// Copyright 2023 The casbin 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/casbin/casibase/proxy" "github.com/henomis/lingoose/embedder/huggingface" ) type HuggingFaceEmbeddingProvider struct { subType string secretKey string } func NewHuggingFaceEmbeddingProvider(subType string, secretKey string) (*HuggingFaceEmbeddingProvider, error) { return &HuggingFaceEmbeddingProvider{subType: subType, secretKey: secretKey}, nil } func (h *HuggingFaceEmbeddingProvider) QueryVector(text string, ctx context.Context) ([]float32, error) { client := huggingfaceembedder.New().WithToken(h.secretKey).WithModel(h.subType).WithHTTPClient(proxy.ProxyHttpClient) embed, err := client.Embed(ctx, []string{text}) if err != nil { return nil, err } return float64ToFloat32(embed[0]), nil } func float64ToFloat32(slice []float64) []float32 { newSlice := make([]float32, len(slice)) for i, v := range slice { newSlice[i] = float32(v) } return newSlice }