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_ 73