-
Notifications
You must be signed in to change notification settings - Fork 1.9k
Expand file tree
/
Copy pathSentencepieceModel.cs
More file actions
466 lines (398 loc) · 18.5 KB
/
SentencepieceModel.cs
File metadata and controls
466 lines (398 loc) · 18.5 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
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
// Licensed to the .NET Foundation under one or more agreements.
// The .NET Foundation licenses this file to you under the MIT license.
// See the LICENSE file in the project root for more information.
// Minimal protobuf parser for SentencePiece model files (sentencepiece_model.proto).
// Replaces a full Google.Protobuf dependency with just enough wire-format reading
// to parse the fields the tokenizer implementation actually consumes.
// SentencePiece is under the Apache License 2.0 https://github.com/google/sentencepiece/blob/master/LICENSE
using System;
using System.Collections.Generic;
using System.IO;
using System.Text;
namespace Sentencepiece
{
/// <summary>Low-level protobuf wire-format primitives (read-only, forward-only).</summary>
internal static class SentencePieceProtobufReader
{
internal static int ReadRawVarint32(byte[] data, int end, ref int pos)
{
if (pos >= end)
{
throw new InvalidDataException("Unexpected end of data while reading varint.");
}
byte b = data[pos++];
int result = b & 0x7F;
if ((b & 0x80) == 0)
{
return result;
}
for (int shift = 7; shift < 32; shift += 7)
{
if (pos >= end)
{
throw new InvalidDataException("Unexpected end of data while reading varint.");
}
b = data[pos++];
result |= (b & 0x7F) << shift;
if ((b & 0x80) == 0)
{
return result;
}
}
// Negative int32 values are sign-extended to 10-byte varints; consume remaining bytes.
for (int i = 0; i < 5; i++)
{
if (pos >= end)
{
throw new InvalidDataException("Unexpected end of data while reading varint.");
}
if ((data[pos++] & 0x80) == 0)
{
return result;
}
}
throw new InvalidDataException("Malformed varint.");
}
internal static int ReadLengthPrefix(byte[] data, int end, ref int pos)
{
int length = ReadRawVarint32(data, end, ref pos);
if ((uint)length > (uint)(end - pos))
{
throw new InvalidDataException("Invalid length-delimited field size.");
}
return length;
}
internal static string ReadString(byte[] data, int end, ref int pos)
{
int length = ReadLengthPrefix(data, end, ref pos);
string result = Encoding.UTF8.GetString(data, pos, length);
pos += length;
return result;
}
internal static float ReadFloat(byte[] data, int end, ref int pos)
{
if (pos > end - 4)
{
throw new InvalidDataException("Unexpected end of data while reading float.");
}
float value;
if (BitConverter.IsLittleEndian)
{
value = BitConverter.ToSingle(data, pos);
}
else
{
// Protobuf fixed32 is always little-endian; reverse bytes on big-endian platforms.
byte[] buffer = new byte[4];
buffer[0] = data[pos + 3];
buffer[1] = data[pos + 2];
buffer[2] = data[pos + 1];
buffer[3] = data[pos];
value = BitConverter.ToSingle(buffer, 0);
}
pos += 4;
return value;
}
internal static void SkipField(byte[] data, int end, int wireType, ref int pos)
{
switch (wireType)
{
case 0: // varint (max 10 bytes per protobuf spec)
for (int i = 0; i < 10; i++)
{
if (pos >= end)
{
throw new InvalidDataException("Unexpected end of data while skipping varint.");
}
if ((data[pos++] & 0x80) == 0)
{
break;
}
if (i == 9)
{
throw new InvalidDataException("Malformed varint.");
}
}
break;
case 1: // 64-bit fixed
if (pos > end - 8)
{
throw new InvalidDataException("Unexpected end of data while skipping fixed64.");
}
pos += 8;
break;
case 2: // length-delimited
int skipLength = ReadLengthPrefix(data, end, ref pos);
pos += skipLength;
break;
case 5: // 32-bit fixed
if (pos > end - 4)
{
throw new InvalidDataException("Unexpected end of data while skipping fixed32.");
}
pos += 4;
break;
default:
throw new InvalidDataException($"Unknown or unsupported protobuf wire type {wireType}.");
}
}
}
/// <summary>Lightweight replacement for Google.Protobuf.ByteString with a Span property.</summary>
internal readonly struct SentencePieceByteString(byte[] data, int offset, int length)
{
internal ReadOnlySpan<byte> Span => data is null ? ReadOnlySpan<byte>.Empty : data.AsSpan(offset, length);
}
/// <summary>ModelProto (top-level message; field numbers match sentencepiece_model.proto)</summary>
internal sealed class ModelProto
{
internal static readonly ModelProtoParser Parser = new();
internal List<Types.SentencePiece> Pieces { get; } = new();
internal TrainerSpec TrainerSpec { get; private set; } = new();
internal NormalizerSpec NormalizerSpec { get; private set; } = new();
internal static ModelProto Parse(byte[] data, int start, int end)
{
ModelProto result = new();
int pos = start;
int length;
while (pos < end)
{
int tag = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
int fieldNumber = tag >> 3;
int wireType = tag & 7;
// The 'when wireType == 2' guards serve double duty: they match the expected wire
// type for these message fields AND provide forward-compatibility — if a future proto
// version changes a field's type, or if extension fields reuse these numbers with a
// different wire type, the mismatch falls through to the default skip case.
//
// For non-repeated message fields (TrainerSpec, NormalizerSpec), seeing the same field
// number twice replaces the prior value (last wins). This differs from the standard
// protobuf library which merges repeated occurrences of non-repeated message fields.
// SentencePiece model files contain each field at most once, so the difference is moot
// in practice.
switch (fieldNumber)
{
case 1 when wireType == 2: // repeated SentencePiece pieces = 1
length = SentencePieceProtobufReader.ReadLengthPrefix(data, end, ref pos);
result.Pieces.Add(Types.SentencePiece.Parse(data, pos, pos + length));
pos += length;
break;
case 2 when wireType == 2: // TrainerSpec trainer_spec = 2
length = SentencePieceProtobufReader.ReadLengthPrefix(data, end, ref pos);
result.TrainerSpec = TrainerSpec.Parse(data, pos, pos + length);
pos += length;
break;
case 3 when wireType == 2: // NormalizerSpec normalizer_spec = 3
length = SentencePieceProtobufReader.ReadLengthPrefix(data, end, ref pos);
result.NormalizerSpec = NormalizerSpec.Parse(data, pos, pos + length);
pos += length;
break;
default:
SentencePieceProtobufReader.SkipField(data, end, wireType, ref pos);
break;
}
}
return result;
}
internal static class Types
{
internal sealed class SentencePiece
{
internal string Piece { get; set; } = "";
internal float Score { get; set; }
internal Types.Type Type { get; set; } = Types.Type.Normal;
internal static SentencePiece Parse(byte[] data, int start, int end)
{
SentencePiece result = new();
int pos = start;
while (pos < end)
{
int tag = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
int fieldNumber = tag >> 3;
int wireType = tag & 7;
switch (fieldNumber)
{
case 1 when wireType == 2: // string piece = 1
result.Piece = SentencePieceProtobufReader.ReadString(data, end, ref pos);
break;
case 2 when wireType == 5: // float score = 2
result.Score = SentencePieceProtobufReader.ReadFloat(data, end, ref pos);
break;
case 3 when wireType == 0: // Type type = 3
result.Type = (Types.Type)SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
break;
default:
SentencePieceProtobufReader.SkipField(data, end, wireType, ref pos);
break;
}
}
return result;
}
internal static class Types
{
internal enum Type
{
Normal = 1,
Unknown = 2,
Control = 3,
UserDefined = 4,
Unused = 5,
Byte = 6,
}
}
}
}
}
/// <summary>ModelProtoParser (entry point: ModelProto.Parser.ParseFrom(Stream))</summary>
internal sealed class ModelProtoParser
{
internal ModelProto ParseFrom(Stream stream)
{
if (stream is null)
{
throw new ArgumentNullException(nameof(stream));
}
// Fast-path: if the input is already a MemoryStream with an accessible buffer,
// parse directly from its underlying array without copying.
if (stream is MemoryStream memoryStream &&
memoryStream.TryGetBuffer(out ArraySegment<byte> segment))
{
int start = segment.Offset + (int)memoryStream.Position;
int end = segment.Offset + (int)memoryStream.Length;
return ModelProto.Parse(segment.Array!, start, end);
}
// Fallback: copy remaining data into a new MemoryStream, pre-sizing when possible.
MemoryStream ms;
if (stream.CanSeek)
{
long remaining = stream.Length - stream.Position;
ms = remaining > 0 && remaining <= int.MaxValue ? new MemoryStream((int)remaining) : new MemoryStream();
}
else
{
ms = new MemoryStream();
}
stream.CopyTo(ms);
return ModelProto.Parse(ms.GetBuffer(), 0, (int)ms.Length);
}
}
/// <summary>TrainerSpec (defaults match sentencepiece_model.proto)</summary>
internal sealed class TrainerSpec
{
internal Types.ModelType ModelType { get; private set; } = Types.ModelType.Unigram;
internal bool TreatWhitespaceAsSuffix { get; private set; }
internal bool ByteFallback { get; private set; }
internal int UnkId { get; private set; }
internal int BosId { get; private set; } = 1;
internal int EosId { get; private set; } = 2;
internal int PadId { get; private set; } = -1;
internal string UnkPiece { get; private set; } = "<unk>";
internal string BosPiece { get; private set; } = "<s>";
internal string EosPiece { get; private set; } = "</s>";
internal string PadPiece { get; private set; } = "<pad>";
internal static TrainerSpec Parse(byte[] data, int start, int end)
{
TrainerSpec result = new();
int pos = start;
while (pos < end)
{
int tag = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
int fieldNumber = tag >> 3;
int wireType = tag & 7;
switch (fieldNumber)
{
case 3 when wireType == 0: // ModelType model_type = 3
result.ModelType = (Types.ModelType)SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
break;
case 24 when wireType == 0: // bool treat_whitespace_as_suffix = 24
result.TreatWhitespaceAsSuffix = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos) != 0;
break;
case 35 when wireType == 0: // bool byte_fallback = 35
result.ByteFallback = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos) != 0;
break;
case 40 when wireType == 0: // int32 unk_id = 40
result.UnkId = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
break;
case 41 when wireType == 0: // int32 bos_id = 41
result.BosId = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
break;
case 42 when wireType == 0: // int32 eos_id = 42
result.EosId = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
break;
case 43 when wireType == 0: // int32 pad_id = 43
result.PadId = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
break;
case 45 when wireType == 2: // string unk_piece = 45
result.UnkPiece = SentencePieceProtobufReader.ReadString(data, end, ref pos);
break;
case 46 when wireType == 2: // string bos_piece = 46
result.BosPiece = SentencePieceProtobufReader.ReadString(data, end, ref pos);
break;
case 47 when wireType == 2: // string eos_piece = 47
result.EosPiece = SentencePieceProtobufReader.ReadString(data, end, ref pos);
break;
case 48 when wireType == 2: // string pad_piece = 48
result.PadPiece = SentencePieceProtobufReader.ReadString(data, end, ref pos);
break;
default:
SentencePieceProtobufReader.SkipField(data, end, wireType, ref pos);
break;
}
}
return result;
}
internal static class Types
{
internal enum ModelType
{
Unigram = 1,
Bpe = 2,
Word = 3,
Char = 4,
}
}
}
/// <summary>NormalizerSpec (defaults match sentencepiece_model.proto)</summary>
internal sealed class NormalizerSpec
{
internal string Name { get; private set; } = "";
internal SentencePieceByteString PrecompiledCharsmap { get; private set; }
internal bool AddDummyPrefix { get; private set; } = true;
internal bool RemoveExtraWhitespaces { get; private set; } = true;
internal bool EscapeWhitespaces { get; private set; } = true;
internal static NormalizerSpec Parse(byte[] data, int start, int end)
{
NormalizerSpec result = new();
int pos = start;
while (pos < end)
{
int tag = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos);
int fieldNumber = tag >> 3;
int wireType = tag & 7;
switch (fieldNumber)
{
case 1 when wireType == 2: // string name = 1
result.Name = SentencePieceProtobufReader.ReadString(data, end, ref pos);
break;
case 2 when wireType == 2: // bytes precompiled_charsmap = 2
int length = SentencePieceProtobufReader.ReadLengthPrefix(data, end, ref pos);
result.PrecompiledCharsmap = new SentencePieceByteString(data, pos, length);
pos += length;
break;
case 3 when wireType == 0: // bool add_dummy_prefix = 3
result.AddDummyPrefix = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos) != 0;
break;
case 4 when wireType == 0: // bool remove_extra_whitespaces = 4
result.RemoveExtraWhitespaces = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos) != 0;
break;
case 5 when wireType == 0: // bool escape_whitespaces = 5
result.EscapeWhitespaces = SentencePieceProtobufReader.ReadRawVarint32(data, end, ref pos) != 0;
break;
default:
SentencePieceProtobufReader.SkipField(data, end, wireType, ref pos);
break;
}
}
return result;
}
}
}