58 lines
2.2 KiB
C++

#ifndef __SD_TOKENIZERS_TOKENIZER_H__
#define __SD_TOKENIZERS_TOKENIZER_H__
#include <cstddef>
#include <cstdint>
#include <functional>
#include <string>
#include <vector>
using on_new_token_cb_t = std::function<bool(std::string&, std::vector<int32_t>&)>;
class Tokenizer {
protected:
std::vector<std::string> special_tokens;
bool add_bos_token = false;
bool add_eos_token = false;
bool pad_left = false;
bool normalize_before_split = false;
std::string end_of_word_suffix;
virtual std::string decode_token(int token_id) const = 0;
virtual std::string normalize(const std::string& text) const;
public:
std::string UNK_TOKEN;
std::string BOS_TOKEN;
std::string EOS_TOKEN;
std::string PAD_TOKEN;
int UNK_TOKEN_ID = 0;
int BOS_TOKEN_ID = 0;
int EOS_TOKEN_ID = 0;
int PAD_TOKEN_ID = 0;
virtual ~Tokenizer() = default;
virtual void add_special_token(const std::string& token);
bool is_special_token(const std::string& token) const;
// An empty output may be valid; failures return false and clear the output.
virtual bool encode(const std::string& text, std::vector<int>& tokens, on_new_token_cb_t on_new_token_cb = nullptr, std::string* error = nullptr) = 0;
bool tokenize(const std::string& text,
std::vector<int>& tokens,
on_new_token_cb_t on_new_token_cb = nullptr,
bool padding = false,
size_t min_length = 0,
size_t max_length = 100000000,
bool allow_overflow_expand = false,
std::string* error = nullptr);
void pad_tokens(std::vector<int>& tokens,
std::vector<float>* weights,
std::vector<float>* mask,
size_t min_length = 0,
size_t max_length = 100000000,
bool allow_overflow_expand = false);
virtual bool decode(const std::vector<int>& tokens, std::string& text, std::string* error = nullptr) const;
};
#endif // __SD_TOKENIZERS_TOKENIZER_H__