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Operating Systems AIX [Opinion] A Public Answer To Rob McNelly Post 302976083 by MadeInGermany on Thursday 23rd of June 2016 02:54:29 PM
Old 06-23-2016
Quote:
I have worked in the *NIX world since 1981, over that time I have watched the skill level of the sysadmin degrade, a lot of it revolves around training – my first “Sysadmin I” course was five weeks long and I never actually saw a machine. It was all spent sitting at a Wyse 30 terminal, with a number of other trainees. Now I see sysadmins working for major vendors, with no training whatsoever.
Oh, you missed 11 exciting yearsSmilie
There is a strong believe that a new style of IT (cloud, virtualization, orchestration, automation, auto-scaling, self-healing, ...) will obsolete traditional system administration. Instead management-by-click will emerge.
Just order your desired IT-functions on your smartphone, and voila - your new company can go!
 

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MPSCNNBatchNormalizationNode(3) 			 MetalPerformanceShaders.framework			   MPSCNNBatchNormalizationNode(3)

NAME
MPSCNNBatchNormalizationNode SYNOPSIS
#import <MPSNNGraphNodes.h> Inherits MPSNNFilterNode. Instance Methods (nonnull instancetype) - initWithSource:dataSource: Class Methods (nonnull instancetype) + nodeWithSource:dataSource: Properties MPSCNNBatchNormalizationFlags flags Detailed Description A node representing batch normalization for inference or training Batch normalization operates differently for inference and training. For inference, the normalization is done according to a static statistical representation of data saved during training. For training, this representation is ever evolving. In the low level MPS batch normalization interface, during training, the batch normalization is broken up into two steps: calculation of the statistical representation of input data, followed by normalization once the statistics are known for the entire batch. These are MPSCNNBatchNormalizationStatistics and MPSCNNBatchNormalization, respectively. When this node appears in a graph and is not required to produce a MPSCNNBatchNormalizationState -- that is, MPSCNNBatchNormalizationNode.resultState is not used within the graph -- then it operates in inference mode and new batch-only statistics are not calculated. When this state node is consumed, then the node is assumed to be in training mode and new statistics will be calculated and written to the MPSCNNBatchNormalizationState and passed along to the MPSCNNBatchNormalizationGradient and MPSCNNBatchNormalizationStatisticsGradient as necessary. This should allow you to construct an identical sequence of nodes for inference and training and expect the to right thing happen. Method Documentation - (nonnull instancetype) initWithSource: (MPSNNImageNode *__nonnull) source(nonnull id< MPSCNNBatchNormalizationDataSource >) dataSource + (nonnull instancetype) nodeWithSource: (MPSNNImageNode *__nonnull) source(nonnull id< MPSCNNBatchNormalizationDataSource >) dataSource Property Documentation - (MPSCNNBatchNormalizationFlags) flags [read], [write], [nonatomic], [assign] Options controlling how batch normalization is calculated Default: MPSCNNBatchNormalizationFlagsDefault Author Generated automatically by Doxygen for MetalPerformanceShaders.framework from the source code. Version MetalPerformanceShaders-100 Thu Feb 8 2018 MPSCNNBatchNormalizationNode(3)
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