Problem 938

Exhausting a Colour — P(R,B) via log-gamma closed form. P(24690, 12345).

Answer0.2928967987
Output0.2928967987
StatusPASS
Native helperno
Runtime0 ms
Peak memory1088 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 938
# Exhausting a Colour — P(R,B) via log-gamma closed form. P(24690, 12345).

extern {
    function lgamma(x: f64) -> f64
    function log(x: f64) -> f64
    function exp(x: f64) -> f64
    function log1p(x: f64) -> f64
}

function log_add_exp(log_x: f64, log_y: f64, has_x: i32) -> f64 {
    if has_x == 0 { return log_y }
    let mut a: f64 = log_x
    let mut b: f64 = log_y
    if b > a {
        let t: f64 = a
        a = b
        b = t
    }
    return a + log1p(exp(b - a))
}

function probability_black(R: i64, B: i64) -> f64 {
    if B <= 0 { return 0.0 }
    if R <= 0 { return 1.0 }
    if (R & 1) == 1 { return 0.0 }
    let a: i64 = R / 2
    let b: i64 = B
    if a == 0 { return 1.0 }
    let log4: f64 = log(4.0)
    let m: i64 = a - 1
    let mut log_u: f64 = 0.0
    let mut has: i32 = 0
    let mut k: i64 = 1
    while k <= b {
        let log_g: f64 = lgamma((2 * k + 1) as f64) - 2.0 * lgamma((k + 1) as f64) - (k as f64) * log4
        let n: i64 = a + b - k - 1
        let log_binom: f64 = lgamma((n + 1) as f64) - lgamma((m + 1) as f64) - lgamma((n - m + 1) as f64)
        log_u = log_add_exp(log_u, log_g + log_binom, has)
        has = 1
        k = k + 1
    }
    let log_C: f64 = lgamma((a + b) as f64 + 0.5) - lgamma(a as f64 + 0.5) - lgamma((b + 1) as f64)
    return exp(log_u - log_C)
}

function main() -> i32 {
    printf("%.10f\n", probability_black(24690, 12345))
    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 lgamma(double x);
double log1p(double x);
double log_add_exp_f64_f64_i32(double log_x, double log_y, int32_t has_x);
double probability_black_i64_i64(int64_t R, int64_t B);
int32_t main(void);





double log_add_exp_f64_f64_i32(double log_x, double log_y, int32_t has_x) {
    if (has_x == 0) {
        return log_y;
    }
    double a = log_x;
    double b = log_y;
    if (b > a) {
        double t = a;
        a = b;
        b = t;
    }
    return (a + log1p(exp((b - a))));
}

double probability_black_i64_i64(int64_t R, int64_t B) {
    if (B <= 0) {
        return 0.0;
    }
    if (R <= 0) {
        return 1.0;
    }
    if ((R & 1) == 1) {
        return 0.0;
    }
    int64_t a = FLOW_CHECKED_DIV((R), (2));
    int64_t b = B;
    if (a == 0) {
        return 1.0;
    }
    double log4 = log(4.0);
    int64_t m = (a - 1);
    double log_u = 0.0;
    int32_t has = 0;
    int64_t k = 1;
    while (k <= b) {
        double log_g = ((lgamma(((double)(((2 * k) + 1)))) - (2.0 * lgamma(((double)((k + 1)))))) - (((double)(k)) * log4));
        int64_t n = (((a + b) - k) - 1);
        double log_binom = ((lgamma(((double)((n + 1)))) - lgamma(((double)((m + 1))))) - lgamma(((double)(((n - m) + 1)))));
        log_u = log_add_exp_f64_f64_i32(log_u, (log_g + log_binom), has);
        has = 1;
        k = (k + 1);
    }
    double log_C = ((lgamma((((double)((a + b))) + 0.5)) - lgamma((((double)(a)) + 0.5))) - lgamma(((double)((b + 1)))));
    return exp((log_u - log_C));
}

int32_t main(void) {
    printf("%.10f\n", probability_black_i64_i64(24690, 12345));
    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 @lgamma(f64) -> f64
  func.func private @log(f64) -> f64
  func.func private @exp(f64) -> f64
  func.func private @log1p(f64) -> f64
  func.func @log_add_exp(%arg0: f64, %arg1: f64, %arg2: i32) -> f64 {
    %0 = arith.constant 0 : i32
    %1 = arith.cmpi eq, %arg2, %0 : i32
    cf.cond_br %1, ^bb0, ^bb1
    ^bb0:
      func.return %arg1 : f64
    ^bb1:
      cf.br ^bb2
    ^bb2:
    %2 = llvm.mlir.constant(1 : i64) : i64
    %3 = llvm.alloca %2 x f64 : (i64) -> !llvm.ptr
    llvm.store %arg0, %3 : f64, !llvm.ptr
    %4 = llvm.mlir.constant(1 : i64) : i64
    %5 = llvm.alloca %4 x f64 : (i64) -> !llvm.ptr
    llvm.store %arg1, %5 : f64, !llvm.ptr
    %6 = llvm.load %5 : !llvm.ptr -> f64
    %7 = llvm.load %3 : !llvm.ptr -> f64
    %8 = arith.cmpf ogt, %6, %7 : f64
    cf.cond_br %8, ^bb3, ^bb4
    ^bb3:
      %9 = llvm.load %3 : !llvm.ptr -> f64
      %10 = llvm.load %5 : !llvm.ptr -> f64
      llvm.store %10, %3 : f64, !llvm.ptr
      llvm.store %9, %5 : f64, !llvm.ptr
      cf.br ^bb5
    ^bb4:
      cf.br ^bb5
    ^bb5:
    %11 = llvm.load %3 : !llvm.ptr -> f64
    %13 = llvm.load %5 : !llvm.ptr -> f64
    %14 = llvm.load %3 : !llvm.ptr -> f64
    %15 = arith.subf %13, %14 : f64
    %16 = math.exp %15 : f64
    %12 = func.call @log1p(%16) : (f64) -> f64
    %17 = arith.addf %11, %12 : f64
    func.return %17 : f64
  }
  func.func @probability_black(%arg0: i64, %arg1: i64) -> f64 {
    %18 = arith.constant 0 : i32
    %20 = arith.extsi %18 : i32 to i64
    %19 = arith.cmpi sle, %arg1, %20 : i64
    cf.cond_br %19, ^bb6, ^bb7
    ^bb6:
      %21 = arith.constant 0.0 : f32
      %22 = arith.extf %21 : f32 to f64
      func.return %22 : f64
    ^bb7:
      cf.br ^bb8
    ^bb8:
    %23 = arith.constant 0 : i32
    %25 = arith.extsi %23 : i32 to i64
    %24 = arith.cmpi sle, %arg0, %25 : i64
    cf.cond_br %24, ^bb9, ^bb10
    ^bb9:
      %26 = arith.constant 1.0 : f32
      %27 = arith.extf %26 : f32 to f64
      func.return %27 : f64
    ^bb10:
      cf.br ^bb11
    ^bb11:
    %28 = arith.constant 1 : i32
    %30 = arith.extsi %28 : i32 to i64
    %29 = arith.andi %arg0, %30 : i64
    %31 = arith.constant 1 : i32
    %33 = arith.extsi %31 : i32 to i64
    %32 = arith.cmpi eq, %29, %33 : i64
    cf.cond_br %32, ^bb12, ^bb13
    ^bb12:
      %34 = arith.constant 0.0 : f32
      %35 = arith.extf %34 : f32 to f64
      func.return %35 : f64
    ^bb13:
      cf.br ^bb14
    ^bb14:
    %36 = arith.constant 2 : i32
    %38 = arith.extsi %36 : i32 to i64
    %37 = arith.divsi %arg0, %38 : i64
    %39 = arith.constant 0 : i32
    %41 = arith.extsi %39 : i32 to i64
    %40 = arith.cmpi eq, %37, %41 : i64
    cf.cond_br %40, ^bb15, ^bb16
    ^bb15:
      %42 = arith.constant 1.0 : f32
      %43 = arith.extf %42 : f32 to f64
      func.return %43 : f64
    ^bb16:
      cf.br ^bb17
    ^bb17:
    %44 = arith.constant 4.0 : f32
    %45 = math.log %44 : f32
    %46 = arith.extf %45 : f32 to f64
    %47 = arith.constant 1 : i32
    %49 = arith.extsi %47 : i32 to i64
    %48 = arith.subi %37, %49 : i64
    %50 = arith.constant 0.0 : f32
    %51 = arith.extf %50 : f32 to f64
    %52 = llvm.mlir.constant(1 : i64) : i64
    %53 = llvm.alloca %52 x f64 : (i64) -> !llvm.ptr
    llvm.store %51, %53 : f64, !llvm.ptr
    %54 = arith.constant 0 : i32
    %55 = llvm.mlir.constant(1 : i64) : i64
    %56 = llvm.alloca %55 x i32 : (i64) -> !llvm.ptr
    llvm.store %54, %56 : i32, !llvm.ptr
    %57 = arith.constant 1 : i32
    %58 = arith.extsi %57 : i32 to i64
    %59 = llvm.mlir.constant(1 : i64) : i64
    %60 = llvm.alloca %59 x i64 : (i64) -> !llvm.ptr
    llvm.store %58, %60 : i64, !llvm.ptr
    cf.br ^bb18
    ^bb18:
    %61 = llvm.load %60 : !llvm.ptr -> i64
    %62 = arith.cmpi sle, %61, %arg1 : i64
    cf.cond_br %62, ^bb19, ^bb20
    ^bb19:
      %64 = arith.constant 2 : i32
      %65 = llvm.load %60 : !llvm.ptr -> i64
      %67 = arith.extsi %64 : i32 to i64
      %66 = arith.muli %67, %65 : i64
      %68 = arith.constant 1 : i32
      %70 = arith.extsi %68 : i32 to i64
      %69 = arith.addi %66, %70 : i64
      %71 = arith.sitofp %69 : i64 to f64
      %63 = func.call @lgamma(%71) : (f64) -> f64
      %72 = arith.constant 2.0 : f32
      %74 = llvm.load %60 : !llvm.ptr -> i64
      %75 = arith.constant 1 : i32
      %77 = arith.extsi %75 : i32 to i64
      %76 = arith.addi %74, %77 : i64
      %78 = arith.sitofp %76 : i64 to f64
      %73 = func.call @lgamma(%78) : (f64) -> f64
      %80 = arith.extf %72 : f32 to f64
      %79 = arith.mulf %80, %73 : f64
      %81 = arith.subf %63, %79 : f64
      %82 = llvm.load %60 : !llvm.ptr -> i64
      %83 = arith.sitofp %82 : i64 to f64
      %84 = arith.mulf %83, %46 : f64
      %85 = arith.subf %81, %84 : f64
      %86 = arith.addi %37, %arg1 : i64
      %87 = llvm.load %60 : !llvm.ptr -> i64
      %88 = arith.subi %86, %87 : i64
      %89 = arith.constant 1 : i32
      %91 = arith.extsi %89 : i32 to i64
      %90 = arith.subi %88, %91 : i64
      %93 = arith.constant 1 : i32
      %95 = arith.extsi %93 : i32 to i64
      %94 = arith.addi %90, %95 : i64
      %96 = arith.sitofp %94 : i64 to f64
      %92 = func.call @lgamma(%96) : (f64) -> f64
      %98 = arith.constant 1 : i32
      %100 = arith.extsi %98 : i32 to i64
      %99 = arith.addi %48, %100 : i64
      %101 = arith.sitofp %99 : i64 to f64
      %97 = func.call @lgamma(%101) : (f64) -> f64
      %102 = arith.subf %92, %97 : f64
      %104 = arith.subi %90, %48 : i64
      %105 = arith.constant 1 : i32
      %107 = arith.extsi %105 : i32 to i64
      %106 = arith.addi %104, %107 : i64
      %108 = arith.sitofp %106 : i64 to f64
      %103 = func.call @lgamma(%108) : (f64) -> f64
      %109 = arith.subf %102, %103 : f64
      %111 = llvm.load %53 : !llvm.ptr -> f64
      %112 = arith.addf %85, %109 : f64
      %113 = llvm.load %56 : !llvm.ptr -> i32
      %110 = func.call @log_add_exp(%111, %112, %113) : (f64, f64, i32) -> f64
      llvm.store %110, %53 : f64, !llvm.ptr
      %114 = arith.constant 1 : i32
      llvm.store %114, %56 : i32, !llvm.ptr
      %115 = llvm.load %60 : !llvm.ptr -> i64
      %116 = arith.constant 1 : i32
      %118 = arith.extsi %116 : i32 to i64
      %117 = arith.addi %115, %118 : i64
      llvm.store %117, %60 : i64, !llvm.ptr
      cf.br ^bb18
    ^bb20:
    %120 = arith.addi %37, %arg1 : i64
    %121 = arith.sitofp %120 : i64 to f64
    %122 = arith.constant 0.5 : f32
    %124 = arith.extf %122 : f32 to f64
    %123 = arith.addf %121, %124 : f64
    %119 = func.call @lgamma(%123) : (f64) -> f64
    %126 = arith.sitofp %37 : i64 to f64
    %127 = arith.constant 0.5 : f32
    %129 = arith.extf %127 : f32 to f64
    %128 = arith.addf %126, %129 : f64
    %125 = func.call @lgamma(%128) : (f64) -> f64
    %130 = arith.subf %119, %125 : f64
    %132 = arith.constant 1 : i32
    %134 = arith.extsi %132 : i32 to i64
    %133 = arith.addi %arg1, %134 : i64
    %135 = arith.sitofp %133 : i64 to f64
    %131 = func.call @lgamma(%135) : (f64) -> f64
    %136 = arith.subf %130, %131 : f64
    %137 = llvm.load %53 : !llvm.ptr -> f64
    %138 = arith.subf %137, %136 : f64
    %139 = math.exp %138 : f64
    func.return %139 : f64
  }
  func.func @main() -> i32 {
    %140 = llvm.mlir.addressof @str_0 : !llvm.ptr
    %142 = arith.constant 24690 : i32
    %143 = arith.constant 12345 : i32
    %144 = arith.extsi %142 : i32 to i64
    %145 = arith.extsi %143 : i32 to i64
    %141 = func.call @probability_black(%144, %145) : (i64, i64) -> f64
    %146 = llvm.call @printf(%140, %141) vararg(!llvm.func<i32 (ptr, ...)>) : (!llvm.ptr, f64) -> i32
    %147 = arith.constant 0 : i32
    func.return %147 : i32
  }
}