datastore

Documentation

Index

• Variables
• func DedupeByFileMetadata(ctx context.Context, d *Datastore, datasetID string, content []byte, ...) (bool, error)
• func DedupeUpsert(ctx context.Context, d *Datastore, datasetID string, content []byte, ...) (bool, error)
• func DummyDedupe(ctx context.Context, d *Datastore, datasetID string, content []byte, ...) (bool, error)
• func GetDatastorePaths(dsn, vectordbPath string) (string, string, bool, error)
• type Datastore
  • func NewDatastore(dsn string, automigrate bool, vectorDBPath string, ...) (*Datastore, error)
  • func (s *Datastore) DeleteDataset(ctx context.Context, datasetID string) error
  • func (s *Datastore) DeleteDocument(ctx context.Context, documentID, datasetID string) error
  • func (s *Datastore) DeleteFile(ctx context.Context, datasetID, fileID string) error
  • func (s *Datastore) ExportDatasetsToFile(ctx context.Context, path string, datasets ...string) error
  • func (s *Datastore) GetDataset(ctx context.Context, datasetID string) (*index.Dataset, error)
  • func (s *Datastore) GetDocuments(ctx context.Context, datasetID string, where map[string]string, ...) ([]vectorstore.Document, error)
  • func (s *Datastore) ImportDatasetsFromFile(ctx context.Context, path string, datasets ...string) error
  • func (s *Datastore) Ingest(ctx context.Context, datasetID string, content []byte, opts IngestOpts) ([]string, error)
  • func (s *Datastore) ListDatasets(ctx context.Context) ([]index.Dataset, error)
  • func (s *Datastore) NewDataset(ctx context.Context, dataset index.Dataset) error
  • func (s *Datastore) PruneFiles(ctx context.Context, datasetID string, pathPrefix string, keep []string) ([]index.File, error)
  • func (s *Datastore) Retrieve(ctx context.Context, datasetIDs []string, query string, opts RetrieveOpts) (*types.RetrievalResponse, error)
  • func (s *Datastore) SimilaritySearch(ctx context.Context, query string, numDocuments int, datasetID string, ...) ([]vectorstore.Document, error)
  • func (s *Datastore) UpdateDataset(ctx context.Context, updatedDataset index.Dataset, opts *UpdateDatasetOpts) (*index.Dataset, error)
• type IngestOpts
• type IsDuplicateFunc
• type RetrieveOpts
• type UpdateDatasetOpts

Variables

var ErrDBDatasetExists = errors.New("dataset already exists in database")

var ErrDBDocumentNotFound = errors.New("document not found in database")

ErrDBDocumentNotFound is returned when a document is not found in the database.

var ErrDBFileNotFound = errors.New("file not found in database")

ErrDBFileNotFound is returned when a file is not found.

var IsDuplicateFuncs = map[string]IsDuplicateFunc{
	"file_metadata": DedupeByFileMetadata,
	"dummy":         DummyDedupe,
	"none":          DummyDedupe,
	"ignore":        DummyDedupe,
	"upsert":        DedupeUpsert,
}

IsDuplicateFuncs is a map of deduplication functions by name.

Functions

func DedupeByFileMetadata

func DedupeByFileMetadata(ctx context.Context, d *Datastore, datasetID string, content []byte, opts IngestOpts) (bool, error)

DedupeByFileMetadata is a deduplication function that checks if the document is a duplicate based on the file metadata.

func DedupeUpsert

func DedupeUpsert(ctx context.Context, d *Datastore, datasetID string, content []byte, opts IngestOpts) (bool, error)

func DummyDedupe

func DummyDedupe(ctx context.Context, d *Datastore, datasetID string, content []byte, opts IngestOpts) (bool, error)

DummyDedupe is a dummy deduplication function that always returns false (i.e. "No Duplicate").

func GetDatastorePaths

func GetDatastorePaths(dsn, vectordbPath string) (string, string, bool, error)

GetDatastorePaths returns the paths for the datastore and vectorstore databases. In addition, it returns a boolean indicating whether the datastore is an archive.

Types

type Datastore

type Datastore struct {
	LLM                    llm.LLM
	Index                  *index.DB
	Vectorstore            vectorstore.VectorStore
	EmbeddingConfig        config.EmbeddingsConfig
	EmbeddingModelProvider etypes.EmbeddingModelProvider
}

func NewDatastore

func NewDatastore(dsn string, automigrate bool, vectorDBPath string, embeddingProvider etypes.EmbeddingModelProvider) (*Datastore, error)

func (*Datastore) DeleteDataset

func (s *Datastore) DeleteDataset(ctx context.Context, datasetID string) error

func (*Datastore) DeleteDocument

func (s *Datastore) DeleteDocument(ctx context.Context, documentID, datasetID string) error

func (*Datastore) DeleteFile

func (s *Datastore) DeleteFile(ctx context.Context, datasetID, fileID string) error

func (*Datastore) ExportDatasetsToFile

func (s *Datastore) ExportDatasetsToFile(ctx context.Context, path string, datasets ...string) error

func (*Datastore) GetDataset

func (s *Datastore) GetDataset(ctx context.Context, datasetID string) (*index.Dataset, error)

func (*Datastore) GetDocuments

func (s *Datastore) GetDocuments(ctx context.Context, datasetID string, where map[string]string, whereDocument []chromem.WhereDocument) ([]vectorstore.Document, error)

func (*Datastore) ImportDatasetsFromFile

func (s *Datastore) ImportDatasetsFromFile(ctx context.Context, path string, datasets ...string) error

func (*Datastore) Ingest

func (s *Datastore) Ingest(ctx context.Context, datasetID string, content []byte, opts IngestOpts) ([]string, error)

Ingest loads a document from a reader and adds it to the dataset.

func (*Datastore) ListDatasets

func (s *Datastore) ListDatasets(ctx context.Context) ([]index.Dataset, error)

func (*Datastore) NewDataset

func (s *Datastore) NewDataset(ctx context.Context, dataset index.Dataset) error

func (*Datastore) PruneFiles

func (s *Datastore) PruneFiles(ctx context.Context, datasetID string, pathPrefix string, keep []string) ([]index.File, error)

func (*Datastore) Retrieve

func (s *Datastore) Retrieve(ctx context.Context, datasetIDs []string, query string, opts RetrieveOpts) (*types.RetrievalResponse, error)

func (*Datastore) SimilaritySearch

func (s *Datastore) SimilaritySearch(ctx context.Context, query string, numDocuments int, datasetID string, where map[string]string, whereDocument []chromem.WhereDocument) ([]vectorstore.Document, error)

func (*Datastore) UpdateDataset

func (s *Datastore) UpdateDataset(ctx context.Context, updatedDataset index.Dataset, opts *UpdateDatasetOpts) (*index.Dataset, error)

type IngestOpts

type IngestOpts struct {
	Filename            *string
	FileMetadata        *index.FileMetadata
	IsDuplicateFuncName string
	IsDuplicateFunc     IsDuplicateFunc
	TextSplitterOpts    *textsplitter.TextSplitterOpts
	IngestionFlows      []flows.IngestionFlow
}

type IsDuplicateFunc

type IsDuplicateFunc func(ctx context.Context, d *Datastore, datasetID string, content []byte, opts IngestOpts) (bool, error)

IsDuplicateFunc is a function that determines whether a document is a duplicate or if it should be ingested. The function should return true if the document is a duplicate (and thus should not be ingested) and false otherwise.

type RetrieveOpts

type RetrieveOpts struct {
	TopK          int
	Keywords      []string
	RetrievalFlow *flows.RetrievalFlow
}

type UpdateDatasetOpts

type UpdateDatasetOpts struct {
	ReplaceMedata bool
}