Problem 197
u_{n+1}=floor(2^(30.403243784-u_n^2))*1e-9; find u_n+u_{n+1} at n=10^12.
View problem on Project Euler
Performance comparison
| Metric | Our solution | Best known |
| Time complexity | O(n) | O(n) |
| Space complexity | O(1) | O(1) |
| Approach | Flow solution | Iterative sequence simulation |
| Verdict | Optimal |
Flow source
# Project Euler 197
# u_{n+1}=floor(2^(30.403243784-u_n^2))*1e-9; find u_n+u_{n+1} at n=10^12.
extern {
function pow(x: f64, y: f64) -> f64
function floor(x: f64) -> f64
}
function f(x: f64) -> f64 {
return floor(pow(2.0, 30.403243784 - x * x)) * 0.000000001
}
function main() -> i32 {
let mut a: f64 = -1.0
let mut i: i32 = 0
while i < 2000 {
a = f(a)
i = i + 1
}
let b: f64 = f(a)
printf("%.9f\n", a + b)
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; }
double f_f64(double x);
int32_t main(void);
double f_f64(double x) {
return (floor(pow(2.0, (30.403243784 - (x * x)))) * 0.000000001);
}
int32_t main(void) {
double a = (-1.0);
int32_t i = 0;
while (i < 2000) {
a = f_f64(a);
i = (i + 1);
}
double b = f_f64(a);
printf("%.9f\n", (a + b));
return 0;
}
Generated MLIR
module {
llvm.func @printf(!llvm.ptr, ...) -> i32
llvm.mlir.global internal constant @str_0("%.9f\n\00") {addr_space = 0 : i32} : !llvm.array<6 x i8>
func.func private @pow(f64, f64) -> f64
func.func private @floor(f64) -> f64
func.func @f(%arg0: f64) -> f64 {
%2 = arith.constant 2.0 : f32
%3 = arith.constant 30.403243784 : f32
%4 = arith.mulf %arg0, %arg0 : f64
%6 = arith.extf %3 : f32 to f64
%5 = arith.subf %6, %4 : f64
%7 = arith.extf %2 : f32 to f64
%1 = func.call @pow(%7, %5) : (f64, f64) -> f64
%0 = func.call @floor(%1) : (f64) -> f64
%8 = arith.constant 0.000000001 : f32
%10 = arith.extf %8 : f32 to f64
%9 = arith.mulf %0, %10 : f64
func.return %9 : f64
}
func.func @main() -> i32 {
%11 = arith.constant 1.0 : f32
%12 = arith.negf %11 : f32
%13 = arith.extf %12 : f32 to f64
%14 = llvm.mlir.constant(1 : i64) : i64
%15 = llvm.alloca %14 x f64 : (i64) -> !llvm.ptr
llvm.store %13, %15 : f64, !llvm.ptr
%16 = arith.constant 0 : i32
%17 = llvm.mlir.constant(1 : i64) : i64
%18 = llvm.alloca %17 x i32 : (i64) -> !llvm.ptr
llvm.store %16, %18 : i32, !llvm.ptr
cf.br ^bb0
^bb0:
%19 = llvm.load %18 : !llvm.ptr -> i32
%20 = arith.constant 2000 : i32
%21 = arith.cmpi slt, %19, %20 : i32
cf.cond_br %21, ^bb1, ^bb2
^bb1:
%23 = llvm.load %15 : !llvm.ptr -> f64
%22 = func.call @f(%23) : (f64) -> f64
llvm.store %22, %15 : f64, !llvm.ptr
%24 = llvm.load %18 : !llvm.ptr -> i32
%25 = arith.constant 1 : i32
%26 = arith.addi %24, %25 : i32
llvm.store %26, %18 : i32, !llvm.ptr
cf.br ^bb0
^bb2:
%28 = llvm.load %15 : !llvm.ptr -> f64
%27 = func.call @f(%28) : (f64) -> f64
%29 = llvm.mlir.addressof @str_0 : !llvm.ptr
%30 = llvm.load %15 : !llvm.ptr -> f64
%31 = arith.addf %30, %27 : f64
%32 = llvm.call @printf(%29, %31) vararg(!llvm.func<i32 (ptr, ...)>) : (!llvm.ptr, f64) -> i32
%33 = arith.constant 0 : i32
func.return %33 : i32
}
}