llama-impl.cpp 5.9 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167
  1. #include "llama-impl.h"
  2. #include "gguf.h"
  3. #include "llama.h"
  4. #include <cinttypes>
  5. #include <climits>
  6. #include <cstdarg>
  7. #include <cstring>
  8. #include <vector>
  9. #include <sstream>
  10. struct llama_logger_state {
  11. ggml_log_callback log_callback = llama_log_callback_default;
  12. void * log_callback_user_data = nullptr;
  13. };
  14. static llama_logger_state g_logger_state;
  15. time_meas::time_meas(int64_t & t_acc, bool disable) : t_start_us(disable ? -1 : ggml_time_us()), t_acc(t_acc) {}
  16. time_meas::~time_meas() {
  17. if (t_start_us >= 0) {
  18. t_acc += ggml_time_us() - t_start_us;
  19. }
  20. }
  21. void llama_log_set(ggml_log_callback log_callback, void * user_data) {
  22. ggml_log_set(log_callback, user_data);
  23. g_logger_state.log_callback = log_callback ? log_callback : llama_log_callback_default;
  24. g_logger_state.log_callback_user_data = user_data;
  25. }
  26. static void llama_log_internal_v(ggml_log_level level, const char * format, va_list args) {
  27. va_list args_copy;
  28. va_copy(args_copy, args);
  29. char buffer[128];
  30. int len = vsnprintf(buffer, 128, format, args);
  31. if (len < 128) {
  32. g_logger_state.log_callback(level, buffer, g_logger_state.log_callback_user_data);
  33. } else {
  34. char * buffer2 = new char[len + 1];
  35. vsnprintf(buffer2, len + 1, format, args_copy);
  36. buffer2[len] = 0;
  37. g_logger_state.log_callback(level, buffer2, g_logger_state.log_callback_user_data);
  38. delete[] buffer2;
  39. }
  40. va_end(args_copy);
  41. }
  42. void llama_log_internal(ggml_log_level level, const char * format, ...) {
  43. va_list args;
  44. va_start(args, format);
  45. llama_log_internal_v(level, format, args);
  46. va_end(args);
  47. }
  48. void llama_log_callback_default(ggml_log_level level, const char * text, void * user_data) {
  49. (void) level;
  50. (void) user_data;
  51. fputs(text, stderr);
  52. fflush(stderr);
  53. }
  54. void replace_all(std::string & s, const std::string & search, const std::string & replace) {
  55. if (search.empty()) {
  56. return;
  57. }
  58. std::string builder;
  59. builder.reserve(s.length());
  60. size_t pos = 0;
  61. size_t last_pos = 0;
  62. while ((pos = s.find(search, last_pos)) != std::string::npos) {
  63. builder.append(s, last_pos, pos - last_pos);
  64. builder.append(replace);
  65. last_pos = pos + search.length();
  66. }
  67. builder.append(s, last_pos, std::string::npos);
  68. s = std::move(builder);
  69. }
  70. std::string format(const char * fmt, ...) {
  71. va_list ap;
  72. va_list ap2;
  73. va_start(ap, fmt);
  74. va_copy(ap2, ap);
  75. int size = vsnprintf(NULL, 0, fmt, ap);
  76. GGML_ASSERT(size >= 0 && size < INT_MAX); // NOLINT
  77. std::vector<char> buf(size + 1);
  78. int size2 = vsnprintf(buf.data(), size + 1, fmt, ap2);
  79. GGML_ASSERT(size2 == size);
  80. va_end(ap2);
  81. va_end(ap);
  82. return std::string(buf.data(), size);
  83. }
  84. std::string llama_format_tensor_shape(const std::vector<int64_t> & ne) {
  85. char buf[256];
  86. snprintf(buf, sizeof(buf), "%5" PRId64, ne.at(0));
  87. for (size_t i = 1; i < ne.size(); i++) {
  88. snprintf(buf + strlen(buf), sizeof(buf) - strlen(buf), ", %5" PRId64, ne.at(i));
  89. }
  90. return buf;
  91. }
  92. std::string llama_format_tensor_shape(const struct ggml_tensor * t) {
  93. char buf[256];
  94. snprintf(buf, sizeof(buf), "%5" PRId64, t->ne[0]);
  95. for (int i = 1; i < GGML_MAX_DIMS; i++) {
  96. snprintf(buf + strlen(buf), sizeof(buf) - strlen(buf), ", %5" PRId64, t->ne[i]);
  97. }
  98. return buf;
  99. }
  100. static std::string gguf_data_to_str(enum gguf_type type, const void * data, int i) {
  101. switch (type) {
  102. case GGUF_TYPE_UINT8: return std::to_string(((const uint8_t *)data)[i]);
  103. case GGUF_TYPE_INT8: return std::to_string(((const int8_t *)data)[i]);
  104. case GGUF_TYPE_UINT16: return std::to_string(((const uint16_t *)data)[i]);
  105. case GGUF_TYPE_INT16: return std::to_string(((const int16_t *)data)[i]);
  106. case GGUF_TYPE_UINT32: return std::to_string(((const uint32_t *)data)[i]);
  107. case GGUF_TYPE_INT32: return std::to_string(((const int32_t *)data)[i]);
  108. case GGUF_TYPE_UINT64: return std::to_string(((const uint64_t *)data)[i]);
  109. case GGUF_TYPE_INT64: return std::to_string(((const int64_t *)data)[i]);
  110. case GGUF_TYPE_FLOAT32: return std::to_string(((const float *)data)[i]);
  111. case GGUF_TYPE_FLOAT64: return std::to_string(((const double *)data)[i]);
  112. case GGUF_TYPE_BOOL: return ((const bool *)data)[i] ? "true" : "false";
  113. default: return format("unknown type %d", type);
  114. }
  115. }
  116. std::string gguf_kv_to_str(const struct gguf_context * ctx_gguf, int i) {
  117. const enum gguf_type type = gguf_get_kv_type(ctx_gguf, i);
  118. switch (type) {
  119. case GGUF_TYPE_STRING:
  120. return gguf_get_val_str(ctx_gguf, i);
  121. case GGUF_TYPE_ARRAY:
  122. {
  123. const enum gguf_type arr_type = gguf_get_arr_type(ctx_gguf, i);
  124. int arr_n = gguf_get_arr_n(ctx_gguf, i);
  125. const void * data = arr_type == GGUF_TYPE_STRING ? nullptr : gguf_get_arr_data(ctx_gguf, i);
  126. std::stringstream ss;
  127. ss << "[";
  128. for (int j = 0; j < arr_n; j++) {
  129. if (arr_type == GGUF_TYPE_STRING) {
  130. std::string val = gguf_get_arr_str(ctx_gguf, i, j);
  131. // escape quotes
  132. replace_all(val, "\\", "\\\\");
  133. replace_all(val, "\"", "\\\"");
  134. ss << '"' << val << '"';
  135. } else if (arr_type == GGUF_TYPE_ARRAY) {
  136. ss << "???";
  137. } else {
  138. ss << gguf_data_to_str(arr_type, data, j);
  139. }
  140. if (j < arr_n - 1) {
  141. ss << ", ";
  142. }
  143. }
  144. ss << "]";
  145. return ss.str();
  146. }
  147. default:
  148. return gguf_data_to_str(type, gguf_get_val_data(ctx_gguf, i), 0);
  149. }
  150. }