cuda - PyCUDA在同一平台上结果不一致

标签 cuda pycuda

我正在使用 PyCUDA 为大学作业实现一个密码破解程序。除了在 CUDA 上实现 NTLM 算法之外,一切似乎都工作正常。

为了测试它,我创建了一个小模块,它启动一个只有 1 个线程的内核,对一个值进行哈希处理并将其返回,以便与在 CPU 上获得的哈希值进行比较。下面是代码:

import pycuda.autoinit
import pycuda.driver as cuda
from pycuda.compiler import SourceModule
import numpy
from passlib.hash import nthash

mod = SourceModule(
"""
#include <string.h>
#include <stdio.h>

#define INIT_A 0x67452301
#define INIT_B 0xefcdab89
#define INIT_C 0x98badcfe
#define INIT_D 0x10325476

#define SQRT_2 0x5a827999
#define SQRT_3 0x6ed9eba1

__device__ void NTLM(char *, int, char*);

//__device__ char hex_format[33];
__device__ __constant__ char itoa16[17] = "0123456789ABCDEF";

__global__ void NTBruteforce(char *hex_format){   
    int i;

    char test[4] = {'t', 'h', 'e', 'n'};

    NTLM(test, 4, hex_format);      

}
__device__ void NTLM(char *key, int key_length, char *hex_format) {
    unsigned int nt_buffer[16];
    unsigned int output[4];

    //Globals for rounds
    unsigned int a = INIT_A;
    unsigned int b = INIT_B;
    unsigned int c = INIT_C;
    unsigned int d = INIT_D;

    // Prepare the string for hash calculation

    int i;
    int length = key_length;
    //memset(nt_buffer, 0, 4);
    for (i = 0; i < length / 2; i++)
        nt_buffer[i] = key[2 * i] | (key[2 * i + 1] << 16);

    //padding
    if (length % 2 == 1)
        nt_buffer[i] = key[length - 1] | 0x800000;
    else
        nt_buffer[i] = 0x80;
    //put the length

    nt_buffer[14] = length << 4;

    // NTLM hash calculation

    /* Round 1 */
    a += (d ^ (b & (c ^ d))) + nt_buffer[0];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[1];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[2];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[3];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[4];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[5];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[6];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[7];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[8];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[9];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[10];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[11];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[12];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[13];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[14];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[15];
    b = (b << 19) | (b >> 13);

    /* Round 2 */
    a += ((b & (c | d)) | (c & d)) + nt_buffer[0] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[4] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[8] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[12] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[1] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[5] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[9] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[13] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[2] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[6] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[10] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[14] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[3] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[7] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[11] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[15] + SQRT_2;
    b = (b << 13) | (b >> 19);

    /* Round 3 */
    a += (d ^ c ^ b) + nt_buffer[0] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[8] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[4] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[12] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[2] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[10] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[6] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[14] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[1] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[9] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[5] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[13] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[3] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[11] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[7] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[15] + SQRT_3;
    b = (b << 15) | (b >> 17);

    output[0] = a + 0x67452301;
    output[1] = b + 0xefcdab89;
    output[2] = c + 0x98badcfe;
    output[3] = d + 0x10325476;
    //~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    // Convert the hash to hex (for being readable)
    //~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    for(i=0; i<4; i++)
        {
            int j = 0;
            unsigned int n = output[i];
            //iterate the bytes of the integer
            for(; j<4; j++)
            {
                unsigned int convert = n % 256;
                hex_format[i * 8 + j * 2 + 1] = itoa16[convert % 16];
                convert = convert / 16;
                hex_format[i * 8 + j * 2 + 0] = itoa16[convert % 16];
                n = n / 256;
            }
        }       
} 
""")
expected = nthash.encrypt('then')
data = numpy.array(expected)
cleartext = numpy.zeros_like(data)
cleartext_gpu = cuda.mem_alloc(data.nbytes)
func = mod.get_function('NTBruteforce')
func(cleartext_gpu, block=(1,1,1))
cuda.memcpy_dtoh(cleartext, cleartext_gpu)
print 'Expected: {}'.format(expected.upper())
print "GPU     : {}".format(cleartext.tostring())

问题是我在连续运行中得到不同的结果。有时我连续几次得到正确的结果,但下次运行时(2-3秒后),结果是错误的。我的输出如下所示:

Expected: 35B5C3F393D57F7836FF61514BCF1289
GPU     : 90ABFDFAA5F9F1F25DAF679A3FC1331F

Expected: 35B5C3F393D57F7836FF61514BCF1289
GPU     : 4A3F30740C38FC259867716DF887349B

Expected: 35B5C3F393D57F7836FF61514BCF1289
GPU     : 2CA784517A80BBE10437EE88CFDEC269

Expected: 35B5C3F393D57F7836FF61514BCF1289
GPU     : 35B5C3F393D57F7836FF61514BCF1289

Expected: 35B5C3F393D57F7836FF61514BCF1289
GPU     : 35B5C3F393D57F7836FF61514BCF1289

Expected: 35B5C3F393D57F7836FF61514BCF1289
GPU     : 8EA84AB098A6C8E37FFF1F6440127273

上面的输出只是连续运行程序几次的示例。 正如你所看到的,我有时得到正确的结果(有时也连续得到),但有时结果是错误的,我不明白为什么。

我尝试重新安装 CUDA SDK(版本 4.2.9)并重新启动计算机,但还是发生了同样的情况。

使用 Windows 7 64 位、Geforce GT240

有什么想法吗?

最佳答案

您忘记初始化nt_buffer。您观察到的是未初始化变量的典型后果:内存中的垃圾可能在每次运行之间有所不同,因此结果不一致。只需通过以下方式更改变量声明行:

unsigned int nt_buffer[16] = { 0 };

应该可以解决您的问题(有关 C 样式数组初始化的信息,请参阅 this answer)。以下是感兴趣的人的完整(修复 + 错误检查)CUDA/C++ 代码:

#include <string.h>
#include <iostream>
#include <stdio.h>

#define INIT_A 0x67452301
#define INIT_B 0xefcdab89
#define INIT_C 0x98badcfe
#define INIT_D 0x10325476

#define SQRT_2 0x5a827999
#define SQRT_3 0x6ed9eba1

#define CUDA_CHECK_ERROR()  __cuda_check_errors(__FILE__, __LINE__)
#define CUDA_SAFE_CALL(err) __cuda_safe_call(err, __FILE__, __LINE__)

inline void __cuda_check_errors(const char *filename, const int line_number)
{
    cudaError err = cudaDeviceSynchronize();
    if(err != cudaSuccess)
    {
        printf("CUDA error %i at %s:%i: %s\n",
               err, filename, line_number, cudaGetErrorString(err));
        exit(-1);
    }
}

inline void __cuda_safe_call(cudaError err, const char *filename, const int line_number)
{
    if (err != cudaSuccess)
    {
        printf("CUDA error %i at %s:%i: %s\n",
               err, filename, line_number, cudaGetErrorString(err));
        exit(-1);
    }
}

__device__ void NTLM(char *, int, char*);
__device__ __constant__ char itoa16[17] = "0123456789ABCDEF";

__global__ void NTBruteforce(char *hex_format){
    char test[4] = {'t', 'h', 'e', 'n'};
    NTLM(test, 4, hex_format);      
}

__device__ void NTLM(char *key, int key_length, char *hex_format) {
    unsigned int nt_buffer[16] = { 0 };
    unsigned int output[4] = { 0 };

    //Globals for rounds
    unsigned int a = INIT_A;
    unsigned int b = INIT_B;
    unsigned int c = INIT_C;
    unsigned int d = INIT_D;

    // Prepare the string for hash calculation
    int i;
    int length = key_length;

    for (i = 0; i < length / 2; i++)
        nt_buffer[i] = key[2 * i] | (key[2 * i + 1] << 16);

    //padding
    if (length % 2 == 1)
        nt_buffer[i] = key[length - 1] | 0x800000;
    else
        nt_buffer[i] = 0x80;

    //put the length
    nt_buffer[14] = length << 4;

    // NTLM hash calculation

    /* Round 1 */
    a += (d ^ (b & (c ^ d))) + nt_buffer[0];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[1];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[2];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[3];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[4];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[5];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[6];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[7];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[8];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[9];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[10];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[11];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[12];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[13];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[14];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[15];
    b = (b << 19) | (b >> 13);

    /* Round 2 */
    a += ((b & (c | d)) | (c & d)) + nt_buffer[0] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[4] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[8] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[12] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[1] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[5] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[9] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[13] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[2] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[6] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[10] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[14] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[3] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[7] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[11] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[15] + SQRT_2;
    b = (b << 13) | (b >> 19);

    /* Round 3 */
    a += (d ^ c ^ b) + nt_buffer[0] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[8] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[4] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[12] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[2] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[10] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[6] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[14] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[1] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[9] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[5] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[13] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[3] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[11] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[7] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[15] + SQRT_3;
    b = (b << 15) | (b >> 17);

    output[0] = a + 0x67452301;
    output[1] = b + 0xefcdab89;
    output[2] = c + 0x98badcfe;
    output[3] = d + 0x10325476;

    //~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    // Convert the hash to hex (for being readable)
    //~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    for(i=0; i<4; i++)
    {
        int j = 0;
        unsigned int n = output[i];

        //iterate the bytes of the integer
        for(; j<4; j++)
        {
            unsigned int convert = n % 256;
            hex_format[i * 8 + j * 2 + 1] = itoa16[convert % 16];
            convert = convert / 16;
            hex_format[i * 8 + j * 2 + 0] = itoa16[convert % 16];
            n = n / 256;
        }
    }       
}


int main()
{
    char* d_hex;
    char h_hex[33] = "";

    CUDA_SAFE_CALL(cudaMalloc(&d_hex, 33 * sizeof(char)));

    NTBruteforce<<<1, 1>>>(d_hex);

    CUDA_CHECK_ERROR();

    CUDA_SAFE_CALL(cudaMemcpy(h_hex, d_hex, 32 * sizeof(char), cudaMemcpyDeviceToHost)); 
    CUDA_SAFE_CALL(cudaFree(d_hex));

    h_hex[32] = '\0';
    std::cout << h_hex << std::endl;
}

始终返回35B5C3F393D57F7836FF61514BCF1289。这是在 Linux 上使用 CUDA 5.0、GeForce GT 650M 和 319.12 beta 驱动程序进行测试的。

更新

这是我用 PyCUDA 测试的文件。请注意,我必须修改一些内容:

  • 转义我添加的 2 \n,否则 PyCUDA 会处理它们...
  • no_extern_c=True 添加到 SourceModule 并将 NTBruteforce 放入 extern "C",否则编译失败me(错误:此声明可能没有 extern“C”链接)。

完整的 PyCUDA 程序变为:

import pycuda.autoinit
import pycuda.driver as cuda
from pycuda.compiler import SourceModule
import numpy
from passlib.hash import nthash

mod = SourceModule(
"""
#include <string.h>
#include <iostream>
#include <stdio.h>

#define INIT_A 0x67452301
#define INIT_B 0xefcdab89
#define INIT_C 0x98badcfe
#define INIT_D 0x10325476

#define SQRT_2 0x5a827999
#define SQRT_3 0x6ed9eba1

#define CUDA_CHECK_ERROR()  __cuda_check_errors(__FILE__, __LINE__)
#define CUDA_SAFE_CALL(err) __cuda_safe_call(err, __FILE__, __LINE__)

inline void __cuda_check_errors(const char *filename, const int line_number)
{
    cudaError err = cudaDeviceSynchronize();
    if(err != cudaSuccess)
    {
        printf("CUDA error %i at %s:%i: %s\\n",
               err, filename, line_number, cudaGetErrorString(err));
        exit(-1);
    }
}

inline void __cuda_safe_call(cudaError err, const char *filename, const int line_number)
{
    if (err != cudaSuccess)
    {
        printf("CUDA error %i at %s:%i: %s\\n",
               err, filename, line_number, cudaGetErrorString(err));
        exit(-1);
    }
}

__device__ void NTLM(char *, int, char*);
__device__ __constant__ char itoa16[17] = "0123456789ABCDEF";

extern "C" {

__global__ void NTBruteforce(char *hex_format){
    char test[4] = {'t', 'h', 'e', 'n'};
    NTLM(test, 4, hex_format);      
}

}

__device__ void NTLM(char *key, int key_length, char *hex_format) {
    unsigned int nt_buffer[16] = { 0 };
    unsigned int output[4] = { 0 };

    //Globals for rounds
    unsigned int a = INIT_A;
    unsigned int b = INIT_B;
    unsigned int c = INIT_C;
    unsigned int d = INIT_D;

    // Prepare the string for hash calculation
    int i;
    int length = key_length;

    for (i = 0; i < length / 2; i++)
        nt_buffer[i] = key[2 * i] | (key[2 * i + 1] << 16);

    //padding
    if (length % 2 == 1)
        nt_buffer[i] = key[length - 1] | 0x800000;
    else
        nt_buffer[i] = 0x80;

    //put the length
    nt_buffer[14] = length << 4;

    // NTLM hash calculation

    /* Round 1 */
    a += (d ^ (b & (c ^ d))) + nt_buffer[0];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[1];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[2];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[3];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[4];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[5];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[6];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[7];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[8];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[9];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[10];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[11];
    b = (b << 19) | (b >> 13);

    a += (d ^ (b & (c ^ d))) + nt_buffer[12];
    a = (a << 3) | (a >> 29);
    d += (c ^ (a & (b ^ c))) + nt_buffer[13];
    d = (d << 7) | (d >> 25);
    c += (b ^ (d & (a ^ b))) + nt_buffer[14];
    c = (c << 11) | (c >> 21);
    b += (a ^ (c & (d ^ a))) + nt_buffer[15];
    b = (b << 19) | (b >> 13);

    /* Round 2 */
    a += ((b & (c | d)) | (c & d)) + nt_buffer[0] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[4] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[8] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[12] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[1] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[5] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[9] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[13] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[2] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[6] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[10] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[14] + SQRT_2;
    b = (b << 13) | (b >> 19);

    a += ((b & (c | d)) | (c & d)) + nt_buffer[3] + SQRT_2;
    a = (a << 3) | (a >> 29);
    d += ((a & (b | c)) | (b & c)) + nt_buffer[7] + SQRT_2;
    d = (d << 5) | (d >> 27);
    c += ((d & (a | b)) | (a & b)) + nt_buffer[11] + SQRT_2;
    c = (c << 9) | (c >> 23);
    b += ((c & (d | a)) | (d & a)) + nt_buffer[15] + SQRT_2;
    b = (b << 13) | (b >> 19);

    /* Round 3 */
    a += (d ^ c ^ b) + nt_buffer[0] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[8] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[4] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[12] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[2] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[10] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[6] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[14] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[1] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[9] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[5] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[13] + SQRT_3;
    b = (b << 15) | (b >> 17);

    a += (d ^ c ^ b) + nt_buffer[3] + SQRT_3;
    a = (a << 3) | (a >> 29);
    d += (c ^ b ^ a) + nt_buffer[11] + SQRT_3;
    d = (d << 9) | (d >> 23);
    c += (b ^ a ^ d) + nt_buffer[7] + SQRT_3;
    c = (c << 11) | (c >> 21);
    b += (a ^ d ^ c) + nt_buffer[15] + SQRT_3;
    b = (b << 15) | (b >> 17);

    output[0] = a + 0x67452301;
    output[1] = b + 0xefcdab89;
    output[2] = c + 0x98badcfe;
    output[3] = d + 0x10325476;

    //~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    // Convert the hash to hex (for being readable)
    //~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
    for(i=0; i<4; i++)
    {
        int j = 0;
        unsigned int n = output[i];

        //iterate the bytes of the integer
        for(; j<4; j++)
        {
            unsigned int convert = n % 256;
            hex_format[i * 8 + j * 2 + 1] = itoa16[convert % 16];
            convert = convert / 16;
            hex_format[i * 8 + j * 2 + 0] = itoa16[convert % 16];
            n = n / 256;
        }
    }       
}
""", no_extern_c=True)
expected = nthash.encrypt('then')
data = numpy.array(expected)
cleartext = numpy.zeros_like(data)
cleartext_gpu = cuda.mem_alloc(data.nbytes)
func = mod.get_function('NTBruteforce')
func(cleartext_gpu, block=(1,1,1))
cuda.memcpy_dtoh(cleartext, cleartext_gpu)
print 'Expected: {}'.format(expected.upper())
print "GPU     : {}".format(cleartext.tostring())

结果如预期:

Expected: 35B5C3F393D57F7836FF61514BCF1289
GPU     : 35B5C3F393D57F7836FF61514BCF1289

关于cuda - PyCUDA在同一平台上结果不一致,我们在Stack Overflow上找到一个类似的问题: https://stackoverflow.com/questions/16257776/

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