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| <div class="subTitle">org.apache.sysds.runtime.instructions.gpu.context</div> |
| <h2 title="Class GPUContext" class="title">Class GPUContext</h2> |
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| <ul class="inheritance"> |
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| <li>org.apache.sysds.runtime.instructions.gpu.context.GPUContext</li> |
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| <pre>public class <span class="typeNameLabel">GPUContext</span> |
| extends <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></pre> |
| <div class="block">Represents a context per GPU accessible through the same JVM. |
| Each context holds cublas, cusparse, cudnn... handles which are separate for each GPU.</div> |
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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="t1" class="tableTab"><span><a href="javascript:show(1);">Static Methods</a></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="t4" class="tableTab"><span><a href="javascript:show(8);">Concrete 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>jcuda.Pointer</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#allocate-java.lang.String-long-">allocate</a></span>(<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> instructionName, |
| long size)</code> |
| <div class="block">Invokes memory manager's malloc method</div> |
| </td> |
| </tr> |
| <tr id="i1" class="rowColor"> |
| <td class="colFirst"><code>void</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#clearMemory--">clearMemory</a></span>()</code> |
| <div class="block">Clears all memory used by this <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUContext</code></a>.</div> |
| </td> |
| </tr> |
| <tr id="i2" class="altColor"> |
| <td class="colFirst"><code>void</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#clearTemporaryMemory--">clearTemporaryMemory</a></span>()</code> </td> |
| </tr> |
| <tr id="i3" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUObject</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#createGPUObject-org.apache.sysds.runtime.controlprogram.caching.MatrixObject-">createGPUObject</a></span>(<a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching">MatrixObject</a> mo)</code> |
| <div class="block">Instantiates a new <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> initialized with the given <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a>.</div> |
| </td> |
| </tr> |
| <tr id="i4" class="altColor"> |
| <td class="colFirst"><code>void</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#cudaFreeHelper-java.lang.String-jcuda.Pointer-boolean-">cudaFreeHelper</a></span>(<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> instructionName, |
| jcuda.Pointer toFree, |
| boolean eager)</code> |
| <div class="block">Does cudaFree calls, lazily.</div> |
| </td> |
| </tr> |
| <tr id="i5" class="rowColor"> |
| <td class="colFirst"><code>static int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#cudaGetDevice--">cudaGetDevice</a></span>()</code> |
| <div class="block">Returns which device is currently being used.</div> |
| </td> |
| </tr> |
| <tr id="i6" class="altColor"> |
| <td class="colFirst"><code>void</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#destroy--">destroy</a></span>()</code> |
| <div class="block">Destroys this GPUContext object.</div> |
| </td> |
| </tr> |
| <tr id="i7" class="rowColor"> |
| <td class="colFirst"><code>void</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#ensureComputeCapability--">ensureComputeCapability</a></span>()</code> |
| <div class="block">Makes sure that GPU that SystemDS is trying to use has the minimum compute capability needed.</div> |
| </td> |
| </tr> |
| <tr id="i8" class="altColor"> |
| <td class="colFirst"><code>long</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getAvailableMemory--">getAvailableMemory</a></span>()</code> |
| <div class="block">Gets the available memory on GPU that SystemDS can use.</div> |
| </td> |
| </tr> |
| <tr id="i9" class="rowColor"> |
| <td class="colFirst"><code>jcuda.jcublas.cublasHandle</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getCublasHandle--">getCublasHandle</a></span>()</code> |
| <div class="block">Returns cublasHandle for BLAS operations on the GPU.</div> |
| </td> |
| </tr> |
| <tr id="i10" class="altColor"> |
| <td class="colFirst"><code>jcuda.jcudnn.cudnnHandle</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getCudnnHandle--">getCudnnHandle</a></span>()</code> |
| <div class="block">Returns the cudnnHandle for Deep Neural Network operations on the GPU.</div> |
| </td> |
| </tr> |
| <tr id="i11" class="rowColor"> |
| <td class="colFirst"><code>jcuda.jcusolver.cusolverDnHandle</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getCusolverDnHandle--">getCusolverDnHandle</a></span>()</code> |
| <div class="block">Returns cusolverDnHandle for invoking solve() function on dense matrices on the GPU.</div> |
| </td> |
| </tr> |
| <tr id="i12" class="altColor"> |
| <td class="colFirst"><code>jcuda.jcusparse.cusparseHandle</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getCusparseHandle--">getCusparseHandle</a></span>()</code> |
| <div class="block">Returns cusparseHandle for certain sparse BLAS operations on the GPU.</div> |
| </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/instructions/gpu/context/GPUContext.html#getDeviceNum--">getDeviceNum</a></span>()</code> |
| <div class="block">Returns which device is assigned to this GPUContext instance.</div> |
| </td> |
| </tr> |
| <tr id="i14" class="altColor"> |
| <td class="colFirst"><code>jcuda.runtime.cudaDeviceProp</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getGPUProperties--">getGPUProperties</a></span>()</code> |
| <div class="block">Gets the device properties for the active GPU (set with cudaSetDevice()).</div> |
| </td> |
| </tr> |
| <tr id="i15" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/JCudaKernels.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">JCudaKernels</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getKernels--">getKernels</a></span>()</code> |
| <div class="block">Returns utility class used to launch custom CUDA kernel, specific to the active GPU for this GPUContext.</div> |
| </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/instructions/gpu/context/GPUContext.html#getMaxBlocks--">getMaxBlocks</a></span>()</code> |
| <div class="block">Gets the maximum number of blocks supported by the active cuda device.</div> |
| </td> |
| </tr> |
| <tr id="i17" class="rowColor"> |
| <td class="colFirst"><code>long</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getMaxSharedMemory--">getMaxSharedMemory</a></span>()</code> |
| <div class="block">Gets the shared memory per block supported by the active cuda device.</div> |
| </td> |
| </tr> |
| <tr id="i18" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getMaxThreadsPerBlock--">getMaxThreadsPerBlock</a></span>()</code> |
| <div class="block">Gets the maximum number of threads per block for "active" GPU.</div> |
| </td> |
| </tr> |
| <tr id="i19" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUMemoryManager.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUMemoryManager</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getMemoryManager--">getMemoryManager</a></span>()</code> </td> |
| </tr> |
| <tr id="i20" class="altColor"> |
| <td class="colFirst"><code>int</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#getWarpSize--">getWarpSize</a></span>()</code> |
| <div class="block">Gets the warp size supported by the active cuda device.</div> |
| </td> |
| </tr> |
| <tr id="i21" class="rowColor"> |
| <td class="colFirst"><code>void</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#initializeThread--">initializeThread</a></span>()</code> |
| <div class="block">Sets the device for the calling thread.</div> |
| </td> |
| </tr> |
| <tr id="i22" class="altColor"> |
| <td class="colFirst"><code>void</code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#printMemoryInfo-java.lang.String-">printMemoryInfo</a></span>(<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> opcode)</code> |
| <div class="block">Print information of memory usage.</div> |
| </td> |
| </tr> |
| <tr id="i23" class="rowColor"> |
| <td class="colFirst"><code><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUObject</a></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#shallowCopyGPUObject-org.apache.sysds.runtime.instructions.gpu.context.GPUObject-org.apache.sysds.runtime.controlprogram.caching.MatrixObject-">shallowCopyGPUObject</a></span>(<a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUObject</a> source, |
| <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching">MatrixObject</a> mo)</code> |
| <div class="block">Shallow copy the given source <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> to a new <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> and |
| assign that to the given <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a>.</div> |
| </td> |
| </tr> |
| <tr id="i24" class="altColor"> |
| <td class="colFirst"><code><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></code></td> |
| <td class="colLast"><code><span class="memberNameLink"><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html#toString--">toString</a></span>()</code> </td> |
| </tr> |
| </table> |
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| <!-- --> |
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| <h3>Methods inherited from class java.lang.<a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></h3> |
| <code><a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#equals-java.lang.Object-" title="class or interface in java.lang">equals</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#getClass--" title="class or interface in java.lang">getClass</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#hashCode--" title="class or interface in java.lang">hashCode</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#notify--" title="class or interface in java.lang">notify</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#notifyAll--" title="class or interface in java.lang">notifyAll</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#wait--" title="class or interface in java.lang">wait</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#wait-long-" title="class or interface in java.lang">wait</a>, <a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#wait-long-int-" title="class or interface in java.lang">wait</a></code></li> |
| </ul> |
| </li> |
| </ul> |
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| </ul> |
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| <h3>Method Detail</h3> |
| <a name="getMemoryManager--"> |
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| </a> |
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| <h4>getMemoryManager</h4> |
| <pre>public <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUMemoryManager.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUMemoryManager</a> getMemoryManager()</pre> |
| </li> |
| </ul> |
| <a name="cudaGetDevice--"> |
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| <h4>cudaGetDevice</h4> |
| <pre>public static int cudaGetDevice()</pre> |
| <div class="block">Returns which device is currently being used.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>the current device for the calling host thread</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="printMemoryInfo-java.lang.String-"> |
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| </a> |
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| <h4>printMemoryInfo</h4> |
| <pre>public void printMemoryInfo(<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> opcode)</pre> |
| <div class="block">Print information of memory usage.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>opcode</code> - opcode of caller</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="getDeviceNum--"> |
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| <h4>getDeviceNum</h4> |
| <pre>public int getDeviceNum()</pre> |
| <div class="block">Returns which device is assigned to this GPUContext instance.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>active device assigned to this GPUContext instance</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="initializeThread--"> |
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| </a> |
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| <h4>initializeThread</h4> |
| <pre>public void initializeThread()</pre> |
| <div class="block">Sets the device for the calling thread. |
| This method must be called after |
| <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/context/ExecutionContext.html#getGPUContext-int-"><code>ExecutionContext.getGPUContext(int)</code></a> |
| If in a multi-threaded environment like parfor, this method must be called when in the |
| appropriate thread.</div> |
| </li> |
| </ul> |
| <a name="allocate-java.lang.String-long-"> |
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| </a> |
| <ul class="blockList"> |
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| <h4>allocate</h4> |
| <pre>public jcuda.Pointer allocate(<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> instructionName, |
| long size)</pre> |
| <div class="block">Invokes memory manager's malloc method</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>instructionName</code> - name of instruction for which to record per instruction performance statistics, null if don't want to record</dd> |
| <dd><code>size</code> - size of data (in bytes) to allocate</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>jcuda pointer</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="cudaFreeHelper-java.lang.String-jcuda.Pointer-boolean-"> |
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| </a> |
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| <h4>cudaFreeHelper</h4> |
| <pre>public void cudaFreeHelper(<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> instructionName, |
| jcuda.Pointer toFree, |
| boolean eager)</pre> |
| <div class="block">Does cudaFree calls, lazily.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>instructionName</code> - name of the instruction for which to record per instruction free time, null if do not want to record</dd> |
| <dd><code>toFree</code> - <code>Pointer</code> instance to be freed</dd> |
| <dd><code>eager</code> - true if to be done eagerly</dd> |
| </dl> |
| </li> |
| </ul> |
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| </a> |
| <ul class="blockList"> |
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| <h4>getAvailableMemory</h4> |
| <pre>public long getAvailableMemory()</pre> |
| <div class="block">Gets the available memory on GPU that SystemDS can use.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>the available memory in bytes</dd> |
| </dl> |
| </li> |
| </ul> |
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| </a> |
| <ul class="blockList"> |
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| <h4>ensureComputeCapability</h4> |
| <pre>public void ensureComputeCapability()</pre> |
| <div class="block">Makes sure that GPU that SystemDS is trying to use has the minimum compute capability needed.</div> |
| </li> |
| </ul> |
| <a name="createGPUObject-org.apache.sysds.runtime.controlprogram.caching.MatrixObject-"> |
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| </a> |
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| <h4>createGPUObject</h4> |
| <pre>public <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUObject</a> createGPUObject(<a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching">MatrixObject</a> mo)</pre> |
| <div class="block">Instantiates a new <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> initialized with the given <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a>.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>mo</code> - a <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a> that represents a matrix</dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a new <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> instance</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="shallowCopyGPUObject-org.apache.sysds.runtime.instructions.gpu.context.GPUObject-org.apache.sysds.runtime.controlprogram.caching.MatrixObject-"> |
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| </a> |
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| <h4>shallowCopyGPUObject</h4> |
| <pre>public <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUObject</a> shallowCopyGPUObject(<a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">GPUObject</a> source, |
| <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching">MatrixObject</a> mo)</pre> |
| <div class="block">Shallow copy the given source <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> to a new <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> and |
| assign that to the given <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a>. |
| This copy doesn't memcopy the device memory.</div> |
| <dl> |
| <dt><span class="paramLabel">Parameters:</span></dt> |
| <dd><code>source</code> - a <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> which is the source of the copy</dd> |
| <dd><code>mo</code> - a <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a> to associate with the new <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a></dd> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>a new <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> instance</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="getGPUProperties--"> |
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| </a> |
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| <h4>getGPUProperties</h4> |
| <pre>public jcuda.runtime.cudaDeviceProp getGPUProperties()</pre> |
| <div class="block">Gets the device properties for the active GPU (set with cudaSetDevice()).</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>the device properties</dd> |
| </dl> |
| </li> |
| </ul> |
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| <h4>getMaxThreadsPerBlock</h4> |
| <pre>public int getMaxThreadsPerBlock()</pre> |
| <div class="block">Gets the maximum number of threads per block for "active" GPU.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>the maximum number of threads per block</dd> |
| </dl> |
| </li> |
| </ul> |
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| <h4>getMaxBlocks</h4> |
| <pre>public int getMaxBlocks()</pre> |
| <div class="block">Gets the maximum number of blocks supported by the active cuda device.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>the maximum number of blocks supported</dd> |
| </dl> |
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| </ul> |
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| <h4>getMaxSharedMemory</h4> |
| <pre>public long getMaxSharedMemory()</pre> |
| <div class="block">Gets the shared memory per block supported by the active cuda device.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>the shared memory per block</dd> |
| </dl> |
| </li> |
| </ul> |
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| <h4>getWarpSize</h4> |
| <pre>public int getWarpSize()</pre> |
| <div class="block">Gets the warp size supported by the active cuda device.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>the warp size</dd> |
| </dl> |
| </li> |
| </ul> |
| <a name="getCudnnHandle--"> |
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| <h4>getCudnnHandle</h4> |
| <pre>public jcuda.jcudnn.cudnnHandle getCudnnHandle()</pre> |
| <div class="block">Returns the cudnnHandle for Deep Neural Network operations on the GPU.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>cudnnHandle for current thread</dd> |
| </dl> |
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| <h4>getCublasHandle</h4> |
| <pre>public jcuda.jcublas.cublasHandle getCublasHandle()</pre> |
| <div class="block">Returns cublasHandle for BLAS operations on the GPU.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>cublasHandle for current thread</dd> |
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| <h4>getCusparseHandle</h4> |
| <pre>public jcuda.jcusparse.cusparseHandle getCusparseHandle()</pre> |
| <div class="block">Returns cusparseHandle for certain sparse BLAS operations on the GPU.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>cusparseHandle for current thread</dd> |
| </dl> |
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| </ul> |
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| <h4>getCusolverDnHandle</h4> |
| <pre>public jcuda.jcusolver.cusolverDnHandle getCusolverDnHandle()</pre> |
| <div class="block">Returns cusolverDnHandle for invoking solve() function on dense matrices on the GPU.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd>cusolverDnHandle for current thread</dd> |
| </dl> |
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| <h4>getKernels</h4> |
| <pre>public <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/JCudaKernels.html" title="class in org.apache.sysds.runtime.instructions.gpu.context">JCudaKernels</a> getKernels()</pre> |
| <div class="block">Returns utility class used to launch custom CUDA kernel, specific to the active GPU for this GPUContext.</div> |
| <dl> |
| <dt><span class="returnLabel">Returns:</span></dt> |
| <dd><a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/JCudaKernels.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>JCudaKernels</code></a> for current thread</dd> |
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| <h4>destroy</h4> |
| <pre>public void destroy()</pre> |
| <div class="block">Destroys this GPUContext object.</div> |
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| </a> |
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| <h4>clearMemory</h4> |
| <pre>public void clearMemory()</pre> |
| <div class="block">Clears all memory used by this <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUContext.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUContext</code></a>. |
| Be careful to ensure that no memory is currently being used in the temporary memory before invoking this. |
| If memory is being used between MLContext invocations, they are pointed to by a <a href="../../../../../../../org/apache/sysds/runtime/instructions/gpu/context/GPUObject.html" title="class in org.apache.sysds.runtime.instructions.gpu.context"><code>GPUObject</code></a> instance |
| which would be part of the <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a>. The cleanup of that <a href="../../../../../../../org/apache/sysds/runtime/controlprogram/caching/MatrixObject.html" title="class in org.apache.sysds.runtime.controlprogram.caching"><code>MatrixObject</code></a> instance will |
| cause the memory associated with that block on the GPU to be freed up.</div> |
| </li> |
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| <a name="clearTemporaryMemory--"> |
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| <h4>clearTemporaryMemory</h4> |
| <pre>public void clearTemporaryMemory()</pre> |
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| <a name="toString--"> |
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| <h4>toString</h4> |
| <pre>public <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> toString()</pre> |
| <dl> |
| <dt><span class="overrideSpecifyLabel">Overrides:</span></dt> |
| <dd><code><a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true#toString--" title="class or interface in java.lang">toString</a></code> in class <code><a href="https://docs.oracle.com/javase/8/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></code></dd> |
| </dl> |
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