gemma.cpp/examples/hello_world/run.cc

74 lines
2.2 KiB
C++

#include <iostream>
// copybara:import_next_line:gemma_cpp
#include "compression/compress.h"
// copybara:end
// copybara:import_next_line:gemma_cpp
#include "gemma.h" // Gemma
// copybara:end
// copybara:import_next_line:gemma_cpp
#include "util/app.h"
// copybara:end
// copybara:import_next_line:gemma_cpp
#include "util/args.h" // HasHelp
// copybara:end
// copybara:import_next_line:gemma_cpp
#include "configs.h"
// copybara:end
#include "hwy/base.h"
#include "hwy/contrib/thread_pool/thread_pool.h"
#include "hwy/highway.h"
#include "hwy/per_target.h"
#include "hwy/profiler.h"
#include "hwy/timer.h"
std::vector<int> tokenize(std::string prompt_string, const sentencepiece::SentencePieceProcessor& tokenizer) {
prompt_string = "<start_of_turn>user\n" + prompt_string +
"<end_of_turn>\n<start_of_turn>model\n";
std::vector<int> tokens;
HWY_ASSERT(tokenizer.Encode(prompt_string, &tokens).ok());
tokens.insert(tokens.begin(), 2); // BOS token
return tokens;
}
int main(int argc, char** argv) {
gcpp::InferenceArgs inference(argc, argv);
gcpp::LoaderArgs loader(argc, argv);
gcpp::AppArgs app(argc, argv);
hwy::ThreadPool pool(app.num_threads);
hwy::ThreadPool inner_pool(0);
gcpp::Gemma model(loader, pool);
std::mt19937 gen;
std::random_device rd;
gen.seed(rd());
std::vector<int> tokens = tokenize("Hello, how are you?", model.Tokenizer());
size_t ntokens = tokens.size();
size_t pos = 0;
auto stream_token = [&pos, &gen, &ntokens, tokenizer = &model.Tokenizer()](int token, float) {
++pos;
if (pos < ntokens) {
// print feedback
} else if (token != gcpp::EOS_ID) {
std::string token_text;
HWY_ASSERT(tokenizer->Decode(std::vector<int>{token}, &token_text).ok());
if (pos == ntokens + 1) {
// first token of response
token_text.erase(0, token_text.find_first_not_of(" \t\n\n"));
}
std::cout << token_text << std::flush;
}
return true;
};
inference.temperature = 1.0f;
inference.deterministic = true;
inference.multiturn = false;
GenerateGemma(
model, inference, tokens, 0, pool, inner_pool, stream_token,
[](int) {return true;}, gen, 0);
std::cout << std::endl;
}