#include "llama.h" #include "common.h" #include #include #include #include static std::string unescape_whitespace(llama_context* ctx, const std::vector& tokens) { std::string result; for (size_t i = 0; i < tokens.size(); ++i) { result += llama_token_to_str(ctx, tokens[i]); } return result; } static const std::map> & k_tests() { static std::map> _k_tests = { { " ", {1, 259, }, }, { " ", { 1, 1678, }, }, { " ", { 1, 268, }, }, { "\t", { 1, 29871, 12, }, }, { "\n", { 1, 29871, 13, }, }, { "\t\n", { 1, 29871, 12, 13, }, }, { "Hello world", { 1, 15043, 3186, }, }, { " Hello world", { 1, 29871, 15043, 3186, }, }, { "Hello World", { 1, 15043, 2787, }, }, { " Hello World", { 1, 29871, 15043, 2787, }, }, { " Hello World!", { 1, 29871, 15043, 2787, 29991, }, }, { " this is πŸ¦™.cpp", { 1, 29871, 445, 338, 29871, 243, 162, 169, 156, 29889, 8223, }, }, { "w048 7tuijk dsdfhu", { 1, 281, 29900, 29946, 29947, 29871, 29955, 9161, 13535, 18031, 2176, 6905, }, }, { "Π½Π΅Ρ‰ΠΎ Π½Π° Π‘ΡŠΠ»Π³Π°Ρ€ΡΠΊΠΈ", { 1, 1538, 4851, 665, 1386, 29713, 1305, }, }, { "αž€αžΆαž“αŸ‹αžαŸ‚αž–αž·αžŸαŸαžŸαž’αžΆαž…αžαž›αž…αŸαž‰", { 1, 29871, 31849, 31324, 31934, 228, 162, 142, 228, 161, 146, 228, 162, 133, 228, 161, 153, 228, 161, 186, 31708, 228, 162, 132, 31708, 228, 161, 165, 31324, 228, 161, 136, 228, 161, 132, 228, 161, 158, 228, 161, 136, 228, 162, 132, 228, 161, 140, }, }, { "πŸš€ (normal) πŸ˜Άβ€πŸŒ«οΈ (multiple emojis concatenated) βœ… (only emoji that has its own token)", { 1, 29871, 243, 162, 157, 131, 313, 8945, 29897, 29871, 243, 162, 155, 185, 30722, 243, 162, 143, 174, 30598, 313, 20787, 953, 3848, 275, 16125, 630, 29897, 29871, 31681, 313, 6194, 953, 29877, 2397, 393, 756, 967, 1914, 5993, 29897, }, }, { "Hello", { 1, 15043 }, }, { " Hello", { 1, 29871, 15043 }, }, { " Hello", { 1, 259, 15043 }, }, { " Hello", { 1, 1678, 15043 }, }, { " Hello", { 1, 268, 15043 }, }, { " Hello\n Hello", { 1, 268, 15043, 13, 1678, 15043 }, }, }; return _k_tests; } int main(int argc, char **argv) { if (argc < 2) { fprintf(stderr, "Usage: %s \n", argv[0]); return 1; } const std::string fname = argv[1]; fprintf(stderr, "%s : reading vocab from: '%s'\n", __func__, fname.c_str()); llama_model * model; llama_context * ctx; llama_backend_init(false); // load the vocab { auto lparams = llama_context_default_params(); lparams.vocab_only = true; model = llama_load_model_from_file(fname.c_str(), lparams); if (model == NULL) { fprintf(stderr, "%s: error: failed to load vocab '%s'\n", __func__, fname.c_str()); return 1; } ctx = llama_new_context_with_model(model, lparams); if (ctx == NULL) { fprintf(stderr, "%s: error: failed to load vocab '%s'\n", __func__, fname.c_str()); llama_free_model(model); return 1; } } const int n_vocab = llama_n_vocab(ctx); if (n_vocab != 32000) { fprintf(stderr, "%s : expected 32000 tokens, got %d\n", __func__, n_vocab); llama_free_model(model); llama_free(ctx); return 2; } bool success = true; for (const auto & test_kv : k_tests()) { std::vector res = llama_tokenize(ctx, test_kv.first, true); fprintf(stderr, "%s : '%s' tokenized to '%s'\n", __func__, test_kv.first.c_str(), unescape_whitespace(ctx, res).c_str()); bool correct = res.size() == test_kv.second.size(); for (int i = 0; i < (int) res.size() && correct; ++i) { if (res[i] != test_kv.second[i]) { correct = false; } } if (!correct) { fprintf(stderr, "%s : failed test: '%s'\n", __func__, test_kv.first.c_str()); fprintf(stderr, "%s : detokenized to: '%s' instead of '%s'\n", __func__, unescape_whitespace(ctx, res).c_str(), unescape_whitespace(ctx, test_kv.second).c_str()); fprintf(stderr, "%s : expected tokens: ", __func__); for (const auto & t : test_kv.second) { fprintf(stderr, "%6d, ", t); } fprintf(stderr, "\n"); fprintf(stderr, "%s : got tokens: ", __func__); for (const auto & t : res) { fprintf(stderr, "%6d, ", t); } fprintf(stderr, "\n"); success = false; } } llama_free_model(model); llama_free(ctx); llama_backend_free(); return success ? 0 : 3; }