// Defines sigaction on msys: #ifndef _GNU_SOURCE #define _GNU_SOURCE #endif #include "common.h" #include "llama.h" #include #include #include #include #include #include #include #include #include #if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) #include #include #elif defined (_WIN32) #include #endif static console_state con_st; static bool is_interacting = false; #if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) || defined (_WIN32) void sigint_handler(int signo) { set_console_color(con_st, CONSOLE_COLOR_DEFAULT); printf("\n"); // this also force flush stdout. if (signo == SIGINT) { if (!is_interacting) { is_interacting=true; } else { _exit(130); } } } #endif int main(int argc, char ** argv) { gpt_params params; params.model = "models/llama-7B/ggml-model.bin"; if (gpt_params_parse(argc, argv, params) == false) { return 1; } // save choice to use color for later // (note for later: this is a slightly awkward choice) con_st.use_color = params.use_color; #if defined (_WIN32) win32_console_init(params.use_color); #endif if (params.perplexity) { printf("\n************\n"); printf("%s: please use the 'perplexity' tool for perplexity calculations\n", __func__); printf("************\n\n"); return 0; } if (params.embedding) { printf("\n************\n"); printf("%s: please use the 'embedding' tool for embedding calculations\n", __func__); printf("************\n\n"); return 0; } if (params.n_ctx > 2048) { fprintf(stderr, "%s: warning: model does not support context sizes greater than 2048 tokens (%d specified);" "expect poor results\n", __func__, params.n_ctx); } if (params.seed <= 0) { params.seed = time(NULL); } fprintf(stderr, "%s: seed = %d\n", __func__, params.seed); std::mt19937 rng(params.seed); if (params.random_prompt) { params.prompt = gpt_random_prompt(rng); } // params.prompt = R"(// this function checks if the number n is prime //bool is_prime(int n) {)"; llama_context * ctx; // load the model { auto lparams = llama_context_default_params(); lparams.n_ctx = params.n_ctx; lparams.n_parts = params.n_parts; lparams.seed = params.seed; lparams.f16_kv = params.memory_f16; lparams.use_mmap = params.use_mmap; lparams.use_mlock = params.use_mlock; ctx = llama_init_from_file(params.model.c_str(), lparams); if (ctx == NULL) { fprintf(stderr, "%s: error: failed to load model '%s'\n", __func__, params.model.c_str()); return 1; } } // print system information { fprintf(stderr, "\n"); fprintf(stderr, "system_info: n_threads = %d / %d | %s\n", params.n_threads, std::thread::hardware_concurrency(), llama_print_system_info()); } // determine the maximum memory usage needed to do inference for the given n_batch and n_predict parameters // uncomment the "used_mem" line in llama.cpp to see the results if (params.mem_test) { { const std::vector tmp(params.n_batch, 0); llama_eval(ctx, tmp.data(), tmp.size(), 0, params.n_threads); } { const std::vector tmp = { 0, }; llama_eval(ctx, tmp.data(), tmp.size(), params.n_predict - 1, params.n_threads); } llama_print_timings(ctx); llama_free(ctx); return 0; } // Add a space in front of the first character to match OG llama tokenizer behavior params.prompt.insert(0, 1, ' '); // tokenize the prompt auto embd_inp = ::llama_tokenize(ctx, params.prompt, true); const int n_ctx = llama_n_ctx(ctx); if ((int) embd_inp.size() > n_ctx - 4) { fprintf(stderr, "%s: error: prompt is too long (%d tokens, max %d)\n", __func__, (int) embd_inp.size(), n_ctx - 4); return 1; } // number of tokens to keep when resetting context if (params.n_keep < 0 || params.n_keep > (int)embd_inp.size() || params.instruct) { params.n_keep = (int)embd_inp.size(); } // prefix & suffix for instruct mode const auto inp_pfx = ::llama_tokenize(ctx, "\n\n### Instruction:\n\n", true); const auto inp_sfx = ::llama_tokenize(ctx, "\n\n### Response:\n\n", false); // in instruct mode, we inject a prefix and a suffix to each input by the user if (params.instruct) { params.interactive_start = true; params.antiprompt.push_back("### Instruction:\n\n"); } // enable interactive mode if reverse prompt or interactive start is specified if (params.antiprompt.size() != 0 || params.interactive_start) { params.interactive = true; } // determine newline token auto llama_token_newline = ::llama_tokenize(ctx, "\n", false); if (params.verbose_prompt) { fprintf(stderr, "\n"); fprintf(stderr, "%s: prompt: '%s'\n", __func__, params.prompt.c_str()); fprintf(stderr, "%s: number of tokens in prompt = %zu\n", __func__, embd_inp.size()); for (int i = 0; i < (int) embd_inp.size(); i++) { fprintf(stderr, "%6d -> '%s'\n", embd_inp[i], llama_token_to_str(ctx, embd_inp[i])); } if (params.n_keep > 0) { fprintf(stderr, "%s: static prompt based on n_keep: '", __func__); for (int i = 0; i < params.n_keep; i++) { fprintf(stderr, "%s", llama_token_to_str(ctx, embd_inp[i])); } fprintf(stderr, "'\n"); } fprintf(stderr, "\n"); } if (params.interactive) { #if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) struct sigaction sigint_action; sigint_action.sa_handler = sigint_handler; sigemptyset (&sigint_action.sa_mask); sigint_action.sa_flags = 0; sigaction(SIGINT, &sigint_action, NULL); #elif defined (_WIN32) signal(SIGINT, sigint_handler); #endif fprintf(stderr, "%s: interactive mode on.\n", __func__); if (params.antiprompt.size()) { for (auto antiprompt : params.antiprompt) { fprintf(stderr, "Reverse prompt: '%s'\n", antiprompt.c_str()); } } if (!params.input_prefix.empty()) { fprintf(stderr, "Input prefix: '%s'\n", params.input_prefix.c_str()); } } fprintf(stderr, "sampling: temp = %f, top_k = %d, top_p = %f, repeat_last_n = %i, repeat_penalty = %f\n", params.temp, params.top_k, params.top_p, params.repeat_last_n, params.repeat_penalty); fprintf(stderr, "generate: n_ctx = %d, n_batch = %d, n_predict = %d, n_keep = %d\n", n_ctx, params.n_batch, params.n_predict, params.n_keep); fprintf(stderr, "\n\n"); // TODO: replace with ring-buffer std::vector last_n_tokens(n_ctx); std::fill(last_n_tokens.begin(), last_n_tokens.end(), 0); if (params.interactive) { fprintf(stderr, "== Running in interactive mode. ==\n" #if defined (__unix__) || (defined (__APPLE__) && defined (__MACH__)) || defined (_WIN32) " - Press Ctrl+C to interject at any time.\n" #endif " - Press Return to return control to LLaMa.\n" " - If you want to submit another line, end your input in '\\'.\n\n"); is_interacting = params.interactive_start; } bool is_antiprompt = false; bool input_noecho = false; int n_past = 0; int n_remain = params.n_predict; int n_consumed = 0; // the first thing we will do is to output the prompt, so set color accordingly set_console_color(con_st, CONSOLE_COLOR_PROMPT); std::vector embd; while (n_remain != 0 || params.interactive) { // predict if (embd.size() > 0) { // infinite text generation via context swapping // if we run out of context: // - take the n_keep first tokens from the original prompt (via n_past) // - take half of the last (n_ctx - n_keep) tokens and recompute the logits in a batch if (n_past + (int) embd.size() > n_ctx) { const int n_left = n_past - params.n_keep; n_past = params.n_keep; // insert n_left/2 tokens at the start of embd from last_n_tokens embd.insert(embd.begin(), last_n_tokens.begin() + n_ctx - n_left/2 - embd.size(), last_n_tokens.end() - embd.size()); //printf("\n---\n"); //printf("resetting: '"); //for (int i = 0; i < (int) embd.size(); i++) { // printf("%s", llama_token_to_str(ctx, embd[i])); //} //printf("'\n"); //printf("\n---\n"); } if (llama_eval(ctx, embd.data(), embd.size(), n_past, params.n_threads)) { fprintf(stderr, "%s : failed to eval\n", __func__); return 1; } } n_past += embd.size(); embd.clear(); if ((int) embd_inp.size() <= n_consumed && !is_interacting) { // out of user input, sample next token const int32_t top_k = params.top_k; const float top_p = params.top_p; const float temp = params.temp; const float repeat_penalty = params.repeat_penalty; llama_token id = 0; { auto logits = llama_get_logits(ctx); if (params.ignore_eos) { logits[llama_token_eos()] = 0; } id = llama_sample_top_p_top_k(ctx, last_n_tokens.data() + n_ctx - params.repeat_last_n, params.repeat_last_n, top_k, top_p, temp, repeat_penalty); last_n_tokens.erase(last_n_tokens.begin()); last_n_tokens.push_back(id); } // replace end of text token with newline token when in interactive mode if (id == llama_token_eos() && params.interactive && !params.instruct) { id = llama_token_newline.front(); if (params.antiprompt.size() != 0) { // tokenize and inject first reverse prompt const auto first_antiprompt = ::llama_tokenize(ctx, params.antiprompt.front(), false); embd_inp.insert(embd_inp.end(), first_antiprompt.begin(), first_antiprompt.end()); } } // add it to the context embd.push_back(id); // echo this to console input_noecho = false; // decrement remaining sampling budget --n_remain; } else { // some user input remains from prompt or interaction, forward it to processing while ((int) embd_inp.size() > n_consumed) { embd.push_back(embd_inp[n_consumed]); last_n_tokens.erase(last_n_tokens.begin()); last_n_tokens.push_back(embd_inp[n_consumed]); ++n_consumed; if ((int) embd.size() >= params.n_batch) { break; } } } // display text if (!input_noecho) { for (auto id : embd) { printf("%s", llama_token_to_str(ctx, id)); } fflush(stdout); } // reset color to default if we there is no pending user input if (!input_noecho && (int)embd_inp.size() == n_consumed) { set_console_color(con_st, CONSOLE_COLOR_DEFAULT); } // in interactive mode, and not currently processing queued inputs; // check if we should prompt the user for more if (params.interactive && (int) embd_inp.size() <= n_consumed) { // check for reverse prompt if (params.antiprompt.size()) { std::string last_output; for (auto id : last_n_tokens) { last_output += llama_token_to_str(ctx, id); } is_antiprompt = false; // Check if each of the reverse prompts appears at the end of the output. for (std::string & antiprompt : params.antiprompt) { if (last_output.find(antiprompt.c_str(), last_output.length() - antiprompt.length(), antiprompt.length()) != std::string::npos) { is_interacting = true; is_antiprompt = true; set_console_color(con_st, CONSOLE_COLOR_USER_INPUT); fflush(stdout); break; } } } if (n_past > 0 && is_interacting) { // potentially set color to indicate we are taking user input set_console_color(con_st, CONSOLE_COLOR_USER_INPUT); #if defined (_WIN32) // Windows: must reactivate sigint handler after each signal signal(SIGINT, sigint_handler); #endif if (params.instruct) { printf("\n> "); } std::string buffer; if (!params.input_prefix.empty()) { buffer += params.input_prefix; printf("%s", buffer.c_str()); } std::string line; bool another_line = true; do { #if defined(_WIN32) std::wstring wline; if (!std::getline(std::wcin, wline)) { // input stream is bad or EOF received return 0; } win32_utf8_encode(wline, line); #else if (!std::getline(std::cin, line)) { // input stream is bad or EOF received return 0; } #endif if (line.empty() || line.back() != '\\') { another_line = false; } else { line.pop_back(); // Remove the continue character } buffer += line + '\n'; // Append the line to the result } while (another_line); // done taking input, reset color set_console_color(con_st, CONSOLE_COLOR_DEFAULT); // Add tokens to embd only if the input buffer is non-empty // Entering a empty line lets the user pass control back if (buffer.length() > 1) { // instruct mode: insert instruction prefix if (params.instruct && !is_antiprompt) { n_consumed = embd_inp.size(); embd_inp.insert(embd_inp.end(), inp_pfx.begin(), inp_pfx.end()); } auto line_inp = ::llama_tokenize(ctx, buffer, false); embd_inp.insert(embd_inp.end(), line_inp.begin(), line_inp.end()); // instruct mode: insert response suffix if (params.instruct) { embd_inp.insert(embd_inp.end(), inp_sfx.begin(), inp_sfx.end()); } n_remain -= line_inp.size(); } input_noecho = true; // do not echo this again } if (n_past > 0) { is_interacting = false; } } // end of text token if (!embd.empty() && embd.back() == llama_token_eos()) { if (params.instruct) { is_interacting = true; } else { fprintf(stderr, " [end of text]\n"); break; } } // In interactive mode, respect the maximum number of tokens and drop back to user input when reached. if (params.interactive && n_remain <= 0 && params.n_predict != -1) { n_remain = params.n_predict; is_interacting = true; } } #if defined (_WIN32) signal(SIGINT, SIG_DFL); #endif llama_print_timings(ctx); llama_free(ctx); set_console_color(con_st, CONSOLE_COLOR_DEFAULT); return 0; }