Spaces:
Running
Running
// _ _ | |
// __ _____ __ ___ ___ __ _| |_ ___ | |
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ | |
// \ V V / __/ (_| |\ V /| | (_| | || __/ | |
// \_/\_/ \___|\__,_| \_/ |_|\__,_|\__\___| | |
// | |
// Copyright © 2016 - 2024 Weaviate B.V. All rights reserved. | |
// | |
// CONTACT: [email protected] | |
// | |
package clients | |
import ( | |
"context" | |
"encoding/json" | |
"io" | |
"net/http" | |
"net/http/httptest" | |
"testing" | |
"time" | |
"github.com/pkg/errors" | |
"github.com/sirupsen/logrus" | |
"github.com/sirupsen/logrus/hooks/test" | |
"github.com/stretchr/testify/assert" | |
"github.com/stretchr/testify/require" | |
"github.com/weaviate/weaviate/modules/text2vec-jinaai/ent" | |
) | |
func TestBuildUrlFn(t *testing.T) { | |
t.Run("buildUrlFn returns default Jina AI URL", func(t *testing.T) { | |
config := ent.VectorizationConfig{ | |
Model: "", | |
BaseURL: "https://api.jina.ai", | |
} | |
url, err := buildUrl(config) | |
assert.Nil(t, err) | |
assert.Equal(t, "https://api.jina.ai/v1/embeddings", url) | |
}) | |
t.Run("buildUrlFn loads from BaseURL", func(t *testing.T) { | |
config := ent.VectorizationConfig{ | |
Model: "", | |
BaseURL: "https://foobar.some.proxy", | |
} | |
url, err := buildUrl(config) | |
assert.Nil(t, err) | |
assert.Equal(t, "https://foobar.some.proxy/v1/embeddings", url) | |
}) | |
} | |
func TestClient(t *testing.T) { | |
t.Run("when all is fine", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := New("apiKey", 0, nullLogger()) | |
c.buildUrlFn = func(config ent.VectorizationConfig) (string, error) { | |
return server.URL, nil | |
} | |
expected := &ent.VectorizationResult{ | |
Text: []string{"This is my text"}, | |
Vector: [][]float32{{0.1, 0.2, 0.3}}, | |
Dimensions: 3, | |
} | |
res, err := c.Vectorize(context.Background(), "This is my text", | |
ent.VectorizationConfig{ | |
Model: "jina-embedding-v2", | |
}) | |
assert.Nil(t, err) | |
assert.Equal(t, expected, res) | |
}) | |
t.Run("when the context is expired", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := New("apiKey", 0, nullLogger()) | |
c.buildUrlFn = func(config ent.VectorizationConfig) (string, error) { | |
return server.URL, nil | |
} | |
ctx, cancel := context.WithDeadline(context.Background(), time.Now()) | |
defer cancel() | |
_, err := c.Vectorize(ctx, "This is my text", ent.VectorizationConfig{}) | |
require.NotNil(t, err) | |
assert.Contains(t, err.Error(), "context deadline exceeded") | |
}) | |
t.Run("when the server returns an error", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{ | |
t: t, | |
serverError: errors.Errorf("nope, not gonna happen"), | |
}) | |
defer server.Close() | |
c := New("apiKey", 0, nullLogger()) | |
c.buildUrlFn = func(config ent.VectorizationConfig) (string, error) { | |
return server.URL, nil | |
} | |
_, err := c.Vectorize(context.Background(), "This is my text", | |
ent.VectorizationConfig{}) | |
require.NotNil(t, err) | |
assert.EqualError(t, err, "connection to: JinaAI API failed with status: 500 error: nope, not gonna happen") | |
}) | |
t.Run("when JinaAI key is passed using X-Jinaai-Api-Key header", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := New("", 0, nullLogger()) | |
c.buildUrlFn = func(config ent.VectorizationConfig) (string, error) { | |
return server.URL, nil | |
} | |
ctxWithValue := context.WithValue(context.Background(), | |
"X-Jinaai-Api-Key", []string{"some-key"}) | |
expected := &ent.VectorizationResult{ | |
Text: []string{"This is my text"}, | |
Vector: [][]float32{{0.1, 0.2, 0.3}}, | |
Dimensions: 3, | |
} | |
res, err := c.Vectorize(ctxWithValue, "This is my text", | |
ent.VectorizationConfig{ | |
Model: "jina-emvedding-v2", | |
}) | |
require.Nil(t, err) | |
assert.Equal(t, expected, res) | |
}) | |
t.Run("when JinaAI key is empty", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := New("", 0, nullLogger()) | |
c.buildUrlFn = func(config ent.VectorizationConfig) (string, error) { | |
return server.URL, nil | |
} | |
ctx, cancel := context.WithDeadline(context.Background(), time.Now()) | |
defer cancel() | |
_, err := c.Vectorize(ctx, "This is my text", ent.VectorizationConfig{}) | |
require.NotNil(t, err) | |
assert.EqualError(t, err, "API Key: no api key found "+ | |
"neither in request header: X-Jinaai-Api-Key "+ | |
"nor in environment variable under JINAAI_APIKEY") | |
}) | |
t.Run("when X-Jinaai-Api-Key header is passed but empty", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := New("", 0, nullLogger()) | |
c.buildUrlFn = func(config ent.VectorizationConfig) (string, error) { | |
return server.URL, nil | |
} | |
ctxWithValue := context.WithValue(context.Background(), | |
"X-Jinaai-Api-Key", []string{""}) | |
_, err := c.Vectorize(ctxWithValue, "This is my text", | |
ent.VectorizationConfig{ | |
Model: "jina-embeddings-v2", | |
}) | |
require.NotNil(t, err) | |
assert.EqualError(t, err, "API Key: no api key found "+ | |
"neither in request header: X-Jinaai-Api-Key "+ | |
"nor in environment variable under JINAAI_APIKEY") | |
}) | |
} | |
type fakeHandler struct { | |
t *testing.T | |
serverError error | |
} | |
func (f *fakeHandler) ServeHTTP(w http.ResponseWriter, r *http.Request) { | |
assert.Equal(f.t, http.MethodPost, r.Method) | |
if f.serverError != nil { | |
embeddingError := map[string]interface{}{ | |
"message": f.serverError.Error(), | |
"type": "invalid_request_error", | |
} | |
embedding := map[string]interface{}{ | |
"error": embeddingError, | |
} | |
outBytes, err := json.Marshal(embedding) | |
require.Nil(f.t, err) | |
w.WriteHeader(http.StatusInternalServerError) | |
w.Write(outBytes) | |
return | |
} | |
bodyBytes, err := io.ReadAll(r.Body) | |
require.Nil(f.t, err) | |
defer r.Body.Close() | |
var b map[string]interface{} | |
require.Nil(f.t, json.Unmarshal(bodyBytes, &b)) | |
textInputArray := b["input"].([]interface{}) | |
textInput := textInputArray[0].(string) | |
assert.Greater(f.t, len(textInput), 0) | |
embeddingData := map[string]interface{}{ | |
"object": textInput, | |
"index": 0, | |
"embedding": []float32{0.1, 0.2, 0.3}, | |
} | |
embedding := map[string]interface{}{ | |
"object": "list", | |
"data": []interface{}{embeddingData}, | |
} | |
outBytes, err := json.Marshal(embedding) | |
require.Nil(f.t, err) | |
w.Write(outBytes) | |
} | |
func nullLogger() logrus.FieldLogger { | |
l, _ := test.NewNullLogger() | |
return l | |
} | |