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tests : add falcon tests (py + cpp, currently do not pass Unicode)
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#include "llama.h" | ||
#include "common.h" | ||
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#include <cstdio> | ||
#include <string> | ||
#include <map> | ||
#include <vector> | ||
#include <fstream> | ||
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// generate using test-tokenizer-0-falcon.py | ||
static const std::map<std::string, std::vector<llama_token>> & k_tests() { | ||
static std::map<std::string, std::vector<llama_token>> _k_tests = { | ||
{ "" , { }, }, | ||
{ " " , { 204, }, }, | ||
{ " " , { 258, }, }, | ||
{ " " , { 466, }, }, | ||
{ "\t" , { 192, }, }, | ||
{ "\n" , { 193, }, }, | ||
{ "\t\n" , { 19125, }, }, | ||
{ "Hello world" , { 9856, 1079, }, }, | ||
{ " Hello world" , { 23090, 1079, }, }, | ||
{ "Hello World" , { 9856, 2889, }, }, | ||
{ " Hello World" , { 23090, 2889, }, }, | ||
{ " Hello World!" , { 23090, 2889, 12, }, }, | ||
{ "Hello, world!" , { 9856, 23, 1079, 12, }, }, | ||
{ " Hello, world!" , { 23090, 23, 1079, 12, }, }, | ||
{ " this is 🦙.cpp" , { 414, 304, 3346, 111, 231, 25, 29247, }, }, | ||
{ "w048 7tuijk dsdfhu" , { 98, 55866, 204, 34, 16682, 7149, 36190, 6869, 11481, }, }, | ||
{ "нещо на Български" , { 150, 133, 6207, 151, 215, 150, 134, 5052, 133, 6279, 5052, 223, 151, 216, 49679, 123, 53110, 47043, 7795, }, }, | ||
{ "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, }, }, | ||
{ "🚀 (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, }, }, | ||
{ "Hello" , { 9856, }, }, | ||
{ " Hello" , { 23090, }, }, | ||
{ " Hello" , { 204, 23090, }, }, | ||
{ " Hello" , { 258, 23090, }, }, | ||
{ " Hello" , { 466, 23090, }, }, | ||
{ " Hello\n Hello" , { 466, 23090, 742, 23090, }, }, | ||
}; | ||
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return _k_tests; | ||
} | ||
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int main(int argc, char **argv) { | ||
if (argc < 2) { | ||
fprintf(stderr, "Usage: %s vocab-file [text-file]\n", argv[0]); | ||
return 1; | ||
} | ||
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const std::string fname = argv[1]; | ||
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std::string fname_text; | ||
if (argc > 2) { | ||
fname_text = argv[2]; | ||
} | ||
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fprintf(stderr, "%s : reading vocab from: '%s'\n", __func__, fname.c_str()); | ||
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llama_model * model; | ||
llama_context * ctx; | ||
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llama_backend_init(false); | ||
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// load the vocab | ||
{ | ||
auto lparams = llama_context_default_params(); | ||
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lparams.vocab_only = true; | ||
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model = llama_load_model_from_file(fname.c_str(), lparams); | ||
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if (model == NULL) { | ||
fprintf(stderr, "%s: error: failed to load vocab '%s'\n", __func__, fname.c_str()); | ||
return 1; | ||
} | ||
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ctx = llama_new_context_with_model(model, lparams); | ||
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if (ctx == NULL) { | ||
fprintf(stderr, "%s: error: failed to load vocab '%s'\n", __func__, fname.c_str()); | ||
llama_free_model(model); | ||
return 1; | ||
} | ||
} | ||
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const int n_vocab = llama_n_vocab(ctx); | ||
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if (n_vocab != 65024) { | ||
fprintf(stderr, "%s : expected 65024 tokens, got %d\n", __func__, n_vocab); | ||
llama_free_model(model); | ||
llama_free(ctx); | ||
return 2; | ||
} | ||
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bool success = true; | ||
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for (const auto & test_kv : k_tests()) { | ||
const std::vector<llama_token> res = llama_tokenize(ctx, test_kv.first, false); | ||
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printf("\n"); | ||
printf("src: '%s'\n", test_kv.first.c_str()); | ||
printf("res: '%s'\n", llama_detokenize(ctx, res).c_str()); | ||
printf("tok: "); | ||
for (const auto & tok : res) { | ||
printf("%d ", tok); | ||
} | ||
printf("\n"); | ||
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bool correct = res.size() == test_kv.second.size(); | ||
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for (int i = 0; i < (int) res.size() && correct; ++i) { | ||
if (test_kv.second[i] != res[i]) { | ||
correct = false; | ||
} | ||
} | ||
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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__, | ||
llama_detokenize(ctx, res).c_str(), | ||
llama_detokenize(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"); | ||
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success = false; | ||
} | ||
} | ||
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if (!fname_text.empty()) { | ||
fprintf(stderr, "%s : tokenizing: '%s'\n", __func__, fname_text.c_str()); | ||
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std::string text; | ||
{ | ||
std::ifstream ifs(fname_text); | ||
if (!ifs) { | ||
fprintf(stderr, "%s : error: could not open file '%s'\n", __func__, fname_text.c_str()); | ||
return 1; | ||
} | ||
text = std::string(std::istreambuf_iterator<char>(ifs), std::istreambuf_iterator<char>()); | ||
} | ||
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fprintf(stderr, "%s : text size: %zu\n", __func__, text.size()); | ||
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const std::vector<llama_token> res = llama_tokenize(ctx, text, true); | ||
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fprintf(stderr, "%s : tokens: %zu\n", __func__, res.size()); | ||
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{ | ||
const std::string fname_out = fname_text + ".tokcpp"; | ||
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std::ofstream ofs(fname_out); | ||
if (!ofs) { | ||
fprintf(stderr, "%s : error: could not open file '%s'\n", __func__, fname_out.c_str()); | ||
return 1; | ||
} | ||
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for (const auto & tok : res) { | ||
ofs << tok << " "; | ||
} | ||
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ofs << "\n"; | ||
} | ||
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fprintf(stderr, "%s : tokens written to '%s'\n", __func__, (fname_text + ".tokcpp").c_str()); | ||
} | ||
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llama_free_model(model); | ||
llama_free(ctx); | ||
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llama_backend_free(); | ||
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return success ? 0 : 3; | ||
} |
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