feat(go): Add ollama embeddings support (#841)

go/plugins/ollama/embed.go

@@ -0,0 +1,155 @@
+// Copyright 2024 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package ollama
+
+import (
+	"bytes"
+	"context"
+	"encoding/json"
+	"fmt"
+	"net/http"
+	"strings"
+
+	"github.com/firebase/genkit/go/ai"
+)
+
+type EmbedOptions struct {
+	Model string `json:"model"`
+}
+
+type ollamaEmbedRequest struct {
+	Model   string                 `json:"model"`
+	Input   interface{}            `json:"input"` // todo: using interface{} to handle both string and []string, figure out better solution
+	Options map[string]interface{} `json:"options,omitempty"`
+}
+
+type ollamaEmbedResponse struct {
+	Embeddings [][]float32 `json:"embeddings"`
+}
+
+func embed(ctx context.Context, serverAddress string, req *ai.EmbedRequest) (*ai.EmbedResponse, error) {
+	options, ok := req.Options.(*EmbedOptions)
+	if !ok && req.Options != nil {
+		return nil, fmt.Errorf("invalid options type: expected *EmbedOptions")
+	}
+	if options == nil || options.Model == "" {
+		return nil, fmt.Errorf("invalid embedding model: model must be specified")
+	}
+
+	if serverAddress == "" {
+		return nil, fmt.Errorf("invalid server address: address cannot be empty")
+	}
+
+	ollamaReq := newOllamaEmbedRequest(options.Model, req.Documents)
+
+	jsonData, err := json.Marshal(ollamaReq)
+	if err != nil {
+		return nil, fmt.Errorf("failed to marshal embed request: %w", err)
+	}
+
+	resp, err := sendEmbedRequest(ctx, serverAddress, jsonData)
+	if err != nil {
+		return nil, err
+	}
+	defer resp.Body.Close()
+
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("ollama embed request failed with status code %d", resp.StatusCode)
+	}
+
+	var ollamaResp ollamaEmbedResponse
+	if err := json.NewDecoder(resp.Body).Decode(&ollamaResp); err != nil {
+		return nil, fmt.Errorf("failed to decode embed response: %w", err)
+	}
+
+	return newEmbedResponse(ollamaResp.Embeddings), nil
+}
+
+func sendEmbedRequest(ctx context.Context, serverAddress string, jsonData []byte) (*http.Response, error) {
+	client := &http.Client{}
+	httpReq, err := http.NewRequestWithContext(ctx, "POST", serverAddress+"/api/embed", bytes.NewBuffer(jsonData))
+	if err != nil {
+		return nil, fmt.Errorf("failed to create request: %w", err)
+	}
+	httpReq.Header.Set("Content-Type", "application/json")
+	return client.Do(httpReq)
+}
+
+func newOllamaEmbedRequest(model string, documents []*ai.Document) ollamaEmbedRequest {
+	var input interface{}
+	if len(documents) == 1 {
+		input = concatenateText(documents[0])
+	} else {
+		texts := make([]string, len(documents))
+		for i, doc := range documents {
+			texts[i] = concatenateText(doc)
+		}
+		input = texts
+	}
+
+	return ollamaEmbedRequest{
+		Model: model,
+		Input: input,
+	}
+}
+
+func newEmbedResponse(embeddings [][]float32) *ai.EmbedResponse {
+	resp := &ai.EmbedResponse{
+		Embeddings: make([]*ai.DocumentEmbedding, len(embeddings)),
+	}
+	for i, embedding := range embeddings {
+		resp.Embeddings[i] = &ai.DocumentEmbedding{Embedding: embedding}
+	}
+	return resp
+}
+
+func concatenateText(doc *ai.Document) string {
+	var builder strings.Builder
+	for _, part := range doc.Content {
+		builder.WriteString(part.Text)
+	}
+	result := builder.String()
+	return result
+}
+
+// DefineEmbedder defines an embedder with a given server address.
+func DefineEmbedder(serverAddress string, model string) ai.Embedder {
+	state.mu.Lock()
+	defer state.mu.Unlock()
+	if !state.initted {
+		panic("ollama.Init not called")
+	}
+	return ai.DefineEmbedder(provider, serverAddress, func(ctx context.Context, req *ai.EmbedRequest) (*ai.EmbedResponse, error) {
+		if req.Options == nil {
+			req.Options = &EmbedOptions{Model: model}
+		}
+		if req.Options.(*EmbedOptions).Model == "" {
+			req.Options.(*EmbedOptions).Model = model
+		}
+		return embed(ctx, serverAddress, req)
+	})
+}
+
+// IsDefinedEmbedder reports whether the embedder with the given server address is defined by this plugin.
+func IsDefinedEmbedder(serverAddress string) bool {
+	isDefined := ai.IsDefinedEmbedder(provider, serverAddress)
+	return isDefined
+}
+
+// Embedder returns the [ai.Embedder] with the given server address.
+// It returns nil if the embedder was not defined.
+func Embedder(serverAddress string) ai.Embedder {
+	return ai.LookupEmbedder(provider, serverAddress)
+}

go/plugins/ollama/embed_test.go

@@ -0,0 +1,66 @@
+// Copyright 2024 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package ollama
+
+import (
+	"context"
+	"encoding/json"
+	"net/http"
+	"net/http/httptest"
+	"strings"
+	"testing"
+
+	"github.com/firebase/genkit/go/ai"
+)
+
+func TestEmbedValidRequest(t *testing.T) {
+	server := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
+		w.WriteHeader(http.StatusOK)
+		json.NewEncoder(w).Encode(ollamaEmbedResponse{
+			Embeddings: [][]float32{{0.1, 0.2, 0.3}},
+		})
+	}))
+	defer server.Close()
+
+	req := &ai.EmbedRequest{
+		Documents: []*ai.Document{
+			ai.DocumentFromText("test", nil),
+		},
+		Options: &EmbedOptions{Model: "all-minilm"},
+	}
+
+	resp, err := embed(context.Background(), server.URL, req)
+	if err != nil {
+		t.Fatalf("expected no error, got %v", err)
+	}
+
+	if len(resp.Embeddings) != 1 {
+		t.Fatalf("expected 1 embedding, got %d", len(resp.Embeddings))
+	}
+}
+
+func TestEmbedInvalidServerAddress(t *testing.T) {
+	req := &ai.EmbedRequest{
+		Documents: []*ai.Document{
+			ai.DocumentFromText("test", nil),
+		},
+		Options: &EmbedOptions{Model: "all-minilm"},
+	}
+
+	_, err := embed(context.Background(), "", req)
+	if err == nil || !strings.Contains(err.Error(), "invalid server address") {
+		t.Fatalf("expected invalid server address error, got %v", err)
+	}
+}