utils.h 1.9 KB

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  1. // Various helper functions and utilities
  2. #pragma once
  3. #include "llama.h"
  4. #include <string>
  5. #include <vector>
  6. #include <random>
  7. #include <thread>
  8. //
  9. // CLI argument parsing
  10. //
  11. struct gpt_params {
  12. int32_t seed = -1; // RNG seed
  13. int32_t n_threads = std::min(4, (int32_t) std::thread::hardware_concurrency());
  14. int32_t n_predict = 128; // new tokens to predict
  15. int32_t repeat_last_n = 64; // last n tokens to penalize
  16. int32_t n_parts = -1; // amount of model parts (-1 = determine from model dimensions)
  17. int32_t n_ctx = 512; //context size
  18. // sampling parameters
  19. int32_t top_k = 40;
  20. float top_p = 0.95f;
  21. float temp = 0.80f;
  22. float repeat_penalty = 1.10f;
  23. int32_t n_batch = 8; // batch size for prompt processing
  24. std::string model = "models/lamma-7B/ggml-model.bin"; // model path
  25. std::string prompt = "";
  26. std::vector<std::string> antiprompt; // string upon seeing which more user input is prompted
  27. bool memory_f16 = false; // use f16 instead of f32 for memory kv
  28. bool random_prompt = false; // do not randomize prompt if none provided
  29. bool use_color = false; // use color to distinguish generations and inputs
  30. bool interactive = false; // interactive mode
  31. bool interactive_start = false; // wait for user input immediately
  32. bool instruct = false; // instruction mode (used for Alpaca models)
  33. bool ignore_eos = false; // do not stop generating after eos
  34. bool perplexity = false; // compute perplexity over the prompt
  35. };
  36. bool gpt_params_parse(int argc, char ** argv, gpt_params & params);
  37. void gpt_print_usage(int argc, char ** argv, const gpt_params & params);
  38. std::string gpt_random_prompt(std::mt19937 & rng);
  39. //
  40. // Vocab utils
  41. //
  42. std::vector<llama_token> llama_tokenize(struct llama_context * ctx, const std::string & text, bool add_bos);