Export Document struct and add Go-idiomatic methods for adding them to a collection

collection.go

@@ -19,7 +19,7 @@ type Collection struct {
 
 	persistDirectory string
 	metadata         map[string]string
-	documents        map[string]*document
+	documents        map[string]*Document
 	documentsLock    sync.RWMutex
 	embed            EmbeddingFunc
 }
@@ -38,7 +38,7 @@ func newCollection(name string, metadata map[string]string, embed EmbeddingFunc,
 		Name: name,
 
 		metadata:  m,
-		documents: make(map[string]*document),
+		documents: make(map[string]*Document),
 		embed:     embed,
 	}
 
@@ -73,24 +73,166 @@ func newCollection(name string, metadata map[string]string, embed EmbeddingFunc,
 //
 //   - ids: The ids of the embeddings you wish to add
 //   - embeddings: The embeddings to add. If nil, embeddings will be computed based
-//     on the documents using the embeddingFunc set for the Collection. Optional.
+//     on the contents using the embeddingFunc set for the Collection. Optional.
 //   - metadatas: The metadata to associate with the embeddings. When querying,
 //     you can filter on this metadata. Optional.
-//   - documents: The documents to associate with the embeddings.
+//   - contents: The contents to associate with the embeddings.
 //
-// A row-based API will be added when Chroma adds it (they already plan to).
-func (c *Collection) Add(ctx context.Context, ids []string, embeddings [][]float32, metadatas []map[string]string, documents []string) error {
-	return c.add(ctx, ids, documents, embeddings, metadatas, 1)
+// This is a Chroma-like method. For a more Go-idiomatic one, see [AddDocuments].
+func (c *Collection) Add(ctx context.Context, ids []string, embeddings [][]float32, metadatas []map[string]string, contents []string) error {
+	return c.AddConcurrently(ctx, ids, embeddings, metadatas, contents, 1)
 }
 
 // AddConcurrently is like Add, but adds embeddings concurrently.
 // This is mostly useful when you don't pass any embeddings so they have to be created.
 // Upon error, concurrently running operations are canceled and the error is returned.
-func (c *Collection) AddConcurrently(ctx context.Context, ids []string, embeddings [][]float32, metadatas []map[string]string, documents []string, concurrency int) error {
+//
+// This is a Chroma-like method. For a more Go-idiomatic one, see [AddDocuments].
+func (c *Collection) AddConcurrently(ctx context.Context, ids []string, embeddings [][]float32, metadatas []map[string]string, contents []string, concurrency int) error {
+	if len(ids) == 0 {
+		return errors.New("ids are empty")
+	}
+	if len(embeddings) == 0 && len(contents) == 0 {
+		return errors.New("either embeddings or contents must be filled")
+	}
+	if len(embeddings) != 0 {
+		if len(embeddings) != len(ids) {
+			return errors.New("ids and embeddings must have the same length")
+		}
+	} else {
+		// Assign empty slice so we can simply access via index later
+		embeddings = make([][]float32, len(ids))
+	}
+	if len(metadatas) != 0 && len(ids) != len(metadatas) {
+		return errors.New("ids, metadatas and contents must have the same length")
+	}
+	if len(contents) != 0 {
+		if len(contents) != len(ids) {
+			return errors.New("ids and contents must have the same length")
+		}
+	} else {
+		// Assign empty slice so we can simply access via index later
+		contents = make([]string, len(ids))
+	}
 	if concurrency < 1 {
 		return errors.New("concurrency must be at least 1")
 	}
-	return c.add(ctx, ids, documents, embeddings, metadatas, concurrency)
+
+	// Convert Chroma-style parameters into a slice of documents.
+	docs := make([]Document, 0, len(ids))
+	for i, id := range ids {
+		docs = append(docs, Document{
+			ID:        id,
+			Metadata:  metadatas[i],
+			Embedding: embeddings[i],
+			Content:   contents[i],
+		})
+	}
+
+	return c.AddDocuments(ctx, docs, concurrency)
+}
+
+// AddDocuments adds documents to the collection with the specified concurrency.
+// If the documents don't have embeddings, they will be created using the collection's
+// embedding function.
+// Upon error, concurrently running operations are canceled and the error is returned.
+func (c *Collection) AddDocuments(ctx context.Context, documents []Document, concurrency int) error {
+	if len(documents) == 0 {
+		// TODO: Should this be a no-op instead?
+		return errors.New("documents slice is nil or empty")
+	}
+	if concurrency < 1 {
+		return errors.New("concurrency must be at least 1")
+	}
+	// For other validations we rely on AddDocument.
+
+	var globalErr error
+	globalErrLock := sync.Mutex{}
+	ctx, cancel := context.WithCancelCause(ctx)
+	defer cancel(nil)
+	setGlobalErr := func(err error) {
+		globalErrLock.Lock()
+		defer globalErrLock.Unlock()
+		// Another goroutine might have already set the error.
+		if globalErr == nil {
+			globalErr = err
+			// Cancel the operation for all other goroutines.
+			cancel(globalErr)
+		}
+	}
+
+	var wg sync.WaitGroup
+	semaphore := make(chan struct{}, concurrency)
+	for _, doc := range documents {
+		wg.Add(1)
+		go func(doc Document) {
+			defer wg.Done()
+
+			// Don't even start if another goroutine already failed.
+			if ctx.Err() != nil {
+				return
+			}
+
+			// Wait here while $concurrency other goroutines are creating documents.
+			semaphore <- struct{}{}
+			defer func() { <-semaphore }()
+
+			err := c.AddDocument(ctx, doc)
+			if err != nil {
+				setGlobalErr(fmt.Errorf("couldn't add document '%s': %w", doc.ID, err))
+				return
+			}
+		}(doc)
+	}
+
+	wg.Wait()
+
+	return globalErr
+}
+
+// AddDocument adds a document to the collection.
+// If the document doesn't have an embedding, it will be created using the collection's
+// embedding function.
+func (c *Collection) AddDocument(ctx context.Context, doc Document) error {
+	if doc.ID == "" {
+		return errors.New("document ID is empty")
+	}
+	if len(doc.Embedding) == 0 && doc.Content == "" {
+		return errors.New("either document embedding or content must be filled")
+	}
+
+	// We copy the metadata to avoid data races in case the caller modifies the
+	// map after creating the document while we range over it.
+	m := make(map[string]string, len(doc.Metadata))
+	for k, v := range doc.Metadata {
+		m[k] = v
+	}
+
+	// Create embedding if they don't exist
+	if len(doc.Embedding) == 0 {
+		embedding, err := c.embed(ctx, doc.Content)
+		if err != nil {
+			return fmt.Errorf("couldn't create embedding of document: %w", err)
+		}
+		doc.Embedding = embedding
+	}
+
+	c.documentsLock.Lock()
+	// We don't defer the unlock because we want to do it earlier.
+	c.documents[doc.ID] = &doc
+	c.documentsLock.Unlock()
+
+	// Persist the document
+	if c.persistDirectory != "" {
+		safeID := hash2hex(doc.ID)
+		filePath := path.Join(c.persistDirectory, safeID)
+		err := persist(filePath, doc)
+		if err != nil {
+			return fmt.Errorf("couldn't persist document: %w", err)
+		}
+	}
+
+	return nil
 }
 
 // Count returns the number of documents in the collection.
@@ -155,91 +297,3 @@ func (c *Collection) Query(ctx context.Context, queryText string, nResults int,
 	// Return the top nResults
 	return res[:nResults], nil
 }
-
-func (c *Collection) add(ctx context.Context, ids []string, documents []string, embeddings [][]float32, metadatas []map[string]string, concurrency int) error {
-	if len(ids) == 0 || len(documents) == 0 {
-		return errors.New("ids and documents must not be empty")
-	}
-	if len(ids) != len(documents) {
-		return errors.New("ids and documents must have the same length")
-	}
-	if len(embeddings) != 0 && len(ids) != len(embeddings) {
-		return errors.New("ids, embeddings and documents must have the same length")
-	}
-	if len(metadatas) != 0 && len(ids) != len(metadatas) {
-		return errors.New("ids, metadatas and documents must have the same length")
-	}
-
-	ctx, cancel := context.WithCancelCause(ctx)
-	defer cancel(nil)
-
-	var wg sync.WaitGroup
-	var globalErr error
-	var globalErrLock sync.Mutex
-	semaphore := make(chan struct{}, concurrency)
-	for i, document := range documents {
-		var embedding []float32
-		var metadata map[string]string
-		if len(embeddings) != 0 {
-			embedding = embeddings[i]
-		}
-		if len(metadatas) != 0 {
-			metadata = metadatas[i]
-		}
-
-		wg.Add(1)
-		go func(id string, embedding []float32, metadata map[string]string, document string) {
-			defer wg.Done()
-
-			// Don't even start if we already have an error
-			if ctx.Err() != nil {
-				return
-			}
-
-			// Wait here while $concurrency other goroutines are creating documents.
-			semaphore <- struct{}{}
-			defer func() { <-semaphore }()
-
-			err := c.addRow(ctx, id, document, embedding, metadata)
-			if err != nil {
-				globalErrLock.Lock()
-				defer globalErrLock.Unlock()
-				// Another goroutine might have already set the error.
-				if globalErr == nil {
-					globalErr = err
-					// Cancel the operation for all other goroutines.
-					cancel(globalErr)
-				}
-				return
-			}
-		}(ids[i], embedding, metadata, document)
-	}
-
-	wg.Wait()
-
-	return globalErr
-}
-
-func (c *Collection) addRow(ctx context.Context, id string, document string, embedding []float32, metadata map[string]string) error {
-	doc, err := newDocument(ctx, id, embedding, metadata, document, c.embed)
-	if err != nil {
-		return fmt.Errorf("couldn't create document '%s': %w", id, err)
-	}
-
-	c.documentsLock.Lock()
-	// We don't defer the unlock because we want to do it earlier.
-	c.documents[id] = doc
-	c.documentsLock.Unlock()
-
-	// Persist the document
-	if c.persistDirectory != "" {
-		safeID := hash2hex(id)
-		filePath := path.Join(c.persistDirectory, safeID)
-		err := persist(filePath, doc)
-		if err != nil {
-			return fmt.Errorf("couldn't persist document: %w", err)
-		}
-	}
-
-	return nil
-}

collection_test.go

@@ -26,8 +26,8 @@ func TestCollection_Add(t *testing.T) {
 	// Add document
 	ids := []string{"1", "2"}
 	metadatas := []map[string]string{{"foo": "bar"}, {"a": "b"}}
-	documents := []string{"hello world", "hallo welt"}
-	err = c.Add(context.Background(), ids, nil, metadatas, documents)
+	contents := []string{"hello world", "hallo welt"}
+	err = c.Add(context.Background(), ids, nil, metadatas, contents)
 	if err != nil {
 		t.Error("expected nil, got", err)
 	}
@@ -54,8 +54,8 @@ func TestCollection_Count(t *testing.T) {
 	// Add documents
 	ids := []string{"1", "2"}
 	metadatas := []map[string]string{{"foo": "bar"}, {"a": "b"}}
-	documents := []string{"hello world", "hallo welt"}
-	err = c.Add(context.Background(), ids, nil, metadatas, documents)
+	contents := []string{"hello world", "hallo welt"}
+	err = c.Add(context.Background(), ids, nil, metadatas, contents)
 	if err != nil {
 		t.Error("expected nil, got", err)
 	}

db.go

@@ -10,10 +10,10 @@ import (
 	"sync"
 )
 
-// EmbeddingFunc is a function that creates embeddings for a given document.
+// EmbeddingFunc is a function that creates embeddings for a given text.
 // chromem-go will use OpenAI`s "text-embedding-3-small" model by default,
 // but you can provide your own function, using any model you like.
-type EmbeddingFunc func(ctx context.Context, document string) ([]float32, error)
+type EmbeddingFunc func(ctx context.Context, text string) ([]float32, error)
 
 // DB is the chromem-go database. It holds collections, which hold documents.
 //
@@ -91,7 +91,7 @@ func NewPersistentDB(path string) (*DB, error) {
 		c := &Collection{
 			// We can fill Name, persistDirectory and metadata only after reading
 			// the metadata.
-			documents: make(map[string]*document),
+			documents: make(map[string]*Document),
 			// We can fill embed only when the user calls DB.GetCollection() or
 			// DB.GetOrCreateCollection().
 		}
@@ -119,7 +119,7 @@ func NewPersistentDB(path string) (*DB, error) {
 				c.metadata = pc.Metadata
 			} else if filepath.Ext(collectionDirEntry.Name()) == ".gob" {
 				// Read document
-				d := &document{}
+				d := &Document{}
 				err := read(fPath, d)
 				if err != nil {
 					return nil, fmt.Errorf("couldn't read document: %w", err)