Problem 613
Pythagorean Ant: closed-form average exit probability.
View problem on Project Euler
Performance comparison
| Metric | Our solution | Best known |
| Time complexity | O(1) | O(1) |
| Space complexity | O(1) | O(1) |
| Approach | Flow solution | Closed-form formula |
| Verdict | Optimal |
Flow source
# Project Euler 613
# Pythagorean Ant: closed-form average exit probability.
extern {
function log(x: f64) -> f64
function sqrt(x: f64) -> f64
function pow(x: f64, y: f64) -> f64
}
function main() -> i32 {
let PI: f64 = 3.14159265358979323846
let num: f64 = pow(2.0, 16.0) * pow(3.0, 4.0) * sqrt(3.0 / 5.0) / pow(5.0, 12.0)
let result: f64 = 0.5 + log(num) / (12.0 * PI)
printf("%.10f\n", result)
return 0
}
Generated C
#include <stdint.h>
#include <stdbool.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
/* Flow runtime helpers */
typedef struct flow_temp_node { struct flow_temp_node* next; } flow_temp_node;
static flow_temp_node* flow_temp_head = NULL;
static int flow_temp_atexit_set = 0;
__attribute__((unused)) static void flow_temp_free_all(void) {
while (flow_temp_head) {
flow_temp_node* n = flow_temp_head;
flow_temp_head = n->next;
free(n);
}
}
__attribute__((unused)) static void* flow_temp_alloc(size_t nbytes) {
flow_temp_node* node = (flow_temp_node*)malloc(sizeof(flow_temp_node) + nbytes);
if (!node) return NULL;
node->next = flow_temp_head;
flow_temp_head = node;
if (!flow_temp_atexit_set) {
flow_temp_atexit_set = 1;
atexit(flow_temp_free_all);
}
return (void*)(node + 1);
}
#ifndef FLOW_DIAG
#define FLOW_DIAG(msg) fprintf(stderr, "%s", (msg))
#endif
#ifndef FLOW_LOG
#define FLOW_LOG(fmt, ...) printf(fmt, __VA_ARGS__)
#endif
#ifndef FLOW_LOG_EMPTY
#define FLOW_LOG_EMPTY(fmt) printf(fmt)
#endif
static char* flow_strcat(const char* a, const char* b) {
size_t la = strlen(a ? a : ""), lb = strlen(b ? b : "");
char* r = (char*)flow_temp_alloc(la + lb + 1);
if (!r) return NULL;
if (la) memcpy(r, a, la);
if (lb) memcpy(r + la, b, lb);
r[la + lb] = '\0';
return r;
}
#define __flow_in_arr(arr, val) __extension__ ({ \
int _found = 0; \
size_t _n = sizeof(arr)/sizeof((arr)[0]); \
for (size_t _i = 0; _i < _n; _i++) { \
if ((arr)[_i] == (val)) { _found = 1; break; } \
} _found; })
/* Unified fault handler (MISRA #279) — override with -DFLOW_FAULT_HANDLER=fn */
#ifndef FLOW_FAULT_HANDLER
__attribute__((unused)) static inline void flow_fault_handler(const char* msg) {
fprintf(stderr, "flow: %s\n", msg ? msg : "fault");
abort();
#if defined(__GNUC__) || defined(__clang__)
__builtin_unreachable();
#endif
}
#else
#define flow_fault_handler FLOW_FAULT_HANDLER
#endif
#define flow_div_by_zero_handler() flow_fault_handler("division by zero")
#define flow_shift_ub_handler() flow_fault_handler("invalid shift (amount out of range or left-shift of negative)")
#ifndef FLOW_CHECKED_DIV
#define FLOW_CHECKED_DIV(L, R) (((R) != 0) ? ((L) / (R)) : (flow_div_by_zero_handler(), (L) * 0))
#endif
#ifndef FLOW_CHECKED_MOD
#define FLOW_CHECKED_MOD(L, R) (((R) != 0) ? ((L) % (R)) : (flow_div_by_zero_handler(), (L) * 0))
#endif
#ifndef FLOW_CHECKED_SHL
#define FLOW_CHECKED_SHL(L, R) ((((R) >= 0) && ((unsigned long long)(R) < (sizeof(L) * 8ull)) && ((L) >= 0)) ? ((L) << (R)) : (flow_shift_ub_handler(), (L) * 0))
#endif
#ifndef FLOW_CHECKED_SHR
#define FLOW_CHECKED_SHR(L, R) ((((R) >= 0) && ((unsigned long long)(R) < (sizeof(L) * 8ull))) ? ((L) >> (R)) : (flow_shift_ub_handler(), (L) * 0))
#endif
#include <math.h>
void* _ui_state = NULL;
static inline float i32_to_f32(int32_t v) { return (float)v; }
/* Host stub for @gpu kernels (device codegen replaces this). */
static inline int32_t gpu_thread_id(void) { return 0; }
int32_t main(void);
int32_t main(void) {
double PI = 3.14159265358979323846;
double num = (((pow(2.0, 16.0) * pow(3.0, 4.0)) * sqrt((3.0 / 5.0))) / pow(5.0, 12.0));
double result = (0.5 + (log(num) / (12.0 * PI)));
printf("%.10f\n", result);
return 0;
}
Generated MLIR
module {
llvm.func @printf(!llvm.ptr, ...) -> i32
llvm.mlir.global internal constant @str_0("%.10f\n\00") {addr_space = 0 : i32} : !llvm.array<7 x i8>
func.func private @log(f64) -> f64
func.func private @sqrt(f64) -> f64
func.func private @pow(f64, f64) -> f64
func.func @main() -> i32 {
%0 = arith.constant 3.14159265358979323846 : f32
%1 = arith.extf %0 : f32 to f64
%3 = arith.constant 2.0 : f32
%4 = arith.constant 16.0 : f32
%5 = arith.extf %3 : f32 to f64
%6 = arith.extf %4 : f32 to f64
%2 = func.call @pow(%5, %6) : (f64, f64) -> f64
%8 = arith.constant 3.0 : f32
%9 = arith.constant 4.0 : f32
%10 = arith.extf %8 : f32 to f64
%11 = arith.extf %9 : f32 to f64
%7 = func.call @pow(%10, %11) : (f64, f64) -> f64
%12 = arith.mulf %2, %7 : f64
%13 = arith.constant 3.0 : f32
%14 = arith.constant 5.0 : f32
%15 = arith.divf %13, %14 : f32
%16 = math.sqrt %15 : f32
%17 = arith.mulf %12, %16 : f64
%19 = arith.constant 5.0 : f32
%20 = arith.constant 12.0 : f32
%21 = arith.extf %19 : f32 to f64
%22 = arith.extf %20 : f32 to f64
%18 = func.call @pow(%21, %22) : (f64, f64) -> f64
%23 = arith.divf %17, %18 : f64
%24 = arith.constant 0.5 : f32
%25 = math.log %23 : f64
%26 = arith.constant 12.0 : f32
%28 = arith.extf %26 : f32 to f64
%27 = arith.mulf %28, %1 : f64
%29 = arith.divf %25, %27 : f64
%31 = arith.extf %24 : f32 to f64
%30 = arith.addf %31, %29 : f64
%32 = llvm.mlir.addressof @str_0 : !llvm.ptr
%33 = llvm.call @printf(%32, %30) vararg(!llvm.func<i32 (ptr, ...)>) : (!llvm.ptr, f64) -> i32
%34 = arith.constant 0 : i32
func.return %34 : i32
}
}