// _ _ // __ _____ __ ___ ___ __ _| |_ ___ // \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ // \ V V / __/ (_| |\ V /| | (_| | || __/ // \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| // // Copyright © 2016 - 2025 Weaviate B.V. All rights reserved. // // CONTACT: hello@weaviate.io // package generative import ( "encoding/json" "fmt" "regexp" "strings" "github.com/pkg/errors" "github.com/weaviate/weaviate/entities/modulecapabilities" ) var compile, _ = regexp.Compile(`{([\w\s]*?)}`) func Text(properties *modulecapabilities.GenerateProperties) map[string]string { if properties != nil && len(properties.Text) > 0 { return properties.Text } return nil } func Texts(properties []*modulecapabilities.GenerateProperties) []map[string]string { texts := make([]map[string]string, 0, len(properties)) for _, prop := range properties { if prop != nil && len(prop.Text) > 0 { texts = append(texts, prop.Text) } } return texts } func Blobs(properties []*modulecapabilities.GenerateProperties) []map[string]*string { blobs := make([]map[string]*string, 0, len(properties)) for _, prop := range properties { if prop != nil && len(prop.Blob) > 0 { blobs = append(blobs, prop.Blob) } } return blobs } // ParseImageProperties parses the user-supplied base64 images in inputImages and server-stored base64 images in storedImagePropertiesArray based on the inputImageProperties. // // It returns a slice of pointers to base64 strings in order to optimise for memory usage when dealing with large images. func ParseImageProperties(inputBase64Images []*string, inputImagePropertyNames []string, storedBase64ImagesArray []map[string]*string) []*string { images := []*string{} if len(storedBase64ImagesArray) > 0 { for _, storedBase64Images := range storedBase64ImagesArray { for _, inputImagePropertyName := range inputImagePropertyNames { images = append(images, storedBase64Images[inputImagePropertyName]) } } } images = append(images, inputBase64Images...) return images } func MakeTaskPrompt(textProperties []map[string]string, task string) (string, error) { marshal, err := json.Marshal(textProperties) if err != nil { return "", errors.Wrap(err, "marshal text properties") } task = compile.ReplaceAllStringFunc(task, func(match string) string { match = strings.Trim(match, "{}") for _, textProperty := range textProperties { if val, ok := textProperty[match]; ok { return val } } return match }) if len(marshal) > 0 { return fmt.Sprintf("%s: %s", task, marshal), nil } return fmt.Sprint(task), nil } func MakeSinglePrompt(textProperties map[string]string, prompt string) (string, error) { all := compile.FindAll([]byte(prompt), -1) for _, match := range all { originalProperty := string(match) replacedProperty := compile.FindStringSubmatch(originalProperty)[1] replacedProperty = strings.TrimSpace(replacedProperty) value := textProperties[replacedProperty] if value == "" { return "", errors.Errorf("Following property has empty value: '%v'. Make sure you spell the property name correctly, verify that the property exists and has a value", replacedProperty) } prompt = strings.ReplaceAll(prompt, originalProperty, value) } return prompt, nil }