From 8b395056712a9efcdbb8fbfb188ca3eea9120add Mon Sep 17 00:00:00 2001 From: Shitij Agrawal <21.shitijagrawal@gmail.com> Date: Sat, 22 Jun 2024 11:47:08 +0530 Subject: [PATCH 1/7] Update client.go Added SetIndexName function to set the index name. This function is super useful when we want to address different indexes with single connection pool --- redisearch/client.go | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/redisearch/client.go b/redisearch/client.go index f071d5d..99cd765 100644 --- a/redisearch/client.go +++ b/redisearch/client.go @@ -47,6 +47,11 @@ func NewClientFromPool(pool *redis.Pool, name string) *Client { return ret } +// SetIndexName set the index name +func (i *Client) SetIndexName(name string) { + i.name = name +} + // CreateIndex configures the index and creates it on redis func (i *Client) CreateIndex(schema *Schema) (err error) { return i.indexWithDefinition(i.name, schema, nil) From daf0b620dd0f1d59c2c7f0ecd48c8f3086ba71c3 Mon Sep 17 00:00:00 2001 From: Shitij Agrawal <21.shitijagrawal@gmail.com> Date: Mon, 24 Jun 2024 10:03:02 +0530 Subject: [PATCH 2/7] Add files via upload --- redisearch/client.go | 11 ++++++++++- redisearch/document.go | 2 +- 2 files changed, 11 insertions(+), 2 deletions(-) diff --git a/redisearch/client.go b/redisearch/client.go index 99cd765..764e0da 100644 --- a/redisearch/client.go +++ b/redisearch/client.go @@ -2,6 +2,7 @@ package redisearch import ( "errors" + "fmt" "log" "reflect" "strconv" @@ -94,6 +95,11 @@ func (i *Client) AddField(f Field) error { return err } +// GetConnection to get the connection +func (i *Client) GetConnection() redis.Conn { + return i.pool.Get() +} + // Index indexes a list of documents with the default options func (i *Client) Index(docs ...Document) error { return i.IndexOptions(DefaultIndexingOptions, docs...) @@ -108,6 +114,8 @@ func (i *Client) Search(q *Query) (docs []Document, total int, err error) { args := redis.Args{i.name} args = append(args, q.serialize()...) + fmt.Println("FT.SEARCH ", args) + res, err := redis.Values(conn.Do("FT.SEARCH", args...)) if err != nil { return @@ -135,10 +143,11 @@ func (i *Client) Search(q *Query) (docs []Document, total int, err error) { fieldsIdx = skip skip++ } + if len(res) > skip { for i := 1; i < len(res); i += skip { - if d, e := loadDocument(res, i, scoreIdx, payloadIdx, fieldsIdx); e == nil { + if d, e := LoadDocument(res, i, scoreIdx, payloadIdx, fieldsIdx); e == nil { docs = append(docs, d) } else { log.Print("Error parsing doc: ", e) diff --git a/redisearch/document.go b/redisearch/document.go index c45e461..e1b42f4 100644 --- a/redisearch/document.go +++ b/redisearch/document.go @@ -88,7 +88,7 @@ func EscapeTextFileString(value string) string { // internal function // loadDocument convert the result from a redis query to a proper Document object -func loadDocument(arr []interface{}, idIdx, scoreIdx, payloadIdx, fieldsIdx int) (Document, error) { +func LoadDocument(arr []interface{}, idIdx, scoreIdx, payloadIdx, fieldsIdx int) (Document, error) { var score float64 = 1 var err error From b8d9ce58aa4491d1d602be6a068ccf1f1158d63d Mon Sep 17 00:00:00 2001 From: Shitij Agrawal <21.shitijagrawal@gmail.com> Date: Mon, 24 Jun 2024 10:04:25 +0530 Subject: [PATCH 3/7] Update client.go --- redisearch/client.go | 2 -- 1 file changed, 2 deletions(-) diff --git a/redisearch/client.go b/redisearch/client.go index 764e0da..3d841ba 100644 --- a/redisearch/client.go +++ b/redisearch/client.go @@ -114,8 +114,6 @@ func (i *Client) Search(q *Query) (docs []Document, total int, err error) { args := redis.Args{i.name} args = append(args, q.serialize()...) - fmt.Println("FT.SEARCH ", args) - res, err := redis.Values(conn.Do("FT.SEARCH", args...)) if err != nil { return From c24196543b232c65cf060f295a27c6e7d876fc91 Mon Sep 17 00:00:00 2001 From: Shitij Agrawal <21.shitijagrawal@gmail.com> Date: Mon, 24 Jun 2024 10:05:08 +0530 Subject: [PATCH 4/7] Update go.mod --- go.mod | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/go.mod b/go.mod index 95723dc..531a88e 100644 --- a/go.mod +++ b/go.mod @@ -1,4 +1,4 @@ -module github.com/RediSearch/redisearch-go/v2 +module github.com/mr-shitij/RediSearch/redisearch-go/v2 go 1.16 From 6b98c5ccd7e0d7302002dcd6062a199c84400486 Mon Sep 17 00:00:00 2001 From: Shitij Agrawal <21.shitijagrawal@gmail.com> Date: Mon, 24 Jun 2024 10:30:13 +0530 Subject: [PATCH 5/7] Update go.mod --- go.mod | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/go.mod b/go.mod index 531a88e..95723dc 100644 --- a/go.mod +++ b/go.mod @@ -1,4 +1,4 @@ -module github.com/mr-shitij/RediSearch/redisearch-go/v2 +module github.com/RediSearch/redisearch-go/v2 go 1.16 From 44ac6f1bb951ba64a1591dcaf4c229e8df575cda Mon Sep 17 00:00:00 2001 From: mr-shitij <21.shitijagrawal@gmail.com> Date: Mon, 1 Jul 2024 13:21:36 +0530 Subject: [PATCH 6/7] Redisearch Vector Example Added. --- examples/redisearch_vector/go.mod | 11 + examples/redisearch_vector/go.sum | 271 ++++++++++++++++++ .../redisearch_vector/redisearch_vector.go | 227 +++++++++++++++ go.sum | 254 +++++++++++++++- redisearch/client.go | 14 +- redisearch/document.go | 2 +- 6 files changed, 764 insertions(+), 15 deletions(-) create mode 100644 examples/redisearch_vector/go.mod create mode 100644 examples/redisearch_vector/go.sum create mode 100644 examples/redisearch_vector/redisearch_vector.go diff --git a/examples/redisearch_vector/go.mod b/examples/redisearch_vector/go.mod new file mode 100644 index 0000000..f7577a3 --- /dev/null +++ b/examples/redisearch_vector/go.mod @@ -0,0 +1,11 @@ +module redisearch_vector + +go 1.16 + +require ( + github.com/RediSearch/redisearch-go/v2 v2.1.1 + github.com/gomodule/redigo v1.8.9 + github.com/google/uuid v1.6.0 + github.com/redis/rueidis v1.0.40 + github.com/sashabaranov/go-openai v1.26.2 +) diff --git a/examples/redisearch_vector/go.sum b/examples/redisearch_vector/go.sum new file mode 100644 index 0000000..81b79a9 --- /dev/null +++ b/examples/redisearch_vector/go.sum @@ -0,0 +1,271 @@ +github.com/RediSearch/redisearch-go/v2 v2.1.1 h1:cCn3i40uLsVD8cxwrdrGfhdAgbR5Cld9q11eYyVOwpM= +github.com/RediSearch/redisearch-go/v2 v2.1.1/go.mod 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v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= +gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA= +gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= diff --git a/examples/redisearch_vector/redisearch_vector.go b/examples/redisearch_vector/redisearch_vector.go new file mode 100644 index 0000000..4a3b848 --- /dev/null +++ b/examples/redisearch_vector/redisearch_vector.go @@ -0,0 +1,227 @@ +package main + +import ( + "context" + "fmt" + "github.com/RediSearch/redisearch-go/v2/redisearch" + "github.com/gomodule/redigo/redis" + "github.com/google/uuid" + "github.com/redis/rueidis" + "github.com/sashabaranov/go-openai" + "log" + "strings" + "time" +) + +const ( + INDEX_NAME = "MY_INDEX" + DIMS = 1536 + DB = 0 + API_KEY = "SOME_OPENAI_API_KEY" + TIMEOUT = 30 * time.Second + ADDRESS = "localhost:6379" + PASSWORD = "secrete_password" +) + +func InitRedis() (*redisearch.Client, error) { + pool := &redis.Pool{ + Dial: func() (redis.Conn, error) { + return redis.Dial("tcp", ADDRESS, + redis.DialPassword(PASSWORD), + redis.DialDatabase(DB), + ) + }, + } + + client := redisearch.NewClientFromPool(pool, INDEX_NAME) + return client, nil +} + +func CreateSchema(database *redisearch.Client) error { + sc := redisearch.NewSchema(redisearch.DefaultOptions). + AddField(redisearch.NewTextFieldOptions("chat", redisearch.TextFieldOptions{NoStem: true, NoIndex: true})). + AddField(redisearch.NewVectorFieldOptions("chat_embeddings", redisearch.VectorFieldOptions{ + Algorithm: redisearch.Flat, + Attributes: map[string]interface{}{ + "DIM": DIMS, + "DISTANCE_METRIC": "COSINE", + "TYPE": "FLOAT32", + }, + })) + + _ = database.Drop() + + if err := database.CreateIndex(sc); err != nil { + return fmt.Errorf("failed to create index: %w", err) + } + + return nil +} + +func AddVector(chat string, database *redisearch.Client) error { + key := uuid.New().String() + vector, err := ApiEmbedding(chat) + if err != nil { + return fmt.Errorf("failed to generate embedding: %w", err) + } + + doc := redisearch.NewDocument(key, 1.0) + doc.Set("chat", chat). + Set("chat_embeddings", rueidis.VectorString32(vector)) + + if err := database.Index([]redisearch.Document{doc}...); err != nil { + return fmt.Errorf("failed to index document: %w", err) + } + + return nil +} + +func ApiEmbedding(input string) ([]float32, error) { + input = strings.TrimSpace(input) + if input == "" { + return nil, fmt.Errorf("input is empty") + } + + client := openai.NewClient(API_KEY) + ctx, cancel := context.WithTimeout(context.Background(), TIMEOUT) + defer cancel() + + req := openai.EmbeddingRequest{ + Input: []string{input}, + Model: openai.AdaEmbeddingV2, + } + + resp, err := client.CreateEmbeddings(ctx, req) + if err != nil { + return nil, fmt.Errorf("error creating embeddings: %w", err) + } + + if len(resp.Data) == 0 { + return nil, fmt.Errorf("no embeddings found for the input") + } + + embedding := resp.Data[0].Embedding + return embedding, nil +} + +func AddData(client *redisearch.Client) error { + data := []struct { + category string + texts []string + }{ + { + category: "Technology and Innovation", + texts: []string{ + "Artificial intelligence is transforming industries by automating tasks and enhancing decision-making.", + "The rise of virtual reality has opened new possibilities for remote learning and immersive gaming.", + "Self-driving cars are poised to revolutionize the way we commute, reducing accidents and traffic congestion.", + "Wearable technology, like smartwatches, is making it easier for people to monitor their health metrics in real time.", + "Advances in renewable energy technologies are crucial for combating climate change and reducing global reliance on fossil fuels.", + }, + }, + { + category: "Travel and Exploration", + texts: []string{ + "Backpacking across Europe offers an intimate glimpse into the rich history and diverse cultures of the continent.", + "The popularity of eco-tourism is helping to preserve natural habitats while providing travelers with unique experiences.", + "Exploring the coral reefs of Australia is a breathtaking adventure that highlights the beauty of marine biodiversity.", + "Historical landmarks, from the Great Wall of China to the pyramids of Egypt, tell stories of ancient civilizations.", + "Culinary tours in cities like Paris and Tokyo allow travelers to explore the local flavors and culinary traditions.", + }, + }, + { + category: "Health and Wellness", + texts: []string{ + "Regular exercise is key to maintaining physical health and improving overall well-being.", + "Mental health is gaining recognition as a critical aspect of overall health, with mindfulness and meditation becoming more popular.", + "The benefits of a balanced diet are well-documented, including improved energy levels and better immune system function.", + "Sleep hygiene plays a crucial role in physical and mental health, impacting mood, cognition, and performance.", + "The rise of telemedicine is making healthcare more accessible, allowing patients to consult with doctors remotely.", + }, + }, + { + category: "Education and Learning", + texts: []string{ + "Online education platforms are expanding access to learning opportunities for people around the world.", + "The integration of technology in classrooms is enhancing interactive learning and engagement among students.", + "Lifelong learning is essential for career development and staying current with evolving industry trends.", + "Critical thinking and problem-solving are fundamental skills that education systems aim to instill in students.", + "Bilingual education has numerous cognitive benefits, including better memory and enhanced problem-solving skills.", + }, + }, + } + + for _, category := range data { + fmt.Printf("Adding data for category: %s\n", category.category) + for _, text := range category.texts { + if err := AddVector(text, client); err != nil { + return fmt.Errorf("failed to add data to vector cache for category %s: %w", category.category, err) + } + time.Sleep(time.Second * 2) // Reduced sleep time for faster execution + } + } + + fmt.Println("All data loaded successfully!") + return nil +} + +func SearchInVectorCache(userQueryEmbedding []float32, database *redisearch.Client) (docs []redisearch.Document, total int, err error) { + maxLimit := 5 + userQueryParsed := rueidis.VectorString32(userQueryEmbedding) + + r := redisearch.Query{ + Raw: fmt.Sprintf("(*)=>[KNN 10 @chat_embeddings $query_vector AS vector_dist]"), + Params: map[string]interface{}{ + "query_vector": userQueryParsed, + }, + Dialect: 2, + SortBy: &redisearch.SortingKey{ + Field: "vector_dist", + }, + ReturnFields: []string{"chat", "vector_dist"}, + } + query := r.Limit(0, maxLimit) + docs, total, err = database.Search(query) + if err != nil { + return nil, -1, fmt.Errorf("failed to perform search: %w", err) + } + + return +} + +func main() { + client, err := InitRedis() + if err != nil { + log.Fatalf("Failed to initialize Redis client: %v", err) + } + fmt.Println("Connection established successfully!") + + if err := CreateSchema(client); err != nil { + log.Fatalf("Failed to create chat schema: %v", err) + } + fmt.Println("Schema creation successful!") + + if err := AddData(client); err != nil { + log.Fatalf("Failed to add data: %v", err) + } + + fmt.Println("Data Added Successfully ..!!") + + queryText := "Wearable technology, like smartwatches, is making it easier for people" + vec, err := ApiEmbedding(queryText) + if err != nil { + log.Fatalf("Failed to create embedding: %v", err) + } + + docs, total, err := SearchInVectorCache(vec, client) + if err != nil { + log.Fatalf("Failed to search in vector cache: %v", err) + } + + fmt.Println("Search Results:") + fmt.Println("Total Results: ", total) + for i, doc := range docs { + fmt.Printf("%d. %s\n", i+1, doc.Properties["chat"]) + fmt.Printf("%s\n\n", doc.Properties["vector_dist"]) + } +} diff --git a/go.sum b/go.sum index 5a28e4c..ed9fcf0 100644 --- a/go.sum +++ b/go.sum @@ -1,18 +1,270 @@ +github.com/chzyer/logex v1.1.10/go.mod h1:+Ywpsq7O8HXn0nuIou7OrIPyXbp3wmkHB+jjWRnGsAI= +github.com/chzyer/logex v1.2.0/go.mod h1:9+9sk7u7pGNWYMkh0hdiL++6OeibzJccyQU4p4MedaY= +github.com/chzyer/readline v0.0.0-20180603132655-2972be24d48e/go.mod h1:nSuG5e5PlCu98SY8svDHJxuZscDgtXS6KTTbou5AhLI= +github.com/chzyer/readline v1.5.0/go.mod h1:x22KAscuvRqlLoK9CsoYsmxoXZMMFVyOl86cAH8qUic= +github.com/chzyer/test v0.0.0-20180213035817-a1ea475d72b1/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU= +github.com/chzyer/test v0.0.0-20210722231415-061457976a23/go.mod h1:Q3SI9o4m/ZMnBNeIyt5eFwwo7qiLfzFZmjNmxjkiQlU= +github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E= github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38= github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c= github.com/davecgh/go-spew 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v2.4.0/go.mod h1:RDklbk79AGWmwhnvt/jBztapEOGDOx6ZbXqjP6csGnQ= gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA= gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM= diff --git a/redisearch/client.go b/redisearch/client.go index 3d841ba..f071d5d 100644 --- a/redisearch/client.go +++ b/redisearch/client.go @@ -2,7 +2,6 @@ package redisearch import ( "errors" - "fmt" "log" "reflect" "strconv" @@ -48,11 +47,6 @@ func NewClientFromPool(pool *redis.Pool, name string) *Client { return ret } -// SetIndexName set the index name -func (i *Client) SetIndexName(name string) { - i.name = name -} - // CreateIndex configures the index and creates it on redis func (i *Client) CreateIndex(schema *Schema) (err error) { return i.indexWithDefinition(i.name, schema, nil) @@ -95,11 +89,6 @@ func (i *Client) AddField(f Field) error { return err } -// GetConnection to get the connection -func (i *Client) GetConnection() redis.Conn { - return i.pool.Get() -} - // Index indexes a list of documents with the default options func (i *Client) Index(docs ...Document) error { return i.IndexOptions(DefaultIndexingOptions, docs...) @@ -141,11 +130,10 @@ func (i *Client) Search(q *Query) (docs []Document, total int, err error) { fieldsIdx = skip skip++ } - if len(res) > skip { for i := 1; i < len(res); i += skip { - if d, e := LoadDocument(res, i, scoreIdx, payloadIdx, fieldsIdx); e == nil { + if d, e := loadDocument(res, i, scoreIdx, payloadIdx, fieldsIdx); e == nil { docs = append(docs, d) } else { log.Print("Error parsing doc: ", e) diff --git a/redisearch/document.go b/redisearch/document.go index e1b42f4..c45e461 100644 --- a/redisearch/document.go +++ b/redisearch/document.go @@ -88,7 +88,7 @@ func EscapeTextFileString(value string) string { // internal function // loadDocument convert the result from a redis query to a proper Document object -func LoadDocument(arr []interface{}, idIdx, scoreIdx, payloadIdx, fieldsIdx int) (Document, error) { +func loadDocument(arr []interface{}, idIdx, scoreIdx, payloadIdx, fieldsIdx int) (Document, error) { var score float64 = 1 var err error From 401b06e3583abc35572f1fb8a5bf89a06388d6e5 Mon Sep 17 00:00:00 2001 From: mr-shitij <21.shitijagrawal@gmail.com> Date: Mon, 1 Jul 2024 13:21:57 +0530 Subject: [PATCH 7/7] Redisearch Vector Example Added. --- examples/redisearch_vector/redisearch_vector.go | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/examples/redisearch_vector/redisearch_vector.go b/examples/redisearch_vector/redisearch_vector.go index 4a3b848..5a0a168 100644 --- a/examples/redisearch_vector/redisearch_vector.go +++ b/examples/redisearch_vector/redisearch_vector.go @@ -13,16 +13,18 @@ import ( "time" ) +// Constants for configuration const ( INDEX_NAME = "MY_INDEX" - DIMS = 1536 - DB = 0 + DIMS = 1536 // Dimensions for the vector embeddings + DB = 0 // Redis database number API_KEY = "SOME_OPENAI_API_KEY" TIMEOUT = 30 * time.Second ADDRESS = "localhost:6379" PASSWORD = "secrete_password" ) +// InitRedis initializes and returns a Redis client func InitRedis() (*redisearch.Client, error) { pool := &redis.Pool{ Dial: func() (redis.Conn, error) { @@ -37,6 +39,7 @@ func InitRedis() (*redisearch.Client, error) { return client, nil } +// CreateSchema sets up the Redis search index schema func CreateSchema(database *redisearch.Client) error { sc := redisearch.NewSchema(redisearch.DefaultOptions). AddField(redisearch.NewTextFieldOptions("chat", redisearch.TextFieldOptions{NoStem: true, NoIndex: true})). @@ -58,6 +61,7 @@ func CreateSchema(database *redisearch.Client) error { return nil } +// AddVector adds a new vector to the Redis index func AddVector(chat string, database *redisearch.Client) error { key := uuid.New().String() vector, err := ApiEmbedding(chat) @@ -76,6 +80,7 @@ func AddVector(chat string, database *redisearch.Client) error { return nil } +// ApiEmbedding generates an embedding for the given input using OpenAI API func ApiEmbedding(input string) ([]float32, error) { input = strings.TrimSpace(input) if input == "" { @@ -104,7 +109,9 @@ func ApiEmbedding(input string) ([]float32, error) { return embedding, nil } +// AddData populates the Redis index with sample data func AddData(client *redisearch.Client) error { + // ... [sample data] data := []struct { category string texts []string @@ -165,6 +172,7 @@ func AddData(client *redisearch.Client) error { return nil } +// SearchInVectorCache performs a KNN search in the Redis index func SearchInVectorCache(userQueryEmbedding []float32, database *redisearch.Client) (docs []redisearch.Document, total int, err error) { maxLimit := 5 userQueryParsed := rueidis.VectorString32(userQueryEmbedding)