xref: /aosp_15_r20/external/libtextclassifier/native/actions/ngram-model.h (revision 993b0882672172b81d12fad7a7ac0c3e5c824a12)
1*993b0882SAndroid Build Coastguard Worker /*
2*993b0882SAndroid Build Coastguard Worker  * Copyright (C) 2018 The Android Open Source Project
3*993b0882SAndroid Build Coastguard Worker  *
4*993b0882SAndroid Build Coastguard Worker  * Licensed under the Apache License, Version 2.0 (the "License");
5*993b0882SAndroid Build Coastguard Worker  * you may not use this file except in compliance with the License.
6*993b0882SAndroid Build Coastguard Worker  * You may obtain a copy of the License at
7*993b0882SAndroid Build Coastguard Worker  *
8*993b0882SAndroid Build Coastguard Worker  *      http://www.apache.org/licenses/LICENSE-2.0
9*993b0882SAndroid Build Coastguard Worker  *
10*993b0882SAndroid Build Coastguard Worker  * Unless required by applicable law or agreed to in writing, software
11*993b0882SAndroid Build Coastguard Worker  * distributed under the License is distributed on an "AS IS" BASIS,
12*993b0882SAndroid Build Coastguard Worker  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13*993b0882SAndroid Build Coastguard Worker  * See the License for the specific language governing permissions and
14*993b0882SAndroid Build Coastguard Worker  * limitations under the License.
15*993b0882SAndroid Build Coastguard Worker  */
16*993b0882SAndroid Build Coastguard Worker 
17*993b0882SAndroid Build Coastguard Worker #ifndef LIBTEXTCLASSIFIER_ACTIONS_NGRAM_MODEL_H_
18*993b0882SAndroid Build Coastguard Worker #define LIBTEXTCLASSIFIER_ACTIONS_NGRAM_MODEL_H_
19*993b0882SAndroid Build Coastguard Worker 
20*993b0882SAndroid Build Coastguard Worker #include <memory>
21*993b0882SAndroid Build Coastguard Worker 
22*993b0882SAndroid Build Coastguard Worker #include "actions/actions_model_generated.h"
23*993b0882SAndroid Build Coastguard Worker #include "actions/sensitive-classifier-base.h"
24*993b0882SAndroid Build Coastguard Worker #include "actions/types.h"
25*993b0882SAndroid Build Coastguard Worker #include "utils/tokenizer.h"
26*993b0882SAndroid Build Coastguard Worker #include "utils/utf8/unicodetext.h"
27*993b0882SAndroid Build Coastguard Worker #include "utils/utf8/unilib.h"
28*993b0882SAndroid Build Coastguard Worker 
29*993b0882SAndroid Build Coastguard Worker namespace libtextclassifier3 {
30*993b0882SAndroid Build Coastguard Worker 
31*993b0882SAndroid Build Coastguard Worker class NGramSensitiveModel : public SensitiveTopicModelBase {
32*993b0882SAndroid Build Coastguard Worker  public:
33*993b0882SAndroid Build Coastguard Worker   static std::unique_ptr<NGramSensitiveModel> Create(
34*993b0882SAndroid Build Coastguard Worker       const UniLib* unilib, const NGramLinearRegressionModel* model,
35*993b0882SAndroid Build Coastguard Worker       const Tokenizer* tokenizer);
36*993b0882SAndroid Build Coastguard Worker 
37*993b0882SAndroid Build Coastguard Worker   // Evaluates an n-gram linear regression model, and tests against the
38*993b0882SAndroid Build Coastguard Worker   // threshold. Returns true in case of a positive classification. The caller
39*993b0882SAndroid Build Coastguard Worker   // may also optionally query the score.
40*993b0882SAndroid Build Coastguard Worker   std::pair<bool, float> Eval(const UnicodeText& text) const override;
41*993b0882SAndroid Build Coastguard Worker 
42*993b0882SAndroid Build Coastguard Worker   // Evaluates an n-gram linear regression model against all messages in a
43*993b0882SAndroid Build Coastguard Worker   // conversation and returns true in case of any positive classification.
44*993b0882SAndroid Build Coastguard Worker   std::pair<bool, float> EvalConversation(const Conversation& conversation,
45*993b0882SAndroid Build Coastguard Worker                                           int num_messages) const override;
46*993b0882SAndroid Build Coastguard Worker 
47*993b0882SAndroid Build Coastguard Worker   // Exposed for testing only.
48*993b0882SAndroid Build Coastguard Worker   static uint64 GetNumSkipGrams(int num_tokens, int max_ngram_length,
49*993b0882SAndroid Build Coastguard Worker                                 int max_skips);
50*993b0882SAndroid Build Coastguard Worker 
51*993b0882SAndroid Build Coastguard Worker  private:
52*993b0882SAndroid Build Coastguard Worker   explicit NGramSensitiveModel(const UniLib* unilib,
53*993b0882SAndroid Build Coastguard Worker                                const NGramLinearRegressionModel* model,
54*993b0882SAndroid Build Coastguard Worker                                const Tokenizer* tokenizer);
55*993b0882SAndroid Build Coastguard Worker 
56*993b0882SAndroid Build Coastguard Worker   // Returns the (begin,end] range of n-grams where the first hashed token
57*993b0882SAndroid Build Coastguard Worker   // matches the given value.
58*993b0882SAndroid Build Coastguard Worker   std::pair<int, int> GetFirstTokenMatches(uint32 token_hash) const;
59*993b0882SAndroid Build Coastguard Worker 
60*993b0882SAndroid Build Coastguard Worker   // Returns whether a given n-gram matches the token stream.
61*993b0882SAndroid Build Coastguard Worker   bool IsNGramMatch(const uint32* tokens, size_t num_tokens,
62*993b0882SAndroid Build Coastguard Worker                     const uint32* ngram_tokens, size_t num_ngram_tokens,
63*993b0882SAndroid Build Coastguard Worker                     int max_skips) const;
64*993b0882SAndroid Build Coastguard Worker 
65*993b0882SAndroid Build Coastguard Worker   const NGramLinearRegressionModel* model_;
66*993b0882SAndroid Build Coastguard Worker   const Tokenizer* tokenizer_;
67*993b0882SAndroid Build Coastguard Worker   std::unique_ptr<Tokenizer> owned_tokenizer_;
68*993b0882SAndroid Build Coastguard Worker };
69*993b0882SAndroid Build Coastguard Worker 
70*993b0882SAndroid Build Coastguard Worker }  // namespace libtextclassifier3
71*993b0882SAndroid Build Coastguard Worker 
72*993b0882SAndroid Build Coastguard Worker #endif  // LIBTEXTCLASSIFIER_ACTIONS_NGRAM_MODEL_H_
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