JIT in JCuda, loading multiple ptx modules

I said in this question that I had a problem loading ptx modules in JCuda and after the idea of ​​@talonmies, I implemented the JCuda version of my solution to load several ptx files and load them as one module. Here is the related piece of code:

import static jcuda.driver.JCudaDriver.cuLinkAddFile;
import static jcuda.driver.JCudaDriver.cuLinkComplete;
import static jcuda.driver.JCudaDriver.cuLinkCreate;
import static jcuda.driver.JCudaDriver.cuLinkDestroy;
import static jcuda.driver.JCudaDriver.cuModuleGetFunction;
import static jcuda.driver.JCudaDriver.cuModuleLoadData;

import jcuda.driver.CUjitInputType;
import jcuda.driver.JITOptions;
import jcuda.driver.CUlinkState;
import jcuda.driver.CUfunction;

public class JCudaTestJIT{

    private CUmodule module;
    private CUfunction functionKernel;

    public void prepareModule(){
        String ptxFileName4 = "file4.ptx";
        String ptxFileName3 = "file3.ptx";
        String ptxFileName2 = "file2.ptx";
        String ptxFileName1 = "file1.ptx";

        CUlinkState linkState = new CUlinkState();
        JITOptions jitOptions = new JITOptions();
        cuLinkCreate(jitOptions, linkState);

        cuLinkAddFile(linkState, CUjitInputType.CU_JIT_INPUT_PTX, ptxFileName4, jitOptions);
        cuLinkAddFile(linkState, CUjitInputType.CU_JIT_INPUT_PTX, ptxFileName3, jitOptions);
        cuLinkAddFile(linkState, CUjitInputType.CU_JIT_INPUT_PTX, ptxFileName2, jitOptions);
        cuLinkAddFile(linkState, CUjitInputType.CU_JIT_INPUT_PTX, ptxFileName1, jitOptions);

        long sizeOut = 32768;
        byte[] image = new byte[32768];

        Pointer cubinOut = Pointer.to(image);

        cuLinkComplete(linkState, cubinOut, (new long[]{sizeOut}));

        module = new CUmodule();

        // Load the module from the image buffer
        cuModuleLoadData(module, cubinOut.getByteBuffer(0, 32768).array());

        cuLinkDestroy(linkState);

        functionKernel = new CUfunction();
        cuModuleGetFunction(functionKernel, module, "kernel");
    }

    // Other methods 
}

But I got an error CUDA_ERROR_INVALID_IMAGEwhen calling the method cuModuleLoadData. While debugging it, I saw that after calling the method cuLinkCompleteand passing the array of images as output, the array remains unchanged and clear. Do I pass the output parameter correctly? How is it possible to pass a variable by reference in JCuda?

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1 answer

Java 30 , , JCUDA , ++, , , :

import static jcuda.driver.JCudaDriver.*;
import java.io.*;
import jcuda.*;
import jcuda.driver.*;

public class JCudaRuntimeTest
{
    public static void main(String args[])
    {
        JCudaDriver.setExceptionsEnabled(true);

        cuInit(0);
        CUdevice device = new CUdevice();
        cuDeviceGet(device, 0);
        CUcontext context = new CUcontext();
        cuCtxCreate(context, 0, device);

        CUlinkState linkState = new CUlinkState();
        JITOptions jitOptions = new JITOptions();
        cuLinkCreate(jitOptions, linkState);

        String ptxFileName2 = "test_function.ptx";
        String ptxFileName1 = "test_kernel.ptx";

        cuLinkAddFile(linkState, CUjitInputType.CU_JIT_INPUT_PTX, ptxFileName2, jitOptions);
        cuLinkAddFile(linkState, CUjitInputType.CU_JIT_INPUT_PTX, ptxFileName1, jitOptions);

        long sz[] = new long[1];
        Pointer image = new Pointer();
        cuLinkComplete(linkState, image, sz);
        System.out.println("Pointer: " + image);
        System.out.println("CUBIN size: " + sz[0]);

        CUmodule module = new CUmodule();
        cuModuleLoadDataEx(module, image, 0, new int[0], Pointer.to(new int[0]));   
        cuLinkDestroy(linkState);

        CUfunction functionKernel = new CUfunction();
        String kernelname = "_Z6kernelPfS_S_S_";
        cuModuleGetFunction(functionKernel, module, kernelname);
        System.out.println("Function: " + functionKernel);
    }
}

:

> nvcc -ptx -arch=sm_21 test_function.cu
test_function.cu

> nvcc -ptx -arch=sm_21 test_kernel.cu
test_kernel.cu

> javac -cp ".;jcuda-0.7.0a.jar" JCudaRuntimeTest.java
> java -cp ".;jcuda-0.7.0a.jar" JCudaRuntimeTest
Pointer: Pointer[nativePointer=0xa5a13a8,byteOffset=0]
CUBIN size: 5924
Function: CUfunction[nativePointer=0xa588160]

cuModuleLoadDataEx, , cuLinkComplete CUBIN , long[]. ++ .

, , , , JCUDA Java, . JCUDA , , ++ , , .

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Source: https://habr.com/ru/post/1607053/


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