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// _ _ | |
// __ _____ __ ___ ___ __ _| |_ ___ | |
// \ \ /\ / / _ \/ _` \ \ / / |/ _` | __/ _ \ | |
// \ 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-cohere/ent" | |
) | |
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 := &vectorizer{ | |
apiKey: "apiKey", | |
httpClient: &http.Client{}, | |
urlBuilder: &cohereUrlBuilder{ | |
origin: server.URL, | |
pathMask: "/v1/embed", | |
}, | |
logger: nullLogger(), | |
} | |
expected := &ent.VectorizationResult{ | |
Text: []string{"This is my text"}, | |
Vectors: [][]float32{{0.1, 0.2, 0.3}}, | |
Dimensions: 3, | |
} | |
res, err := c.Vectorize(context.Background(), []string{"This is my text"}, | |
ent.VectorizationConfig{ | |
Model: "large", | |
}) | |
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 := &vectorizer{ | |
apiKey: "apiKey", | |
httpClient: &http.Client{}, | |
urlBuilder: &cohereUrlBuilder{ | |
origin: server.URL, | |
pathMask: "/v1/embed", | |
}, | |
logger: nullLogger(), | |
} | |
ctx, cancel := context.WithDeadline(context.Background(), time.Now()) | |
defer cancel() | |
_, err := c.Vectorize(ctx, []string{"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 := &vectorizer{ | |
apiKey: "apiKey", | |
httpClient: &http.Client{}, | |
urlBuilder: &cohereUrlBuilder{ | |
origin: server.URL, | |
pathMask: "/v1/embed", | |
}, | |
logger: nullLogger(), | |
} | |
_, err := c.Vectorize(context.Background(), []string{"This is my text"}, | |
ent.VectorizationConfig{}) | |
require.NotNil(t, err) | |
assert.Equal(t, err.Error(), "connection to Cohere failed with status: 500 error: nope, not gonna happen") | |
}) | |
t.Run("when Cohere key is passed using X-Cohere-Api-Key header", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := &vectorizer{ | |
apiKey: "", | |
httpClient: &http.Client{}, | |
urlBuilder: &cohereUrlBuilder{ | |
origin: server.URL, | |
pathMask: "/v1/embed", | |
}, | |
logger: nullLogger(), | |
} | |
ctxWithValue := context.WithValue(context.Background(), | |
"X-Cohere-Api-Key", []string{"some-key"}) | |
expected := &ent.VectorizationResult{ | |
Text: []string{"This is my text"}, | |
Vectors: [][]float32{{0.1, 0.2, 0.3}}, | |
Dimensions: 3, | |
} | |
res, err := c.Vectorize(ctxWithValue, []string{"This is my text"}, | |
ent.VectorizationConfig{ | |
Model: "large", | |
}) | |
require.Nil(t, err) | |
assert.Equal(t, expected, res) | |
}) | |
t.Run("when Cohere key is empty", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := &vectorizer{ | |
apiKey: "", | |
httpClient: &http.Client{}, | |
urlBuilder: &cohereUrlBuilder{ | |
origin: server.URL, | |
pathMask: "/v1/embed", | |
}, | |
logger: nullLogger(), | |
} | |
ctx, cancel := context.WithDeadline(context.Background(), time.Now()) | |
defer cancel() | |
_, err := c.Vectorize(ctx, []string{"This is my text"}, ent.VectorizationConfig{}) | |
require.NotNil(t, err) | |
assert.Equal(t, err.Error(), "Cohere API Key: no api key found "+ | |
"neither in request header: X-Cohere-Api-Key "+ | |
"nor in environment variable under COHERE_APIKEY") | |
}) | |
t.Run("when X-Cohere-Api-Key header is passed but empty", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := &vectorizer{ | |
apiKey: "", | |
httpClient: &http.Client{}, | |
urlBuilder: &cohereUrlBuilder{ | |
origin: server.URL, | |
pathMask: "/v1/embed", | |
}, | |
logger: nullLogger(), | |
} | |
ctxWithValue := context.WithValue(context.Background(), | |
"X-Cohere-Api-Key", []string{""}) | |
_, err := c.Vectorize(ctxWithValue, []string{"This is my text"}, | |
ent.VectorizationConfig{ | |
Model: "large", | |
}) | |
require.NotNil(t, err) | |
assert.Equal(t, err.Error(), "Cohere API Key: no api key found "+ | |
"neither in request header: X-Cohere-Api-Key "+ | |
"nor in environment variable under COHERE_APIKEY") | |
}) | |
t.Run("when X-Cohere-BaseURL header is passed", func(t *testing.T) { | |
server := httptest.NewServer(&fakeHandler{t: t}) | |
defer server.Close() | |
c := &vectorizer{ | |
apiKey: "", | |
httpClient: &http.Client{}, | |
urlBuilder: &cohereUrlBuilder{ | |
origin: server.URL, | |
pathMask: "/v1/embed", | |
}, | |
logger: nullLogger(), | |
} | |
baseURL := "http://default-url.com" | |
ctxWithValue := context.WithValue(context.Background(), | |
"X-Cohere-Baseurl", []string{"http://base-url-passed-in-header.com"}) | |
buildURL := c.getCohereUrl(ctxWithValue, baseURL) | |
assert.Equal(t, "http://base-url-passed-in-header.com/v1/embed", buildURL) | |
buildURL = c.getCohereUrl(context.TODO(), baseURL) | |
assert.Equal(t, "http://default-url.com/v1/embed", buildURL) | |
}) | |
} | |
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", | |
} | |
embeddingResponse := map[string]interface{}{ | |
"message": embeddingError["message"], | |
} | |
outBytes, err := json.Marshal(embeddingResponse) | |
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)) | |
textInput := b["texts"].([]interface{}) | |
assert.Greater(f.t, len(textInput), 0) | |
embeddingResponse := map[string]interface{}{ | |
"embeddings": [][]float32{{0.1, 0.2, 0.3}}, | |
} | |
outBytes, err := json.Marshal(embeddingResponse) | |
require.Nil(f.t, err) | |
w.Write(outBytes) | |
} | |
func nullLogger() logrus.FieldLogger { | |
l, _ := test.NewNullLogger() | |
return l | |
} | |