jina

package module
v0.18.0 Latest Latest
Warning

This package is not in the latest version of its module.

Go to latest
Published: Sep 10, 2026 License: Apache-2.0 Imports: 8 Imported by: 0

Documentation

Overview

Package jina wraps Jina AI's native embedding and reranking APIs. Embedding supports the dense float subset of current v5, v4, v3, CLIP, and code embedding models that maps losslessly to core/embedding.

Jina-specific knobs that don't fit the generic surface — task type ("retrieval.query" / "retrieval.passage" / "text-matching" / "classification" / "separation"), late chunking, embedding_type (float / int8 / uint8 / binary / ubinary quantization), normalization — are reached through EmbeddingRequestExtensionKey and [EmbeddingRequest].

Jina's /embeddings dialect partially overlaps OpenAI's but uses "dimensions" rather than "output_dimension" and exposes the task-conditioning field; this package implements embedding.Model directly against the native API. Reranking returns indices into the caller-owned document batch rather than provider-owned document copies.

Rerank scores. Jina's OpenAPI schema describes relevance_score as a number with "Higher is more relevant" and declares no minimum, maximum or normalization, so this package does not claim one: the value is passed to rerank.Score, whose contract is [0, 1], and a score outside that range fails the call by name rather than being rescaled onto the bound.

See https://jina.ai/embeddings/ for the full reference.

Index

Constants

View Source
const (
	Provider = "Jina"

	EmbeddingRequestExtensionKey = "jina/embedding_request"

	DefaultBaseURL = "https://api.jina.ai/v1"
)

Exported identifiers keep provider-owned names and defaults out of caller literals.

View Source
const (
	ModelEmbeddingsV5TextNano  = "jina-embeddings-v5-text-nano"
	ModelEmbeddingsV5TextSmall = "jina-embeddings-v5-text-small"
	ModelEmbeddingsV5OmniNano  = "jina-embeddings-v5-omni-nano"
	ModelEmbeddingsV5OmniSmall = "jina-embeddings-v5-omni-small"
	ModelEmbeddingsV4          = "jina-embeddings-v4"
	ModelEmbeddingsV3          = "jina-embeddings-v3"
	ModelEmbeddingsV2BaseEN    = "jina-embeddings-v2-base-en"
	ModelClipV2                = "jina-clip-v2"
	ModelColbertV2             = "jina-colbert-v2"

	ModelRerankerV35 = "jina-reranker-v3.5"
	ModelRerankerV3  = "jina-reranker-v3"
	ModelRerankerM0  = "jina-reranker-m0"
)

See https://jina.ai/embeddings/ for the current catalog.

Variables

This section is empty.

Functions

This section is empty.

Types

type EmbeddingModel

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

EmbeddingModel implements the Core embedding contract with Jina.

func NewEmbeddingModel

func NewEmbeddingModel(_ context.Context, config EmbeddingModelConfig) (*EmbeddingModel, error)

NewEmbeddingModel rejects an invalid provider binding before the first embedding call.

func (*EmbeddingModel) Call

func (e *EmbeddingModel) Call(ctx context.Context, req *embedding.Request) (response *embedding.Response, err error)

type EmbeddingModelConfig

type EmbeddingModelConfig struct {
	APIKey         string
	DefaultOptions embedding.Options
	BaseURL        string
	HTTPClient     *http.Client
}

EmbeddingModelConfig binds provider access and defaults shared by every embedding call.

func (EmbeddingModelConfig) Validate

func (e EmbeddingModelConfig) Validate() error

type RerankModel added in v0.12.0

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

RerankModel implements the Core reranking contract with Jina.

func NewRerankModel added in v0.12.0

func NewRerankModel(_ context.Context, config RerankModelConfig) (*RerankModel, error)

NewRerankModel rejects an invalid provider binding before the first reranking call.

func (*RerankModel) Call added in v0.12.0

func (r *RerankModel) Call(ctx context.Context, request *rerank.Request) (*rerank.Response, error)

type RerankModelConfig added in v0.12.0

type RerankModelConfig struct {
	APIKey         string
	DefaultOptions rerank.Options
	BaseURL        string
	HTTPClient     *http.Client
}

RerankModelConfig binds provider access and defaults shared by every reranking call.

func (RerankModelConfig) Validate added in v0.12.0

func (r RerankModelConfig) Validate() error

Jump to

Keyboard shortcuts

? : This menu
/ : Search site
f or F : Jump to
y or Y : Canonical URL