Class GPUMemoryManager
- java.lang.Object
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- org.apache.sysds.runtime.instructions.gpu.context.GPUMemoryManager
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public class GPUMemoryManager extends Object
- All cudaFree and cudaMalloc in SystemDS should go through this class to avoid OOM or incorrect results. - This class can be refactored in future to accept a chunk of memory ahead of time rather than while execution. This will only thow memory-related errors during startup.
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Nested Class Summary
Nested Classes Modifier and Type Class Description static class
GPUMemoryManager.EvictionPolicyBasedComparator
Class that governs the eviction policy
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Constructor Summary
Constructors Constructor Description GPUMemoryManager(GPUContext gpuCtx)
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Method Summary
All Methods Instance Methods Concrete Methods Modifier and Type Method Description void
clearMemory()
Clear the allocated GPU objectsvoid
clearTemporaryMemory()
Clears up the memory used by non-dirty pointers that are not inside lineage cachevoid
free(String opcode, jcuda.Pointer toFree, boolean eager)
Deallocate the pointerGPULazyCudaFreeMemoryManager
getGPULazyCudaFreeMemoryManager()
GPUMatrixMemoryManager
getGPUMatrixMemoryManager()
long
getSizeAllocatedGPUPointer(jcuda.Pointer ptr)
Get size of allocated GPU Pointerjcuda.Pointer
malloc(String opcode, long size, boolean initialize)
Allocate pointer of the given size in bytes.void
removeGPUObject(GPUObject gpuObj)
Removes the GPU object from the memory managerString
toString()
Print debugging information
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Constructor Detail
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GPUMemoryManager
public GPUMemoryManager(GPUContext gpuCtx)
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Method Detail
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getGPUMatrixMemoryManager
public GPUMatrixMemoryManager getGPUMatrixMemoryManager()
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getGPULazyCudaFreeMemoryManager
public GPULazyCudaFreeMemoryManager getGPULazyCudaFreeMemoryManager()
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getSizeAllocatedGPUPointer
public long getSizeAllocatedGPUPointer(jcuda.Pointer ptr)
Get size of allocated GPU Pointer- Parameters:
ptr
- pointer to get size of- Returns:
- either the size or -1 if no such pointer exists
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malloc
public jcuda.Pointer malloc(String opcode, long size, boolean initialize)
Allocate pointer of the given size in bytes.- Parameters:
opcode
- instruction namesize
- size in bytesinitialize
- if cudaMemset() should be called- Returns:
- allocated pointer
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free
public void free(String opcode, jcuda.Pointer toFree, boolean eager) throws DMLRuntimeException
Deallocate the pointer- Parameters:
opcode
- instruction nametoFree
- pointer to freeeager
- whether to deallocate eagerly- Throws:
DMLRuntimeException
- if error occurs
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removeGPUObject
public void removeGPUObject(GPUObject gpuObj)
Removes the GPU object from the memory manager- Parameters:
gpuObj
- the handle to the GPU object
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clearMemory
public void clearMemory()
Clear the allocated GPU objects
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clearTemporaryMemory
public void clearTemporaryMemory()
Clears up the memory used by non-dirty pointers that are not inside lineage cache
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