Problem 460

An Ant on the Move — minimal excess climb DP + cruise at height h=d/2.

Answer18.420738199
Output18.420738199
StatusPASS
Native helperno
Runtime10 ms
Peak memory1296 KB
Time complexityO(n) (estimated)
Space complexityO(n) (estimated)

Performance comparison

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

Flow source

# Project Euler 460
# An Ant on the Move — minimal excess climb DP + cruise at height h=d/2.

extern {
    function calloc(n: i64, size: i64) -> ptr<void>
    function free(p: ptr<void>) -> void
    function log(x: f64) -> f64
    function sqrt(x: f64) -> f64
    function hypot(x: f64, y: f64) -> f64
    function floor(x: f64) -> f64
}

function min_step_excess(y0: i64, y1: i64, h: i64, logs: ptr<f64>) -> f64 {
    let dy: f64 = (y1 - y0) as f64
    let v: f64 = dy / (logs[y1] - logs[y0])
    let hh: f64 = h as f64
    let denom: f64 = sqrt(hh * hh - v * v)
    let dx_star: f64 = dy * v / denom
    let k0: i64 = floor(dx_star) as i64
    let mut best: f64 = 1.0e300
    let mut t: i64 = 0
    while t < 2 {
        let dx: i64 = k0 + t
        if dx >= 0 {
            let val: f64 = hypot(dx as f64, dy) / v - (dx as f64) / hh
            if val < best { best = val }
        }
        t = t + 1
    }
    return best
}

function best_climb_excess(h: i64) -> f64 {
    let logs: ptr<f64> = calloc(h + 1, 8)
    let dp: ptr<f64> = calloc(h + 1, 8)
    if logs == null || dp == null { return 0.0 }
    let mut y: i64 = 1
    while y <= h {
        logs[y] = log(y as f64)
        dp[y] = 1.0e300
        y = y + 1
    }
    dp[1] = 0.0
    y = 2
    while y <= h {
        let M: i64 = (64 * h) / y + 2
        let mut y0_min: i64 = y - M
        if y0_min < 1 { y0_min = 1 }
        let mut best: f64 = 1.0e300
        let mut y0: i64 = y0_min
        while y0 < y {
            let cand: f64 = dp[y0] + min_step_excess(y0, y, h, logs)
            if cand < best { best = cand }
            y0 = y0 + 1
        }
        dp[y] = best
        y = y + 1
    }
    let ans: f64 = dp[h]
    free(dp)
    free(logs)
    return ans
}

function main() -> i32 {
    let d: i64 = 10000
    let h: i64 = d / 2
    let E: f64 = best_climb_excess(h)
    let ans: f64 = 2.0 * E + (d as f64) / (h as f64)
    printf("%.9f\n", ans)
    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 hypot(double x, double y);
double min_step_excess_i64_i64_i64_ptr_f64(int64_t y0, int64_t y1, int64_t h, double* logs);
double best_climb_excess_i64(int64_t h);
int32_t main(void);







double min_step_excess_i64_i64_i64_ptr_f64(int64_t y0, int64_t y1, int64_t h, double* logs) {
    double dy = ((double)((y1 - y0)));
    double v = (dy / (logs[y1] - logs[y0]));
    double hh = ((double)(h));
    double denom = sqrt(((hh * hh) - (v * v)));
    double dx_star = ((dy * v) / denom);
    int64_t k0 = ((int64_t)(floor(dx_star)));
    double best = 1.0e300;
    int64_t t = 0;
    while (t < 2) {
        int64_t dx = (k0 + t);
        if (dx >= 0) {
            double val = ((hypot(((double)(dx)), dy) / v) - (((double)(dx)) / hh));
            if (val < best) {
                best = val;
            }
        }
        t = (t + 1);
    }
    return best;
}

double best_climb_excess_i64(int64_t h) {
    double* logs = (double*)(calloc((h + 1), 8));
    double* dp = (double*)(calloc((h + 1), 8));
    if ((logs == NULL || dp == NULL)) {
        return 0.0;
    }
    int64_t y = 1;
    while (y <= h) {
        logs[y] = log(((double)(y)));
        dp[y] = 1.0e300;
        y = (y + 1);
    }
    dp[1] = 0.0;
    y = 2;
    while (y <= h) {
        int64_t M = (FLOW_CHECKED_DIV(((64 * h)), (y)) + 2);
        int64_t y0_min = (y - M);
        if (y0_min < 1) {
            y0_min = 1;
        }
        double best = 1.0e300;
        int64_t y0 = y0_min;
        while (y0 < y) {
            double cand = (dp[y0] + min_step_excess_i64_i64_i64_ptr_f64(y0, y, h, logs));
            if (cand < best) {
                best = cand;
            }
            y0 = (y0 + 1);
        }
        dp[y] = best;
        y = (y + 1);
    }
    double ans = dp[h];
    free(dp);
    free(logs);
    return ans;
}

int32_t main(void) {
    int64_t d = 10000;
    int64_t h = FLOW_CHECKED_DIV((d), (2));
    double E = best_climb_excess_i64(h);
    double ans = ((2.0 * E) + (((double)(d)) / ((double)(h))));
    printf("%.9f\n", ans);
    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 @calloc(i64, i64) -> !llvm.ptr
  func.func private @free(!llvm.ptr) -> ()
  func.func private @log(f64) -> f64
  func.func private @sqrt(f64) -> f64
  func.func private @hypot(f64, f64) -> f64
  func.func private @floor(f64) -> f64
  func.func @min_step_excess(%arg0: i64, %arg1: i64, %arg2: i64, %arg3: !llvm.ptr) -> f64 {
    %0 = arith.subi %arg1, %arg0 : i64
    %1 = arith.sitofp %0 : i64 to f64
    %3 = llvm.getelementptr %arg3[%arg1] : (!llvm.ptr, i64) -> !llvm.ptr, f64
    %2 = llvm.load %3 : !llvm.ptr -> f64
    %5 = llvm.getelementptr %arg3[%arg0] : (!llvm.ptr, i64) -> !llvm.ptr, f64
    %4 = llvm.load %5 : !llvm.ptr -> f64
    %6 = arith.subf %2, %4 : f64
    %7 = arith.divf %1, %6 : f64
    %8 = arith.sitofp %arg2 : i64 to f64
    %9 = arith.mulf %8, %8 : f64
    %10 = arith.mulf %7, %7 : f64
    %11 = arith.subf %9, %10 : f64
    %12 = math.sqrt %11 : f64
    %13 = arith.mulf %1, %7 : f64
    %14 = arith.divf %13, %12 : f64
    %15 = func.call @floor(%14) : (f64) -> f64
    %16 = arith.fptosi %15 : f64 to i64
    %17 = arith.constant 1000000000000000052504760255204420248704468581108159154915854115511802457988908195786371375080447864043704443832883878176942523235360430575644792184786706982848387200926575803737830233794788090059368953234970799945081119038967640880074652742780142494579258788820056842838115669472196386865459400540160 : f32
    %18 = arith.extf %17 : f32 to f64
    %19 = llvm.mlir.constant(1 : i64) : i64
    %20 = llvm.alloca %19 x f64 : (i64) -> !llvm.ptr
    llvm.store %18, %20 : f64, !llvm.ptr
    %21 = arith.constant 0 : i32
    %22 = arith.extsi %21 : i32 to i64
    %23 = llvm.mlir.constant(1 : i64) : i64
    %24 = llvm.alloca %23 x i64 : (i64) -> !llvm.ptr
    llvm.store %22, %24 : i64, !llvm.ptr
    cf.br ^bb0
    ^bb0:
    %25 = llvm.load %24 : !llvm.ptr -> i64
    %26 = arith.constant 2 : i32
    %28 = arith.extsi %26 : i32 to i64
    %27 = arith.cmpi slt, %25, %28 : i64
    cf.cond_br %27, ^bb1, ^bb2
    ^bb1:
      %29 = llvm.load %24 : !llvm.ptr -> i64
      %30 = arith.addi %16, %29 : i64
      %31 = arith.constant 0 : i32
      %33 = arith.extsi %31 : i32 to i64
      %32 = arith.cmpi sge, %30, %33 : i64
      cf.cond_br %32, ^bb3, ^bb4
      ^bb3:
        %35 = arith.sitofp %30 : i64 to f64
        %34 = func.call @hypot(%35, %1) : (f64, f64) -> f64
        %36 = arith.divf %34, %7 : f64
        %37 = arith.sitofp %30 : i64 to f64
        %38 = arith.divf %37, %8 : f64
        %39 = arith.subf %36, %38 : f64
        %40 = llvm.load %20 : !llvm.ptr -> f64
        %41 = arith.cmpf olt, %39, %40 : f64
        cf.cond_br %41, ^bb6, ^bb7
        ^bb6:
          llvm.store %39, %20 : f64, !llvm.ptr
          cf.br ^bb8
        ^bb7:
          cf.br ^bb8
        ^bb8:
        cf.br ^bb5
      ^bb4:
        cf.br ^bb5
      ^bb5:
      %42 = llvm.load %24 : !llvm.ptr -> i64
      %43 = arith.constant 1 : i32
      %45 = arith.extsi %43 : i32 to i64
      %44 = arith.addi %42, %45 : i64
      llvm.store %44, %24 : i64, !llvm.ptr
      cf.br ^bb0
    ^bb2:
    %46 = llvm.load %20 : !llvm.ptr -> f64
    func.return %46 : f64
  }
  func.func @best_climb_excess(%arg0: i64) -> f64 {
    %48 = arith.constant 1 : i32
    %50 = arith.extsi %48 : i32 to i64
    %49 = arith.addi %arg0, %50 : i64
    %51 = arith.constant 8 : i32
    %52 = arith.extsi %51 : i32 to i64
    %47 = func.call @calloc(%49, %52) : (i64, i64) -> !llvm.ptr
    %54 = arith.constant 1 : i32
    %56 = arith.extsi %54 : i32 to i64
    %55 = arith.addi %arg0, %56 : i64
    %57 = arith.constant 8 : i32
    %58 = arith.extsi %57 : i32 to i64
    %53 = func.call @calloc(%55, %58) : (i64, i64) -> !llvm.ptr
    %59 = llvm.mlir.zero : !llvm.ptr
    %60 = llvm.icmp "eq" %47, %59 : !llvm.ptr
    %61 = scf.if %60 -> (i1) {
      %62 = arith.constant true
      scf.yield %62 : i1
    } else {
      %63 = llvm.mlir.zero : !llvm.ptr
      %64 = llvm.icmp "eq" %53, %63 : !llvm.ptr
      scf.yield %64 : i1
    }
    cf.cond_br %61, ^bb9, ^bb10
    ^bb9:
      %65 = arith.constant 0.0 : f32
      %66 = arith.extf %65 : f32 to f64
      func.return %66 : f64
    ^bb10:
      cf.br ^bb11
    ^bb11:
    %67 = arith.constant 1 : i32
    %68 = arith.extsi %67 : i32 to i64
    %69 = llvm.mlir.constant(1 : i64) : i64
    %70 = llvm.alloca %69 x i64 : (i64) -> !llvm.ptr
    llvm.store %68, %70 : i64, !llvm.ptr
    cf.br ^bb12
    ^bb12:
    %71 = llvm.load %70 : !llvm.ptr -> i64
    %72 = arith.cmpi sle, %71, %arg0 : i64
    cf.cond_br %72, ^bb13, ^bb14
    ^bb13:
      %73 = llvm.load %70 : !llvm.ptr -> i64
      %74 = arith.sitofp %73 : i64 to f64
      %75 = math.log %74 : f64
      %76 = llvm.load %70 : !llvm.ptr -> i64
      %77 = llvm.getelementptr %47[%76] : (!llvm.ptr, i64) -> !llvm.ptr, f64
      llvm.store %75, %77 : f64, !llvm.ptr
      %78 = arith.constant 1000000000000000052504760255204420248704468581108159154915854115511802457988908195786371375080447864043704443832883878176942523235360430575644792184786706982848387200926575803737830233794788090059368953234970799945081119038967640880074652742780142494579258788820056842838115669472196386865459400540160 : f32
      %79 = llvm.load %70 : !llvm.ptr -> i64
      %80 = arith.extf %78 : f32 to f64
      %81 = llvm.getelementptr %53[%79] : (!llvm.ptr, i64) -> !llvm.ptr, f64
      llvm.store %80, %81 : f64, !llvm.ptr
      %82 = llvm.load %70 : !llvm.ptr -> i64
      %83 = arith.constant 1 : i32
      %85 = arith.extsi %83 : i32 to i64
      %84 = arith.addi %82, %85 : i64
      llvm.store %84, %70 : i64, !llvm.ptr
      cf.br ^bb12
    ^bb14:
    %86 = arith.constant 0.0 : f32
    %87 = arith.constant 1 : i32
    %88 = arith.extf %86 : f32 to f64
    %89 = arith.extsi %87 : i32 to i64
    %90 = llvm.getelementptr %53[%89] : (!llvm.ptr, i64) -> !llvm.ptr, f64
    llvm.store %88, %90 : f64, !llvm.ptr
    %91 = arith.constant 2 : i32
    %92 = arith.extsi %91 : i32 to i64
    llvm.store %92, %70 : i64, !llvm.ptr
    cf.br ^bb15
    ^bb15:
    %93 = llvm.load %70 : !llvm.ptr -> i64
    %94 = arith.cmpi sle, %93, %arg0 : i64
    cf.cond_br %94, ^bb16, ^bb17
    ^bb16:
      %95 = arith.constant 64 : i32
      %97 = arith.extsi %95 : i32 to i64
      %96 = arith.muli %97, %arg0 : i64
      %98 = llvm.load %70 : !llvm.ptr -> i64
      %99 = arith.divsi %96, %98 : i64
      %100 = arith.constant 2 : i32
      %102 = arith.extsi %100 : i32 to i64
      %101 = arith.addi %99, %102 : i64
      %103 = llvm.load %70 : !llvm.ptr -> i64
      %104 = arith.subi %103, %101 : i64
      %105 = llvm.mlir.constant(1 : i64) : i64
      %106 = llvm.alloca %105 x i64 : (i64) -> !llvm.ptr
      llvm.store %104, %106 : i64, !llvm.ptr
      %107 = llvm.load %106 : !llvm.ptr -> i64
      %108 = arith.constant 1 : i32
      %110 = arith.extsi %108 : i32 to i64
      %109 = arith.cmpi slt, %107, %110 : i64
      cf.cond_br %109, ^bb18, ^bb19
      ^bb18:
        %111 = arith.constant 1 : i32
        %112 = arith.extsi %111 : i32 to i64
        llvm.store %112, %106 : i64, !llvm.ptr
        cf.br ^bb20
      ^bb19:
        cf.br ^bb20
      ^bb20:
      %113 = arith.constant 1000000000000000052504760255204420248704468581108159154915854115511802457988908195786371375080447864043704443832883878176942523235360430575644792184786706982848387200926575803737830233794788090059368953234970799945081119038967640880074652742780142494579258788820056842838115669472196386865459400540160 : f32
      %114 = arith.extf %113 : f32 to f64
      %115 = llvm.mlir.constant(1 : i64) : i64
      %116 = llvm.alloca %115 x f64 : (i64) -> !llvm.ptr
      llvm.store %114, %116 : f64, !llvm.ptr
      %117 = llvm.load %106 : !llvm.ptr -> i64
      %118 = llvm.mlir.constant(1 : i64) : i64
      %119 = llvm.alloca %118 x i64 : (i64) -> !llvm.ptr
      llvm.store %117, %119 : i64, !llvm.ptr
      cf.br ^bb21
      ^bb21:
      %120 = llvm.load %119 : !llvm.ptr -> i64
      %121 = llvm.load %70 : !llvm.ptr -> i64
      %122 = arith.cmpi slt, %120, %121 : i64
      cf.cond_br %122, ^bb22, ^bb23
      ^bb22:
        %124 = llvm.load %119 : !llvm.ptr -> i64
        %125 = llvm.getelementptr %53[%124] : (!llvm.ptr, i64) -> !llvm.ptr, f64
        %123 = llvm.load %125 : !llvm.ptr -> f64
        %127 = llvm.load %119 : !llvm.ptr -> i64
        %128 = llvm.load %70 : !llvm.ptr -> i64
        %126 = func.call @min_step_excess(%127, %128, %arg0, %47) : (i64, i64, i64, !llvm.ptr) -> f64
        %129 = arith.addf %123, %126 : f64
        %130 = llvm.load %116 : !llvm.ptr -> f64
        %131 = arith.cmpf olt, %129, %130 : f64
        cf.cond_br %131, ^bb24, ^bb25
        ^bb24:
          llvm.store %129, %116 : f64, !llvm.ptr
          cf.br ^bb26
        ^bb25:
          cf.br ^bb26
        ^bb26:
        %132 = llvm.load %119 : !llvm.ptr -> i64
        %133 = arith.constant 1 : i32
        %135 = arith.extsi %133 : i32 to i64
        %134 = arith.addi %132, %135 : i64
        llvm.store %134, %119 : i64, !llvm.ptr
        cf.br ^bb21
      ^bb23:
      %136 = llvm.load %116 : !llvm.ptr -> f64
      %137 = llvm.load %70 : !llvm.ptr -> i64
      %138 = llvm.getelementptr %53[%137] : (!llvm.ptr, i64) -> !llvm.ptr, f64
      llvm.store %136, %138 : f64, !llvm.ptr
      %139 = llvm.load %70 : !llvm.ptr -> i64
      %140 = arith.constant 1 : i32
      %142 = arith.extsi %140 : i32 to i64
      %141 = arith.addi %139, %142 : i64
      llvm.store %141, %70 : i64, !llvm.ptr
      cf.br ^bb15
    ^bb17:
    %144 = llvm.getelementptr %53[%arg0] : (!llvm.ptr, i64) -> !llvm.ptr, f64
    %143 = llvm.load %144 : !llvm.ptr -> f64
    func.call @free(%53) : (!llvm.ptr) -> ()
    func.call @free(%47) : (!llvm.ptr) -> ()
    func.return %143 : f64
  }
  func.func @main() -> i32 {
    %147 = arith.constant 10000 : i32
    %148 = arith.extsi %147 : i32 to i64
    %149 = arith.constant 2 : i32
    %151 = arith.extsi %149 : i32 to i64
    %150 = arith.divsi %148, %151 : i64
    %152 = func.call @best_climb_excess(%150) : (i64) -> f64
    %153 = arith.constant 2.0 : f32
    %155 = arith.extf %153 : f32 to f64
    %154 = arith.mulf %155, %152 : f64
    %156 = arith.sitofp %148 : i64 to f64
    %157 = arith.sitofp %150 : i64 to f64
    %158 = arith.divf %156, %157 : f64
    %159 = arith.addf %154, %158 : f64
    %160 = llvm.mlir.addressof @str_0 : !llvm.ptr
    %161 = llvm.call @printf(%160, %159) vararg(!llvm.func<i32 (ptr, ...)>) : (!llvm.ptr, f64) -> i32
    %162 = arith.constant 0 : i32
    func.return %162 : i32
  }
}