Detokenizer fixes (#8039)
* Add llama_detokenize(): - Update header files location - UNKNOWN and CONTROL are 'special pieces' - Remove space after UNKNOWN and CONTROL - Refactor llama_token_to_piece() - Add flag: clean_up_tokenization_spaces - Symmetric params for llama_tokenize() and llama_detokenize() * Update and fix tokenizer tests: - Using llama_detokenize() - Unexpected vocab type as test fail instead of error - Useful when automating tests: - If you don't know in advance the vocab type - Differenciate other loading errors - Skip unicode surrogaes and undefined - Gracefully exit threads - Using exit() is throwing random exceptions - Clean old known problematic codepoints - Minor: confusing hexadecimal codepoint * Update bruteforce random tests - Add detokenizer checks - New generator: ascii_lr_strip - New generator: apostrophe - Add more vocabs files - Detokenize special tokens. - Replace errors with '\uFFFD' when detokenizing to 'utf-8' - More edge cases - Better detokenization results check * Fix add_space_prefix, set false by default * Better leading space removal * Do not remove space when decoding special tokens * Bugfix: custom regexs splits undefined unicode codepoints * 'viking' detokenizer clean spaces
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11 changed files with 499 additions and 265 deletions
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@ -232,8 +232,7 @@ static std::vector<size_t> unicode_regex_split_custom_gpt2(const std::string & t
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};
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auto _get_flags = [&] (const size_t pos) -> codepoint_flags {
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static const codepoint_flags undef(codepoint_flags::UNDEFINED);
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return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags(cpts[pos]) : undef;
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return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags(cpts[pos]) : codepoint_flags{};
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};
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size_t _prev_end = offset_ini;
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@ -295,9 +294,9 @@ static std::vector<size_t> unicode_regex_split_custom_gpt2(const std::string & t
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continue;
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}
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// regex: <space>?[^\s\p{L}\p{N}]+
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if (!(flags2.is_whitespace || flags2.is_letter || flags2.is_number || flags2.is_undefined)) {
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if (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags2.as_uint()) {
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pos += (cpt == ' ');
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while (!(flags2.is_whitespace || flags2.is_letter || flags2.is_number || flags2.is_undefined)) {
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while (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags2.as_uint()) {
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flags2 = _get_flags(++pos);
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}
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_add_token(pos);
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@ -351,8 +350,7 @@ static std::vector<size_t> unicode_regex_split_custom_llama3(const std::string &
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};
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auto _get_flags = [&] (const size_t pos) -> codepoint_flags {
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static const codepoint_flags undef(codepoint_flags::UNDEFINED);
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return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags(cpts[pos]) : undef;
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return (offset_ini <= pos && pos < offset_end) ? unicode_cpt_flags(cpts[pos]) : codepoint_flags{};
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};
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size_t _prev_end = offset_ini;
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@ -394,8 +392,8 @@ static std::vector<size_t> unicode_regex_split_custom_llama3(const std::string &
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}
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}
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// regex: [^\r\n\p{L}\p{N}]?\p{L}+ //####FIXME: the first \p{L} is correct?
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if (!(cpt == '\r' || cpt == '\n' || /*flags.is_letter |*/ flags.is_number)) {
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// regex: [^\r\n\p{L}\p{N}]?\p{L}+
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if (!(cpt == '\r' || cpt == '\n' || flags.is_number)) {
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if (flags.is_letter || _get_flags(pos+1).is_letter) { // one or more letters
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pos++;
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while (_get_flags(pos).is_letter) {
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@ -421,9 +419,9 @@ static std::vector<size_t> unicode_regex_split_custom_llama3(const std::string &
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// regex: <space>?[^\s\p{L}\p{N}]+[\r\n]*
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auto flags2 = (cpt == ' ' ? _get_flags(pos+1) : flags);
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if (!(flags2.is_whitespace || flags2.is_letter || flags2.is_number || flags2.is_undefined)) {
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if (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags.as_uint()) {
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pos += (cpt == ' ');
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while (!(flags2.is_whitespace || flags2.is_letter || flags2.is_number || flags2.is_undefined)) {
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while (!(flags2.is_whitespace | flags2.is_letter | flags2.is_number) && flags2.as_uint()) {
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flags2 = _get_flags(++pos);
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}
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uint32_t cpt2 = _get_cpt(pos);
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