File: C:/github_repos/casibase_customer_0058/embedding/baiducloud.go
// Copyright 2025 The Casibase Authors. All Rights Reserved.
//
// 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 embedding
import (
"context"
"github.com/baidubce/bce-qianfan-sdk/go/qianfan"
)
type BaiduCloudEmbeddingProvider struct {
subType string
apiKey string
secretKey string
}
func NewBaiduCloudEmbeddingProvider(subType string, apiKey string, secretKey string) (*BaiduCloudEmbeddingProvider, error) {
return &BaiduCloudEmbeddingProvider{subType: subType, apiKey: apiKey, secretKey: secretKey}, nil
}
func (p *BaiduCloudEmbeddingProvider) GetPricing() string {
return `URL:
https://cloud.baidu.com/article/517050
Embedding Models:
| Module | Service Type | Price per 1K tokens (CNY) |
|------------ |----------------------------------------------------------------|---------------------------|
| Embedding-V1 | Public Cloud Online Invocation Service | 0.0005 |
| bge-large-zh | Embedding-V1 Public Cloud Online Invocation Experience Service | 0.0005 |
| bge-large-en | Embedding-V1 Public Cloud Online Invocation Experience Service | 0.0005 |
| tao-8k | Embedding-V1 Public Cloud Online Invocation Experience Service | 0.0005 |
`
}
func (p *BaiduCloudEmbeddingProvider) calculatePrice(res *EmbeddingResult) error {
priceTable := map[string]float64{
"Embedding-V1": 0.0005,
"bge-large-zh": 0.0005,
"bge-large-en": 0.0005,
"tao-8k": 0.0005,
}
res.Price = getPrice(res.TokenCount, priceTable[p.subType])
res.Currency = "CNY"
return nil
}
func (p *BaiduCloudEmbeddingProvider) QueryVector(text string, ctx context.Context, lang string) ([]float32, *EmbeddingResult, error) {
qianfan.GetConfig().AccessKey = p.apiKey
qianfan.GetConfig().SecretKey = p.secretKey
embed := qianfan.NewEmbedding(
qianfan.WithModel(p.subType),
)
resp, err := embed.Do(
ctx,
&qianfan.EmbeddingRequest{
Input: []string{text},
},
)
if err != nil {
return nil, nil, err
}
embeddingResult := &EmbeddingResult{TokenCount: resp.Usage.TotalTokens}
err = p.calculatePrice(embeddingResult)
if err != nil {
return nil, nil, err
}
vector := float64ToFloat32(resp.Data[0].Embedding)
return vector, embeddingResult, nil
}