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| 1 | +#include "llama.h" |
| 2 | +#include "common.h" |
| 3 | + |
| 4 | +#include <cstdio> |
| 5 | +#include <string> |
| 6 | +#include <map> |
| 7 | +#include <vector> |
| 8 | +#include <fstream> |
| 9 | + |
| 10 | +// generate using test-tokenizer-0-falcon.py |
| 11 | +static const std::map<std::string, std::vector<llama_token>> & k_tests() { |
| 12 | + static std::map<std::string, std::vector<llama_token>> _k_tests = { |
| 13 | + { "" , { }, }, |
| 14 | + { " " , { 204, }, }, |
| 15 | + { " " , { 258, }, }, |
| 16 | + { " " , { 466, }, }, |
| 17 | + { "\t" , { 192, }, }, |
| 18 | + { "\n" , { 193, }, }, |
| 19 | + { "\t\n" , { 19125, }, }, |
| 20 | + { "Hello world" , { 9856, 1079, }, }, |
| 21 | + { " Hello world" , { 23090, 1079, }, }, |
| 22 | + { "Hello World" , { 9856, 2889, }, }, |
| 23 | + { " Hello World" , { 23090, 2889, }, }, |
| 24 | + { " Hello World!" , { 23090, 2889, 12, }, }, |
| 25 | + { "Hello, world!" , { 9856, 23, 1079, 12, }, }, |
| 26 | + { " Hello, world!" , { 23090, 23, 1079, 12, }, }, |
| 27 | + { " this is 🦙.cpp" , { 414, 304, 3346, 111, 231, 25, 29247, }, }, |
| 28 | + { "w048 7tuijk dsdfhu" , { 98, 55866, 204, 34, 16682, 7149, 36190, 6869, 11481, }, }, |
| 29 | + { "нещо на Български" , { 150, 133, 6207, 151, 215, 150, 134, 5052, 133, 6279, 5052, 223, 151, 216, 49679, 123, 53110, 47043, 7795, }, }, |
| 30 | + { "កាន់តែពិសេសអាចខលចេញ" , { 38154, 206, 38154, 126, 38154, 225, 167, 237, 217, 38154, 221, 167, 237, 208, 38154, 228, 38154, 127, 38154, 237, 167, 237, 207, 38154, 237, 38154, 107, 38154, 126, 38154, 211, 38154, 207, 38154, 233, 38154, 211, 167, 237, 207, 38154, 215, }, }, |
| 31 | + { "🚀 (normal) 😶🌫️ (multiple emojis concatenated) ✅ (only emoji that has its own token)", { 2571, 232, 206, 204, 19, 11003, 20, 8196, 126, 283, 219, 48778, 116, 13392, 204, 19, 51831, 732, 63209, 1741, 7955, 522, 20, 22438, 211, 204, 19, 7927, 53360, 325, 504, 701, 946, 10930, 20, }, }, |
| 32 | + { "Hello" , { 9856, }, }, |
| 33 | + { " Hello" , { 23090, }, }, |
| 34 | + { " Hello" , { 204, 23090, }, }, |
| 35 | + { " Hello" , { 258, 23090, }, }, |
| 36 | + { " Hello" , { 466, 23090, }, }, |
| 37 | + { " Hello\n Hello" , { 466, 23090, 742, 23090, }, }, |
| 38 | + }; |
| 39 | + |
| 40 | + return _k_tests; |
| 41 | +} |
| 42 | + |
| 43 | +int main(int argc, char **argv) { |
| 44 | + if (argc < 2) { |
| 45 | + fprintf(stderr, "Usage: %s vocab-file [text-file]\n", argv[0]); |
| 46 | + return 1; |
| 47 | + } |
| 48 | + |
| 49 | + const std::string fname = argv[1]; |
| 50 | + |
| 51 | + std::string fname_text; |
| 52 | + if (argc > 2) { |
| 53 | + fname_text = argv[2]; |
| 54 | + } |
| 55 | + |
| 56 | + fprintf(stderr, "%s : reading vocab from: '%s'\n", __func__, fname.c_str()); |
| 57 | + |
| 58 | + llama_model * model; |
| 59 | + llama_context * ctx; |
| 60 | + |
| 61 | + llama_backend_init(false); |
| 62 | + |
| 63 | + // load the vocab |
| 64 | + { |
| 65 | + auto lparams = llama_context_default_params(); |
| 66 | + |
| 67 | + lparams.vocab_only = true; |
| 68 | + |
| 69 | + model = llama_load_model_from_file(fname.c_str(), lparams); |
| 70 | + |
| 71 | + if (model == NULL) { |
| 72 | + fprintf(stderr, "%s: error: failed to load vocab '%s'\n", __func__, fname.c_str()); |
| 73 | + return 1; |
| 74 | + } |
| 75 | + |
| 76 | + ctx = llama_new_context_with_model(model, lparams); |
| 77 | + |
| 78 | + if (ctx == NULL) { |
| 79 | + fprintf(stderr, "%s: error: failed to load vocab '%s'\n", __func__, fname.c_str()); |
| 80 | + llama_free_model(model); |
| 81 | + return 1; |
| 82 | + } |
| 83 | + } |
| 84 | + |
| 85 | + const int n_vocab = llama_n_vocab(ctx); |
| 86 | + |
| 87 | + if (n_vocab != 65024) { |
| 88 | + fprintf(stderr, "%s : expected 65024 tokens, got %d\n", __func__, n_vocab); |
| 89 | + llama_free_model(model); |
| 90 | + llama_free(ctx); |
| 91 | + return 2; |
| 92 | + } |
| 93 | + |
| 94 | + bool success = true; |
| 95 | + |
| 96 | + for (const auto & test_kv : k_tests()) { |
| 97 | + const std::vector<llama_token> res = llama_tokenize(ctx, test_kv.first, false); |
| 98 | + |
| 99 | + printf("\n"); |
| 100 | + printf("src: '%s'\n", test_kv.first.c_str()); |
| 101 | + printf("res: '%s'\n", llama_detokenize(ctx, res).c_str()); |
| 102 | + printf("tok: "); |
| 103 | + for (const auto & tok : res) { |
| 104 | + printf("%d ", tok); |
| 105 | + } |
| 106 | + printf("\n"); |
| 107 | + |
| 108 | + bool correct = res.size() == test_kv.second.size(); |
| 109 | + |
| 110 | + for (int i = 0; i < (int) res.size() && correct; ++i) { |
| 111 | + if (test_kv.second[i] != res[i]) { |
| 112 | + correct = false; |
| 113 | + } |
| 114 | + } |
| 115 | + |
| 116 | + if (!correct) { |
| 117 | + fprintf(stderr, "%s : failed test: '%s'\n", __func__, test_kv.first.c_str()); |
| 118 | + fprintf(stderr, "%s : detokenized to: '%s' instead of '%s'\n", __func__, |
| 119 | + llama_detokenize(ctx, res).c_str(), |
| 120 | + llama_detokenize(ctx, test_kv.second).c_str()); |
| 121 | + fprintf(stderr, "%s : expected tokens: ", __func__); |
| 122 | + for (const auto & t : test_kv.second) { |
| 123 | + fprintf(stderr, "%6d, ", t); |
| 124 | + } |
| 125 | + fprintf(stderr, "\n"); |
| 126 | + fprintf(stderr, "%s : got tokens: ", __func__); |
| 127 | + for (const auto & t : res) { |
| 128 | + fprintf(stderr, "%6d, ", t); |
| 129 | + } |
| 130 | + fprintf(stderr, "\n"); |
| 131 | + |
| 132 | + success = false; |
| 133 | + } |
| 134 | + } |
| 135 | + |
| 136 | + if (!fname_text.empty()) { |
| 137 | + fprintf(stderr, "%s : tokenizing: '%s'\n", __func__, fname_text.c_str()); |
| 138 | + |
| 139 | + std::string text; |
| 140 | + { |
| 141 | + std::ifstream ifs(fname_text); |
| 142 | + if (!ifs) { |
| 143 | + fprintf(stderr, "%s : error: could not open file '%s'\n", __func__, fname_text.c_str()); |
| 144 | + return 1; |
| 145 | + } |
| 146 | + text = std::string(std::istreambuf_iterator<char>(ifs), std::istreambuf_iterator<char>()); |
| 147 | + } |
| 148 | + |
| 149 | + fprintf(stderr, "%s : text size: %zu\n", __func__, text.size()); |
| 150 | + |
| 151 | + const std::vector<llama_token> res = llama_tokenize(ctx, text, true); |
| 152 | + |
| 153 | + fprintf(stderr, "%s : tokens: %zu\n", __func__, res.size()); |
| 154 | + |
| 155 | + { |
| 156 | + const std::string fname_out = fname_text + ".tokcpp"; |
| 157 | + |
| 158 | + std::ofstream ofs(fname_out); |
| 159 | + if (!ofs) { |
| 160 | + fprintf(stderr, "%s : error: could not open file '%s'\n", __func__, fname_out.c_str()); |
| 161 | + return 1; |
| 162 | + } |
| 163 | + |
| 164 | + for (const auto & tok : res) { |
| 165 | + ofs << tok << " "; |
| 166 | + } |
| 167 | + |
| 168 | + ofs << "\n"; |
| 169 | + } |
| 170 | + |
| 171 | + fprintf(stderr, "%s : tokens written to '%s'\n", __func__, (fname_text + ".tokcpp").c_str()); |
| 172 | + } |
| 173 | + |
| 174 | + llama_free_model(model); |
| 175 | + llama_free(ctx); |
| 176 | + |
| 177 | + llama_backend_free(); |
| 178 | + |
| 179 | + return success ? 0 : 3; |
| 180 | +} |
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