sherpa_onnx.pas
15.8 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
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
{ Copyright (c) 2024 Xiaomi Corporation }
unit sherpa_onnx;
{$mode objfpc}
{$modeSwitch advancedRecords} { to support records with methods }
(* {$LongStrings ON} *)
interface
type
TSherpaOnnxWave = record
Samples: array of Single; { normalized to the range [-1, 1] }
SampleRate: Integer;
end;
TSherpaOnnxOnlineTransducerModelConfig = record
Encoder: AnsiString;
Decoder: AnsiString;
Joiner: AnsiString;
function ToString: AnsiString;
end;
TSherpaOnnxOnlineParaformerModelConfig = record
Encoder: AnsiString;
Decoder: AnsiString;
function ToString: AnsiString;
end;
TSherpaOnnxOnlineZipformer2CtcModelConfig = record
Model: AnsiString;
function ToString: AnsiString;
end;
TSherpaOnnxOnlineModelConfig = record
Transducer: TSherpaOnnxOnlineTransducerModelConfig;
Paraformer: TSherpaOnnxOnlineParaformerModelConfig;
Zipformer2Ctc: TSherpaOnnxOnlineZipformer2CtcModelConfig;
Tokens: AnsiString;
NumThreads: Integer;
Provider: AnsiString;
Debug: Boolean;
ModelType: AnsiString;
ModelingUnit: AnsiString;
BpeVocab: AnsiString;
function ToString: AnsiString;
end;
TSherpaOnnxFeatureConfig = record
SampleRate: Integer;
FeatureDim: Integer;
function ToString: AnsiString;
end;
TSherpaOnnxOnlineCtcFstDecoderConfig = record
Graph: AnsiString;
MaxActive: Integer;
function ToString: AnsiString;
end;
TSherpaOnnxOnlineRecognizerConfig = record
FeatConfig: TSherpaOnnxFeatureConfig;
ModelConfig: TSherpaOnnxOnlineModelConfig;
DecodingMethod: AnsiString;
MaxActivePaths: Integer;
EnableEndpoint: Boolean;
Rule1MinTrailingSilence: Single;
Rule2MinTrailingSilence: Single;
Rule3MinUtteranceLength: Single;
HotwordsFile: AnsiString;
HotwordsScore: Single;
CtcFstDecoderConfig: TSherpaOnnxOnlineCtcFstDecoderConfig;
RuleFsts: AnsiString;
RuleFars: AnsiString;
BlankPenalty: Single;
function ToString: AnsiString;
end;
TSherpaOnnxOnlineRecognizerResult = record
Text: AnsiString;
Tokens: array of AnsiString;
Timestamps: array of Single;
function ToString: AnsiString;
end;
TSherpaOnnxOnlineStream = class
private
Handle: Pointer;
public
constructor Create(P: Pointer);
destructor Destroy; override;
procedure AcceptWaveform(Samples: array of Single; SampleRate: Integer);
procedure InputFinished;
end;
TSherpaOnnxOnlineRecognizer = class
private
Handle: Pointer;
public
constructor Create(Config: TSherpaOnnxOnlineRecognizerConfig);
destructor Destroy; override;
function CreateStream: TSherpaOnnxOnlineStream; overload;
function CreateStream(Hotwords: AnsiString): TSherpaOnnxOnlineStream; overload;
function IsReady(Stream: TSherpaOnnxOnlineStream): Boolean;
procedure Decode(Stream: TSherpaOnnxOnlineStream);
procedure Reset(Stream: TSherpaOnnxOnlineStream);
function IsEndpoint(Stream: TSherpaOnnxOnlineStream): Boolean;
function GetResult(Stream: TSherpaOnnxOnlineStream): TSherpaOnnxOnlineRecognizerResult;
end;
{ It supports reading a single channel wave with 16-bit encoded samples.
Samples are normalized to the range [-1, 1].
}
function SherpaOnnxReadWave(Filename: AnsiString): TSherpaOnnxWave;
implementation
uses
ctypes,
fpjson,
{ See
- https://wiki.freepascal.org/fcl-json
- https://www.freepascal.org/daily/doc/fcl/fpjson/getjson.html
}
jsonparser,
SysUtils;
const
{See https://www.freepascal.org/docs-html/prog/progap7.html}
{$IFDEF WINDOWS}
SherpaOnnxLibName = 'sherpa-onnx-c-api.dll';
{$ENDIF}
{$IFDEF DARWIN}
SherpaOnnxLibName = 'sherpa-onnx-c-api';
{$linklib sherpa-onnx-c-api}
{$ENDIF}
{$IFDEF LINUX}
SherpaOnnxLibName = 'libsherpa-onnx-c-api.so';
{$ENDIF}
type
SherpaOnnxWave = record
Samples: pcfloat;
SampleRate: cint32;
NumSamples: cint32;
end;
PSherpaOnnxWave = ^SherpaOnnxWave;
SherpaOnnxOnlineTransducerModelConfig = record
Encoder: PAnsiChar;
Decoder: PAnsiChar;
Joiner: PAnsiChar;
end;
SherpaOnnxOnlineParaformerModelConfig = record
Encoder: PAnsiChar;
Decoder: PAnsiChar;
end;
SherpaOnnxOnlineZipformer2CtcModelConfig = record
Model: PAnsiChar;
end;
SherpaOnnxOnlineModelConfig= record
Transducer: SherpaOnnxOnlineTransducerModelConfig;
Paraformer: SherpaOnnxOnlineParaformerModelConfig;
Zipformer2Ctc: SherpaOnnxOnlineZipformer2CtcModelConfig;
Tokens: PAnsiChar;
NumThreads: cint32;
Provider: PAnsiChar;
Debug: cint32;
ModelType: PAnsiChar;
ModelingUnit: PAnsiChar;
BpeVocab: PAnsiChar;
end;
SherpaOnnxFeatureConfig = record
SampleRate: cint32;
FeatureDim: cint32;
end;
SherpaOnnxOnlineCtcFstDecoderConfig = record
Graph: PAnsiChar;
MaxActive: cint32;
end;
SherpaOnnxOnlineRecognizerConfig = record
FeatConfig: SherpaOnnxFeatureConfig;
ModelConfig: SherpaOnnxOnlineModelConfig;
DecodingMethod: PAnsiChar;
MaxActivePaths: cint32;
EnableEndpoint: cint32;
Rule1MinTrailingSilence: Single;
Rule2MinTrailingSilence: Single;
Rule3MinUtteranceLength: Single;
HotwordsFile: PAnsiChar;
HotwordsScore: Single;
CtcFstDecoderConfig: SherpaOnnxOnlineCtcFstDecoderConfig;
RuleFsts: PAnsiChar;
RuleFars: PAnsiChar;
BlankPenalty: Single;
end;
PSherpaOnnxOnlineRecognizerConfig = ^SherpaOnnxOnlineRecognizerConfig;
function SherpaOnnxCreateOnlineRecognizer(Config: PSherpaOnnxOnlineRecognizerConfig): Pointer; cdecl;
external SherpaOnnxLibName;
procedure SherpaOnnxDestroyOnlineRecognizer(Recognizer: Pointer); cdecl;
external SherpaOnnxLibName;
function SherpaOnnxCreateOnlineStream(Recognizer: Pointer): Pointer; cdecl;
external SherpaOnnxLibName;
function SherpaOnnxCreateOnlineStreamWithHotwords(Recognizer: Pointer; Hotwords: PAnsiChar): Pointer; cdecl;
external SherpaOnnxLibName;
procedure SherpaOnnxDestroyOnlineStream(Recognizer: Pointer); cdecl;
external SherpaOnnxLibName;
procedure SherpaOnnxOnlineStreamAcceptWaveform(Stream: Pointer;
SampleRate: cint32; Samples: pcfloat; N: cint32 ); cdecl;
external SherpaOnnxLibName;
procedure SherpaOnnxOnlineStreamInputFinished(Stream: Pointer); cdecl;
external SherpaOnnxLibName;
function SherpaOnnxIsOnlineStreamReady(Recognizer: Pointer; Stream: Pointer): cint32; cdecl;
external SherpaOnnxLibName;
procedure SherpaOnnxDecodeOnlineStream(Recognizer: Pointer; Stream: Pointer); cdecl;
external SherpaOnnxLibName;
procedure SherpaOnnxOnlineStreamReset(Recognizer: Pointer; Stream: Pointer); cdecl;
external SherpaOnnxLibName;
function SherpaOnnxOnlineStreamIsEndpoint(Recognizer: Pointer; Stream: Pointer): cint32; cdecl;
external SherpaOnnxLibName;
function SherpaOnnxGetOnlineStreamResultAsJson(Recognizer: Pointer; Stream: Pointer): PAnsiChar; cdecl;
external SherpaOnnxLibName;
procedure SherpaOnnxDestroyOnlineStreamResultJson(PJson: PAnsiChar); cdecl;
external SherpaOnnxLibName;
function SherpaOnnxReadWaveWrapper(Filename: PAnsiChar): PSherpaOnnxWave; cdecl;
external SherpaOnnxLibName name 'SherpaOnnxReadWave';
procedure SherpaOnnxFreeWaveWrapper(P: PSherpaOnnxWave); cdecl;
external SherpaOnnxLibName name 'SherpaOnnxFreeWave';
function SherpaOnnxReadWave(Filename: AnsiString): TSherpaOnnxWave;
var
PFilename: PAnsiChar;
PWave: PSherpaOnnxWave;
I: Integer;
begin
PFilename := PAnsiChar(Filename);
PWave := SherpaOnnxReadWaveWrapper(PFilename);
Result.Samples := nil;
SetLength(Result.Samples, PWave^.NumSamples);
Result.SampleRate := PWave^.SampleRate;
for I := Low(Result.Samples) to High(Result.Samples) do
Result.Samples[I] := PWave^.Samples[I];
SherpaOnnxFreeWaveWrapper(PWave);
end;
function TSherpaOnnxOnlineTransducerModelConfig.ToString: AnsiString;
begin
Result := Format('TSherpaOnnxOnlineTransducerModelConfig(Encoder := %s, Decoder := %s, Joiner := %s)',
[Self.Encoder, Self.Decoder, Self.Joiner]);
end;
function TSherpaOnnxOnlineParaformerModelConfig.ToString: AnsiString;
begin
Result := Format('TSherpaOnnxOnlineParaformerModelConfig(Encoder := %s, Decoder := %s)',
[Self.Encoder, Self.Decoder]);
end;
function TSherpaOnnxOnlineZipformer2CtcModelConfig.ToString: AnsiString;
begin
Result := Format('TSherpaOnnxOnlineZipformer2CtcModelConfig(Model := %s)',
[Self.Model]);
end;
function TSherpaOnnxOnlineModelConfig.ToString: AnsiString;
begin
Result := Format('TSherpaOnnxOnlineModelConfig(Transducer := %s, ' +
'Paraformer := %s,' +
'Zipformer2Ctc := %s, ' +
'Tokens := %s, ' +
'NumThreads := %d, ' +
'Provider := %s, ' +
'Debug := %s, ' +
'ModelType := %s, ' +
'ModelingUnit := %s, ' +
'BpeVocab := %s)'
,
[Self.Transducer.ToString, Self.Paraformer.ToString,
Self.Zipformer2Ctc.ToString, Self.Tokens,
Self.NumThreads, Self.Provider, Self.Debug.ToString,
Self.ModelType, Self.ModelingUnit, Self.BpeVocab
]);
end;
function TSherpaOnnxFeatureConfig.ToString: AnsiString;
begin
Result := Format('TSherpaOnnxFeatureConfig(SampleRate := %d, FeatureDim := %d)',
[Self.SampleRate, Self.FeatureDim]);
end;
function TSherpaOnnxOnlineCtcFstDecoderConfig.ToString: AnsiString;
begin
Result := Format('TSherpaOnnxOnlineCtcFstDecoderConfig(Graph := %s, MaxActive := %d)',
[Self.Graph, Self.MaxActive]);
end;
function TSherpaOnnxOnlineRecognizerConfig.ToString: AnsiString;
begin
Result := Format('TSherpaOnnxOnlineRecognizerConfig(FeatConfg := %s, ' +
'ModelConfig := %s, ' +
'DecodingMethod := %s, ' +
'MaxActivePaths := %d, ' +
'EnableEndpoint := %s, ' +
'Rule1MinTrailingSilence := %.1f, ' +
'Rule2MinTrailingSilence := %.1f, ' +
'Rule3MinUtteranceLength := %.1f, ' +
'HotwordsFile := %s, ' +
'HotwordsScore := %.1f, ' +
'CtcFstDecoderConfig := %s, ' +
'RuleFsts := %s, ' +
'RuleFars := %s, ' +
'BlankPenalty := %.1f' +
')'
,
[Self.FeatConfig.ToString, Self.ModelConfig.ToString,
Self.DecodingMethod, Self.MaxActivePaths, Self.EnableEndpoint.ToString,
Self.Rule1MinTrailingSilence, Self.Rule2MinTrailingSilence,
Self.Rule3MinUtteranceLength, Self.HotwordsFile, Self.HotwordsScore,
Self.CtcFstDecoderConfig.ToString, Self.RuleFsts, Self.RuleFars,
Self.BlankPenalty
]);
end;
function TSherpaOnnxOnlineRecognizerResult.ToString: AnsiString;
var
TokensStr: AnsiString;
S: AnsiString;
TimestampStr: AnsiString;
T: Single;
Sep: AnsiString;
begin
TokensStr := '[';
Sep := '';
for S in Self.Tokens do
begin
TokensStr := TokensStr + Sep + S;
Sep := ', ';
end;
TokensStr := TokensStr + ']';
TimestampStr := '[';
Sep := '';
for T in Self.Timestamps do
begin
TimestampStr := TimestampStr + Sep + Format('%.2f', [T]);
Sep := ', ';
end;
TimestampStr := TimestampStr + ']';
Result := Format('TSherpaOnnxOnlineRecognizerResult(Text := %s, ' +
'Tokens := %s, ' +
'Timestamps := %s, ' +
')',
[Self.Text, TokensStr, TimestampStr]);
end;
constructor TSherpaOnnxOnlineRecognizer.Create(Config: TSherpaOnnxOnlineRecognizerConfig);
var
C: SherpaOnnxOnlineRecognizerConfig;
begin
Initialize(C);
C.FeatConfig.SampleRate := Config.FeatConfig.SampleRate;
C.FeatConfig.FeatureDim := Config.FeatConfig.FeatureDim;
C.ModelConfig.Transducer.Encoder := PAnsiChar(Config.ModelConfig.Transducer.Encoder);
C.ModelConfig.Transducer.Decoder := PAnsiChar(Config.ModelConfig.Transducer.Decoder);
C.ModelConfig.Transducer.Joiner := PAnsiChar(Config.ModelConfig.Transducer.Joiner);
C.ModelConfig.Paraformer.Encoder := PAnsiChar(Config.ModelConfig.Paraformer.Encoder);
C.ModelConfig.Paraformer.Decoder := PAnsiChar(Config.ModelConfig.Paraformer.Decoder);
C.ModelConfig.Zipformer2Ctc.Model := PAnsiChar(Config.ModelConfig.Zipformer2Ctc.Model);
C.ModelConfig.Tokens := PAnsiChar(Config.ModelConfig.Tokens);
C.ModelConfig.NumThreads := Config.ModelConfig.NumThreads;
C.ModelConfig.Provider := PAnsiChar(Config.ModelConfig.Provider);
C.ModelConfig.Debug := Ord(Config.ModelConfig.Debug);
C.ModelConfig.ModelType := PAnsiChar(Config.ModelConfig.ModelType);
C.ModelConfig.ModelingUnit := PAnsiChar(Config.ModelConfig.ModelingUnit);
C.ModelConfig.BpeVocab := PAnsiChar(Config.ModelConfig.BpeVocab);
C.DecodingMethod := PAnsiChar(Config.DecodingMethod);
C.MaxActivePaths := Config.MaxActivePaths;
C.EnableEndpoint := Ord(Config.EnableEndpoint);
C.Rule1MinTrailingSilence := Config.Rule1MinTrailingSilence;
C.Rule2MinTrailingSilence := Config.Rule2MinTrailingSilence;
C.Rule3MinUtteranceLength := Config.Rule3MinUtteranceLength;
C.HotwordsFile := PAnsiChar(Config.HotwordsFile);
C.HotwordsScore := Config.HotwordsScore;
C.CtcFstDecoderConfig.Graph := PAnsiChar(Config.CtcFstDecoderConfig.Graph);
C.CtcFstDecoderConfig.MaxActive := Config.CtcFstDecoderConfig.MaxActive;
C.RuleFsts := PAnsiChar(Config.RuleFsts);
C.RuleFars := PAnsiChar(Config.RuleFars);
C.BlankPenalty := Config.BlankPenalty;
Self.Handle := SherpaOnnxCreateOnlineRecognizer(@C);
end;
destructor TSherpaOnnxOnlineRecognizer.Destroy;
begin
SherpaOnnxDestroyOnlineRecognizer(Self.Handle);
Self.Handle := nil;
end;
function TSherpaOnnxOnlineRecognizer.CreateStream: TSherpaOnnxOnlineStream;
var
Stream: Pointer;
begin
Stream := SherpaOnnxCreateOnlineStream(Self.Handle);
Result := TSherpaOnnxOnlineStream.Create(Stream);
end;
function TSherpaOnnxOnlineRecognizer.CreateStream(Hotwords: AnsiString): TSherpaOnnxOnlineStream;
var
Stream: Pointer;
begin
Stream := SherpaOnnxCreateOnlineStreamWithHotwords(Self.Handle, PAnsiChar(Hotwords));
Result := TSherpaOnnxOnlineStream.Create(Stream);
end;
function TSherpaOnnxOnlineRecognizer.IsReady(Stream: TSherpaOnnxOnlineStream): Boolean;
begin
Result := SherpaOnnxIsOnlineStreamReady(Self.Handle, Stream.Handle) = 1;
end;
procedure TSherpaOnnxOnlineRecognizer.Decode(Stream: TSherpaOnnxOnlineStream);
begin
SherpaOnnxDecodeOnlineStream(Self.Handle, Stream.Handle);
end;
procedure TSherpaOnnxOnlineRecognizer.Reset(Stream: TSherpaOnnxOnlineStream);
begin
SherpaOnnxOnlineStreamReset(Self.Handle, Stream.Handle);
end;
function TSherpaOnnxOnlineRecognizer.IsEndpoint(Stream: TSherpaOnnxOnlineStream): Boolean;
begin
Result := SherpaOnnxOnlineStreamIsEndpoint(Self.Handle, Stream.Handle) = 1;
end;
function TSherpaOnnxOnlineRecognizer.GetResult(Stream: TSherpaOnnxOnlineStream): TSherpaOnnxOnlineRecognizerResult;
var
pJson: PAnsiChar;
JsonData: TJSONData;
JsonObject : TJSONObject;
JsonEnum: TJSONEnum;
I: Integer;
begin
pJson := SherpaOnnxGetOnlineStreamResultAsJson(Self.Handle, Stream.Handle);
{
- https://www.freepascal.org/daily/doc/fcl/fpjson/getjson.html
- https://www.freepascal.org/daily/doc/fcl/fpjson/tjsondata.html
- https://www.freepascal.org/daily/doc/fcl/fpjson/tjsonobject.html
- https://www.freepascal.org/daily/doc/fcl/fpjson/tjsonenum.html
}
JsonData := GetJSON(AnsiString(pJson), False);
JsonObject := JsonData as TJSONObject;
Result.Text := JsonObject.Strings['text'];
SetLength(Result.Tokens, JsonObject.Arrays['tokens'].Count);
I := 0;
for JsonEnum in JsonObject.Arrays['tokens'] do
begin
Result.Tokens[I] := JsonEnum.Value.AsString;
Inc(I);
end;
SetLength(Result.Timestamps, JsonObject.Arrays['timestamps'].Count);
I := 0;
for JsonEnum in JsonObject.Arrays['timestamps'] do
begin
Result.Timestamps[I] := JsonEnum.Value.AsFloat;
Inc(I);
end;
SherpaOnnxDestroyOnlineStreamResultJson(pJson);
end;
constructor TSherpaOnnxOnlineStream.Create(P: Pointer);
begin
Self.Handle := P;
end;
destructor TSherpaOnnxOnlineStream.Destroy;
begin
SherpaOnnxDestroyOnlineStream(Self.Handle);
Self.Handle := nil;
end;
procedure TSherpaOnnxOnlineStream.AcceptWaveform(Samples: array of Single; SampleRate: Integer);
begin
SherpaOnnxOnlineStreamAcceptWaveform(Self.Handle, SampleRate,
pcfloat(Samples), Length(Samples));
end;
procedure TSherpaOnnxOnlineStream.InputFinished;
begin
SherpaOnnxOnlineStreamInputFinished(Self.Handle);
end;
end.