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Problems Linking to Ocelot While Using CUBLAS and CUFFT #46

Closed GoogleCodeExporter closed 9 years ago

GoogleCodeExporter commented 9 years ago
What steps will reproduce the problem?
1. Create a program that uses CUBLAS
2. Replace -lcudart with -locelot
3. Run program

What is the expected output? What do you see instead?
I expect the emulator to be invoked.  Instead cudart gets linked in.

What version of the product are you using? On what operating system?
1.1.56  well actually a subversion copy from around Oct. 18 2010

Please provide any additional information below.
I deliberately introduced a memory read error,  but it wasn't caught by ocelot. 
 Looks like my linker still found cudart instead of ocelot.

I found these instructions from a third party site:
"
To use Ocelot with any pre-compiled CUDA libraries (such as CUFFT or CUBLAS), 
the libraries must be compiled as shared objects and must be linked in the 
correct order. The order is PRECOMPILED_LIBRARIES OCELOT_LIBRARIES YOUR_PROGRAM 
. This is REQUIRED to ensure that global constructors are called in the correct 
order. It is an artifact of how CUDA is designed and impossible for us to 
change. "

I tried that build order in the g++ command,  but it seemed to make no 
difference.  An example of linking in CUFFT or CUBLAS, whilst using the ocelot 
emulator would be very helpful.  I'm trying to use the memorey checker.

Original issue reported on code.google.com by mcbromb...@gmail.com on 20 Oct 2010 at 10:53

GoogleCodeExporter commented 9 years ago
Essentially I'd like to see a toy example of linking in CUBLAS and have it run 
against the ocelot emulator is some provable fashion.  Maybe having a 
deliberate out of bounds memory assignment and having ocelot catch it or 
something.  I'd want to see the command line that compiles and links said test 
application.

Original comment by mcbromb...@gmail.com on 21 Oct 2010 at 4:49

GoogleCodeExporter commented 9 years ago
[deleted comment]
GoogleCodeExporter commented 9 years ago
Try giving this simple example a go:

--- begin source code ---

/*!
    \file simplerCUFFTdriver.cpp

    \author Andrew Kerr <arkerr@gatech.edu>

    \brief implements the simplerCUFFT application using the CUDA runtime API
*/

#include <stdio.h>
#include <stdlib.h>
#include <cufft.h>
#include <cuda_runtime.h>

/*!
    computes the N-point DFT of signal X and stores in Y
*/
bool host_dft(cuComplex *Y, cuComplex *X, float scale, int N) {
    const float Pi = 3.14159265358979f;
    for (int n = 0; n < N; n++) {
        cuComplex X_n = {0, 0}; 
        for (int k = 0; k < N; k++) {
            float w = -2.0f * Pi / (float)N * (float)n * (float)k;
            cuComplex e = {(float)cos(w), (float)sin(w)};
            cuComplex x_k = X[k];
            X_n.x += e.x * x_k.x - e.y * x_k.y;
            X_n.y += e.y * x_k.x + e.x * x_k.y;
        }
        X_n.x *= scale;
        X_n.y *= scale;
        Y[n] = X_n;
    }
    return true;
}

/*!
    computes the N-point DFT of signal X and stores in Y using CUDA's FFT library
*/
bool cuda_dft(cuComplex *Y, cuComplex *X, float scale, int N) {
    size_t bytes = (size_t)N * sizeof(cuComplex);
    cuComplex *Y_gpu, *X_gpu;

    cudaMalloc((void **)&Y_gpu, bytes);
    cudaMalloc((void **)&X_gpu, bytes);

    cudaMemcpy(Y_gpu, Y, bytes, cudaMemcpyHostToDevice);
    cudaMemcpy(X_gpu, X, bytes, cudaMemcpyHostToDevice);

    cufftHandle plan;
    cufftPlan1d(&plan, N, CUFFT_C2C, 1);

    cufftExecC2C(plan, X_gpu, Y_gpu, CUFFT_FORWARD);

    cufftDestroy(plan);

    cudaMemcpy(Y, Y_gpu, bytes, cudaMemcpyDeviceToHost);

    cudaFree(Y_gpu);
    cudaFree(X_gpu);

    for (int n = 0; n < N; n++) {
        Y[n].x *= scale;
        Y[n].y *= scale;
    }

    return true;
}

int main(int argc, char *arg[]) {

    int N = 32;
    size_t bytes = (size_t)N * sizeof(cuComplex);
    cuComplex *X, *Y_ref, *Y_exp;

    X = (cuComplex *)malloc(bytes);
    Y_ref = (cuComplex *)malloc(bytes);
    Y_exp = (cuComplex *)malloc(bytes);

    //
    // initialize data
    //
    srand(2009);
    for (int n = 0; n < N; n++) {
        X[n].x = (float)(rand() % 1000) / 500.0f - 1.0f;
        X[n].y = (float)((rand()+7) % 1000) / 500.0f - 1.0f;
        Y_ref[n].x = 0;
        Y_ref[n].y = 0;
        Y_exp[n].x = 0;
        Y_exp[n].y = 0;
    }

    //
    // perform DFTs
    //
    host_dft(Y_ref, X, 1.0f, N);
    cuda_dft(Y_exp, X, 1.0f, N);

    //
    // compare results
    //
    int errors = 0;
    for (int n = 0; (errors < 10) && n < N; n++) {
        cuComplex e = Y_ref[n], g = Y_exp[n];
        cuComplex error = {e.x - g.x, e.y - g.y};
        float mag_sq_error = error.x * error.x + error.y * error.y;
        if (mag_sq_error >= 0.000001f) {
            // error on element n
            ++errors;
            printf("[n=%d]: expected (%f+%fi), got (%f+%fi)\n", n, e.x, e.y, g.x, g.y);
        }
    }
    printf("DFT %s\n", (errors ? "FAILED" : "passed"));

    //
    // cleanup
    //
    free(X);
    free(Y_ref);
    free(Y_exp);

    return 0;
}

--- end source code -----

To compile this example, make sure that ocelot is installed correctly:

normal@phenom:~/checkout/gpuocelot/tests/cuda2.2/tests/simplerCUFFT$ 
OcelotConfig -v
1.2.603

Compile the application, link against ocelot and cufft:

normal@phenom:~/checkout/gpuocelot/tests/cuda2.2/tests/simplerCUFFT$ g++ 
simplerCUFFT.cpp -o simplercufft -g -lcufft `OcelotConfig -l` -I 
/usr/local/cuda/include/ -L /usr/local/cuda/lib64/

Run the application:

normal@phenom:~/checkout/gpuocelot/tests/cuda2.2/tests/simplerCUFFT$ 
./simplercufft 
DFT passed

Verify that you are running on the emulator.  Make sure that the debugger is 
enabled in configure.ocelot and that the emulator is selected.

--- begin configure.ocelot ---
{
    ocelot: "ocelot",
    trace: { 
        memoryChecker: false,
        raceDetector: {
            enabled: false,
            ignoreIrrelevantWrites: true
        },
        debugger: {
            enabled: true,
            kernelFilter: "",
            alwaysAttach: true
        }
    },
    cuda: {
        implementation: CudaRuntime,
        runtimeApiTrace: "trace/CudaAPI.trace"
    },
    executive: {
        devices: [ emulated ],
        optimizationLevel: none,
        workerThreadLimit: 2
    }
}
--- end configure.ocelot -----

Run the program again:

normal@phenom:~/checkout/gpuocelot/tests/cuda2.2/tests/simplerCUFFT$ 
./simplercufft

Step through the program using the emulator:

--- begin emulator output ---

normal@phenom:~/checkout/gpuocelot/tests/cuda2.2/tests/simplerCUFFT$ 
./simplercufft 
(ocelot-dbg) Attaching debugger to kernel 
'_Z20fftSmemRadix2_kernelP6float2S0_jf'
(ocelot-dbg) s
(0) - mov.u64 %r0, s_data
(ocelot-dbg) s
(1) - ld.param.f32 %r1, 
[__cudaparm__Z20fftSmemRadix2_kernelP6float2S0_jf___val_paramphaseBase + 20]
(ocelot-dbg) s
(2) - ld.param.u32 %r2, 
[__cudaparm__Z20fftSmemRadix2_kernelP6float2S0_jf_vectorSize + 16]
(ocelot-dbg) s
(3) - cvt.u64.u32 %r3, %tid.x
(ocelot-dbg) s
(4) - mov.s32 %r4, %tid.x
(ocelot-dbg) p a
(5) - mul.wide.u32 %r5, %r4, 8
(6) - cvt.u32.u64 %r6, %r3
(7) - mov.u32 %r7, %ctaid.x
(8) - mul.lo.u32 %r8, %r7, %r2
(9) - cvt.u64.u32 %r9, %r8
(10) - mul.wide.u32 %r10, %r8, 8
(11) - ld.param.u64 %r11, 
[__cudaparm__Z20fftSmemRadix2_kernelP6float2S0_jf___val_paramd_Src + 8]
(12) - add.u64 %r12, %r11, %r10
(13) - cvt.u64.u32 %r13, %r6
(14) - mul.wide.u32 %r14, %r6, 8
(ocelot-dbg) p r
             THREAD 0         THREAD 1         THREAD 2         THREAD 3         THREAD 4 
R0                  0                0                0                0        
        0 
R1           be490fdb         be490fdb         be490fdb         be490fdb        
 be490fdb 
R2                 20               20               20               20        
       20 
R3                  0                1                2                3        
        4 
R4                  0                1                2                3        
        4 
R5                  0                0                0                0        
        0 
R6                  0                0                0                0        
        0 
R7                  0                0                0                0        
        0 
R8                  0                0                0                0        
        0 
R9                  0                0                0                0        
        0 
(ocelot-dbg) 

--- end emulator output ----

Original comment by gregory....@gatech.edu on 19 Nov 2010 at 1:46