Problem 724

Drone Delivery — E(10^8) rounded to nearest integer. E(n) = (n/2) * (H_n^2 + H_n^(2)) Uses asymptotic expansions for harmonic numbers.

Answer18128250110
Output18128250110
StatusPASS
Native helperno
Runtime0 ms
Peak memory1072 KB
Time complexityO(1) (estimated)
Space complexityO(1) (estimated)

Performance comparison

MetricOur solutionBest known
Time complexityO(1)?
Space complexityO(1)?
ApproachFlow solutionNot curated
VerdictUnknown

Flow source

# Project Euler 724
# Drone Delivery — E(10^8) rounded to nearest integer.
#
# E(n) = (n/2) * (H_n^2 + H_n^(2))
# Uses asymptotic expansions for harmonic numbers.

extern {
    function log(x: f64) -> f64
    function floor(x: f64) -> f64
}

const EULER_GAMMA: f64 = 0.5772156649015328606065120900824024310421
const PI: f64 = 3.1415926535897932384626433832795028841971

function harmonic_asymptotic(n: f64) -> f64 {
    let inv: f64 = 1.0 / n
    let inv2: f64 = inv * inv
    let inv4: f64 = inv2 * inv2
    let inv6: f64 = inv4 * inv2
    return log(n)
        + EULER_GAMMA
        + 0.5 * inv
        - (1.0 / 12.0) * inv2
        + (1.0 / 120.0) * inv4
        - (1.0 / 252.0) * inv6
}

function harmonic2_asymptotic(n: f64) -> f64 {
    let inv: f64 = 1.0 / n
    let inv2: f64 = inv * inv
    let inv3: f64 = inv2 * inv
    let inv5: f64 = inv3 * inv2
    let inv7: f64 = inv5 * inv2
    return (PI * PI) / 6.0
        - inv
        + 0.5 * inv2
        - (1.0 / 6.0) * inv3
        + (1.0 / 30.0) * inv5
        - (1.0 / 42.0) * inv7
}

function main() -> i32 {
    let n: f64 = 1e8
    let h: f64 = harmonic_asymptotic(n)
    let h2: f64 = harmonic2_asymptotic(n)
    let e: f64 = 0.5 * n * (h * h + h2)
    printf("%lld\n", (floor(e + 0.5) as i64))
    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 harmonic_asymptotic_f64(double n);
double harmonic2_asymptotic_f64(double n);
int32_t main(void);

static const double EULER_GAMMA = 0.5772156649015328606065120900824024310421;
static const double PI = 3.1415926535897932384626433832795028841971;



double harmonic_asymptotic_f64(double n) {
    double inv = (1.0 / n);
    double inv2 = (inv * inv);
    double inv4 = (inv2 * inv2);
    double inv6 = (inv4 * inv2);
    return (((((log(n) + EULER_GAMMA) + (0.5 * inv)) - ((1.0 / 12.0) * inv2)) + ((1.0 / 120.0) * inv4)) - ((1.0 / 252.0) * inv6));
}

double harmonic2_asymptotic_f64(double n) {
    double inv = (1.0 / n);
    double inv2 = (inv * inv);
    double inv3 = (inv2 * inv);
    double inv5 = (inv3 * inv2);
    double inv7 = (inv5 * inv2);
    return (((((((PI * PI) / 6.0) - inv) + (0.5 * inv2)) - ((1.0 / 6.0) * inv3)) + ((1.0 / 30.0) * inv5)) - ((1.0 / 42.0) * inv7));
}

int32_t main(void) {
    double n = 1e8;
    double h = harmonic_asymptotic_f64(n);
    double h2 = harmonic2_asymptotic_f64(n);
    double e = ((0.5 * n) * ((h * h) + h2));
    printf("%lld\n", ((int64_t)(floor((e + 0.5)))));
    return 0;
}

Generated MLIR

module {
  llvm.func @printf(!llvm.ptr, ...) -> i32
  llvm.mlir.global internal constant @str_0("%lld\n\00") {addr_space = 0 : i32} : !llvm.array<6 x i8>
  func.func private @log(f64) -> f64
  func.func private @floor(f64) -> f64
  // Constant: EULER_GAMMA
  llvm.mlir.global internal constant @EULER_GAMMA(0.5772156649015328606065120900824024310421 : f64) : f64
  // Constant: PI
  llvm.mlir.global internal constant @PI(3.1415926535897932384626433832795028841971 : f64) : f64
  func.func @harmonic_asymptotic(%arg0: f64) -> f64 {
    %0 = arith.constant 1.0 : f32
    %2 = arith.extf %0 : f32 to f64
    %1 = arith.divf %2, %arg0 : f64
    %3 = arith.mulf %1, %1 : f64
    %4 = arith.mulf %3, %3 : f64
    %5 = arith.mulf %4, %3 : f64
    %6 = math.log %arg0 : f64
    %7 = llvm.mlir.addressof @EULER_GAMMA : !llvm.ptr
    %8 = llvm.load %7 : !llvm.ptr -> f64
    %9 = arith.addf %6, %8 : f64
    %10 = arith.constant 0.5 : f32
    %12 = arith.extf %10 : f32 to f64
    %11 = arith.mulf %12, %1 : f64
    %13 = arith.addf %9, %11 : f64
    %14 = arith.constant 1.0 : f32
    %15 = arith.constant 12.0 : f32
    %16 = arith.divf %14, %15 : f32
    %18 = arith.extf %16 : f32 to f64
    %17 = arith.mulf %18, %3 : f64
    %19 = arith.subf %13, %17 : f64
    %20 = arith.constant 1.0 : f32
    %21 = arith.constant 120.0 : f32
    %22 = arith.divf %20, %21 : f32
    %24 = arith.extf %22 : f32 to f64
    %23 = arith.mulf %24, %4 : f64
    %25 = arith.addf %19, %23 : f64
    %26 = arith.constant 1.0 : f32
    %27 = arith.constant 252.0 : f32
    %28 = arith.divf %26, %27 : f32
    %30 = arith.extf %28 : f32 to f64
    %29 = arith.mulf %30, %5 : f64
    %31 = arith.subf %25, %29 : f64
    func.return %31 : f64
  }
  func.func @harmonic2_asymptotic(%arg0: f64) -> f64 {
    %32 = arith.constant 1.0 : f32
    %34 = arith.extf %32 : f32 to f64
    %33 = arith.divf %34, %arg0 : f64
    %35 = arith.mulf %33, %33 : f64
    %36 = arith.mulf %35, %33 : f64
    %37 = arith.mulf %36, %35 : f64
    %38 = arith.mulf %37, %35 : f64
    %39 = llvm.mlir.addressof @PI : !llvm.ptr
    %40 = llvm.load %39 : !llvm.ptr -> f64
    %41 = llvm.mlir.addressof @PI : !llvm.ptr
    %42 = llvm.load %41 : !llvm.ptr -> f64
    %43 = arith.mulf %40, %42 : f64
    %44 = arith.constant 6.0 : f32
    %46 = arith.extf %44 : f32 to f64
    %45 = arith.divf %43, %46 : f64
    %47 = arith.subf %45, %33 : f64
    %48 = arith.constant 0.5 : f32
    %50 = arith.extf %48 : f32 to f64
    %49 = arith.mulf %50, %35 : f64
    %51 = arith.addf %47, %49 : f64
    %52 = arith.constant 1.0 : f32
    %53 = arith.constant 6.0 : f32
    %54 = arith.divf %52, %53 : f32
    %56 = arith.extf %54 : f32 to f64
    %55 = arith.mulf %56, %36 : f64
    %57 = arith.subf %51, %55 : f64
    %58 = arith.constant 1.0 : f32
    %59 = arith.constant 30.0 : f32
    %60 = arith.divf %58, %59 : f32
    %62 = arith.extf %60 : f32 to f64
    %61 = arith.mulf %62, %37 : f64
    %63 = arith.addf %57, %61 : f64
    %64 = arith.constant 1.0 : f32
    %65 = arith.constant 42.0 : f32
    %66 = arith.divf %64, %65 : f32
    %68 = arith.extf %66 : f32 to f64
    %67 = arith.mulf %68, %38 : f64
    %69 = arith.subf %63, %67 : f64
    func.return %69 : f64
  }
  func.func @main() -> i32 {
    %70 = arith.constant 100000000 : f32
    %71 = arith.extf %70 : f32 to f64
    %72 = func.call @harmonic_asymptotic(%71) : (f64) -> f64
    %73 = func.call @harmonic2_asymptotic(%71) : (f64) -> f64
    %74 = arith.constant 0.5 : f32
    %76 = arith.extf %74 : f32 to f64
    %75 = arith.mulf %76, %71 : f64
    %77 = arith.mulf %72, %72 : f64
    %78 = arith.addf %77, %73 : f64
    %79 = arith.mulf %75, %78 : f64
    %80 = llvm.mlir.addressof @str_0 : !llvm.ptr
    %82 = arith.constant 0.5 : f32
    %84 = arith.extf %82 : f32 to f64
    %83 = arith.addf %79, %84 : f64
    %81 = func.call @floor(%83) : (f64) -> f64
    %85 = arith.fptosi %81 : f64 to i64
    %86 = llvm.call @printf(%80, %85) vararg(!llvm.func<i32 (ptr, ...)>) : (!llvm.ptr, i64) -> i32
    %87 = arith.constant 0 : i32
    func.return %87 : i32
  }
}