SpeakerIdentification.ets
3.5 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
import {
createSpeakerEmbeddingExtractor,
createSpeakerEmbeddingManager,
speakerEmbeddingExtractorComputeEmbedding,
speakerEmbeddingExtractorCreateStream,
speakerEmbeddingExtractorDim,
speakerEmbeddingExtractorIsReady,
speakerEmbeddingManagerAdd,
speakerEmbeddingManagerAddListFlattened,
speakerEmbeddingManagerContains,
speakerEmbeddingManagerGetAllSpeakers,
speakerEmbeddingManagerNumSpeakers,
speakerEmbeddingManagerRemove,
speakerEmbeddingManagerSearch,
speakerEmbeddingManagerVerify
} from 'libsherpa_onnx.so';
import { OnlineStream } from './StreamingAsr';
export class SpeakerEmbeddingExtractorConfig {
public model: string = '';
public numThreads: number = 1;
public debug: boolean = false;
public provider: string = 'cpu';
}
export class SpeakerEmbeddingExtractor {
public config: SpeakerEmbeddingExtractorConfig = new SpeakerEmbeddingExtractorConfig();
public dim: number;
private handle: object;
constructor(config: SpeakerEmbeddingExtractorConfig, mgr?: object) {
this.handle = createSpeakerEmbeddingExtractor(config, mgr);
this.config = config;
this.dim = speakerEmbeddingExtractorDim(this.handle);
}
createStream(): OnlineStream {
return new OnlineStream(
speakerEmbeddingExtractorCreateStream(this.handle));
}
isReady(stream: OnlineStream): boolean {
return speakerEmbeddingExtractorIsReady(this.handle, stream.handle);
}
compute(stream: OnlineStream, enableExternalBuffer: boolean = true): Float32Array {
return speakerEmbeddingExtractorComputeEmbedding(
this.handle, stream.handle, enableExternalBuffer);
}
}
function flatten(arrayList: Float32Array[]): Float32Array {
let n = 0;
for (let i = 0; i < arrayList.length; ++i) {
n += arrayList[i].length;
}
let ans = new Float32Array(n);
let offset = 0;
for (let i = 0; i < arrayList.length; ++i) {
ans.set(arrayList[i], offset);
offset += arrayList[i].length;
}
return ans;
}
interface SpeakerNameWithEmbedding {
name: string;
v: Float32Array;
}
interface SpeakerNameWithEmbeddingList {
name: string;
v: Float32Array[];
}
interface SpeakerNameWithEmbeddingN {
name: string;
vv: Float32Array;
n: number;
}
interface EmbeddingWithThreshold {
v: Float32Array;
threshold: number;
}
interface SpeakerNameEmbeddingThreshold {
name: string;
v: Float32Array;
threshold: number;
}
export class SpeakerEmbeddingManager {
public dim: number;
private handle: object;
constructor(dim: number) {
this.handle = createSpeakerEmbeddingManager(dim);
this.dim = dim;
}
add(speaker: SpeakerNameWithEmbedding): boolean {
return speakerEmbeddingManagerAdd(this.handle, speaker);
}
addMulti(speaker: SpeakerNameWithEmbeddingList): boolean {
const c: SpeakerNameWithEmbeddingN = {
name: speaker.name,
vv: flatten(speaker.v),
n: speaker.v.length,
};
return speakerEmbeddingManagerAddListFlattened(this.handle, c);
}
remove(name: string): boolean {
return speakerEmbeddingManagerRemove(this.handle, name);
}
search(obj: EmbeddingWithThreshold): string {
return speakerEmbeddingManagerSearch(this.handle, obj);
}
verify(obj: SpeakerNameEmbeddingThreshold): boolean {
return speakerEmbeddingManagerVerify(this.handle, obj);
}
contains(name: string): boolean {
return speakerEmbeddingManagerContains(this.handle, name);
}
getNumSpeakers(): number {
return speakerEmbeddingManagerNumSpeakers(this.handle);
}
getAllSpeakerNames(): string[] {
return speakerEmbeddingManagerGetAllSpeakers(this.handle);
}
}