main.go
3.8 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
package main
import (
sherpa "github.com/k2-fsa/sherpa-onnx-go/sherpa_onnx"
"log"
)
func createSpeakerEmbeddingExtractor() *sherpa.SpeakerEmbeddingExtractor {
config := sherpa.SpeakerEmbeddingExtractorConfig{}
// Please download the model from
// https://github.com/k2-fsa/sherpa-onnx/releases/download/speaker-recongition-models/3dspeaker_speech_campplus_sv_zh-cn_16k-common.onnx
//
// You can find more models at
// https://github.com/k2-fsa/sherpa-onnx/releases/tag/speaker-recongition-models
config.Model = "./3dspeaker_speech_campplus_sv_zh-cn_16k-common.onnx"
config.NumThreads = 1
config.Debug = 1
config.Provider = "cpu"
ex := sherpa.NewSpeakerEmbeddingExtractor(&config)
return ex
}
func computeEmbeddings(ex *sherpa.SpeakerEmbeddingExtractor, files []string) [][]float32 {
embeddings := make([][]float32, len(files))
for i, f := range files {
wave := sherpa.ReadWave(f)
stream := ex.CreateStream()
defer sherpa.DeleteOnlineStream(stream)
stream.AcceptWaveform(wave.SampleRate, wave.Samples)
stream.InputFinished()
embeddings[i] = ex.Compute(stream)
}
return embeddings
}
func registerSpeakers(ex *sherpa.SpeakerEmbeddingExtractor, manager *sherpa.SpeakerEmbeddingManager) {
// Please download the test data from
// https://github.com/csukuangfj/sr-data
spk1_files := []string{
"./sr-data/enroll/fangjun-sr-1.wav",
"./sr-data/enroll/fangjun-sr-2.wav",
"./sr-data/enroll/fangjun-sr-3.wav",
}
spk2_files := []string{
"./sr-data/enroll/leijun-sr-1.wav",
"./sr-data/enroll/leijun-sr-2.wav",
}
spk1_embeddings := computeEmbeddings(ex, spk1_files)
spk2_embeddings := computeEmbeddings(ex, spk2_files)
ok := manager.RegisterV("fangjun", spk1_embeddings)
if !ok {
panic("Failed to register fangjun")
}
ok = manager.RegisterV("leijun", spk2_embeddings)
if !ok {
panic("Failed to register leijun")
}
if !manager.Contains("fangjun") {
panic("Failed to find fangjun")
}
if !manager.Contains("leijun") {
panic("Failed to find leijun")
}
if manager.NumSpeakers() != 2 {
panic("There should be only 2 speakers")
}
all_speakers := manager.AllSpeakers()
log.Printf("All speakers: %v\n", all_speakers)
}
func main() {
log.SetFlags(log.LstdFlags | log.Lmicroseconds)
ex := createSpeakerEmbeddingExtractor()
defer sherpa.DeleteSpeakerEmbeddingExtractor(ex)
manager := sherpa.NewSpeakerEmbeddingManager(ex.Dim())
defer sherpa.DeleteSpeakerEmbeddingManager(manager)
registerSpeakers(ex, manager)
// Please download the test data from
// https://github.com/csukuangfj/sr-data
test1 := "./sr-data/test/fangjun-test-sr-1.wav"
embeddings := computeEmbeddings(ex, []string{test1})[0]
threshold := float32(0.6)
name := manager.Search(embeddings, threshold)
if len(name) > 0 {
log.Printf("%v matches %v", test1, name)
} else {
log.Printf("No matches found for %v", test1)
}
test2 := "./sr-data/test/leijun-test-sr-1.wav"
embeddings = computeEmbeddings(ex, []string{test2})[0]
name = manager.Search(embeddings, threshold)
if len(name) > 0 {
log.Printf("%v matches %v", test2, name)
} else {
log.Printf("No matches found for %v", test2)
}
test3 := "./sr-data/test/liudehua-test-sr-1.wav"
embeddings = computeEmbeddings(ex, []string{test3})[0]
name = manager.Search(embeddings, threshold)
if len(name) > 0 {
log.Printf("%v matches %v", test3, name)
} else {
log.Printf("No matches found for %v", test3)
}
if !manager.Remove("fangjun") {
panic("Failed to deregister fangjun")
} else {
log.Print("fangjun deregistered\n")
}
test1 = "./sr-data/test/fangjun-test-sr-1.wav"
embeddings = computeEmbeddings(ex, []string{test1})[0]
name = manager.Search(embeddings, threshold)
if len(name) > 0 {
log.Printf("%v matches %v", test1, name)
} else {
log.Printf("No matches found for %v", test1)
}
}
func chk(err error) {
if err != nil {
panic(err)
}
}