Graph Conditional Nodes: Added do-while and while loop examples.

This commit is contained in:
Jason Gaiser 2023-10-20 21:22:58 +00:00
parent 47b9897702
commit 668111c81b

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@ -82,11 +82,12 @@ void simpleIfGraph(void)
cudaGraphNode_t node;
void *kernelArgs[2];
char *dPtr; // Pointer to device memory location
// Allocate a byte of device memory to use as input
char *dPtr;
checkCudaErrors(cudaMalloc((void**)&dPtr, 1));
printf("simpleIfGraph: Building graph...\n");
cudaGraphCreate(&graph, 0);
// Create conditional handle.
@ -135,8 +136,195 @@ void simpleIfGraph(void)
checkCudaErrors(cudaGraphExecDestroy(graphExec));
checkCudaErrors(cudaGraphDestroy(graph));
checkCudaErrors(cudaFree(dPtr));
printf("simpleIfGraph: Complete\n\n");
}
/*
* Create a graph containing a single conditional while node.
* The default value of the conditional variable is set to true, so this
* effectively becomes a do-while loop as the conditional body will always
* execute at least once. The body of the conditional contains 3 kernel nodes:
* A [ B -> C -> D ]
* Nodes B and C are just dummy nodes for demonstrative purposes. Node D
* will decrement a device memory location and set the condition value to false
* when the value reaches zero, terminating the loop.
* In this example, stream capture is used to populate the conditional body.
*/
// This kernel will only be executed if the condition is true
__global__ void doWhileEmptyKernel(void)
{
printf("GPU: doWhileEmptyKernel()\n");
return;
}
__global__ void doWhileLoopKernel(char *dPtr, cudaGraphConditionalHandle handle)
{
if (--(*dPtr) == 0) {
cudaGraphSetConditional(handle, 0);
}
printf("GPU: counter = %d\n", *dPtr);
}
void simpleDoWhileGraph(void)
{
cudaGraph_t graph;
cudaGraphExec_t graphExec;
cudaGraphNode_t node;
// Allocate a byte of device memory to use as input
char *dPtr;
checkCudaErrors(cudaMalloc((void**)&dPtr, 1));
printf("simpleDoWhileGraph: Building graph...\n");
checkCudaErrors(cudaGraphCreate(&graph, 0));
cudaGraphConditionalHandle handle;
checkCudaErrors(cudaGraphConditionalHandleCreate(&handle, graph, 1, cudaGraphCondAssignDefault));
cudaGraphNodeParams cParams = { cudaGraphNodeTypeConditional };
cParams.conditional.handle = handle;
cParams.conditional.type = cudaGraphCondTypeWhile;
cParams.conditional.size = 1;
checkCudaErrors(cudaGraphAddNode(&node, graph, NULL, 0, &cParams));
cudaGraph_t bodyGraph = cParams.conditional.phGraph_out[0];
cudaStream_t captureStream;
checkCudaErrors(cudaStreamCreate(&captureStream));
checkCudaErrors(cudaStreamBeginCaptureToGraph(captureStream, bodyGraph, nullptr, nullptr, 0, cudaStreamCaptureModeRelaxed));
doWhileEmptyKernel<<<1, 1, 0, captureStream>>>();
doWhileEmptyKernel<<<1, 1, 0, captureStream>>>();
doWhileLoopKernel<<<1, 1, 0, captureStream>>>(dPtr, handle);
checkCudaErrors(cudaStreamEndCapture(captureStream, nullptr));
checkCudaErrors(cudaStreamDestroy(captureStream));
checkCudaErrors(cudaGraphInstantiate(&graphExec, graph, NULL, NULL, 0));
// Initialize device memory and launch the graph
checkCudaErrors(cudaMemset(dPtr, 10, 1)); // Set dPtr to 10
printf("Host: Launching graph with loop counter set to 10\n");
checkCudaErrors(cudaGraphLaunch(graphExec, 0));
checkCudaErrors(cudaDeviceSynchronize());
// Cleanup
checkCudaErrors(cudaGraphExecDestroy(graphExec));
checkCudaErrors(cudaGraphDestroy(graph));
checkCudaErrors(cudaFree(dPtr));
printf("simpleDoWhileGraph: Complete\n\n");
}
/*
* Create a graph containing a conditional while loop using stream capture.
* This demonstrates how to insert a conditional node into a stream which is
* being captured. The graph consists of a kernel node followed by a conditional
* while node which contains a single kernel node:
*
* A -> B [ C ]
*
* The same kernel will be used for both nodes A and C. This kernel will test
* a device memory location and set the condition when the location is non-zero.
* We must run the kernel before the loop as well as inside the loop in order
* to behave like a while loop. We need to evaluate the device memory location
* before the conditional node is evaluated in order to set the condition variable
* properly. Because we're using a kernel upstream of the conditional node,
* there is no need to use the handle default value to initialize the conditional
* value.
*/
__global__ void capturedWhileKernel(char *dPtr, cudaGraphConditionalHandle handle)
{
printf("GPU: counter = %d\n", *dPtr);
if (*dPtr) {
(*dPtr)--;
}
cudaGraphSetConditional(handle, *dPtr);
}
void capturedWhileGraph(void)
{
cudaGraph_t graph;
cudaGraphExec_t graphExec;
cudaStreamCaptureStatus status;
const cudaGraphNode_t *dependencies;
size_t numDependencies;
// Allocate a byte of device memory to use as input
char *dPtr;
checkCudaErrors(cudaMalloc((void**)&dPtr, 1));
printf("capturedWhileGraph: Building graph...\n");
cudaStream_t captureStream;
checkCudaErrors(cudaStreamCreate(&captureStream));
checkCudaErrors(cudaStreamBeginCapture(captureStream, cudaStreamCaptureModeRelaxed));
// Obtain the handle of the graph
checkCudaErrors(cudaStreamGetCaptureInfo(captureStream, &status, NULL, &graph, &dependencies, &numDependencies));
// Create the conditional handle
cudaGraphConditionalHandle handle;
checkCudaErrors(cudaGraphConditionalHandleCreate(&handle, graph));
// Insert kernel node A
capturedWhileKernel<<<1, 1, 0, captureStream>>>(dPtr, handle);
// Obtain the handle for node A
checkCudaErrors(cudaStreamGetCaptureInfo(captureStream, &status, NULL, &graph, &dependencies, &numDependencies));
// Insert conditional node B
cudaGraphNode_t node;
cudaGraphNodeParams cParams = { cudaGraphNodeTypeConditional };
cParams.conditional.handle = handle;
cParams.conditional.type = cudaGraphCondTypeWhile;
cParams.conditional.size = 1;
checkCudaErrors(cudaGraphAddNode(&node, graph, dependencies, numDependencies, &cParams));
cudaGraph_t bodyGraph = cParams.conditional.phGraph_out[0];
checkCudaErrors(cudaStreamEndCapture(captureStream, &graph));
checkCudaErrors(cudaStreamDestroy(captureStream));
// Populate conditional body graph using stream capture
cudaStream_t bodyStream;
checkCudaErrors(cudaStreamCreate(&bodyStream));
checkCudaErrors(cudaStreamBeginCaptureToGraph(bodyStream, bodyGraph, nullptr, nullptr, 0, cudaStreamCaptureModeRelaxed));
// Insert kernel node C
capturedWhileKernel<<<1, 1, 0, bodyStream>>>(dPtr, handle);
checkCudaErrors(cudaStreamEndCapture(bodyStream, nullptr));
checkCudaErrors(cudaStreamDestroy(bodyStream));
checkCudaErrors(cudaGraphInstantiate(&graphExec, graph, NULL, NULL, 0));
// Initialize device memory and launch the graph
// Device memory is zero, so the conditional node will not execute
checkCudaErrors(cudaMemset(dPtr, 0, 1)); // Set dPtr to 0
printf("Host: Launching graph with loop counter set to 0\n");
checkCudaErrors(cudaGraphLaunch(graphExec, 0));
checkCudaErrors(cudaDeviceSynchronize());
// Initialize device memory and launch the graph
checkCudaErrors(cudaMemset(dPtr, 10, 1)); // Set dPtr to 10
printf("Host: Launching graph with loop counter set to 10\n");
checkCudaErrors(cudaGraphLaunch(graphExec, 0));
checkCudaErrors(cudaDeviceSynchronize());
// Cleanup
checkCudaErrors(cudaGraphExecDestroy(graphExec));
checkCudaErrors(cudaGraphDestroy(graph));
checkCudaErrors(cudaFree(dPtr));
printf("capturedWhileGraph: Complete\n\n");
}
int main(int argc, char **argv) {
int device = findCudaDevice(argc, (const char **)argv);
@ -152,6 +340,8 @@ int main(int argc, char **argv) {
}
simpleIfGraph();
simpleDoWhileGraph();
capturedWhileGraph();
return 0;
}