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llama : lookup word in vocab before doing BPE merges (#7193)
* fix: llama-3 ignore_merges * test: add test for llama-3 bpe ignore_merges * fix: set ignore_merges only for llama-3 * fix: test-tokenizer-1-bpe --ingore-merges detection * fix: copy to fix fallthrough * fix: change ignore_merges to bool * fix: add ignore merges tests to cmake * llama : alternative merge ignore logic --------- Co-authored-by: Haoxiang Fei <feihaoxiang@idea.edu.cn> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
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14
llama.cpp
14
llama.cpp
@ -12253,13 +12253,14 @@ struct llm_tokenizer_bpe {
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void tokenize(const std::string & text, std::vector<llama_vocab::id> & output) {
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int final_prev_index = -1;
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bool ignore_merges = false;
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std::vector<std::string> word_collection;
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switch (vocab.type) {
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case LLAMA_VOCAB_TYPE_BPE:
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switch (vocab.type_pre) {
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case LLAMA_VOCAB_PRE_TYPE_LLAMA3:
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case LLAMA_VOCAB_PRE_TYPE_DBRX:
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ignore_merges = true;
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word_collection = unicode_regex_split(text, {
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// original regex from tokenizer.json
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//"(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
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@ -12268,6 +12269,12 @@ struct llm_tokenizer_bpe {
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"(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
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});
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break;
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case LLAMA_VOCAB_PRE_TYPE_DBRX:
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word_collection = unicode_regex_split(text, {
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// same as llama3
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"(?:'[sS]|'[tT]|'[rR][eE]|'[vV][eE]|'[mM]|'[lL][lL]|'[dD])|[^\\r\\n\\p{L}\\p{N}]?\\p{L}+|\\p{N}{1,3}| ?[^\\s\\p{L}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
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});
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break;
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case LLAMA_VOCAB_PRE_TYPE_DEEPSEEK_LLM:
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word_collection = unicode_regex_split(text, {
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"[\r\n]",
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@ -12351,6 +12358,11 @@ struct llm_tokenizer_bpe {
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int index = 0;
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size_t offset = 0;
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if (ignore_merges && vocab.token_to_id.find(word) != vocab.token_to_id.end()) {
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symbols.emplace_back(llm_symbol{-1, -1, word.c_str(), word.size()});
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offset = word.size();
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}
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while (offset < word.size()) {
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llm_symbol sym;
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size_t char_len = std::min(word.size() - offset, (size_t) ::utf8_len(word[offset]));
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