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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5 changed files with 44 additions and 5 deletions
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@ -13,15 +13,27 @@
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#include <vector>
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int main(int argc, char **argv) {
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if (argc < 2) {
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fprintf(stderr, "Usage: %s <vocab-file>\n", argv[0]);
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if (argc < 2 || argc > 3) {
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fprintf(stderr, "Usage: %s <vocab-file> [--ignore-merges]\n", argv[0]);
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return 1;
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}
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const std::string fname = argv[1];
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bool ignore_merges = false;
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if (argc == 3) {
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if (std::strcmp(argv[2], "--ignore-merges") != 0) {
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fprintf(stderr, "Usage: %s <vocab-file> [--ignore-merges]\n", argv[0]);
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return 1;
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}
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ignore_merges = true;
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}
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fprintf(stderr, "%s : reading vocab from: '%s'\n", __func__, fname.c_str());
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if (ignore_merges) {
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fprintf(stderr, "%s : ignoring merges for tokens inside vocab\n", __func__);
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}
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llama_model * model;
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llama_context * ctx;
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@ -65,7 +77,19 @@ int main(int argc, char **argv) {
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std::string str = llama_detokenize_bpe(ctx, std::vector<int>(1, i));
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try {
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auto cps = unicode_cpts_from_utf8(str);
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std::vector<llama_token> tokens = llama_tokenize(ctx, str, false);
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std::vector<llama_token> tokens = llama_tokenize(ctx, str, false, true);
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if (ignore_merges && tokens.size() > 1) {
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fprintf(stderr,
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"%s : error: token %d detokenizes to '%s'(%zu) but "
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"tokenization of this to multiple tokens: [",
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__func__, i, str.c_str(), str.length());
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fprintf(stderr, "%d", tokens[0]);
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for (size_t i = 1; i < tokens.size(); i++) {
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fprintf(stderr, ", %d", tokens[i]);
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}
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fprintf(stderr, "]\n");
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return 2;
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}
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std::string check = llama_detokenize_bpe(ctx, tokens);
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if (check != str) {
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fprintf(stderr, "%s : error: token %d detokenizes to '%s'(%zu) but tokenization of this detokenizes to '%s'(%zu)\n",
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