ctx, "doc1", "txt", "foo bar", "num", 1)
client.HSet(ctx, "doc2", "txt", "foo baz", "num", 2)
client.HSet(ctx, "doc3", "txt", "foo qux", "num", 3)
sortBy1 := redis.FTSearchSortBy{FieldName: "num", Asc: true}
sortBy2 := redis.FTSearchSortBy{FieldName: "num", Desc: true}
res1, err := client.FTSearchWithArgs(ctx, "num", "foo", &redis.FTSearchOptions{NoContent: true, SortBy: []redis.FTSearchSortBy{sortBy1}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(3)))
Expect(res1.Docs[0].ID).To(BeEquivalentTo("doc1"))
Expect(res1.Docs[1].ID).To(BeEquivalentTo("doc2"))
Expect(res1.Docs[2].ID).To(BeEquivalentTo("doc3"))
res2, err := client.FTSearchWithArgs(ctx, "num", "foo", &redis.FTSearchOptions{NoContent: true, SortBy: []redis.FTSearchSortBy{sortBy2}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res2.Total).To(BeEquivalentTo(int64(3)))
Expect(res2.Docs[2].ID).To(BeEquivalentTo("doc1"))
Expect(res2.Docs[1].ID).To(BeEquivalentTo("doc2"))
Expect(res2.Docs[0].ID).To(BeEquivalentTo("doc3"))
})
It("should FTCreate and FTSearch example", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "txt", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "title", FieldType: redis.SearchFieldTypeText, Weight: 5}, &redis.FieldSchema{FieldName: "body", FieldType: redis.SearchFieldTypeText}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "txt")
client.HSet(ctx, "doc1", "title", "RediSearch", "body", "Redisearch impements a search engine on top of redis")
res1, err := client.FTSearchWithArgs(ctx, "txt", "search engine", &redis.FTSearchOptions{NoContent: true, Verbatim: true, LimitOffset: 0, Limit: 5}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(1)))
})
It("should FTCreate NoIndex", Label("search", "ftcreate", "ftsearch"), func() {
text1 := &redis.FieldSchema{FieldName: "field", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "text", FieldType: redis.SearchFieldTypeText, NoIndex: true, Sortable: true}
num := &redis.FieldSchema{FieldName: "numeric", FieldType: redis.SearchFieldTypeNumeric, NoIndex: true, Sortable: true}
geo := &redis.FieldSchema{FieldName: "geo", FieldType: redis.SearchFieldTypeGeo, NoIndex: true, Sortable: true}
tag := &redis.FieldSchema{FieldName: "tag", FieldType: redis.SearchFieldTypeTag, NoIndex: true, Sortable: true}
val, err := client.FTCreate(ctx, "idx", &redis.FTCreateOptions{}, text1, text2, num, geo, tag).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx")
client.HSet(ctx, "doc1", "field", "aaa", "text", "1", "numeric", 1, "geo", "1,1", "tag", "1")
client.HSet(ctx, "doc2", "field", "aab", "text", "2", "numeric", 2, "geo", "2,2", "tag", "2")
res1, err := client.FTSearch(ctx, "idx", "@text:aa*").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(0)))
res2, err := client.FTSearch(ctx, "idx", "@field:aa*").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res2.Total).To(BeEquivalentTo(int64(2)))
res3, err := client.FTSearchWithArgs(ctx, "idx", "*", &redis.FTSearchOptions{SortBy: []redis.FTSearchSortBy{{FieldName: "text", Desc: true}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res3.Total).To(BeEquivalentTo(int64(2)))
Expect(res3.Docs[0].ID).To(BeEquivalentTo("doc2"))
res4, err := client.FTSearchWithArgs(ctx, "idx", "*", &redis.FTSearchOptions{SortBy: []redis.FTSearchSortBy{{FieldName: "text", Asc: true}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res4.Total).To(BeEquivalentTo(int64(2)))
Expect(res4.Docs[0].ID).To(BeEquivalentTo("doc1"))
res5, err := client.FTSearchWithArgs(ctx, "idx", "*", &redis.FTSearchOptions{SortBy: []redis.FTSearchSortBy{{FieldName: "numeric", Asc: true}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res5.Docs[0].ID).To(BeEquivalentTo("doc1"))
res6, err := client.FTSearchWithArgs(ctx, "idx", "*", &redis.FTSearchOptions{SortBy: []redis.FTSearchSortBy{{FieldName: "geo", Asc: true}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res6.Docs[0].ID).To(BeEquivalentTo("doc1"))
res7, err := client.FTSearchWithArgs(ctx, "idx", "*", &redis.FTSearchOptions{SortBy: []redis.FTSearchSortBy{{FieldName: "tag", Asc: true}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res7.Docs[0].ID).To(BeEquivalentTo("doc1"))
})
It("should FTExplain", Label("search", "ftexplain"), func() {
text1 := &redis.FieldSchema{FieldName: "f1", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "f2", FieldType: redis.SearchFieldTypeText}
text3 := &redis.FieldSchema{FieldName: "f3", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "txt", &redis.FTCreateOptions{}, text1, text2, text3).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "txt")
res1, err := client.FTExplain(ctx, "txt", "@f3:f3_val @f2:f2_val @f1:f1_val").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1).ToNot(BeEmpty())
})
It("should FTAlias", Label("search", "ftexplain"), func() {
text1 := &redis.FieldSchema{FieldName: "name", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "name", FieldType: redis.SearchFieldTypeText}
val1, err := client.FTCreate(ctx, "testAlias", &redis.FTCreateOptions{Prefix: []interface{}{"index1:"}}, text1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val1).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "testAlias")
val2, err := client.FTCreate(ctx, "testAlias2", &redis.FTCreateOptions{Prefix: []interface{}{"index2:"}}, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val2).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "testAlias2")
client.HSet(ctx, "index1:lonestar", "name", "lonestar")
client.HSet(ctx, "index2:yogurt", "name", "yogurt")
res1, err := client.FTSearch(ctx, "testAlias", "*").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Docs[0].ID).To(BeEquivalentTo("index1:lonestar"))
aliasAddRes, err := client.FTAliasAdd(ctx, "testAlias", "mj23").Result()
Expect(err).NotTo(HaveOccurred())
Expect(aliasAddRes).To(BeEquivalentTo("OK"))
res1, err = client.FTSearch(ctx, "mj23", "*").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Docs[0].ID).To(BeEquivalentTo("index1:lonestar"))
aliasUpdateRes, err := client.FTAliasUpdate(ctx, "testAlias2", "kb24").Result()
Expect(err).NotTo(HaveOccurred())
Expect(aliasUpdateRes).To(BeEquivalentTo("OK"))
res3, err := client.FTSearch(ctx, "kb24", "*").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res3.Docs[0].ID).To(BeEquivalentTo("index2:yogurt"))
aliasDelRes, err := client.FTAliasDel(ctx, "mj23").Result()
Expect(err).NotTo(HaveOccurred())
Expect(aliasDelRes).To(BeEquivalentTo("OK"))
})
It("should FTCreate and FTSearch textfield, sortable and nostem ", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText, Sortable: true, NoStem: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
resInfo, err := client.FTInfo(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resInfo.Attributes[0].Sortable).To(BeTrue())
Expect(resInfo.Attributes[0].NoStem).To(BeTrue())
})
It("should FTAlter", Label("search", "ftcreate", "ftsearch", "ftalter"), func() {
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
resAlter, err := client.FTAlter(ctx, "idx1", false, []interface{}{"body", redis.SearchFieldTypeText.String()}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resAlter).To(BeEquivalentTo("OK"))
client.HSet(ctx, "doc1", "title", "MyTitle", "body", "Some content only in the body")
res1, err := client.FTSearch(ctx, "idx1", "only in the body").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(1)))
})
It("should FTSpellCheck", Label("search", "ftcreate", "ftsearch", "ftspellcheck"), func() {
text1 := &redis.FieldSchema{FieldName: "f1", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "f2", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "f1", "some valid content", "f2", "this is sample text")
client.HSet(ctx, "doc2", "f1", "very important", "f2", "lorem ipsum")
resSpellCheck, err := client.FTSpellCheck(ctx, "idx1", "impornant").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSpellCheck[0].Suggestions[0].Suggestion).To(BeEquivalentTo("important"))
resSpellCheck2, err := client.FTSpellCheck(ctx, "idx1", "contnt").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSpellCheck2[0].Suggestions[0].Suggestion).To(BeEquivalentTo("content"))
// test spellcheck with Levenshtein distance
resSpellCheck3, err := client.FTSpellCheck(ctx, "idx1", "vlis").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSpellCheck3[0].Term).To(BeEquivalentTo("vlis"))
resSpellCheck4, err := client.FTSpellCheckWithArgs(ctx, "idx1", "vlis", &redis.FTSpellCheckOptions{Distance: 2}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSpellCheck4[0].Suggestions[0].Suggestion).To(BeEquivalentTo("valid"))
// test spellcheck include
resDictAdd, err := client.FTDictAdd(ctx, "dict", "lore", "lorem", "lorm").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDictAdd).To(BeEquivalentTo(3))
terms := &redis.FTSpellCheckTerms{Inclusion: "INCLUDE", Dictionary: "dict"}
resSpellCheck5, err := client.FTSpellCheckWithArgs(ctx, "idx1", "lorm", &redis.FTSpellCheckOptions{Terms: terms}).Result()
Expect(err).NotTo(HaveOccurred())
lorm := resSpellCheck5[0].Suggestions
Expect(len(lorm)).To(BeEquivalentTo(3))
Expect(lorm[0].Score).To(BeEquivalentTo(0.5))
Expect(lorm[1].Score).To(BeEquivalentTo(0))
Expect(lorm[2].Score).To(BeEquivalentTo(0))
terms2 := &redis.FTSpellCheckTerms{Inclusion: "EXCLUDE", Dictionary: "dict"}
resSpellCheck6, err := client.FTSpellCheckWithArgs(ctx, "idx1", "lorm", &redis.FTSpellCheckOptions{Terms: terms2}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSpellCheck6).To(BeEmpty())
})
It("should FTDict opreations", Label("search", "ftdictdump", "ftdictdel", "ftdictadd"), func() {
text1 := &redis.FieldSchema{FieldName: "f1", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "f2", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
resDictAdd, err := client.FTDictAdd(ctx, "custom_dict", "item1", "item2", "item3").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDictAdd).To(BeEquivalentTo(3))
resDictDel, err := client.FTDictDel(ctx, "custom_dict", "item2").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDictDel).To(BeEquivalentTo(1))
resDictDump, err := client.FTDictDump(ctx, "custom_dict").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDictDump).To(BeEquivalentTo([]string{"item1", "item3"}))
resDictDel2, err := client.FTDictDel(ctx, "custom_dict", "item1", "item3").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDictDel2).To(BeEquivalentTo(2))
})
It("should FTSearch phonetic matcher", Label("search", "ftsearch"), func() {
text1 := &redis.FieldSchema{FieldName: "name", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "name", "Jon")
client.HSet(ctx, "doc2", "name", "John")
res1, err := client.FTSearch(ctx, "idx1", "Jon").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(1)))
Expect(res1.Docs[0].Fields["name"]).To(BeEquivalentTo("Jon"))
client.FlushDB(ctx)
text2 := &redis.FieldSchema{FieldName: "name", FieldType: redis.SearchFieldTypeText, PhoneticMatcher: "dm:en"}
val2, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val2).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "name", "Jon")
client.HSet(ctx, "doc2", "name", "John")
res2, err := client.FTSearch(ctx, "idx1", "Jon").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res2.Total).To(BeEquivalentTo(int64(2)))
names := []interface{}{res2.Docs[0].Fields["name"], res2.Docs[1].Fields["name"]}
Expect(names).To(ContainElement("Jon"))
Expect(names).To(ContainElement("John"))
})
It("should FTSearch WithScores", Label("search", "ftsearch"), func() {
text1 := &redis.FieldSchema{FieldName: "description", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "description", "The quick brown fox jumps over the lazy dog")
client.HSet(ctx, "doc2", "description", "Quick alice was beginning to get very tired of sitting by her quick sister on the bank, and of having nothing to do.")
res, err := client.FTSearchWithArgs(ctx, "idx1", "quick", &redis.FTSearchOptions{WithScores: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(*res.Docs[0].Score).To(BeEquivalentTo(float64(1)))
res, err = client.FTSearchWithArgs(ctx, "idx1", "quick", &redis.FTSearchOptions{WithScores: true, Scorer: "TFIDF"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(*res.Docs[0].Score).To(BeEquivalentTo(float64(1)))
res, err = client.FTSearchWithArgs(ctx, "idx1", "quick", &redis.FTSearchOptions{WithScores: true, Scorer: "TFIDF.DOCNORM"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(*res.Docs[0].Score).To(BeEquivalentTo(0.14285714285714285))
res, err = client.FTSearchWithArgs(ctx, "idx1", "quick", &redis.FTSearchOptions{WithScores: true, Scorer: "BM25"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(*res.Docs[0].Score).To(BeEquivalentTo(0.22471909420069797))
res, err = client.FTSearchWithArgs(ctx, "idx1", "quick", &redis.FTSearchOptions{WithScores: true, Scorer: "DISMAX"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(*res.Docs[0].Score).To(BeEquivalentTo(float64(2)))
res, err = client.FTSearchWithArgs(ctx, "idx1", "quick", &redis.FTSearchOptions{WithScores: true, Scorer: "DOCSCORE"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(*res.Docs[0].Score).To(BeEquivalentTo(float64(1)))
res, err = client.FTSearchWithArgs(ctx, "idx1", "quick", &redis.FTSearchOptions{WithScores: true, Scorer: "HAMMING"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(*res.Docs[0].Score).To(BeEquivalentTo(float64(0)))
})
It("should FTConfigSet and FTConfigGet ", Label("search", "ftconfigget", "ftconfigset"), func() {
val, err := client.FTConfigSet(ctx, "TIMEOUT", "100").Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
res, err := client.FTConfigGet(ctx, "*").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res["TIMEOUT"]).To(BeEquivalentTo("100"))
res, err = client.FTConfigGet(ctx, "TIMEOUT").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res).To(BeEquivalentTo(map[string]interface{}{"TIMEOUT": "100"}))
})
It("should FTAggregate GroupBy ", Label("search", "ftaggregate"), func() {
text1 := &redis.FieldSchema{FieldName: "title", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "body", FieldType: redis.SearchFieldTypeText}
text3 := &redis.FieldSchema{FieldName: "parent", FieldType: redis.SearchFieldTypeText}
num := &redis.FieldSchema{FieldName: "random_num", FieldType: redis.SearchFieldTypeNumeric}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1, text2, text3, num).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "search", "title", "RediSearch",
"body", "Redisearch impements a search engine on top of redis",
"parent", "redis",
"random_num", 10)
client.HSet(ctx, "ai", "title", "RedisAI",
"body", "RedisAI executes Deep Learning/Machine Learning models and managing their data.",
"parent", "redis",
"random_num", 3)
client.HSet(ctx, "json", "title", "RedisJson",
"body", "RedisJSON implements ECMA-404 The JSON Data Interchange Standard as a native data type.",
"parent", "redis",
"random_num", 8)
reducer := redis.FTAggregateReducer{Reducer: redis.SearchCount}
options := &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err := client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliascount"]).To(BeEquivalentTo("3"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchCountDistinct, Args: []interface{}{"@title"}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliascount_distincttitle"]).To(BeEquivalentTo("3"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchSum, Args: []interface{}{"@random_num"}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliassumrandom_num"]).To(BeEquivalentTo("21"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchMin, Args: []interface{}{"@random_num"}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliasminrandom_num"]).To(BeEquivalentTo("3"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchMax, Args: []interface{}{"@random_num"}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliasmaxrandom_num"]).To(BeEquivalentTo("10"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchAvg, Args: []interface{}{"@random_num"}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliasavgrandom_num"]).To(BeEquivalentTo("7"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchStdDev, Args: []interface{}{"@random_num"}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliasstddevrandom_num"]).To(BeEquivalentTo("3.60555127546"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchQuantile, Args: []interface{}{"@random_num", 0.5}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliasquantilerandom_num,0.5"]).To(BeEquivalentTo("8"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchToList, Args: []interface{}{"@title"}}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["__generated_aliastolisttitle"]).To(ContainElements("RediSearch", "RedisAI", "RedisJson"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchFirstValue, Args: []interface{}{"@title"}, As: "first"}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["first"]).To(BeEquivalentTo("RediSearch"))
reducer = redis.FTAggregateReducer{Reducer: redis.SearchRandomSample, Args: []interface{}{"@title", 2}, As: "random"}
options = &redis.FTAggregateOptions{GroupBy: []redis.FTAggregateGroupBy{{Fields: []interface{}{"@parent"}, Reduce: []redis.FTAggregateReducer{reducer}}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "redis", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["parent"]).To(BeEquivalentTo("redis"))
Expect(res.Rows[0].Fields["random"]).To(Or(
ContainElement("RediSearch"),
ContainElement("RedisAI"),
ContainElement("RedisJson"),
))
})
It("should FTAggregate sort and limit", Label("search", "ftaggregate"), func() {
text1 := &redis.FieldSchema{FieldName: "t1", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "t2", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "t1", "a", "t2", "b")
client.HSet(ctx, "doc2", "t1", "b", "t2", "a")
options := &redis.FTAggregateOptions{SortBy: []redis.FTAggregateSortBy{{FieldName: "@t2", Asc: true}, {FieldName: "@t1", Desc: true}}}
res, err := client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["t1"]).To(BeEquivalentTo("b"))
Expect(res.Rows[1].Fields["t1"]).To(BeEquivalentTo("a"))
Expect(res.Rows[0].Fields["t2"]).To(BeEquivalentTo("a"))
Expect(res.Rows[1].Fields["t2"]).To(BeEquivalentTo("b"))
options = &redis.FTAggregateOptions{SortBy: []redis.FTAggregateSortBy{{FieldName: "@t1"}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["t1"]).To(BeEquivalentTo("a"))
Expect(res.Rows[1].Fields["t1"]).To(BeEquivalentTo("b"))
options = &redis.FTAggregateOptions{SortBy: []redis.FTAggregateSortBy{{FieldName: "@t1"}}, SortByMax: 1}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["t1"]).To(BeEquivalentTo("a"))
options = &redis.FTAggregateOptions{SortBy: []redis.FTAggregateSortBy{{FieldName: "@t1"}}, Limit: 1, LimitOffset: 1}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["t1"]).To(BeEquivalentTo("b"))
})
It("should FTAggregate load ", Label("search", "ftaggregate"), func() {
text1 := &redis.FieldSchema{FieldName: "t1", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "t2", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "t1", "hello", "t2", "world")
options := &redis.FTAggregateOptions{Load: []redis.FTAggregateLoad{{Field: "t1"}}}
res, err := client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["t1"]).To(BeEquivalentTo("hello"))
options = &redis.FTAggregateOptions{Load: []redis.FTAggregateLoad{{Field: "t2"}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["t2"]).To(BeEquivalentTo("world"))
options = &redis.FTAggregateOptions{LoadAll: true}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["t1"]).To(BeEquivalentTo("hello"))
Expect(res.Rows[0].Fields["t2"]).To(BeEquivalentTo("world"))
})
It("should FTAggregate apply", Label("search", "ftaggregate"), func() {
text1 := &redis.FieldSchema{FieldName: "PrimaryKey", FieldType: redis.SearchFieldTypeText, Sortable: true}
num1 := &redis.FieldSchema{FieldName: "CreatedDateTimeUTC", FieldType: redis.SearchFieldTypeNumeric, Sortable: true}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1, num1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "PrimaryKey", "9::362330", "CreatedDateTimeUTC", "637387878524969984")
client.HSet(ctx, "doc2", "PrimaryKey", "9::362329", "CreatedDateTimeUTC", "637387875859270016")
options := &redis.FTAggregateOptions{Apply: []redis.FTAggregateApply{{Field: "@CreatedDateTimeUTC * 10", As: "CreatedDateTimeUTC"}}}
res, err := client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Rows[0].Fields["CreatedDateTimeUTC"]).To(BeEquivalentTo("6373878785249699840"))
Expect(res.Rows[1].Fields["CreatedDateTimeUTC"]).To(BeEquivalentTo("6373878758592700416"))
})
It("should FTAggregate filter", Label("search", "ftaggregate"), func() {
text1 := &redis.FieldSchema{FieldName: "name", FieldType: redis.SearchFieldTypeText, Sortable: true}
num1 := &redis.FieldSchema{FieldName: "age", FieldType: redis.SearchFieldTypeNumeric, Sortable: true}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, text1, num1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "name", "bar", "age", "25")
client.HSet(ctx, "doc2", "name", "foo", "age", "19")
for _, dlc := range []int{1, 2} {
options := &redis.FTAggregateOptions{Filter: "@name=='foo' && @age < 20", DialectVersion: dlc}
res, err := client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(2))
Expect(res.Rows[0].Fields["name"]).To(BeEquivalentTo("foo"))
options = &redis.FTAggregateOptions{Filter: "@age > 15", DialectVersion: dlc, SortBy: []redis.FTAggregateSortBy{{FieldName: "@age"}}}
res, err = client.FTAggregateWithArgs(ctx, "idx1", "*", options).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(2))
Expect(res.Rows[0].Fields["age"]).To(BeEquivalentTo("19"))
Expect(res.Rows[1].Fields["age"]).To(BeEquivalentTo("25"))
}
})
It("should FTSearch SkipInitalScan", Label("search", "ftsearch"), func() {
client.HSet(ctx, "doc1", "foo", "bar")
text1 := &redis.FieldSchema{FieldName: "foo", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{SkipInitalScan: true}, text1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
res, err := client.FTSearch(ctx, "idx1", "@foo:bar").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(int64(0)))
})
It("should FTCreate json", Label("search", "ftcreate"), func() {
text1 := &redis.FieldSchema{FieldName: "$.name", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnJSON: true, Prefix: []interface{}{"king:"}}, text1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.JSONSet(ctx, "king:1", "$", `{"name": "henry"}`)
client.JSONSet(ctx, "king:2", "$", `{"name": "james"}`)
res, err := client.FTSearch(ctx, "idx1", "henry").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("king:1"))
Expect(res.Docs[0].Fields["$"]).To(BeEquivalentTo(`{"name":"henry"}`))
})
It("should FTCreate json fields as names", Label("search", "ftcreate"), func() {
text1 := &redis.FieldSchema{FieldName: "$.name", FieldType: redis.SearchFieldTypeText, As: "name"}
num1 := &redis.FieldSchema{FieldName: "$.age", FieldType: redis.SearchFieldTypeNumeric, As: "just_a_number"}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnJSON: true}, text1, num1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.JSONSet(ctx, "doc:1", "$", `{"name": "Jon", "age": 25}`)
res, err := client.FTSearchWithArgs(ctx, "idx1", "Jon", &redis.FTSearchOptions{Return: []redis.FTSearchReturn{{FieldName: "name"}, {FieldName: "just_a_number"}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("doc:1"))
Expect(res.Docs[0].Fields["name"]).To(BeEquivalentTo("Jon"))
Expect(res.Docs[0].Fields["just_a_number"]).To(BeEquivalentTo("25"))
})
It("should FTCreate CaseSensitive", Label("search", "ftcreate"), func() {
tag1 := &redis.FieldSchema{FieldName: "t", FieldType: redis.SearchFieldTypeTag, CaseSensitive: false}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, tag1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "1", "t", "HELLO")
client.HSet(ctx, "2", "t", "hello")
res, err := client.FTSearch(ctx, "idx1", "@t:{HELLO}").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(2))
Expect(res.Docs[0].ID).To(BeEquivalentTo("1"))
Expect(res.Docs[1].ID).To(BeEquivalentTo("2"))
resDrop, err := client.FTDropIndex(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDrop).To(BeEquivalentTo("OK"))
tag2 := &redis.FieldSchema{FieldName: "t", FieldType: redis.SearchFieldTypeTag, CaseSensitive: true}
val, err = client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, tag2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
res, err = client.FTSearch(ctx, "idx1", "@t:{HELLO}").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("1"))
})
It("should FTSearch ReturnFields", Label("search", "ftsearch"), func() {
resJson, err := client.JSONSet(ctx, "doc:1", "$", `{"t": "riceratops","t2": "telmatosaurus", "n": 9072, "flt": 97.2}`).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resJson).To(BeEquivalentTo("OK"))
text1 := &redis.FieldSchema{FieldName: "$.t", FieldType: redis.SearchFieldTypeText}
num1 := &redis.FieldSchema{FieldName: "$.flt", FieldType: redis.SearchFieldTypeNumeric}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnJSON: true}, text1, num1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
res, err := client.FTSearchWithArgs(ctx, "idx1", "*", &redis.FTSearchOptions{Return: []redis.FTSearchReturn{{FieldName: "$.t", As: "txt"}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("doc:1"))
Expect(res.Docs[0].Fields["txt"]).To(BeEquivalentTo("riceratops"))
res, err = client.FTSearchWithArgs(ctx, "idx1", "*", &redis.FTSearchOptions{Return: []redis.FTSearchReturn{{FieldName: "$.t2", As: "txt"}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("doc:1"))
Expect(res.Docs[0].Fields["txt"]).To(BeEquivalentTo("telmatosaurus"))
})
It("should FTSynUpdate", Label("search", "ftsynupdate"), func() {
text1 := &redis.FieldSchema{FieldName: "title", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "body", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnHash: true}, text1, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
resSynUpdate, err := client.FTSynUpdateWithArgs(ctx, "idx1", "id1", &redis.FTSynUpdateOptions{SkipInitialScan: true}, []interface{}{"boy", "child", "offspring"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSynUpdate).To(BeEquivalentTo("OK"))
client.HSet(ctx, "doc1", "title", "he is a baby", "body", "this is a test")
resSynUpdate, err = client.FTSynUpdateWithArgs(ctx, "idx1", "id1", &redis.FTSynUpdateOptions{SkipInitialScan: true}, []interface{}{"baby"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSynUpdate).To(BeEquivalentTo("OK"))
client.HSet(ctx, "doc2", "title", "he is another baby", "body", "another test")
res, err := client.FTSearchWithArgs(ctx, "idx1", "child", &redis.FTSearchOptions{Expander: "SYNONYM"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Docs[0].ID).To(BeEquivalentTo("doc2"))
Expect(res.Docs[0].Fields["title"]).To(BeEquivalentTo("he is another baby"))
Expect(res.Docs[0].Fields["body"]).To(BeEquivalentTo("another test"))
})
It("should FTSynDump", Label("search", "ftsyndump"), func() {
text1 := &redis.FieldSchema{FieldName: "title", FieldType: redis.SearchFieldTypeText}
text2 := &redis.FieldSchema{FieldName: "body", FieldType: redis.SearchFieldTypeText}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnHash: true}, text1, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
resSynUpdate, err := client.FTSynUpdate(ctx, "idx1", "id1", []interface{}{"boy", "child", "offspring"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSynUpdate).To(BeEquivalentTo("OK"))
resSynUpdate, err = client.FTSynUpdate(ctx, "idx1", "id1", []interface{}{"baby", "child"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSynUpdate).To(BeEquivalentTo("OK"))
resSynUpdate, err = client.FTSynUpdate(ctx, "idx1", "id1", []interface{}{"tree", "wood"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSynUpdate).To(BeEquivalentTo("OK"))
resSynDump, err := client.FTSynDump(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resSynDump[0].Term).To(BeEquivalentTo("baby"))
Expect(resSynDump[0].Synonyms).To(BeEquivalentTo([]string{"id1"}))
Expect(resSynDump[1].Term).To(BeEquivalentTo("wood"))
Expect(resSynDump[1].Synonyms).To(BeEquivalentTo([]string{"id1"}))
Expect(resSynDump[2].Term).To(BeEquivalentTo("boy"))
Expect(resSynDump[2].Synonyms).To(BeEquivalentTo([]string{"id1"}))
Expect(resSynDump[3].Term).To(BeEquivalentTo("tree"))
Expect(resSynDump[3].Synonyms).To(BeEquivalentTo([]string{"id1"}))
Expect(resSynDump[4].Term).To(BeEquivalentTo("child"))
Expect(resSynDump[4].Synonyms).To(BeEquivalentTo([]string{"id1"}))
Expect(resSynDump[5].Term).To(BeEquivalentTo("offspring"))
Expect(resSynDump[5].Synonyms).To(BeEquivalentTo([]string{"id1"}))
})
It("should FTCreate json with alias", Label("search", "ftcreate"), func() {
text1 := &redis.FieldSchema{FieldName: "$.name", FieldType: redis.SearchFieldTypeText, As: "name"}
num1 := &redis.FieldSchema{FieldName: "$.num", FieldType: redis.SearchFieldTypeNumeric, As: "num"}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnJSON: true, Prefix: []interface{}{"king:"}}, text1, num1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.JSONSet(ctx, "king:1", "$", `{"name": "henry", "num": 42}`)
client.JSONSet(ctx, "king:2", "$", `{"name": "james", "num": 3.14}`)
res, err := client.FTSearch(ctx, "idx1", "@name:henry").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("king:1"))
Expect(res.Docs[0].Fields["$"]).To(BeEquivalentTo(`{"name":"henry","num":42}`))
res, err = client.FTSearch(ctx, "idx1", "@num:[0 10]").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("king:2"))
Expect(res.Docs[0].Fields["$"]).To(BeEquivalentTo(`{"name":"james","num":3.14}`))
})
It("should FTCreate json with multipath", Label("search", "ftcreate"), func() {
tag1 := &redis.FieldSchema{FieldName: "$..name", FieldType: redis.SearchFieldTypeTag, As: "name"}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnJSON: true, Prefix: []interface{}{"king:"}}, tag1).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.JSONSet(ctx, "king:1", "$", `{"name": "henry", "country": {"name": "england"}}`)
res, err := client.FTSearch(ctx, "idx1", "@name:{england}").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("king:1"))
Expect(res.Docs[0].Fields["$"]).To(BeEquivalentTo(`{"name":"henry","country":{"name":"england"}}`))
})
It("should FTCreate json with jsonpath", Label("search", "ftcreate"), func() {
text1 := &redis.FieldSchema{FieldName: `$["prod:name"]`, FieldType: redis.SearchFieldTypeText, As: "name"}
text2 := &redis.FieldSchema{FieldName: `$.prod:name`, FieldType: redis.SearchFieldTypeText, As: "name_unsupported"}
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{OnJSON: true}, text1, text2).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.JSONSet(ctx, "doc:1", "$", `{"prod:name": "RediSearch"}`)
res, err := client.FTSearch(ctx, "idx1", "@name:RediSearch").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("doc:1"))
Expect(res.Docs[0].Fields["$"]).To(BeEquivalentTo(`{"prod:name":"RediSearch"}`))
res, err = client.FTSearch(ctx, "idx1", "@name_unsupported:RediSearch").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
res, err = client.FTSearchWithArgs(ctx, "idx1", "@name:RediSearch", &redis.FTSearchOptions{Return: []redis.FTSearchReturn{{FieldName: "name"}}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Total).To(BeEquivalentTo(1))
Expect(res.Docs[0].ID).To(BeEquivalentTo("doc:1"))
Expect(res.Docs[0].Fields["name"]).To(BeEquivalentTo("RediSearch"))
})
It("should FTCreate VECTOR", Label("search", "ftcreate"), func() {
hnswOptions := &redis.FTHNSWOptions{Type: "FLOAT32", Dim: 2, DistanceMetric: "L2"}
val, err := client.FTCreate(ctx, "idx1",
&redis.FTCreateOptions{},
&redis.FieldSchema{FieldName: "v", FieldType: redis.SearchFieldTypeVector, VectorArgs: &redis.FTVectorArgs{HNSWOptions: hnswOptions}}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "a", "v", "aaaaaaaa")
client.HSet(ctx, "b", "v", "aaaabaaa")
client.HSet(ctx, "c", "v", "aaaaabaa")
searchOptions := &redis.FTSearchOptions{
Return: []redis.FTSearchReturn{{FieldName: "__v_score"}},
SortBy: []redis.FTSearchSortBy{{FieldName: "__v_score", Asc: true}},
DialectVersion: 2,
Params: map[string]interface{}{"vec": "aaaaaaaa"},
}
res, err := client.FTSearchWithArgs(ctx, "idx1", "*=>[KNN 2 @v $vec]", searchOptions).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Docs[0].ID).To(BeEquivalentTo("a"))
Expect(res.Docs[0].Fields["__v_score"]).To(BeEquivalentTo("0"))
})
It("should FTCreate and FTSearch text params", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "name", FieldType: redis.SearchFieldTypeText}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "name", "Alice")
client.HSet(ctx, "doc2", "name", "Bob")
client.HSet(ctx, "doc3", "name", "Carol")
res1, err := client.FTSearchWithArgs(ctx, "idx1", "@name:($name1 | $name2 )", &redis.FTSearchOptions{Params: map[string]interface{}{"name1": "Alice", "name2": "Bob"}, DialectVersion: 2}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(2)))
Expect(res1.Docs[0].ID).To(BeEquivalentTo("doc1"))
Expect(res1.Docs[1].ID).To(BeEquivalentTo("doc2"))
})
It("should FTCreate and FTSearch numeric params", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "numval", FieldType: redis.SearchFieldTypeNumeric}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "numval", 101)
client.HSet(ctx, "doc2", "numval", 102)
client.HSet(ctx, "doc3", "numval", 103)
res1, err := client.FTSearchWithArgs(ctx, "idx1", "@numval:[$min $max]", &redis.FTSearchOptions{Params: map[string]interface{}{"min": 101, "max": 102}, DialectVersion: 2}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(2)))
Expect(res1.Docs[0].ID).To(BeEquivalentTo("doc1"))
Expect(res1.Docs[1].ID).To(BeEquivalentTo("doc2"))
})
It("should FTCreate and FTSearch geo params", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "g", FieldType: redis.SearchFieldTypeGeo}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "doc1", "g", "29.69465, 34.95126")
client.HSet(ctx, "doc2", "g", "29.69350, 34.94737")
client.HSet(ctx, "doc3", "g", "29.68746, 34.94882")
res1, err := client.FTSearchWithArgs(ctx, "idx1", "@g:[$lon $lat $radius $units]", &redis.FTSearchOptions{Params: map[string]interface{}{"lat": "34.95126", "lon": "29.69465", "radius": 1000, "units": "km"}, DialectVersion: 2}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(3)))
Expect(res1.Docs[0].ID).To(BeEquivalentTo("doc1"))
Expect(res1.Docs[1].ID).To(BeEquivalentTo("doc2"))
Expect(res1.Docs[2].ID).To(BeEquivalentTo("doc3"))
})
It("should FTConfigSet and FTConfigGet dialect", Label("search", "ftconfigget", "ftconfigset"), func() {
res, err := client.FTConfigSet(ctx, "DEFAULT_DIALECT", "1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res).To(BeEquivalentTo("OK"))
defDialect, err := client.FTConfigGet(ctx, "DEFAULT_DIALECT").Result()
Expect(err).NotTo(HaveOccurred())
Expect(defDialect).To(BeEquivalentTo(map[string]interface{}{"DEFAULT_DIALECT": "1"}))
res, err = client.FTConfigSet(ctx, "DEFAULT_DIALECT", "2").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res).To(BeEquivalentTo("OK"))
defDialect, err = client.FTConfigGet(ctx, "DEFAULT_DIALECT").Result()
Expect(err).NotTo(HaveOccurred())
Expect(defDialect).To(BeEquivalentTo(map[string]interface{}{"DEFAULT_DIALECT": "2"}))
})
It("should FTCreate WithSuffixtrie", Label("search", "ftcreate", "ftinfo"), func() {
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
res, err := client.FTInfo(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Attributes[0].Attribute).To(BeEquivalentTo("txt"))
resDrop, err := client.FTDropIndex(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDrop).To(BeEquivalentTo("OK"))
// create withsuffixtrie index - text field
val, err = client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "txt", FieldType: redis.SearchFieldTypeText, WithSuffixtrie: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
res, err = client.FTInfo(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Attributes[0].WithSuffixtrie).To(BeTrue())
resDrop, err = client.FTDropIndex(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(resDrop).To(BeEquivalentTo("OK"))
// create withsuffixtrie index - tag field
val, err = client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "t", FieldType: redis.SearchFieldTypeTag, WithSuffixtrie: true}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
res, err = client.FTInfo(ctx, "idx1").Result()
Expect(err).NotTo(HaveOccurred())
Expect(res.Attributes[0].WithSuffixtrie).To(BeTrue())
})
It("should FTCreate GeoShape", Label("search", "ftcreate", "ftsearch"), func() {
val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "geom", FieldType: redis.SearchFieldTypeGeoShape, GeoShapeFieldType: "FLAT"}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(val).To(BeEquivalentTo("OK"))
WaitForIndexing(client, "idx1")
client.HSet(ctx, "small", "geom", "POLYGON((1 1, 1 100, 100 100, 100 1, 1 1))")
client.HSet(ctx, "large", "geom", "POLYGON((1 1, 1 200, 200 200, 200 1, 1 1))")
res1, err := client.FTSearchWithArgs(ctx, "idx1", "@geom:[WITHIN $poly]",
&redis.FTSearchOptions{
DialectVersion: 3,
Params: map[string]interface{}{"poly": "POLYGON((0 0, 0 150, 150 150, 150 0, 0 0))"},
}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res1.Total).To(BeEquivalentTo(int64(1)))
Expect(res1.Docs[0].ID).To(BeEquivalentTo("small"))
res2, err := client.FTSearchWithArgs(ctx, "idx1", "@geom:[CONTAINS $poly]",
&redis.FTSearchOptions{
DialectVersion: 3,
Params: map[string]interface{}{"poly": "POLYGON((2 2, 2 50, 50 50, 50 2, 2 2))"},
}).Result()
Expect(err).NotTo(HaveOccurred())
Expect(res2.Total).To(BeEquivalentTo(int64(2)))
})
})
// It("should FTProfile Search and Aggregate", Label("search", "ftprofile"), func() {
// val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "t", FieldType: redis.SearchFieldTypeText}).Result()
// Expect(err).NotTo(HaveOccurred())
// Expect(val).To(BeEquivalentTo("OK"))
// WaitForIndexing(client, "idx1")
// client.HSet(ctx, "1", "t", "hello")
// client.HSet(ctx, "2", "t", "world")
// // FTProfile Search
// query := redis.FTSearchQuery("hello|world", &redis.FTSearchOptions{NoContent: true})
// res1, err := client.FTProfile(ctx, "idx1", false, query).Result()
// Expect(err).NotTo(HaveOccurred())
// panic(res1)
// Expect(len(res1["results"].([]interface{}))).To(BeEquivalentTo(3))
// resProfile := res1["profile"].(map[interface{}]interface{})
// Expect(resProfile["Parsing time"].(float64) < 0.5).To(BeTrue())
// iterProfile0 := resProfile["Iterators profile"].([]interface{})[0].(map[interface{}]interface{})
// Expect(iterProfile0["Counter"]).To(BeEquivalentTo(2.0))
// Expect(iterProfile0["Type"]).To(BeEquivalentTo("UNION"))
// // FTProfile Aggregate
// aggQuery := redis.FTAggregateQuery("*", &redis.FTAggregateOptions{
// Load: []redis.FTAggregateLoad{{Field: "t"}},
// Apply: []redis.FTAggregateApply{{Field: "startswith(@t, 'hel')", As: "prefix"}}})
// res2, err := client.FTProfile(ctx, "idx1", false, aggQuery).Result()
// Expect(err).NotTo(HaveOccurred())
// Expect(len(res2["results"].([]interface{}))).To(BeEquivalentTo(2))
// resProfile = res2["profile"].(map[interface{}]interface{})
// iterProfile0 = resProfile["Iterators profile"].([]interface{})[0].(map[interface{}]interface{})
// Expect(iterProfile0["Counter"]).To(BeEquivalentTo(2))
// Expect(iterProfile0["Type"]).To(BeEquivalentTo("WILDCARD"))
// })
// It("should FTProfile Search Limited", Label("search", "ftprofile"), func() {
// val, err := client.FTCreate(ctx, "idx1", &redis.FTCreateOptions{}, &redis.FieldSchema{FieldName: "t", FieldType: redis.SearchFieldTypeText}).Result()
// Expect(err).NotTo(HaveOccurred())
// Expect(val).To(BeEquivalentTo("OK"))
// WaitForIndexing(client, "idx1")
// client.HSet(ctx, "1", "t", "hello")
// client.HSet(ctx, "2", "t", "hell")
// client.HSet(ctx, "3", "t", "help")
// client.HSet(ctx, "4", "t", "helowa")
// // FTProfile Search
// query := redis.FTSearchQuery("%hell% hel*", &redis.FTSearchOptions{})
// res1, err := client.FTProfile(ctx, "idx1", true, query).Result()
// Expect(err).NotTo(HaveOccurred())
// resProfile := res1["profile"].(map[interface{}]interface{})
// iterProfile0 := resProfile["Iterators profile"].([]interface{})[0].(map[interface{}]interface{})
// Expect(iterProfile0["Type"]).To(BeEquivalentTo("INTERSECT"))
// Expect(len(res1["results"].([]interface{}))).To(BeEquivalentTo(3))
// Expect(iterProfile0["Child iterators"].([]interface{})[0].(map[interface{}]interface{})["Child iterators"]).To(BeEquivalentTo("The number of iterators in the union is 3"))
// Expect(iterProfile0["Child iterators"].([]interface{})[1].(map[interface{}]interface{})["Child iterators"]).To(BeEquivalentTo("The number of iterators in the union is 4"))
// })
// It("should FTProfile Search query params", Label("search", "ftprofile"), func() {
// hnswOptions := &redis.FTHNSWOptions{Type: "FLOAT32", Dim: 2, DistanceMetric: "L2"}
// val, err := client.FTCreate(ctx, "idx1",
// &redis.FTCreateOptions{},
// &redis.FieldSchema{FieldName: "v", FieldType: redis.SearchFieldTypeVector, VectorArgs: &redis.FTVectorArgs{HNSWOptions: hnswOptions}}).Result()
// Expect(err).NotTo(HaveOccurred())
// Expect(val).To(BeEquivalentTo("OK"))
// WaitForIndexing(client, "idx1")
// client.HSet(ctx, "a", "v", "aaaaaaaa")
// client.HSet(ctx, "b", "v", "aaaabaaa")
// client.HSet(ctx, "c", "v", "aaaaabaa")
// // FTProfile Search
// searchOptions := &redis.FTSearchOptions{
// Return: []redis.FTSearchReturn{{FieldName: "__v_score"}},
// SortBy: []redis.FTSearchSortBy{{FieldName: "__v_score", Asc: true}},
// DialectVersion: 2,
// Params: map[string]interface{}{"vec": "aaaaaaaa"},
// }
// query := redis.FTSearchQuery("*=>[KNN 2 @v $vec]", searchOptions)
// res1, err := client.FTProfile(ctx, "idx1", false, query).Result()
// Expect(err).NotTo(HaveOccurred())
// resProfile := res1["profile"].(map[interface{}]interface{})
// iterProfile0 := resProfile["Iterators profile"].([]interface{})[0].(map[interface{}]interface{})
// Expect(iterProfile0["Counter"]).To(BeEquivalentTo(2))
// Expect(iterProfile0["Type"]).To(BeEquivalentTo(redis.SearchFieldTypeVector.String()))
// Expect(res1["total_results"]).To(BeEquivalentTo(2))
// results0 := res1["results"].([]interface{})[0].(map[interface{}]interface{})
// Expect(results0["id"]).To(BeEquivalentTo("a"))
// Expect(results0["extra_attributes"].(map[interface{}]interface{})["__v_score"]).To(BeEquivalentTo("0"))
// })