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| <li>Summary: </li> |
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| <div class="subTitle">org.apache.sysds.runtime.matrix.data</div> |
| <h2 title="Interface CudaSupportFunctions" class="title">Interface CudaSupportFunctions</h2> |
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| <dl> |
| <dt>All Known Implementing Classes:</dt> |
| <dd><a href="../../../../../../org/apache/sysds/runtime/matrix/data/DoublePrecisionCudaSupportFunctions.html" title="class in org.apache.sysds.runtime.matrix.data">DoublePrecisionCudaSupportFunctions</a>, <a href="../../../../../../org/apache/sysds/runtime/matrix/data/SinglePrecisionCudaSupportFunctions.html" title="class in org.apache.sysds.runtime.matrix.data">SinglePrecisionCudaSupportFunctions</a></dd> |
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| <pre>public interface <span class="typeNameLabel">CudaSupportFunctions</span></pre> |
| <div class="block">DESIGN DOCUMENTATION FOR SUPPORTING LOWER PRECISION: |
| 1. SystemDS.cu has been templatized in following way to support different datatype: |
| - Similar to CuBLAS and CuSPARSE, the global kernels have the datatype specification in their name (for example: f for float |
| and d for datatpe). But unlike CuBLAS and CuSPARSE, these are suffixes so as to simplify the engine. |
| - The global kernels with datatype specification invoke a corresponding templatized kernel (without suffix) which contains the core logic. |
| - The suffixes are added in JCudaKernels's launchKernel method before invocation. |
| For example: |
| <code> |
| template < typename T > |
| __device__ void matrix_atan(T *A, T *C, unsigned int size) { |
| int index = blockIdx.x * blockDim.x + threadIdx.x; |
| if (index < size){ |
| C[index] = atan(A[index]); |
| } |
| } |
| extern "C" __global__ void matrix_atand(double *A, double *C, unsigned int size) { |
| matrix_atan(A, C, size); |
| } |
| extern "C" __global__ void matrix_atanf(float *A, float *C, unsigned int size) { |
| matrix_atan(A, C, size); |
| } |
| </code> |
| |
| 2. The CUDA library calls (such as CuBLAS, CuSPARSE, etc) go through this interface. |
| The naming and parameters of the methods in this class are consistent with that of CUDA library to simplify development. |
| |
| 3. During SystemDS initialization, the appropriate class implementing CudaKernels interface is set based on the configuration property sysds.dataType.</div> |
| </li> |
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| </a> |
| <h3>Field Summary</h3> |
| <table class="memberSummary" border="0" cellpadding="3" cellspacing="0" summary="Field Summary table, listing fields, and an explanation"> |
| <caption><span>Fields</span><span class="tabEnd"> </span></caption> |
| <tr> |
| <th class="colFirst" scope="col">Modifier and Type</th> |
| <th class="colLast" scope="col">Field and Description</th> |
| </tr> |
| <tr class="altColor"> |
| <td class="colFirst"><code>static boolean</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#PERFORM_CONVERSION_ON_DEVICE">PERFORM_CONVERSION_ON_DEVICE</a></span></code> </td> |
| </tr> |
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| <h3>Method Summary</h3> |
| <table class="memberSummary" border="0" cellpadding="3" cellspacing="0" summary="Method Summary table, listing methods, and an explanation"> |
| <caption><span id="t0" class="activeTableTab"><span>All Methods</span><span class="tabEnd"> </span></span><span id="t2" class="tableTab"><span><a href="javascript:show(2);">Instance Methods</a></span><span class="tabEnd"> </span></span><span id="t3" class="tableTab"><span><a href="javascript:show(4);">Abstract Methods</a></span><span class="tabEnd"> </span></span></caption> |
| <tr> |
| <th class="colFirst" scope="col">Modifier and Type</th> |
| <th class="colLast" scope="col">Method and Description</th> |
| </tr> |
| <tr id="i0" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cublasaxpy-jcuda.jcublas.cublasHandle-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-int-">cublasaxpy</a></span>(jcuda.jcublas.cublasHandle handle, |
| int n, |
| jcuda.Pointer alpha, |
| jcuda.Pointer x, |
| int incx, |
| jcuda.Pointer y, |
| int incy)</code> </td> |
| </tr> |
| <tr id="i1" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cublasdot-jcuda.jcublas.cublasHandle-int-jcuda.Pointer-int-jcuda.Pointer-int-jcuda.Pointer-">cublasdot</a></span>(jcuda.jcublas.cublasHandle handle, |
| int n, |
| jcuda.Pointer x, |
| int incx, |
| jcuda.Pointer y, |
| int incy, |
| jcuda.Pointer result)</code> </td> |
| </tr> |
| <tr id="i2" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cublasgeam-jcuda.jcublas.cublasHandle-int-int-int-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-int-">cublasgeam</a></span>(jcuda.jcublas.cublasHandle handle, |
| int transa, |
| int transb, |
| int m, |
| int n, |
| jcuda.Pointer alpha, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer beta, |
| jcuda.Pointer B, |
| int ldb, |
| jcuda.Pointer C, |
| int ldc)</code> </td> |
| </tr> |
| <tr id="i3" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cublasgemm-jcuda.jcublas.cublasHandle-int-int-int-int-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-int-">cublasgemm</a></span>(jcuda.jcublas.cublasHandle handle, |
| int transa, |
| int transb, |
| int m, |
| int n, |
| int k, |
| jcuda.Pointer alpha, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer B, |
| int ldb, |
| jcuda.Pointer beta, |
| jcuda.Pointer C, |
| int ldc)</code> </td> |
| </tr> |
| <tr id="i4" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cublasgemv-jcuda.jcublas.cublasHandle-int-int-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-int-">cublasgemv</a></span>(jcuda.jcublas.cublasHandle handle, |
| int trans, |
| int m, |
| int n, |
| jcuda.Pointer alpha, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer x, |
| int incx, |
| jcuda.Pointer beta, |
| jcuda.Pointer y, |
| int incy)</code> </td> |
| </tr> |
| <tr id="i5" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cublassyrk-jcuda.jcublas.cublasHandle-int-int-int-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-int-">cublassyrk</a></span>(jcuda.jcublas.cublasHandle handle, |
| int uplo, |
| int trans, |
| int n, |
| int k, |
| jcuda.Pointer alpha, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer beta, |
| jcuda.Pointer C, |
| int ldc)</code> </td> |
| </tr> |
| <tr id="i6" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cublastrsm-jcuda.jcublas.cublasHandle-int-int-int-int-int-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-int-">cublastrsm</a></span>(jcuda.jcublas.cublasHandle handle, |
| int side, |
| int uplo, |
| int trans, |
| int diag, |
| int m, |
| int n, |
| jcuda.Pointer alpha, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer B, |
| int ldb)</code> </td> |
| </tr> |
| <tr id="i7" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusolverDngeqrf_bufferSize-jcuda.jcusolver.cusolverDnHandle-int-int-jcuda.Pointer-int-int:A-">cusolverDngeqrf_bufferSize</a></span>(jcuda.jcusolver.cusolverDnHandle handle, |
| int m, |
| int n, |
| jcuda.Pointer A, |
| int lda, |
| int[] Lwork)</code> </td> |
| </tr> |
| <tr id="i8" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusolverDngeqrf-jcuda.jcusolver.cusolverDnHandle-int-int-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-">cusolverDngeqrf</a></span>(jcuda.jcusolver.cusolverDnHandle handle, |
| int m, |
| int n, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer TAU, |
| jcuda.Pointer Workspace, |
| int Lwork, |
| jcuda.Pointer devInfo)</code> </td> |
| </tr> |
| <tr id="i9" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusolverDnormqr-jcuda.jcusolver.cusolverDnHandle-int-int-int-int-int-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-int-jcuda.Pointer-">cusolverDnormqr</a></span>(jcuda.jcusolver.cusolverDnHandle handle, |
| int side, |
| int trans, |
| int m, |
| int n, |
| int k, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer tau, |
| jcuda.Pointer C, |
| int ldc, |
| jcuda.Pointer work, |
| int lwork, |
| jcuda.Pointer devInfo)</code> </td> |
| </tr> |
| <tr id="i10" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsecsr2csc-jcuda.jcusparse.cusparseHandle-int-int-int-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-int-int-">cusparsecsr2csc</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int m, |
| int n, |
| int nnz, |
| jcuda.Pointer csrVal, |
| jcuda.Pointer csrRowPtr, |
| jcuda.Pointer csrColInd, |
| jcuda.Pointer cscVal, |
| jcuda.Pointer cscRowInd, |
| jcuda.Pointer cscColPtr, |
| int copyValues, |
| int idxBase)</code> </td> |
| </tr> |
| <tr id="i11" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsecsr2dense-jcuda.jcusparse.cusparseHandle-int-int-jcuda.jcusparse.cusparseMatDescr-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-int-">cusparsecsr2dense</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int m, |
| int n, |
| jcuda.jcusparse.cusparseMatDescr descrA, |
| jcuda.Pointer csrValA, |
| jcuda.Pointer csrRowPtrA, |
| jcuda.Pointer csrColIndA, |
| jcuda.Pointer A, |
| int lda)</code> </td> |
| </tr> |
| <tr id="i12" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsecsrgeam-jcuda.jcusparse.cusparseHandle-int-int-jcuda.Pointer-jcuda.jcusparse.cusparseMatDescr-int-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.jcusparse.cusparseMatDescr-int-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.jcusparse.cusparseMatDescr-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-">cusparsecsrgeam</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int m, |
| int n, |
| jcuda.Pointer alpha, |
| jcuda.jcusparse.cusparseMatDescr descrA, |
| int nnzA, |
| jcuda.Pointer csrValA, |
| jcuda.Pointer csrRowPtrA, |
| jcuda.Pointer csrColIndA, |
| jcuda.Pointer beta, |
| jcuda.jcusparse.cusparseMatDescr descrB, |
| int nnzB, |
| jcuda.Pointer csrValB, |
| jcuda.Pointer csrRowPtrB, |
| jcuda.Pointer csrColIndB, |
| jcuda.jcusparse.cusparseMatDescr descrC, |
| jcuda.Pointer csrValC, |
| jcuda.Pointer csrRowPtrC, |
| jcuda.Pointer csrColIndC)</code> </td> |
| </tr> |
| <tr id="i13" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsecsrgemm-jcuda.jcusparse.cusparseHandle-int-int-int-int-int-jcuda.jcusparse.cusparseMatDescr-int-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.jcusparse.cusparseMatDescr-int-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.jcusparse.cusparseMatDescr-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-">cusparsecsrgemm</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int transA, |
| int transB, |
| int m, |
| int n, |
| int k, |
| jcuda.jcusparse.cusparseMatDescr descrA, |
| int nnzA, |
| jcuda.Pointer csrValA, |
| jcuda.Pointer csrRowPtrA, |
| jcuda.Pointer csrColIndA, |
| jcuda.jcusparse.cusparseMatDescr descrB, |
| int nnzB, |
| jcuda.Pointer csrValB, |
| jcuda.Pointer csrRowPtrB, |
| jcuda.Pointer csrColIndB, |
| jcuda.jcusparse.cusparseMatDescr descrC, |
| jcuda.Pointer csrValC, |
| jcuda.Pointer csrRowPtrC, |
| jcuda.Pointer csrColIndC)</code> </td> |
| </tr> |
| <tr id="i14" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsecsrmm2-jcuda.jcusparse.cusparseHandle-int-int-int-int-int-int-jcuda.Pointer-jcuda.jcusparse.cusparseMatDescr-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-int-">cusparsecsrmm2</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int transa, |
| int transb, |
| int m, |
| int n, |
| int k, |
| int nnz, |
| jcuda.Pointer alpha, |
| jcuda.jcusparse.cusparseMatDescr descrA, |
| jcuda.Pointer csrValA, |
| jcuda.Pointer csrRowPtrA, |
| jcuda.Pointer csrColIndA, |
| jcuda.Pointer B, |
| int ldb, |
| jcuda.Pointer beta, |
| jcuda.Pointer C, |
| int ldc)</code> </td> |
| </tr> |
| <tr id="i15" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsecsrmv-jcuda.jcusparse.cusparseHandle-int-int-int-int-jcuda.Pointer-jcuda.jcusparse.cusparseMatDescr-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-">cusparsecsrmv</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int transA, |
| int m, |
| int n, |
| int nnz, |
| jcuda.Pointer alpha, |
| jcuda.jcusparse.cusparseMatDescr descrA, |
| jcuda.Pointer csrValA, |
| jcuda.Pointer csrRowPtrA, |
| jcuda.Pointer csrColIndA, |
| jcuda.Pointer x, |
| jcuda.Pointer beta, |
| jcuda.Pointer y)</code> </td> |
| </tr> |
| <tr id="i16" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsedense2csr-jcuda.jcusparse.cusparseHandle-int-int-jcuda.jcusparse.cusparseMatDescr-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-jcuda.Pointer-">cusparsedense2csr</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int m, |
| int n, |
| jcuda.jcusparse.cusparseMatDescr descrA, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer nnzPerRow, |
| jcuda.Pointer csrValA, |
| jcuda.Pointer csrRowPtrA, |
| jcuda.Pointer csrColIndA)</code> </td> |
| </tr> |
| <tr id="i17" class="rowColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../org/apache/sysds/runtime/matrix/data/CudaSupportFunctions.html#cusparsennz-jcuda.jcusparse.cusparseHandle-int-int-int-jcuda.jcusparse.cusparseMatDescr-jcuda.Pointer-int-jcuda.Pointer-jcuda.Pointer-">cusparsennz</a></span>(jcuda.jcusparse.cusparseHandle handle, |
| int dirA, |
| int m, |
| int n, |
| jcuda.jcusparse.cusparseMatDescr descrA, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer nnzPerRowCol, |
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| double[] src, |
| jcuda.Pointer dest, |
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| jcuda.Pointer alpha, |
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| jcuda.Pointer csrValA, |
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| jcuda.jcusparse.cusparseMatDescr descrA, |
| jcuda.Pointer A, |
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| jcuda.jcusparse.cusparseMatDescr descrA, |
| jcuda.Pointer A, |
| int lda, |
| jcuda.Pointer nnzPerRowCol, |
| jcuda.Pointer nnzTotalDevHostPtr)</pre> |
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| jcuda.Pointer src, |
| double[] dest, |
| <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/String.html?is-external=true" title="class or interface in java.lang">String</a> instName, |
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| double[] src, |
| jcuda.Pointer dest, |
| <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/String.html?is-external=true" title="class or interface in java.lang">String</a> instName)</pre> |
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