milvus/internal/util/function/models/openai/openai_embedding_test.go

253 lines
6.5 KiB
Go

// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you 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 openai
import (
"encoding/json"
"fmt"
"net/http"
"net/http/httptest"
"sync/atomic"
"testing"
"time"
"github.com/stretchr/testify/assert"
)
func TestEmbeddingClientCheck(t *testing.T) {
{
c := NewOpenAIEmbeddingClient("", "mock_uri")
err := c.Check()
assert.True(t, err != nil)
fmt.Println(err)
}
{
c := NewOpenAIEmbeddingClient("mock_key", "")
err := c.Check()
assert.True(t, err != nil)
fmt.Println(err)
}
{
c := NewOpenAIEmbeddingClient("mock_key", "mock_uri")
err := c.Check()
assert.True(t, err == nil)
}
}
func TestEmbeddingOK(t *testing.T) {
var res EmbeddingResponse
res.Object = "list"
res.Model = "text-embedding-3-small"
res.Data = []EmbeddingData{
{
Object: "embedding",
Embedding: []float32{1.1, 2.2, 3.3, 4.4},
Index: 1,
},
{
Object: "embedding",
Embedding: []float32{1.1, 2.2, 3.3, 4.4},
Index: 0,
},
}
res.Usage = Usage{
PromptTokens: 1,
TotalTokens: 100,
}
ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
if r.URL.Path == "/" {
if r.Header["Authorization"][0] != "" {
w.WriteHeader(http.StatusOK)
} else {
w.WriteHeader(http.StatusBadRequest)
}
} else {
if r.Header["Api-Key"][0] != "" {
w.WriteHeader(http.StatusOK)
} else {
w.WriteHeader(http.StatusBadRequest)
}
}
data, _ := json.Marshal(res)
w.Write(data)
}))
defer ts.Close()
url := ts.URL
{
c := NewOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
ret, err := c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 0)
assert.True(t, err == nil)
assert.Equal(t, ret.Data[0].Index, 0)
assert.Equal(t, ret.Data[1].Index, 1)
}
{
c := NewAzureOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
ret, err := c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 0)
assert.True(t, err == nil)
assert.Equal(t, ret.Data[0].Index, 0)
assert.Equal(t, ret.Data[1].Index, 1)
}
}
func TestEmbeddingRetry(t *testing.T) {
var res EmbeddingResponse
res.Object = "list"
res.Model = "text-embedding-3-small"
res.Data = []EmbeddingData{
{
Object: "embedding",
Embedding: []float32{1.1, 2.2, 3.2, 4.5},
Index: 2,
},
{
Object: "embedding",
Embedding: []float32{1.1, 2.2, 3.3, 4.4},
Index: 0,
},
{
Object: "embedding",
Embedding: []float32{1.1, 2.2, 3.2, 4.3},
Index: 1,
},
}
res.Usage = Usage{
PromptTokens: 1,
TotalTokens: 100,
}
var count int32 = 0
ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
if atomic.LoadInt32(&count) < 2 {
atomic.AddInt32(&count, 1)
w.WriteHeader(http.StatusUnauthorized)
} else {
w.WriteHeader(http.StatusOK)
data, _ := json.Marshal(res)
w.Write(data)
}
}))
defer ts.Close()
url := ts.URL
{
c := NewOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
ret, err := c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 0)
assert.True(t, err == nil)
assert.Equal(t, ret.Usage, res.Usage)
assert.Equal(t, ret.Object, res.Object)
assert.Equal(t, ret.Model, res.Model)
assert.Equal(t, ret.Data[0], res.Data[1])
assert.Equal(t, ret.Data[1], res.Data[2])
assert.Equal(t, ret.Data[2], res.Data[0])
assert.Equal(t, atomic.LoadInt32(&count), int32(2))
}
{
c := NewAzureOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
ret, err := c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 0)
assert.True(t, err == nil)
assert.Equal(t, ret.Usage, res.Usage)
assert.Equal(t, ret.Object, res.Object)
assert.Equal(t, ret.Model, res.Model)
assert.Equal(t, ret.Data[0], res.Data[1])
assert.Equal(t, ret.Data[1], res.Data[2])
assert.Equal(t, ret.Data[2], res.Data[0])
assert.Equal(t, atomic.LoadInt32(&count), int32(2))
}
}
func TestEmbeddingFailed(t *testing.T) {
var count int32 = 0
ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
atomic.AddInt32(&count, 1)
w.WriteHeader(http.StatusUnauthorized)
}))
defer ts.Close()
url := ts.URL
{
atomic.StoreInt32(&count, 0)
c := NewOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
_, err = c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 0)
assert.True(t, err != nil)
assert.Equal(t, atomic.LoadInt32(&count), int32(3))
}
{
atomic.StoreInt32(&count, 0)
c := NewAzureOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
_, err = c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 0)
assert.True(t, err != nil)
assert.Equal(t, atomic.LoadInt32(&count), int32(3))
}
}
func TestTimeout(t *testing.T) {
var st int32 = 0
ts := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
time.Sleep(3 * time.Second)
atomic.AddInt32(&st, 1)
w.WriteHeader(http.StatusUnauthorized)
}))
defer ts.Close()
url := ts.URL
{
atomic.StoreInt32(&st, 0)
c := NewOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
_, err = c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 1)
assert.True(t, err != nil)
assert.Equal(t, atomic.LoadInt32(&st), int32(0))
time.Sleep(3 * time.Second)
assert.Equal(t, atomic.LoadInt32(&st), int32(1))
}
{
atomic.StoreInt32(&st, 0)
c := NewAzureOpenAIEmbeddingClient("mock_key", url)
err := c.Check()
assert.True(t, err == nil)
_, err = c.Embedding("text-embedding-3-small", []string{"sentence"}, 0, "", 1)
assert.True(t, err != nil)
assert.Equal(t, atomic.LoadInt32(&st), int32(0))
time.Sleep(3 * time.Second)
assert.Equal(t, atomic.LoadInt32(&st), int32(1))
}
}