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| // Various helper functions and utilities | |
| // | |
| // CLI argument parsing | |
| // | |
| // | |
| // Vocab utils | |
| // | |
| struct gpt_vocab { | |
| using id = int32_t; | |
| using token = std::string; | |
| std::map<token, id> token_to_id; | |
| std::map<id, token> id_to_token; | |
| std::vector<std::string> special_tokens; | |
| void add_special_token(const std::string & token); | |
| }; | |
| void utreplace(std::string & str, const std::string & needle, const std::string & replacement); | |
| // poor-man's JSON parsing | |
| std::map<std::string, int32_t> json_parse(const std::string & fname); | |
| std::string convert_to_utf8(const std::wstring & input); | |
| std::wstring convert_to_wstring(const std::string & input); | |
| void gpt_split_words(std::string str, std::vector<std::string>& words); | |
| // split text into tokens | |
| // | |
| // ref: https://github.com/openai/gpt-2/blob/a74da5d99abaaba920de8131d64da2862a8f213b/src/encoder.py#L53 | |
| // | |
| // Regex (Python): | |
| // r"""'s|'t|'re|'ve|'m|'ll|'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+""" | |
| // | |
| // Regex (C++): | |
| // R"('s|'t|'re|'ve|'m|'ll|'d| ?[[:alpha:]]+| ?[[:digit:]]+| ?[^\s[:alpha:][:digit:]]+|\s+(?!\S)|\s+)" | |
| // | |
| std::vector<gpt_vocab::id> gpt_tokenize(const gpt_vocab & vocab, const std::string & text); | |
| bool should_transpose_layer(std::string name); | |
| void kcpp_graph_compute_helper(ggml_cgraph * graph, int n_threads); |