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#include "common.h"
#include "download.h"
#include "llama.h"
#include "speculative.h"
#include <cmath>
#include <limits>
#include <string>
#include <vector>
#include <sstream>
#include <unordered_set>
#undef NDEBUG
#include <cassert>
static void test(void) {
common_params params;
auto assert_output_limits = [](int32_t n_batch, int32_t n_parallel, int32_t n_draft,
int32_t total, int32_t per_seq) {
const auto limits = common_speculative_get_output_limits(n_batch, n_parallel, n_draft);
assert(limits.total == total);
assert(limits.per_seq == per_seq);
};
assert_output_limits(16, 2, 3, 8, 4);
assert_output_limits(16, 2, -1, 2, 1);
assert_output_limits( 6, 2, 3, 6, 4);
assert_output_limits( 2, 1, 3, 2, 2);
assert_output_limits(
std::numeric_limits<int32_t>::max(),
std::numeric_limits<int32_t>::max(),
std::numeric_limits<int32_t>::max(),
std::numeric_limits<int32_t>::max(),
std::numeric_limits<int32_t>::max());
{
common_params_speculative spec;
spec.synth_len = 3.4;
auto assert_invalid = [](const common_params_speculative & value, int32_t n_max) {
try {
common_speculative_synth_rates_resolve(&value, n_max);
assert(false);
} catch (const std::invalid_argument &) {
}
};
const auto rates = common_speculative_synth_rates_resolve(&spec, 4);
assert(rates.size() == 4);
assert(std::abs(rates[0] - 0.80581) < 1e-5);
assert(std::abs(rates[1] - 0.64933) < 1e-5);
assert(std::abs(rates[2] - 0.52323) < 1e-5);
assert(std::abs(rates[3] - 0.42163) < 1e-5);
assert(std::abs(1.0 + rates[0] + rates[1] + rates[2] + rates[3] - 3.4) < 1e-8);
spec.synth_len = 1.0;
assert(common_speculative_synth_rates_resolve(&spec, 4) == std::vector<double>({0.0, 0.0, 0.0, 0.0}));
spec.synth_len = 5.0;
assert(common_speculative_synth_rates_resolve(&spec, 4) == std::vector<double>({1.0, 1.0, 1.0, 1.0}));
spec.synth_len = 5.1;
assert_invalid(spec, 4);
spec.synth_len = std::numeric_limits<double>::quiet_NaN();
assert_invalid(spec, 4);
spec.synth_len = 0.0;
assert_invalid(spec, 4);
spec.synth_len = -1.0;
spec.synth_rates = {0.8, 0.6, 0.4};
assert_invalid(spec, 4);
spec.synth_rates = {0.8, 0.6, 0.4, 0.2};
assert(common_speculative_synth_rates_resolve(&spec, 4) == spec.synth_rates);
spec.synth_rates = {0.8, 0.9, 0.4, 0.2};
assert_invalid(spec, 4);
spec.synth_rates = {0.8, std::numeric_limits<double>::quiet_NaN(), 0.4, 0.2};
assert_invalid(spec, 4);
spec.synth_rates = {0.8, 0.6, 0.4, -0.2};
assert_invalid(spec, 4);
spec.synth_rates = {0.8, 0.6, 0.4, 0.2};
spec.synth_len = 3.0;
assert_invalid(spec, 4);
}
{
common_params base;
base.n_parallel = 4;
base.n_outputs_max_per_seq = 8;
const auto draft = common_base_params_to_speculative(base);
assert(draft.n_outputs_max == 4);
assert(draft.n_outputs_max_per_seq == 1);
}
printf("test-arg-parser: make sure there is no duplicated arguments in any examples\n\n");
for (int ex = 0; ex < LLAMA_EXAMPLE_COUNT; ex++) {
try {
auto ctx_arg = common_params_parser_init(params, (enum llama_example)ex);
common_params_add_preset_options(ctx_arg.options);
std::unordered_set<std::string> seen_args;
std::unordered_set<std::string> seen_env_vars;
for (const auto & opt : ctx_arg.options) {
// check for args duplications
for (const auto & arg : opt.get_args()) {
if (seen_args.find(arg) == seen_args.end()) {
seen_args.insert(arg);
} else {
fprintf(stderr, "test-arg-parser: found different handlers for the same argument: %s", arg.c_str());
exit(1);
}
}
// check for env var duplications
for (const auto & env : opt.get_env()) {
if (seen_env_vars.find(env) == seen_env_vars.end()) {
seen_env_vars.insert(env);
} else {
fprintf(stderr, "test-arg-parser: found different handlers for the same env var: %s", env.c_str());
exit(1);
}
}
// exclude spec args from this check
// ref: https://github.com/ggml-org/llama.cpp/pull/22397
const bool skip = opt.is_spec;
// ensure shorter argument precedes longer argument
if (!skip && opt.args.size() > 1) {
const std::string first(opt.args.front());
const std::string last(opt.args.back());
if (first.length() > last.length()) {
fprintf(stderr, "test-arg-parser: shorter argument should come before longer one: %s, %s\n",
first.c_str(), last.c_str());
assert(false);
}
}
// same check for negated arguments
if (opt.args_neg.size() > 1) {
const std::string first(opt.args_neg.front());
const std::string last(opt.args_neg.back());
if (first.length() > last.length()) {
fprintf(stderr, "test-arg-parser: shorter negated argument should come before longer one: %s, %s\n",
first.c_str(), last.c_str());
assert(false);
}
}
}
} catch (std::exception & e) {
printf("%s\n", e.what());
assert(false);
}
}
auto list_str_to_char = [](std::vector<std::string> & argv) -> std::vector<char *> {
std::vector<char *> res;
for (auto & arg : argv) {
res.push_back(const_cast<char *>(arg.data()));
}
return res;
};
std::vector<std::string> argv;
printf("test-arg-parser: test invalid usage\n\n");
// missing value
argv = {"binary_name", "-m"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
// wrong value (int)
argv = {"binary_name", "-ngl", "hello"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
// wrong value (enum)
argv = {"binary_name", "-sm", "hello"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
{
common_params penalty_params;
assert(penalty_params.sampling.penalty_last_n == 64);
assert(penalty_params.sampling.dry_penalty_last_n == 64);
argv = {"binary_name", "--repeat-last-n", "-1"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
argv = {"binary_name", "--dry-penalty-last-n", "-1"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
argv = {"binary_name", "--repeat-penalty", "0"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
argv = {"binary_name", "--repeat-penalty", "-1"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
argv = {"binary_name", "--repeat-penalty", "nan"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
argv = {"binary_name", "--repeat-penalty", "inf"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
argv = {"binary_name", "--repeat-penalty", "-inf"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
const char * penalty_options[] = {"--frequency-penalty", "--presence-penalty"};
const char * nonfinite_values[] = {"nan", "inf", "-inf"};
for (const char * option : penalty_options) {
for (const char * value : nonfinite_values) {
argv = {"binary_name", option, value};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), penalty_params, LLAMA_EXAMPLE_COMMON));
}
}
}
// non-existence arg in specific example (--draft cannot be used outside llama-speculative)
argv = {"binary_name", "--draft", "123"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_EMBEDDING));
argv = {"binary_name", "-lm", "hello"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
printf("test-arg-parser: test valid usage\n\n");
argv = {"binary_name", "-m", "model_file.gguf"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.model.path == "model_file.gguf");
argv = {"binary_name", "-t", "1234"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.cpuparams.n_threads == 1234);
argv = {"binary_name", "--verbose"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.verbosity > 1);
argv = {"binary_name", "-m", "abc.gguf", "--predict", "6789", "--batch-size", "9090"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.model.path == "abc.gguf");
assert(params.n_predict == 6789);
assert(params.n_batch == 9090);
// --draft cannot be used outside llama-speculative
argv = {"binary_name", "--spec-draft-n-max", "123"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_SPECULATIVE));
assert(params.speculative.draft.n_max == 123);
{
common_params synth_params;
argv = {"binary_name", "--spec-synth-len", "3.4"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), synth_params, LLAMA_EXAMPLE_SERVER));
assert(synth_params.speculative.synth_len == 3.4);
}
{
common_params synth_params;
argv = {"binary_name", "--spec-synth-rates", "0.8,0.6,0.2"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), synth_params, LLAMA_EXAMPLE_SERVER));
assert(synth_params.speculative.synth_rates == std::vector<double>({0.8, 0.6, 0.2}));
}
{
common_params synth_params;
argv = {"binary_name", "--spec-synth-len", "3.4x"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), synth_params, LLAMA_EXAMPLE_SERVER));
}
argv = {"binary_name", "-lm", "none"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_NONE);
argv = {"binary_name", "-lm", "mmap"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_MMAP);
argv = {"binary_name", "-lm", "mlock"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_MLOCK);
argv = {"binary_name", "-lm", "mmap+mlock"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_MMAP_MLOCK);
argv = {"binary_name", "-lm", "dio"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_DIRECT_IO);
// multi-value args (CSV)
argv = {"binary_name", "--lora", "file1.gguf,\"file2,2.gguf\",\"file3\"\"3\"\".gguf\",file4\".gguf"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.lora_adapters.size() == 4);
assert(params.lora_adapters[0].path == "file1.gguf");
assert(params.lora_adapters[1].path == "file2,2.gguf");
assert(params.lora_adapters[2].path == "file3\"3\".gguf");
assert(params.lora_adapters[3].path == "file4\".gguf");
// skip this part on windows, because setenv is not supported
#ifdef _WIN32
printf("test-arg-parser: skip on windows build\n");
#else
printf("test-arg-parser: test environment variables (valid + invalid usages)\n\n");
setenv("LLAMA_ARG_THREADS", "blah", true);
argv = {"binary_name"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
setenv("LLAMA_ARG_MODEL", "blah.gguf", true);
setenv("LLAMA_ARG_THREADS", "1010", true);
argv = {"binary_name"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.model.path == "blah.gguf");
assert(params.cpuparams.n_threads == 1010);
setenv("LLAMA_ARG_LOAD_MODE", "blah", true);
argv = {"binary_name"};
assert(false == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
setenv("LLAMA_ARG_LOAD_MODE", "mmap", true);
argv = {"binary_name"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_MMAP);
setenv("LLAMA_ARG_LOAD_MODE", "mlock", true);
argv = {"binary_name"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_MLOCK);
setenv("LLAMA_ARG_LOAD_MODE", "mmap+mlock", true);
argv = {"binary_name"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_MMAP_MLOCK);
setenv("LLAMA_ARG_LOAD_MODE", "dio", true);
argv = {"binary_name"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_DIRECT_IO);
printf("test-arg-parser: test negated environment variables\n\n");
setenv("LLAMA_ARG_LOAD_MODE", "none", true);
setenv("LLAMA_ARG_NO_PERF", "1", true); // legacy format
argv = {"binary_name"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.load_mode == LLAMA_LOAD_MODE_NONE);
assert(params.no_perf == true);
printf("test-arg-parser: test environment variables being overwritten\n\n");
setenv("LLAMA_ARG_MODEL", "blah.gguf", true);
setenv("LLAMA_ARG_THREADS", "1010", true);
argv = {"binary_name", "-m", "overwritten.gguf"};
assert(true == common_params_parse(argv.size(), list_str_to_char(argv).data(), params, LLAMA_EXAMPLE_COMMON));
assert(params.model.path == "overwritten.gguf");
assert(params.cpuparams.n_threads == 1010);
#endif // _WIN32
printf("test-arg-parser: test download functions\n\n");
const char * GOOD_URL = "http://ggml.ai/";
const char * BAD_URL = "http://ggml.ai/404";
{
printf("test-arg-parser: test good URL\n\n");
auto res = common_remote_get_content(GOOD_URL, {});
assert(res.first == 200);
assert(res.second.size() > 0);
std::string str(res.second.data(), res.second.size());
assert(str.find("llama.cpp") != std::string::npos);
}
{
printf("test-arg-parser: test bad URL\n\n");
auto res = common_remote_get_content(BAD_URL, {});
assert(res.first == 404);
}
{
printf("test-arg-parser: test max size error\n");
common_remote_params params;
params.max_size = 1;
try {
common_remote_get_content(GOOD_URL, params);
assert(false && "it should throw an error");
} catch (std::exception & e) {
printf(" expected error: %s\n\n", e.what());
}
}
printf("test-arg-parser: all tests OK\n\n");
}
int main(void) {
try {
test();
} catch (std::exception & e) {
fprintf(stderr, "test-arg-parser: exception: %s\n", e.what());
return 1;
}
return 0;
}
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