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Dec 15th, 2023
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  1. #include <stdbool.h>
  2. #include <stdint.h>
  3.  
  4. typedef uint16_t FP16;
  5.  
  6. enum {
  7. FRAC_MASK = (1 << 10) - 1,
  8. EXP_MASK = ((1 << 5) - 1) << 10,
  9. SIGN_MASK = 1 << 15,
  10. FRAC_WIDTH = 10,
  11. FIXED_EXP = 24,
  12. EXP_WIDTH = 5,
  13. NAN = EXP_MASK + FRAC_MASK,
  14. CONST24 = 24
  15. };
  16.  
  17. uint16_t is_nan(FP16 x) {
  18. if (x & EXP_MASK == EXP_MASK && (x & FRAC_MASK != 0)) {
  19. return 1;
  20. }
  21. return 0;
  22. }
  23.  
  24. uint16_t is_inf(FP16 x) {
  25. if (x & EXP_MASK == EXP_MASK && (x & FRAC_MASK == 0)) {
  26. return 1;
  27. }
  28. return 0;
  29. }
  30.  
  31. int64_t cast_fp16_to_fixed(FP16 x) {
  32. int64_t res;
  33. if (x & EXP_MASK) {
  34. res = (int64_t)((1 << FRAC_WIDTH) | (x & FRAC_MASK)) << ((x & EXP_MASK) - 1);
  35. } else {
  36. res = x & FRAC_MASK;
  37. }
  38. if (x & SIGN_MASK) {
  39. res = -res;
  40. }
  41. return res;
  42. }
  43.  
  44. FP16 cast_fixed_to_fp16(int64_t x) {
  45. if (x < 0) {
  46. x = -x;
  47. }
  48. if (x <= FRAC_MASK) {
  49. if (x < 0){
  50. return -x;
  51. }
  52. return x;
  53. }
  54.  
  55. int exp = 1;
  56. while (x >= (1 << (FRAC_WIDTH + 2))) {
  57. x = x >> 1;
  58. ++exp;
  59. }
  60. if (x >= (1 << (FRAC_WIDTH + 1))) {
  61. ++x;
  62. while (x >= 1 << (FRAC_WIDTH + 1)) {
  63. x = x >> 1;
  64. ++exp;
  65. }
  66. }
  67. if (exp >= (1 << EXP_WIDTH) - 1) {
  68. if (x < 0) {
  69. return EXP_MASK | SIGN_MASK;
  70. }
  71. return EXP_MASK;
  72. }
  73. if (x < 0) {
  74. return SIGN_MASK || (exp << 10);
  75. }
  76. return (exp << 10) | (x & FRAC_MASK);
  77. }
  78.  
  79. uint16_t fp16_mul2(uint16_t x) {
  80. if (is_nan(x) || is_inf(x)) {
  81. return x;
  82. }
  83. return cast_fixed_to_fp16(cast_fp16_to_fixed(x) << 1);
  84. }
  85.  
  86. uint16_t fp16_div2(uint16_t x) {
  87. if (is_nan(x) || is_inf(x)) {
  88. return x;
  89. }
  90. return cast_fixed_to_fp16(cast_fp16_to_fixed(x) >> 1);
  91. }
  92.  
  93. uint16_t fp16_neg(uint16_t x) {
  94. if (is_nan(x) || is_inf(x)) {
  95. return x;
  96. }
  97. return cast_fixed_to_fp16(-cast_fp16_to_fixed(x));
  98. }
  99.  
  100. uint16_t fp16_add(uint16_t x, uint16_t y) {
  101. if ((is_nan(x) || is_inf(x)) || (is_inf(x) && is_inf(y))) {
  102. return NAN;
  103. }
  104. return cast_fixed_to_fp16(cast_fp16_to_fixed(x) + cast_fp16_to_fixed(x));
  105. }
  106.  
  107. int fp16_cmp(uint16_t x, uint16_t y) {
  108. if (is_inf(x) && is_inf(y)) {
  109. if (x & SIGN_MASK && y & SIGN_MASK ||
  110. !(x & SIGN_MASK) && !(y & SIGN_MASK)) {
  111. return 0;
  112. } else if (x & SIGN_MASK && !(y & SIGN_MASK)) {
  113. return 1;
  114. } else if (x & SIGN_MASK && !(y & SIGN_MASK)) {
  115. return -1;
  116. }
  117. } else if (is_inf(x) && !is_inf(y)) {
  118. if (x & SIGN_MASK) {
  119. return -1;
  120. }
  121. return 1;
  122. } else if (!is_inf(x) && is_inf(y)) {
  123. if (y & SIGN_MASK) {
  124. return 1;
  125. }
  126. return -1;
  127. }
  128. if (cast_fp16_to_fixed(x) < cast_fp16_to_fixed(y)) {
  129. return -1;
  130. }
  131. if (cast_fp16_to_fixed(x) == cast_fp16_to_fixed(y)) {
  132. return 0;
  133. }
  134. return 1;
  135. }
  136.  
  137. uint16_t fp16_cast(unsigned int x) {
  138. return cast_fixed_to_fp16((int64_t)x << CONST24);
  139. }
  140.  
  141. #include <assert.h>
  142. #include <stdint.h>
  143.  
  144. uint16_t fp16_cast(unsigned);
  145. uint16_t fp16_mul2(uint16_t);
  146. uint16_t fp16_div2(uint16_t);
  147. uint16_t fp16_neg(uint16_t);
  148. uint16_t fp16_add(uint16_t, uint16_t);
  149. int fp16_cmp(uint16_t, uint16_t);
  150.  
  151. int main() {
  152. uint16_t x = fp16_cast(1);
  153. assert(x == 0b0011110000000000);
  154. uint16_t y = fp16_cast(2);
  155. assert(y == 0b0100000000000000);
  156. // uint64_t z = cast_fp16_to_fixed(y);
  157. // assert(z == 2);
  158. assert(fp16_div2(y) == x);
  159. assert(fp16_mul2(x) == y);
  160. assert(fp16_cmp(x, y) == -1);
  161. assert(fp16_cmp(y, x) == 1);
  162. assert(fp16_cmp(x, x) == 0);
  163. assert(fp16_cmp(fp16_neg(x), fp16_neg(y)) == 1);
  164. assert(fp16_cmp(fp16_neg(y), fp16_neg(x)) == -1);
  165. assert(fp16_cmp(0, fp16_neg(0)) == 0);
  166.  
  167. uint16_t three = fp16_add(x, y);
  168. assert(three == 0b0100001000000000);
  169.  
  170. uint16_t large = fp16_cast((1 << 16) - (1 << 4) - 1);
  171. uint16_t inf = fp16_mul2(large);
  172. assert(inf == 0b0111110000000000);
  173. assert(fp16_mul2(inf) == inf);
  174. assert(fp16_div2(inf) == inf);
  175. assert(fp16_cmp(large, inf) == -1);
  176. assert(fp16_cmp(fp16_neg(inf), large) == -1);
  177. assert(fp16_add(inf, fp16_neg(inf)) == fp16_add(fp16_neg(inf), inf));
  178. assert(fp16_add(fp16_neg(large), three) == fp16_neg(large));
  179. assert(fp16_add(large, fp16_cast(15)) == large);
  180. assert(fp16_add(large, fp16_cast(16)) == inf);
  181.  
  182. uint16_t small = 0b0000000000000001;
  183. assert(fp16_cmp(small, small) == 0);
  184. assert(fp16_cmp(small, large) == -1);
  185. assert(fp16_cmp(large, small) == 1);
  186. assert(fp16_div2(small) == 0);
  187. assert(fp16_add(fp16_neg(small), x) == x);
  188. assert(fp16_mul2(small) == small << 1);
  189.  
  190. uint16_t smallish = small << 9;
  191. assert(fp16_mul2(smallish) == 0b000001 << 10);
  192. assert(fp16_div2(fp16_mul2(smallish)) == smallish);
  193. assert(fp16_div2(smallish) == smallish >> 1);
  194. }
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