/src/sentencepiece/src/bpe_model.h
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1 | | // Copyright 2016 Google Inc. |
2 | | // |
3 | | // Licensed under the Apache License, Version 2.0 (the "License"); |
4 | | // you may not use this file except in compliance with the License. |
5 | | // You may obtain a copy of the License at |
6 | | // |
7 | | // http://www.apache.org/licenses/LICENSE-2.0 |
8 | | // |
9 | | // Unless required by applicable law or agreed to in writing, software |
10 | | // distributed under the License is distributed on an "AS IS" BASIS, |
11 | | // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
12 | | // See the License for the specific language governing permissions and |
13 | | // limitations under the License.! |
14 | | |
15 | | #ifndef BPE_MODEL_H_ |
16 | | #define BPE_MODEL_H_ |
17 | | |
18 | | #include "absl/strings/string_view.h" |
19 | | #include "model_interface.h" |
20 | | #include "sentencepiece_model.pb.h" |
21 | | |
22 | | namespace sentencepiece { |
23 | | namespace bpe { |
24 | | |
25 | | // Segmentation model with BPE (Byte Pair Encoding) |
26 | | // Details: |
27 | | // Neural Machine Translation of Rare Words with Subword Units |
28 | | // https://arxiv.org/abs/1508.07909 |
29 | | // |
30 | | // https://en.wikipedia.org/wiki/Byte_pair_encoding |
31 | | class Model : public ModelInterface { |
32 | | public: |
33 | | explicit Model(const ModelProto& model_proto); |
34 | | ~Model() override; |
35 | | |
36 | 0 | EncodeResult Encode(absl::string_view normalized) const override { |
37 | 0 | return SampleEncode(normalized, 0.0); |
38 | 0 | } |
39 | | |
40 | | // Sampling with BPE-dropout: https://arxiv.org/pdf/1910.13267.pdf |
41 | | // `alpha` is dropout probability in BPE-dropout paper. |
42 | | // Skips merge operation with `alpha` probability. |
43 | | // When alpha <= 0.0, no sampling is performed. |
44 | | EncodeResult SampleEncode(absl::string_view normalized, |
45 | | float alpha) const override; |
46 | | |
47 | 0 | bool IsSampleEncodeAvailable() const override { return true; } |
48 | | |
49 | 0 | bool IsNBestEncodeAvailable() const override { return false; } |
50 | | }; |
51 | | } // namespace bpe |
52 | | } // namespace sentencepiece |
53 | | #endif // BPE_MODEL_H_ |