vectorizer

package
v1.19.2 Latest Latest
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Published: May 11, 2023 License: BSD-3-Clause Imports: 10 Imported by: 0

Documentation

Index

Constants

View Source
const (
	DefaultOpenAIDocumentType    = "text"
	DefaultOpenAIModel           = "ada"
	DefaultVectorizeClassName    = true
	DefaultPropertyIndexed       = true
	DefaultVectorizePropertyName = false
)

Variables

This section is empty.

Functions

func NewClassSettings

func NewClassSettings(cfg moduletools.ClassConfig) *classSettings

func PickDefaultModelVersion

func PickDefaultModelVersion(model, docType string) string

Types

type ClassSettings

type ClassSettings interface {
	PropertyIndexed(property string) bool
	VectorizePropertyName(propertyName string) bool
	VectorizeClassName() bool
	Model() string
	Type() string
	ModelVersion() string
	ResourceName() string
	DeploymentID() string
	IsAzure() bool
}

IndexCheck returns whether a property of a class should be indexed

type Client

type Client interface {
	Vectorize(ctx context.Context, input string,
		config ent.VectorizationConfig) (*ent.VectorizationResult, error)
	VectorizeQuery(ctx context.Context, input string,
		config ent.VectorizationConfig) (*ent.VectorizationResult, error)
}

type Vectorizer

type Vectorizer struct {
	// contains filtered or unexported fields
}

func New

func New(client Client) *Vectorizer

func (*Vectorizer) CombineVectors

func (v *Vectorizer) CombineVectors(vectors [][]float32) []float32

CombineVectors combines all of the vector into sum of their parts

func (*Vectorizer) MoveAwayFrom

func (v *Vectorizer) MoveAwayFrom(source []float32, target []float32, weight float32,
) ([]float32, error)

MoveAwayFrom moves one vector away from another

func (*Vectorizer) MoveTo

func (v *Vectorizer) MoveTo(source []float32, target []float32, weight float32,
) ([]float32, error)

MoveTo moves one vector toward another

func (*Vectorizer) Object

func (v *Vectorizer) Object(ctx context.Context, object *models.Object,
	objDiff *moduletools.ObjectDiff, settings ClassSettings,
) error

func (*Vectorizer) Texts

func (v *Vectorizer) Texts(ctx context.Context, inputs []string,
	settings ClassSettings,
) ([]float32, error)

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