JCudnn (jcudnn 12.0.0 API)

java.lang.Object
- jcuda.jcudnn.JCudnn

```
public class JCudnn
extends Object
```
Java bindings for cuDNN, the NVIDIA CUDA Deep Neural Network library.

Field Summary

Fields
Modifier and Type	Field and Description
`static int`	`CUDNN_ATTN_DISABLE_PROJ_BIASES` Multi-head attention modes set in attention descriptor: no biases in attention input and output projections
`static int`	`CUDNN_ATTN_ENABLE_PROJ_BIASES` Multi-head attention modes set in attention descriptor: use biases in attention input and output projections
`static int`	`CUDNN_ATTN_QUERYMAP_ALL_TO_ONE` Multi-head attention modes set in attention descriptor: multiple Q-s map to a single (K,V) set when beam size > 1
`static int`	`CUDNN_ATTN_QUERYMAP_ONE_TO_ONE` Multi-head attention modes set in attention descriptor: multiple Q-s map to multiple (K,V) sets when beam size > 1
`static int`	`CUDNN_ATTN_WKIND_COUNT` Number of attention weight/bias tensors
`static double`	`CUDNN_BN_MIN_EPSILON` Minimum epsilon allowed to be used in the Batch Normalization formula
`static int`	`CUDNN_DIM_MAX` Maximum supported number of tensor dimensions
`static int`	`CUDNN_MAJOR`
`static int`	`CUDNN_MINOR`
`static int`	`CUDNN_PATCHLEVEL`
`static int`	`CUDNN_SEV_ERROR_EN` Message masks to be used with cudnnSetCallback()
`static int`	`CUDNN_SEV_INFO_EN`
`static int`	`CUDNN_SEV_WARNING_EN`
`static int`	`CUDNN_VERSION`

Method Summary

All Methods Static Methods Concrete Methods Deprecated Methods
Modifier and Type	Method and Description
`static int`	`cudnnActivationBackward(cudnnHandle handle, cudnnActivationDescriptor activationDesc, Pointer alpha, cudnnTensorDescriptor yDesc, Pointer y, cudnnTensorDescriptor dyDesc, Pointer dy, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor dxDesc, Pointer dx)` Function to perform backward activation
`static int`	`cudnnActivationForward(cudnnHandle handle, cudnnActivationDescriptor activationDesc, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)` Function to perform forward activation
`static int`	`cudnnAddTensor(cudnnHandle handle, Pointer alpha, cudnnTensorDescriptor aDesc, Pointer A, Pointer beta, cudnnTensorDescriptor cDesc, Pointer C)` Tensor Bias addition : C = alpha * A + beta * C
`static int`	`cudnnAdvInferVersionCheck()` Cross-library version checker..
`static int`	`cudnnAdvTrainVersionCheck()` Cross-library version checker..
`static int`	`cudnnBackendCreateDescriptor(int descriptorType, cudnnBackendDescriptor descriptor)`
`static int`	`cudnnBackendDestroyDescriptor(cudnnBackendDescriptor descriptor)`
`static int`	`cudnnBackendExecute(cudnnHandle handle, cudnnBackendDescriptor executionPlan, cudnnBackendDescriptor variantPack)`
`static int`	`cudnnBackendFinalize(cudnnBackendDescriptor descriptor)`
`static int`	`cudnnBackendGetAttribute(cudnnBackendDescriptor descriptor, int attributeName, int attributeType, long requestedElementCount, long[] elementCount, Pointer arrayOfElements)`
`static int`	`cudnnBackendInitialize(cudnnBackendDescriptor descriptor)`
`static int`	`cudnnBackendSetAttribute(cudnnBackendDescriptor descriptor, int attributeName, int attributeType, long elementCount, Pointer arrayOfElements)`
`static int`	`cudnnBatchNormalizationBackward(cudnnHandle handle, int mode, Pointer alphaDataDiff, Pointer betaDataDiff, Pointer alphaParamDiff, Pointer betaParamDiff, cudnnTensorDescriptor xDesc, Pointer x, cudnnTensorDescriptor dyDesc, Pointer dy, cudnnTensorDescriptor dxDesc, Pointer dx, cudnnTensorDescriptor dBnScaleBiasDesc, Pointer bnScale, Pointer dBnScaleResult, Pointer dBnBiasResult, double epsilon, Pointer savedMean, Pointer savedInvVariance)` Performs backward pass of Batch Normalization layer.
`static int`	cudnnBatchNormalizationBackwardEx(cudnnHandle handle, int mode, int bnOps, Pointer alphaDataDiff, Pointer betaDataDiff, Pointer alphaParamDiff, Pointer betaParamDiff, cudnnTensorDescriptor xDesc, Pointer xData, cudnnTensorDescriptor yDesc, Pointer yData, cudnnTensorDescriptor dyDesc, Pointer dyData, cudnnTensorDescriptor dzDesc, Pointer dzData, cudnnTensorDescriptor dxDesc, Pointer dxData, cudnnTensorDescriptor dBnScaleBiasDesc, Pointer bnScaleData, Pointer bnBiasData, Pointer dBnScaleData, Pointer dBnBiasData, double epsilon, Pointer savedMean, Pointer savedInvVariance, cudnnActivationDescriptor activationDesc, Pointer workSpace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes)
`static int`	`cudnnBatchNormalizationForwardInference(cudnnHandle handle, int mode, Pointer alpha, Pointer beta, cudnnTensorDescriptor xDesc, Pointer x, cudnnTensorDescriptor yDesc, Pointer y, cudnnTensorDescriptor bnScaleBiasMeanVarDesc, Pointer bnScale, Pointer bnBias, Pointer estimatedMean, Pointer estimatedVariance, double epsilon)` Performs Batch Normalization during Inference: y[i] = bnScale[k]*(x[i]-estimatedMean[k])/sqrt(epsilon+estimatedVariance[k]) + bnBias[k] with bnScale, bnBias, runningMean, runningInvVariance tensors indexed according to spatial or per-activation mode.
`static int`	`cudnnBatchNormalizationForwardTraining(cudnnHandle handle, int mode, Pointer alpha, Pointer beta, cudnnTensorDescriptor xDesc, Pointer x, cudnnTensorDescriptor yDesc, Pointer y, cudnnTensorDescriptor bnScaleBiasMeanVarDesc, Pointer bnScale, Pointer bnBias, double exponentialAverageFactor, Pointer resultRunningMean, Pointer resultRunningVariance, double epsilon, Pointer resultSaveMean, Pointer resultSaveInvVariance)` Computes y = BN(x).
`static int`	cudnnBatchNormalizationForwardTrainingEx(cudnnHandle handle, int mode, int bnOps, Pointer alpha, Pointer beta, cudnnTensorDescriptor xDesc, Pointer xData, cudnnTensorDescriptor zDesc, Pointer zData, cudnnTensorDescriptor yDesc, Pointer yData, cudnnTensorDescriptor bnScaleBiasMeanVarDesc, Pointer bnScale, Pointer bnBias, double exponentialAverageFactor, Pointer resultRunningMean, Pointer resultRunningVariance, double epsilon, Pointer resultSaveMean, Pointer resultSaveInvVariance, cudnnActivationDescriptor activationDesc, Pointer workspace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes) Computes y = relu(BN(x) + z).
`static int`	`cudnnBuildRNNDynamic(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int miniBatch)`
`static int`	`cudnnCnnInferVersionCheck()`
`static int`	`cudnnCnnTrainVersionCheck()`
`static int`	`cudnnConvolutionBackwardBias(cudnnHandle handle, Pointer alpha, cudnnTensorDescriptor dyDesc, Pointer dy, Pointer beta, cudnnTensorDescriptor dbDesc, Pointer db)` Function to compute the bias gradient for batch convolution
`static int`	`cudnnConvolutionBackwardData(cudnnHandle handle, Pointer alpha, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor dyDesc, Pointer dy, cudnnConvolutionDescriptor convDesc, int algo, Pointer workSpace, long workSpaceSizeInBytes, Pointer beta, cudnnTensorDescriptor dxDesc, Pointer dx)`
`static int`	`cudnnConvolutionBackwardFilter(cudnnHandle handle, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, cudnnTensorDescriptor dyDesc, Pointer dy, cudnnConvolutionDescriptor convDesc, int algo, Pointer workSpace, long workSpaceSizeInBytes, Pointer beta, cudnnFilterDescriptor dwDesc, Pointer dw)`
`static int`	`cudnnConvolutionBiasActivationForward(cudnnHandle handle, Pointer alpha1, cudnnTensorDescriptor xDesc, Pointer x, cudnnFilterDescriptor wDesc, Pointer w, cudnnConvolutionDescriptor convDesc, int algo, Pointer workSpace, long workSpaceSizeInBytes, Pointer alpha2, cudnnTensorDescriptor zDesc, Pointer z, cudnnTensorDescriptor biasDesc, Pointer bias, cudnnActivationDescriptor activationDesc, cudnnTensorDescriptor yDesc, Pointer y)` Fused conv/bias/activation operation : y = Act( alpha1 * conv(x) + alpha2 * z + bias )
`static int`	`cudnnConvolutionForward(cudnnHandle handle, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, cudnnFilterDescriptor wDesc, Pointer w, cudnnConvolutionDescriptor convDesc, int algo, Pointer workSpace, long workSpaceSizeInBytes, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)` Function to perform the forward pass for batch convolution
`static int`	`cudnnCopyAlgorithmDescriptor(cudnnAlgorithmDescriptor src, cudnnAlgorithmDescriptor dest)` Deprecated.
`static int`	`cudnnCreate(cudnnHandle handle)`
`static int`	`cudnnCreateActivationDescriptor(cudnnActivationDescriptor activationDesc)` Activation functions: All of the form "output = alpha * Op(inputs) + beta * output"
`static int`	`cudnnCreateAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc)` Deprecated.
`static int`	`cudnnCreateAlgorithmPerformance(cudnnAlgorithmPerformance[] algoPerf, int numberToCreate)` Deprecated.
`static int`	`cudnnCreateAttnDescriptor(cudnnAttnDescriptor attnDesc)`
`static int`	`cudnnCreateConvolutionDescriptor(cudnnConvolutionDescriptor convDesc)` Create an instance of convolution descriptor
`static int`	`cudnnCreateCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc)`
`static int`	`cudnnCreateDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc)`
`static int`	`cudnnCreateFilterDescriptor(cudnnFilterDescriptor filterDesc)` Create an instance of FilterStruct
`static int`	`cudnnCreateFusedOpsConstParamPack(cudnnFusedOpsConstParamPack constPack, int ops)`
`static int`	`cudnnCreateFusedOpsPlan(cudnnFusedOpsPlan plan, int ops)`
`static int`	`cudnnCreateFusedOpsVariantParamPack(cudnnFusedOpsVariantParamPack varPack, int ops)`
`static int`	`cudnnCreateLRNDescriptor(cudnnLRNDescriptor normDesc)` Create an instance of LRN (Local Response Normalization) descriptor Uses lrnN=5, lrnAlpha=1e-4, lrnBeta=0.75, lrnK=2.0 as defaults from Krizhevsky'12 ImageNet paper
`static int`	`cudnnCreateOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc)`
`static int`	`cudnnCreatePersistentRNNPlan(cudnnRNNDescriptor rnnDesc, int minibatch, int dataType, cudnnPersistentRNNPlan plan)` Deprecated.
`static int`	`cudnnCreatePoolingDescriptor(cudnnPoolingDescriptor poolingDesc)` Create an instance of pooling descriptor
`static int`	`cudnnCreateReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc)`
`static int`	`cudnnCreateRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc)`
`static int`	`cudnnCreateRNNDescriptor(cudnnRNNDescriptor rnnDesc)`
`static int`	`cudnnCreateSeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc)`
`static int`	`cudnnCreateSpatialTransformerDescriptor(cudnnSpatialTransformerDescriptor stDesc)` Place hold for future work
`static int`	`cudnnCreateTensorDescriptor(cudnnTensorDescriptor tensorDesc)` Create an instance of a generic Tensor descriptor
`static int`	`cudnnCreateTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc)` Create an empty tensor transform descriptor
`static int`	`cudnnCTCLoss_v8(cudnnHandle handle, int algo, cudnnCTCLossDescriptor ctcLossDesc, cudnnTensorDescriptor probsDesc, Pointer probs, Pointer labels, Pointer labelLengths, Pointer inputLengths, Pointer costs, cudnnTensorDescriptor gradientsDesc, Pointer gradients, long workSpaceSizeInBytes, Pointer workspace)` return the ctc costs and gradients, given the probabilities and labels
`static int`	`cudnnCTCLoss(cudnnHandle handle, cudnnTensorDescriptor probsDesc, Pointer probs, int[] hostLabels, int[] hostLabelLengths, int[] hostInputLengths, Pointer costs, cudnnTensorDescriptor gradientsDesc, Pointer gradients, int algo, cudnnCTCLossDescriptor ctcLossDesc, Pointer workspace, long workSpaceSizeInBytes)` return the ctc costs and gradients, given the probabilities and labels
`static int`	`cudnnDeriveBNTensorDescriptor(cudnnTensorDescriptor derivedBnDesc, cudnnTensorDescriptor xDesc, int mode)` Derives a tensor descriptor from layer data descriptor for BatchNormalization scale, invVariance, bnBias, bnScale tensors.
`static int`	`cudnnDeriveNormTensorDescriptor(cudnnTensorDescriptor derivedNormScaleBiasDesc, cudnnTensorDescriptor derivedNormMeanVarDesc, cudnnTensorDescriptor xDesc, int mode, int groupCnt)` Derives a tensor descriptor from layer data descriptor for Normalization scale, invVariance, bnBias, bnScale tensors.
`static int`	`cudnnDestroy(cudnnHandle handle)`
`static int`	`cudnnDestroyActivationDescriptor(cudnnActivationDescriptor activationDesc)`
`static int`	`cudnnDestroyAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc)` Deprecated.
`static int`	`cudnnDestroyAlgorithmPerformance(cudnnAlgorithmPerformance[] algoPerf, int numberToDestroy)` Deprecated.
`static int`	`cudnnDestroyAttnDescriptor(cudnnAttnDescriptor attnDesc)`
`static int`	`cudnnDestroyConvolutionDescriptor(cudnnConvolutionDescriptor convDesc)` Destroy an instance of convolution descriptor
`static int`	`cudnnDestroyCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc)`
`static int`	`cudnnDestroyDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc)`
`static int`	`cudnnDestroyFilterDescriptor(cudnnFilterDescriptor filterDesc)`
`static int`	`cudnnDestroyFusedOpsConstParamPack(cudnnFusedOpsConstParamPack constPack)`
`static int`	`cudnnDestroyFusedOpsPlan(cudnnFusedOpsPlan plan)`
`static int`	`cudnnDestroyFusedOpsVariantParamPack(cudnnFusedOpsVariantParamPack varPack)`
`static int`	`cudnnDestroyLRNDescriptor(cudnnLRNDescriptor lrnDesc)` Destroy an instance of LRN descriptor
`static int`	`cudnnDestroyOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc)`
`static int`	`cudnnDestroyPersistentRNNPlan(cudnnPersistentRNNPlan plan)` Deprecated.
`static int`	`cudnnDestroyPoolingDescriptor(cudnnPoolingDescriptor poolingDesc)` Destroy an instance of pooling descriptor
`static int`	`cudnnDestroyReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc)`
`static int`	`cudnnDestroyRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc)`
`static int`	`cudnnDestroyRNNDescriptor(cudnnRNNDescriptor rnnDesc)`
`static int`	`cudnnDestroySeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc)`
`static int`	`cudnnDestroySpatialTransformerDescriptor(cudnnSpatialTransformerDescriptor stDesc)`
`static int`	`cudnnDestroyTensorDescriptor(cudnnTensorDescriptor tensorDesc)` Destroy an instance of Tensor4d descriptor
`static int`	`cudnnDestroyTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc)` Destroys a previously created tensor transform descriptor.
`static int`	`cudnnDivisiveNormalizationBackward(cudnnHandle handle, cudnnLRNDescriptor normDesc, int mode, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer means, Pointer dy, Pointer temp, Pointer temp2, Pointer beta, cudnnTensorDescriptor dXdMeansDesc, Pointer dx, Pointer dMeans)`
`static int`	`cudnnDivisiveNormalizationForward(cudnnHandle handle, cudnnLRNDescriptor normDesc, int mode, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer means, Pointer temp, Pointer temp2, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)` LCN/divisive normalization functions: y = alpha * normalize(x) + beta * y
`static int`	`cudnnDropoutBackward(cudnnHandle handle, cudnnDropoutDescriptor dropoutDesc, cudnnTensorDescriptor dydesc, Pointer dy, cudnnTensorDescriptor dxdesc, Pointer dx, Pointer reserveSpace, long reserveSpaceSizeInBytes)`
`static int`	`cudnnDropoutForward(cudnnHandle handle, cudnnDropoutDescriptor dropoutDesc, cudnnTensorDescriptor xdesc, Pointer x, cudnnTensorDescriptor ydesc, Pointer y, Pointer reserveSpace, long reserveSpaceSizeInBytes)`
`static int`	`cudnnDropoutGetReserveSpaceSize(cudnnTensorDescriptor xdesc, long[] sizeInBytes)` helper function to determine size of the reserve space to be passed to dropout forward/backward calls
`static int`	`cudnnDropoutGetStatesSize(cudnnHandle handle, long[] sizeInBytes)` helper function to determine size of the states to be passed to cudnnSetDropoutDescriptor
`static int`	`cudnnFindConvolutionBackwardDataAlgorithm(cudnnHandle handle, cudnnFilterDescriptor wDesc, cudnnTensorDescriptor dyDesc, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor dxDesc, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionBwdDataAlgoPerf[] perfResults)`
`static int`	`cudnnFindConvolutionBackwardDataAlgorithmEx(cudnnHandle handle, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor dyDesc, Pointer dy, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor dxDesc, Pointer dx, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionBwdDataAlgoPerf[] perfResults, Pointer workSpace, long workSpaceSizeInBytes)`
`static int`	`cudnnFindConvolutionBackwardFilterAlgorithm(cudnnHandle handle, cudnnTensorDescriptor xDesc, cudnnTensorDescriptor dyDesc, cudnnConvolutionDescriptor convDesc, cudnnFilterDescriptor dwDesc, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionBwdFilterAlgoPerf[] perfResults)`
`static int`	`cudnnFindConvolutionBackwardFilterAlgorithmEx(cudnnHandle handle, cudnnTensorDescriptor xDesc, Pointer x, cudnnTensorDescriptor dyDesc, Pointer y, cudnnConvolutionDescriptor convDesc, cudnnFilterDescriptor dwDesc, Pointer dw, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionBwdFilterAlgoPerf[] perfResults, Pointer workSpace, long workSpaceSizeInBytes)`
`static int`	`cudnnFindConvolutionForwardAlgorithm(cudnnHandle handle, cudnnTensorDescriptor xDesc, cudnnFilterDescriptor wDesc, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor yDesc, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionFwdAlgoPerf[] perfResults)`
`static int`	`cudnnFindConvolutionForwardAlgorithmEx(cudnnHandle handle, cudnnTensorDescriptor xDesc, Pointer x, cudnnFilterDescriptor wDesc, Pointer w, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor yDesc, Pointer y, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionFwdAlgoPerf[] perfResults, Pointer workSpace, long workSpaceSizeInBytes)`
`static int`	cudnnFindRNNBackwardDataAlgorithmEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] yDesc, Pointer y, cudnnTensorDescriptor[] dyDesc, Pointer dy, cudnnTensorDescriptor dhyDesc, Pointer dhy, cudnnTensorDescriptor dcyDesc, Pointer dcy, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnTensorDescriptor[] dxDesc, Pointer dx, cudnnTensorDescriptor dhxDesc, Pointer dhx, cudnnTensorDescriptor dcxDesc, Pointer dcx, float findIntensity, int requestedAlgoCount, int[] returnedAlgoCount, cudnnAlgorithmPerformance[] perfResults, Pointer workspace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes) Deprecated.
`static int`	`cudnnFindRNNBackwardWeightsAlgorithmEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor[] yDesc, Pointer y, float findIntensity, int requestedAlgoCount, int[] returnedAlgoCount, cudnnAlgorithmPerformance[] perfResults, Pointer workspace, long workSpaceSizeInBytes, cudnnFilterDescriptor dwDesc, Pointer dw, Pointer reserveSpace, long reserveSpaceSizeInBytes)` Deprecated.
`static int`	cudnnFindRNNForwardInferenceAlgorithmEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor[] yDesc, Pointer y, cudnnTensorDescriptor hyDesc, Pointer hy, cudnnTensorDescriptor cyDesc, Pointer cy, float findIntensity, int requestedAlgoCount, int[] returnedAlgoCount, cudnnAlgorithmPerformance[] perfResults, Pointer workspace, long workSpaceSizeInBytes) Deprecated.
`static int`	cudnnFindRNNForwardTrainingAlgorithmEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor[] yDesc, Pointer y, cudnnTensorDescriptor hyDesc, Pointer hy, cudnnTensorDescriptor cyDesc, Pointer cy, float findIntensity, int requestedAlgoCount, int[] returnedAlgoCount, cudnnAlgorithmPerformance[] perfResults, Pointer workspace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes) Deprecated.
`static int`	`cudnnFusedOpsExecute(cudnnHandle handle, cudnnFusedOpsPlan plan, cudnnFusedOpsVariantParamPack varPack)`
`static int`	`cudnnGetActivationDescriptor(cudnnActivationDescriptor activationDesc, int[] mode, int[] reluNanOpt, double[] coef)` ceiling for clipped RELU, alpha for ELU
`static int`	`cudnnGetActivationDescriptorSwishBeta(cudnnActivationDescriptor activationDesc, double[] swish_beta)`
`static int`	`cudnnGetAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc, int[] algorithm)` Deprecated.
`static int`	`cudnnGetAlgorithmPerformance(cudnnAlgorithmPerformance algoPerf, cudnnAlgorithmDescriptor algoDesc, int[] status, float[] time, long[] memory)` Deprecated.
`static int`	`cudnnGetAlgorithmSpaceSize(cudnnHandle handle, cudnnAlgorithmDescriptor algoDesc, long[] algoSpaceSizeInBytes)` Deprecated.
`static int`	`cudnnGetAttnDescriptor(cudnnAttnDescriptor attnDesc, int[] attnMode, int[] nHeads, double[] smScaler, int[] dataType, int[] computePrec, int[] mathType, cudnnDropoutDescriptor attnDropoutDesc, cudnnDropoutDescriptor postDropoutDesc, int[] qSize, int[] kSize, int[] vSize, int[] qProjSize, int[] kProjSize, int[] vProjSize, int[] oProjSize, int[] qoMaxSeqLength, int[] kvMaxSeqLength, int[] maxBatchSize, int[] maxBeamSize)`
`static int`	`cudnnGetBatchNormalizationBackwardExWorkspaceSize(cudnnHandle handle, int mode, int bnOps, cudnnTensorDescriptor xDesc, cudnnTensorDescriptor yDesc, cudnnTensorDescriptor dyDesc, cudnnTensorDescriptor dzDesc, cudnnTensorDescriptor dxDesc, cudnnTensorDescriptor dBnScaleBiasDesc, cudnnActivationDescriptor activationDesc, long[] sizeInBytes)`
`static int`	`cudnnGetBatchNormalizationForwardTrainingExWorkspaceSize(cudnnHandle handle, int mode, int bnOps, cudnnTensorDescriptor xDesc, cudnnTensorDescriptor zDesc, cudnnTensorDescriptor yDesc, cudnnTensorDescriptor bnScaleBiasMeanVarDesc, cudnnActivationDescriptor activationDesc, long[] sizeInBytes)` output means differential, can be NULL
`static int`	`cudnnGetBatchNormalizationTrainingExReserveSpaceSize(cudnnHandle handle, int mode, int bnOps, cudnnActivationDescriptor activationDesc, cudnnTensorDescriptor xDesc, long[] sizeInBytes)`
`static int`	`cudnnGetCallback(int[] mask, Object udata, cudnnCallback[] fptr)`
`static int`	`cudnnGetConvolution2dDescriptor(cudnnConvolutionDescriptor convDesc, int[] pad_h, int[] pad_w, int[] u, int[] v, int[] dilation_h, int[] dilation_w, int[] mode, int[] computeType)`
`static int`	`cudnnGetConvolution2dForwardOutputDim(cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor inputTensorDesc, cudnnFilterDescriptor filterDesc, int[] n, int[] c, int[] h, int[] w)` convolution data type
`static int`	`cudnnGetConvolutionBackwardDataAlgorithm_v7(cudnnHandle handle, cudnnFilterDescriptor filterDesc, cudnnTensorDescriptor diffDesc, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor gradDesc, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionBwdDataAlgoPerf[] perfResults)`
`static int`	`cudnnGetConvolutionBackwardDataAlgorithmMaxCount(cudnnHandle handle, int[] count)`
`static int`	`cudnnGetConvolutionBackwardDataWorkspaceSize(cudnnHandle handle, cudnnFilterDescriptor wDesc, cudnnTensorDescriptor dyDesc, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor dxDesc, int algo, long[] sizeInBytes)` Helper function to return the minimum size of the workspace to be passed to the convolution given an algo
`static int`	`cudnnGetConvolutionBackwardFilterAlgorithm_v7(cudnnHandle handle, cudnnTensorDescriptor srcDesc, cudnnTensorDescriptor diffDesc, cudnnConvolutionDescriptor convDesc, cudnnFilterDescriptor gradDesc, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionBwdFilterAlgoPerf[] perfResults)`
`static int`	`cudnnGetConvolutionBackwardFilterAlgorithmMaxCount(cudnnHandle handle, int[] count)`
`static int`	`cudnnGetConvolutionBackwardFilterWorkspaceSize(cudnnHandle handle, cudnnTensorDescriptor xDesc, cudnnTensorDescriptor dyDesc, cudnnConvolutionDescriptor convDesc, cudnnFilterDescriptor gradDesc, int algo, long[] sizeInBytes)` Helper function to return the minimum size of the workspace to be passed to the convolution given an algo
`static int`	`cudnnGetConvolutionForwardAlgorithm_v7(cudnnHandle handle, cudnnTensorDescriptor srcDesc, cudnnFilterDescriptor filterDesc, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor destDesc, int requestedAlgoCount, int[] returnedAlgoCount, cudnnConvolutionFwdAlgoPerf[] perfResults)`
`static int`	`cudnnGetConvolutionForwardAlgorithmMaxCount(cudnnHandle handle, int[] count)` helper function to provide the convolution forward algo that fit best the requirement
`static int`	`cudnnGetConvolutionForwardWorkspaceSize(cudnnHandle handle, cudnnTensorDescriptor xDesc, cudnnFilterDescriptor wDesc, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor yDesc, int algo, long[] sizeInBytes)` Helper function to return the minimum size of the workspace to be passed to the convolution given an algo
`static int`	`cudnnGetConvolutionGroupCount(cudnnConvolutionDescriptor convDesc, int[] groupCount)`
`static int`	`cudnnGetConvolutionMathType(cudnnConvolutionDescriptor convDesc, int[] mathType)`
`static int`	`cudnnGetConvolutionNdDescriptor(cudnnConvolutionDescriptor convDesc, int arrayLengthRequested, int[] arrayLength, int[] padA, int[] strideA, int[] dilationA, int[] mode, int[] computeType)` Helper function to return the dimensions of the output tensor given a convolution descriptor
`static int`	`cudnnGetConvolutionNdForwardOutputDim(cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor inputTensorDesc, cudnnFilterDescriptor filterDesc, int nbDims, int[] tensorOuputDimA)` Helper function to return the dimensions of the output tensor given a convolution descriptor
`static int`	`cudnnGetConvolutionReorderType(cudnnConvolutionDescriptor convDesc, int[] reorderType)`
`static int`	`cudnnGetCTCLossDescriptor_v8(cudnnCTCLossDescriptor ctcLossDesc, int[] compType, int[] normMode, int[] gradMode, int[] maxLabelLength)`
`static int`	`cudnnGetCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc, int[] compType)`
`static int`	`cudnnGetCTCLossDescriptorEx(cudnnCTCLossDescriptor ctcLossDesc, int[] compType, int[] normMode, int[] gradMode)`
`static int`	`cudnnGetCTCLossWorkspaceSize_v8(cudnnHandle handle, int algo, cudnnCTCLossDescriptor ctcLossDesc, cudnnTensorDescriptor probsDesc, cudnnTensorDescriptor gradientsDesc, long[] sizeInBytes)` return the workspace size needed for ctc
`static int`	`cudnnGetCTCLossWorkspaceSize(cudnnHandle handle, cudnnTensorDescriptor probsDesc, cudnnTensorDescriptor gradientsDesc, int[] labels, int[] labelLengths, int[] inputLengths, int algo, cudnnCTCLossDescriptor ctcLossDesc, long[] sizeInBytes)` return the workspace size needed for ctc
`static long`	`cudnnGetCudartVersion()` Returns CUDA Runtime version statically linked against cudnn
`static int`	`cudnnGetDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc, cudnnHandle handle, float[] dropout, Pointer states, long[] seed)`
`static String`	`cudnnGetErrorString(int status)` human-readable error messages
`static int`	`cudnnGetFilter4dDescriptor(cudnnFilterDescriptor filterDesc, int[] dataType, int[] format, int[] k, int[] c, int[] h, int[] w)` width of each input filter
`static int`	`cudnnGetFilterNdDescriptor(cudnnFilterDescriptor filterDesc, int nbDimsRequested, int[] dataType, int[] format, int[] nbDims, int[] filterDimA)`
`static int`	`cudnnGetFilterSizeInBytes(cudnnFilterDescriptor filterDesc, long[] size)`
`static int`	cudnnGetFoldedConvBackwardDataDescriptors(cudnnHandle handle, cudnnFilterDescriptor filterDesc, cudnnTensorDescriptor diffDesc, cudnnConvolutionDescriptor convDesc, cudnnTensorDescriptor gradDesc, int transformFormat, cudnnFilterDescriptor foldedFilterDesc, cudnnTensorDescriptor paddedDiffDesc, cudnnConvolutionDescriptor foldedConvDesc, cudnnTensorDescriptor foldedGradDesc, cudnnTensorTransformDescriptor filterFoldTransDesc, cudnnTensorTransformDescriptor diffPadTransDesc, cudnnTensorTransformDescriptor gradFoldTransDesc, cudnnTensorTransformDescriptor gradUnfoldTransDesc) Helper function to calculate folding descriptors for dgrad
`static int`	`cudnnGetFusedOpsConstParamPackAttribute(cudnnFusedOpsConstParamPack constPack, int paramLabel, Pointer param, int[] isNULL)`
`static int`	`cudnnGetFusedOpsVariantParamPackAttribute(cudnnFusedOpsVariantParamPack varPack, int paramLabel, Pointer ptr)`
`static int`	`cudnnGetLRNDescriptor(cudnnLRNDescriptor normDesc, int[] lrnN, double[] lrnAlpha, double[] lrnBeta, double[] lrnK)` Retrieve the settings currently stored in an LRN layer descriptor Any of the provided pointers can be NULL (no corresponding value will be returned)
`static int`	`cudnnGetMultiHeadAttnBuffers(cudnnHandle handle, cudnnAttnDescriptor attnDesc, long[] weightSizeInBytes, long[] workSpaceSizeInBytes, long[] reserveSpaceSizeInBytes)`
`static int`	`cudnnGetMultiHeadAttnWeights(cudnnHandle handle, cudnnAttnDescriptor attnDesc, int wKind, long weightSizeInBytes, Pointer weights, cudnnTensorDescriptor wDesc, Pointer wAddr)`
`static int`	`cudnnGetNormalizationBackwardWorkspaceSize(cudnnHandle handle, int mode, int normOps, int algo, cudnnTensorDescriptor xDesc, cudnnTensorDescriptor yDesc, cudnnTensorDescriptor dyDesc, cudnnTensorDescriptor dzDesc, cudnnTensorDescriptor dxDesc, cudnnTensorDescriptor dNormScaleBiasDesc, cudnnActivationDescriptor activationDesc, cudnnTensorDescriptor normMeanVarDesc, long[] sizeInBytes, int groupCnt)` Place hold for future work, should be set to 1 now
`static int`	`cudnnGetNormalizationForwardTrainingWorkspaceSize(cudnnHandle handle, int mode, int normOps, int algo, cudnnTensorDescriptor xDesc, cudnnTensorDescriptor zDesc, cudnnTensorDescriptor yDesc, cudnnTensorDescriptor normScaleBiasDesc, cudnnActivationDescriptor activationDesc, cudnnTensorDescriptor normMeanVarDesc, long[] sizeInBytes, int groupCnt)`
`static int`	`cudnnGetNormalizationTrainingReserveSpaceSize(cudnnHandle handle, int mode, int normOps, int algo, cudnnActivationDescriptor activationDesc, cudnnTensorDescriptor xDesc, long[] sizeInBytes, int groupCnt)` Place hold for future work, should be set to 1 now
`static int`	`cudnnGetOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc, int[] opTensorOp, int[] opTensorCompType, int[] opTensorNanOpt)`
`static int`	`cudnnGetPooling2dDescriptor(cudnnPoolingDescriptor poolingDesc, int[] mode, int[] maxpoolingNanOpt, int[] windowHeight, int[] windowWidth, int[] verticalPadding, int[] horizontalPadding, int[] verticalStride, int[] horizontalStride)`
`static int`	`cudnnGetPooling2dForwardOutputDim(cudnnPoolingDescriptor poolingDesc, cudnnTensorDescriptor inputTensorDesc, int[] n, int[] c, int[] h, int[] w)`
`static int`	`cudnnGetPoolingNdDescriptor(cudnnPoolingDescriptor poolingDesc, int nbDimsRequested, int[] mode, int[] maxpoolingNanOpt, int[] nbDims, int[] windowDimA, int[] paddingA, int[] strideA)`
`static int`	`cudnnGetPoolingNdForwardOutputDim(cudnnPoolingDescriptor poolingDesc, cudnnTensorDescriptor inputTensorDesc, int nbDims, int[] outputTensorDimA)`
`static int`	`cudnnGetProperty(int type, int[] value)`
`static int`	`cudnnGetReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc, int[] reduceTensorOp, int[] reduceTensorCompType, int[] reduceTensorNanOpt, int[] reduceTensorIndices, int[] reduceTensorIndicesType)`
`static int`	`cudnnGetReductionIndicesSize(cudnnHandle handle, cudnnReduceTensorDescriptor reduceTensorDesc, cudnnTensorDescriptor aDesc, cudnnTensorDescriptor cDesc, long[] sizeInBytes)` Helper function to return the minimum size of the index space to be passed to the reduction given the input and output tensors
`static int`	`cudnnGetReductionWorkspaceSize(cudnnHandle handle, cudnnReduceTensorDescriptor reduceTensorDesc, cudnnTensorDescriptor aDesc, cudnnTensorDescriptor cDesc, long[] sizeInBytes)` Helper function to return the minimum size of the workspace to be passed to the reduction given the input and output tensors
`static int`	`cudnnGetRNNBackwardDataAlgorithmMaxCount(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int[] count)` Deprecated.
`static int`	`cudnnGetRNNBackwardWeightsAlgorithmMaxCount(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int[] count)` Deprecated.
`static int`	`cudnnGetRNNBiasMode(cudnnRNNDescriptor rnnDesc, int[] biasMode)` Deprecated.
`static int`	`cudnnGetRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc, int[] dataType, int[] layout, int[] maxSeqLength, int[] batchSize, int[] vectorSize, int arrayLengthRequested, int[] seqLengthArray, Pointer paddingFill)` symbol for filling padding position in output
`static int`	`cudnnGetRNNDescriptor_v6(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int[] hiddenSize, int[] numLayers, cudnnDropoutDescriptor dropoutDesc, int[] inputMode, int[] direction, int[] cellMode, int[] algo, int[] mathPrec)` Deprecated.
`static int`	`cudnnGetRNNDescriptor_v8(cudnnRNNDescriptor rnnDesc, int[] algo, int[] cellMode, int[] biasMode, int[] dirMode, int[] inputMode, int[] dataType, int[] mathPrec, int[] mathType, int[] inputSize, int[] hiddenSize, int[] projSize, int[] numLayers, cudnnDropoutDescriptor dropoutDesc, int[] auxFlags)`
`static int`	`cudnnGetRNNForwardInferenceAlgorithmMaxCount(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int[] count)` Deprecated.
`static int`	`cudnnGetRNNForwardTrainingAlgorithmMaxCount(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int[] count)` Deprecated.
`static int`	`cudnnGetRNNLinLayerBiasParams(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int pseudoLayer, cudnnTensorDescriptor xDesc, cudnnFilterDescriptor wDesc, Pointer w, int linLayerID, cudnnFilterDescriptor linLayerBiasDesc, Pointer linLayerBias)` Deprecated.
`static int`	`cudnnGetRNNLinLayerMatrixParams(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int pseudoLayer, cudnnTensorDescriptor xDesc, cudnnFilterDescriptor wDesc, Pointer w, int linLayerID, cudnnFilterDescriptor linLayerMatDesc, Pointer linLayerMat)` Deprecated.
`static int`	`cudnnGetRNNMatrixMathType(cudnnRNNDescriptor rnnDesc, int[] mType)` Deprecated.
`static int`	`cudnnGetRNNPaddingMode(cudnnRNNDescriptor rnnDesc, int[] paddingMode)` Deprecated.
`static int`	`cudnnGetRNNParamsSize(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, cudnnTensorDescriptor xDesc, long[] sizeInBytes, int dataType)` Deprecated.
`static int`	`cudnnGetRNNProjectionLayers(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int[] recProjSize, int[] outProjSize)` Deprecated.
`static int`	`cudnnGetRNNTempSpaceSizes(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int fMode, cudnnRNNDataDescriptor xDesc, long[] workSpaceSize, long[] reserveSpaceSize)`
`static int`	`cudnnGetRNNTrainingReserveSize(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, long[] sizeInBytes)` Deprecated.
`static int`	`cudnnGetRNNWeightParams(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int pseudoLayer, long weightSpaceSize, Pointer weightSpace, int linLayerID, cudnnTensorDescriptor mDesc, Pointer mAddr, cudnnTensorDescriptor bDesc, Pointer bAddr)`
`static int`	`cudnnGetRNNWeightSpaceSize(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, long[] weightSpaceSize)`
`static int`	`cudnnGetRNNWorkspaceSize(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, long[] sizeInBytes)` Deprecated.
`static int`	`cudnnGetSeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc, int[] dataType, int[] nbDims, int nbDimsRequested, int[] dimA, int[] axes, long[] seqLengthArraySize, long seqLengthSizeRequested, int[] seqLengthArray, Pointer paddingFill)`
`static int`	`cudnnGetStream(cudnnHandle handle, cudaStream_t streamId)`
`static int`	`cudnnGetTensor4dDescriptor(cudnnTensorDescriptor tensorDesc, int[] dataType, int[] n, int[] c, int[] h, int[] w, int[] nStride, int[] cStride, int[] hStride, int[] wStride)`
`static int`	`cudnnGetTensorNdDescriptor(cudnnTensorDescriptor tensorDesc, int nbDimsRequested, int[] dataType, int[] nbDims, int[] dimA, int[] strideA)`
`static int`	`cudnnGetTensorSizeInBytes(cudnnTensorDescriptor tensorDesc, long[] size)`
`static int`	`cudnnGetTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc, int nbDimsRequested, int[] destFormat, int[] padBeforeA, int[] padAfterA, int[] foldA, int[] direction)` Retrieves the values stored in a previously initialized tensor transform descriptor.
`static long`	`cudnnGetVersion()`
`static int`	`cudnnIm2Col(cudnnHandle handle, cudnnTensorDescriptor xDesc, Pointer x, cudnnFilterDescriptor wDesc, cudnnConvolutionDescriptor convDesc, Pointer colBuffer)`
`static int`	`cudnnInitTransformDest(cudnnTensorTransformDescriptor transformDesc, cudnnTensorDescriptor srcDesc, cudnnTensorDescriptor destDesc, long[] destSizeInBytes)` Create a destination descriptor for cudnnTransformTensor
`static int`	`cudnnLRNCrossChannelBackward(cudnnHandle handle, cudnnLRNDescriptor normDesc, int lrnMode, Pointer alpha, cudnnTensorDescriptor yDesc, Pointer y, cudnnTensorDescriptor dyDesc, Pointer dy, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor dxDesc, Pointer dx)` LRN cross-channel backward computation.
`static int`	`cudnnLRNCrossChannelForward(cudnnHandle handle, cudnnLRNDescriptor normDesc, int lrnMode, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)` LRN cross-channel forward computation.
`static int`	`cudnnMakeFusedOpsPlan(cudnnHandle handle, cudnnFusedOpsPlan plan, cudnnFusedOpsConstParamPack constPack, long[] workspaceSizeInBytes)`
`static int`	cudnnMultiHeadAttnBackwardData(cudnnHandle handle, cudnnAttnDescriptor attnDesc, int[] loWinIdx, int[] hiWinIdx, Pointer devSeqLengthsDQDO, Pointer devSeqLengthsDKDV, cudnnSeqDataDescriptor doDesc, Pointer dout, cudnnSeqDataDescriptor dqDesc, Pointer dqueries, Pointer queries, cudnnSeqDataDescriptor dkDesc, Pointer dkeys, Pointer keys, cudnnSeqDataDescriptor dvDesc, Pointer dvalues, Pointer values, long weightSizeInBytes, Pointer weights, long workSpaceSizeInBytes, Pointer workSpace, long reserveSpaceSizeInBytes, Pointer reserveSpace)
`static int`	`cudnnMultiHeadAttnBackwardWeights(cudnnHandle handle, cudnnAttnDescriptor attnDesc, int addGrad, cudnnSeqDataDescriptor qDesc, Pointer queries, cudnnSeqDataDescriptor kDesc, Pointer keys, cudnnSeqDataDescriptor vDesc, Pointer values, cudnnSeqDataDescriptor doDesc, Pointer dout, long weightSizeInBytes, Pointer weights, Pointer dweights, long workSpaceSizeInBytes, Pointer workSpace, long reserveSpaceSizeInBytes, Pointer reserveSpace)`
`static int`	cudnnMultiHeadAttnForward(cudnnHandle handle, cudnnAttnDescriptor attnDesc, int currIdx, int[] loWinIdx, int[] hiWinIdx, Pointer devSeqLengthsQO, Pointer devSeqLengthsKV, cudnnSeqDataDescriptor qDesc, Pointer queries, Pointer residuals, cudnnSeqDataDescriptor kDesc, Pointer keys, cudnnSeqDataDescriptor vDesc, Pointer values, cudnnSeqDataDescriptor oDesc, Pointer out, long weightSizeInBytes, Pointer weights, long workSpaceSizeInBytes, Pointer workSpace, long reserveSpaceSizeInBytes, Pointer reserveSpace)
`static int`	cudnnNormalizationBackward(cudnnHandle handle, int mode, int normOps, int algo, Pointer alphaDataDiff, Pointer betaDataDiff, Pointer alphaParamDiff, Pointer betaParamDiff, cudnnTensorDescriptor xDesc, Pointer xData, cudnnTensorDescriptor yDesc, Pointer yData, cudnnTensorDescriptor dyDesc, Pointer dyData, cudnnTensorDescriptor dzDesc, Pointer dzData, cudnnTensorDescriptor dxDesc, Pointer dxData, cudnnTensorDescriptor dNormScaleBiasDesc, Pointer normScaleData, Pointer normBiasData, Pointer dNormScaleData, Pointer dNormBiasData, double epsilon, cudnnTensorDescriptor normMeanVarDesc, Pointer savedMean, Pointer savedInvVariance, cudnnActivationDescriptor activationDesc, Pointer workSpace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes, int groupCnt) Place hold for future work, should be set to 1 now
`static int`	`cudnnNormalizationForwardInference(cudnnHandle handle, int mode, int normOps, int algo, Pointer alpha, Pointer beta, cudnnTensorDescriptor xDesc, Pointer x, cudnnTensorDescriptor normScaleBiasDesc, Pointer normScale, Pointer normBias, cudnnTensorDescriptor normMeanVarDesc, Pointer estimatedMean, Pointer estimatedVariance, cudnnTensorDescriptor zDesc, Pointer z, cudnnActivationDescriptor activationDesc, cudnnTensorDescriptor yDesc, Pointer y, double epsilon, int groupCnt)` Performs Normalization during Inference: y[i] = normScale[k]*(x[i]-estimatedMean[k])/sqrt(epsilon+estimatedVariance[k]) + normBias[k] with normScale, normBias, runningMean, runningInvVariance tensors indexed according to per-channel or per-activation mode.
`static int`	cudnnNormalizationForwardTraining(cudnnHandle handle, int mode, int normOps, int algo, Pointer alpha, Pointer beta, cudnnTensorDescriptor xDesc, Pointer xData, cudnnTensorDescriptor normScaleBiasDesc, Pointer normScale, Pointer normBias, double exponentialAverageFactor, cudnnTensorDescriptor normMeanVarDesc, Pointer resultRunningMean, Pointer resultRunningVariance, double epsilon, Pointer resultSaveMean, Pointer resultSaveInvVariance, cudnnActivationDescriptor activationDesc, cudnnTensorDescriptor zDesc, Pointer zData, cudnnTensorDescriptor yDesc, Pointer yData, Pointer workspace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes, int groupCnt) Computes y = relu(Norm(x) + z).
`static int`	`cudnnOpsInferVersionCheck()` Cross-library version checker..
`static int`	`cudnnOpsTrainVersionCheck()` Cross-library version checker..
`static int`	`cudnnOpTensor(cudnnHandle handle, cudnnOpTensorDescriptor opTensorDesc, Pointer alpha1, cudnnTensorDescriptor aDesc, Pointer A, Pointer alpha2, cudnnTensorDescriptor bDesc, Pointer B, Pointer beta, cudnnTensorDescriptor cDesc, Pointer C)` B tensor is ignored for CUDNN_OP_TENSOR_SQRT, CUDNN_OP_TENSOR_NOT.
`static int`	`cudnnPoolingBackward(cudnnHandle handle, cudnnPoolingDescriptor poolingDesc, Pointer alpha, cudnnTensorDescriptor yDesc, Pointer y, cudnnTensorDescriptor dyDesc, Pointer dy, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor dxDesc, Pointer dx)` Function to perform backward pooling
`static int`	`cudnnPoolingForward(cudnnHandle handle, cudnnPoolingDescriptor poolingDesc, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)` Function to perform forward pooling
`static int`	`cudnnQueryRuntimeError(cudnnHandle handle, int[] rstatus, int mode, cudnnRuntimeTag tag)`
`static int`	`cudnnReduceTensor(cudnnHandle handle, cudnnReduceTensorDescriptor reduceTensorDesc, Pointer indices, long indicesSizeInBytes, Pointer workspace, long workspaceSizeInBytes, Pointer alpha, cudnnTensorDescriptor aDesc, Pointer A, Pointer beta, cudnnTensorDescriptor cDesc, Pointer C)` The indices space is ignored for reduce ops other than min or max.
`static int`	`cudnnReorderFilterAndBias(cudnnHandle handle, cudnnFilterDescriptor filterDesc, int reorderType, Pointer filterData, Pointer reorderedFilterData, int reorderBias, Pointer biasData, Pointer reorderedBiasData)`
`static int`	`cudnnRestoreAlgorithm(cudnnHandle handle, Pointer algoSpace, long algoSpaceSizeInBytes, cudnnAlgorithmDescriptor algoDesc)` Deprecated.
`static int`	`cudnnRestoreDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc, cudnnHandle handle, float dropout, Pointer states, long stateSizeInBytes, long seed)` Restores the dropout descriptor to a previously saved-off state
`static int`	`cudnnRNNBackwardData_v8(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, Pointer devSeqLengths, cudnnRNNDataDescriptor yDesc, Pointer y, Pointer dy, cudnnRNNDataDescriptor xDesc, Pointer dx, cudnnTensorDescriptor hDesc, Pointer hx, Pointer dhy, Pointer dhx, cudnnTensorDescriptor cDesc, Pointer cx, Pointer dcy, Pointer dcx, long weightSpaceSize, Pointer weightSpace, long workSpaceSize, Pointer workSpace, long reserveSpaceSize, Pointer reserveSpace)`
`static int`	cudnnRNNBackwardData(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] yDesc, Pointer y, cudnnTensorDescriptor[] dyDesc, Pointer dy, cudnnTensorDescriptor dhyDesc, Pointer dhy, cudnnTensorDescriptor dcyDesc, Pointer dcy, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnTensorDescriptor[] dxDesc, Pointer dx, cudnnTensorDescriptor dhxDesc, Pointer dhx, cudnnTensorDescriptor dcxDesc, Pointer dcx, Pointer workSpace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes) Deprecated.
`static int`	cudnnRNNBackwardDataEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, cudnnRNNDataDescriptor yDesc, Pointer y, cudnnRNNDataDescriptor dyDesc, Pointer dy, cudnnRNNDataDescriptor dcDesc, Pointer dcAttn, cudnnTensorDescriptor dhyDesc, Pointer dhy, cudnnTensorDescriptor dcyDesc, Pointer dcy, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnRNNDataDescriptor dxDesc, Pointer dx, cudnnTensorDescriptor dhxDesc, Pointer dhx, cudnnTensorDescriptor dcxDesc, Pointer dcx, cudnnRNNDataDescriptor dkDesc, Pointer dkeys, Pointer workSpace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes) Deprecated.
`static int`	`cudnnRNNBackwardWeights_v8(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int addGrad, Pointer devSeqLengths, cudnnRNNDataDescriptor xDesc, Pointer x, cudnnTensorDescriptor hDesc, Pointer hx, cudnnRNNDataDescriptor yDesc, Pointer y, long weightSpaceSize, Pointer dweightSpace, long workSpaceSize, Pointer workSpace, long reserveSpaceSize, Pointer reserveSpace)`
`static int`	`cudnnRNNBackwardWeights(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor[] yDesc, Pointer y, Pointer workSpace, long workSpaceSizeInBytes, cudnnFilterDescriptor dwDesc, Pointer dw, Pointer reserveSpace, long reserveSpaceSizeInBytes)` Deprecated.
`static int`	`cudnnRNNBackwardWeightsEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, cudnnRNNDataDescriptor xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnRNNDataDescriptor yDesc, Pointer y, Pointer workSpace, long workSpaceSizeInBytes, cudnnFilterDescriptor dwDesc, Pointer dw, Pointer reserveSpace, long reserveSpaceSizeInBytes)` Deprecated.
`static int`	`cudnnRNNForward(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int fwdMode, Pointer devSeqLengths, cudnnRNNDataDescriptor xDesc, Pointer x, cudnnRNNDataDescriptor yDesc, Pointer y, cudnnTensorDescriptor hDesc, Pointer hx, Pointer hy, cudnnTensorDescriptor cDesc, Pointer cx, Pointer cy, long weightSpaceSize, Pointer weightSpace, long workSpaceSize, Pointer workSpace, long reserveSpaceSize, Pointer reserveSpace)`
`static int`	`cudnnRNNForwardInference(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor[] yDesc, Pointer y, cudnnTensorDescriptor hyDesc, Pointer hy, cudnnTensorDescriptor cyDesc, Pointer cy, Pointer workSpace, long workSpaceSizeInBytes)` Deprecated.
`static int`	cudnnRNNForwardInferenceEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, cudnnRNNDataDescriptor xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnFilterDescriptor wDesc, Pointer w, cudnnRNNDataDescriptor yDesc, Pointer y, cudnnTensorDescriptor hyDesc, Pointer hy, cudnnTensorDescriptor cyDesc, Pointer cy, cudnnRNNDataDescriptor kDesc, Pointer keys, cudnnRNNDataDescriptor cDesc, Pointer cAttn, cudnnRNNDataDescriptor iDesc, Pointer iAttn, cudnnRNNDataDescriptor qDesc, Pointer queries, Pointer workSpace, long workSpaceSizeInBytes) Deprecated.
`static int`	`cudnnRNNForwardTraining(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int seqLength, cudnnTensorDescriptor[] xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnFilterDescriptor wDesc, Pointer w, cudnnTensorDescriptor[] yDesc, Pointer y, cudnnTensorDescriptor hyDesc, Pointer hy, cudnnTensorDescriptor cyDesc, Pointer cy, Pointer workSpace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes)` Deprecated.
`static int`	cudnnRNNForwardTrainingEx(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, cudnnRNNDataDescriptor xDesc, Pointer x, cudnnTensorDescriptor hxDesc, Pointer hx, cudnnTensorDescriptor cxDesc, Pointer cx, cudnnFilterDescriptor wDesc, Pointer w, cudnnRNNDataDescriptor yDesc, Pointer y, cudnnTensorDescriptor hyDesc, Pointer hy, cudnnTensorDescriptor cyDesc, Pointer cy, cudnnRNNDataDescriptor kDesc, Pointer keys, cudnnRNNDataDescriptor cDesc, Pointer cAttn, cudnnRNNDataDescriptor iDesc, Pointer iAttn, cudnnRNNDataDescriptor qDesc, Pointer queries, Pointer workSpace, long workSpaceSizeInBytes, Pointer reserveSpace, long reserveSpaceSizeInBytes) Deprecated.
`static int`	`cudnnRNNGetClip_v8(cudnnRNNDescriptor rnnDesc, int[] clipMode, int[] clipNanOpt, double[] lclip, double[] rclip)`
`static int`	`cudnnRNNGetClip(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int[] clipMode, int[] clipNanOpt, double[] lclip, double[] rclip)` Deprecated.
`static int`	`cudnnRNNSetClip_v8(cudnnRNNDescriptor rnnDesc, int clipMode, int clipNanOpt, double lclip, double rclip)`
`static int`	`cudnnRNNSetClip(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int clipMode, int clipNanOpt, double lclip, double rclip)` Deprecated.
`static int`	`cudnnSaveAlgorithm(cudnnHandle handle, cudnnAlgorithmDescriptor algoDesc, Pointer algoSpace, long algoSpaceSizeInBytes)` Deprecated.
`static int`	`cudnnScaleTensor(cudnnHandle handle, cudnnTensorDescriptor yDesc, Pointer y, Pointer alpha)` Scale all values of a tensor by a given factor : y[i] = alpha * y[i]
`static int`	`cudnnSetActivationDescriptor(cudnnActivationDescriptor activationDesc, int mode, int reluNanOpt, double coef)`
`static int`	`cudnnSetActivationDescriptorSwishBeta(cudnnActivationDescriptor activationDesc, double swish_beta)` ceiling for clipped RELU, alpha for ELU
`static int`	`cudnnSetAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc, int algorithm)` Deprecated.
`static int`	`cudnnSetAlgorithmPerformance(cudnnAlgorithmPerformance algoPerf, cudnnAlgorithmDescriptor algoDesc, int status, float time, long memory)` Deprecated.
`static int`	`cudnnSetAttnDescriptor(cudnnAttnDescriptor attnDesc, int attnMode, int nHeads, double smScaler, int dataType, int computePrec, int mathType, cudnnDropoutDescriptor attnDropoutDesc, cudnnDropoutDescriptor postDropoutDesc, int qSize, int kSize, int vSize, int qProjSize, int kProjSize, int vProjSize, int oProjSize, int qoMaxSeqLength, int kvMaxSeqLength, int maxBatchSize, int maxBeamSize)`
`static int`	`cudnnSetCallback(int mask, Object udata, cudnnCallback fptr)`
`static int`	`cudnnSetConvolution2dDescriptor(cudnnConvolutionDescriptor convDesc, int pad_h, int pad_w, int u, int v, int dilation_h, int dilation_w, int mode, int computeType)`
`static int`	`cudnnSetConvolutionGroupCount(cudnnConvolutionDescriptor convDesc, int groupCount)`
`static int`	`cudnnSetConvolutionMathType(cudnnConvolutionDescriptor convDesc, int mathType)`
`static int`	`cudnnSetConvolutionNdDescriptor(cudnnConvolutionDescriptor convDesc, int arrayLength, int[] padA, int[] filterStrideA, int[] dilationA, int mode, int computeType)`
`static int`	`cudnnSetConvolutionReorderType(cudnnConvolutionDescriptor convDesc, int reorderType)`
`static int`	`cudnnSetCTCLossDescriptor_v8(cudnnCTCLossDescriptor ctcLossDesc, int compType, int normMode, int gradMode, int maxLabelLength)`
`static int`	`cudnnSetCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc, int compType)`
`static int`	`cudnnSetCTCLossDescriptorEx(cudnnCTCLossDescriptor ctcLossDesc, int compType, int normMode, int gradMode)`
`static int`	`cudnnSetDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc, cudnnHandle handle, float dropout, Pointer states, long stateSizeInBytes, long seed)`
`static int`	`cudnnSetFilter4dDescriptor(cudnnFilterDescriptor filterDesc, int dataType, int format, int k, int c, int h, int w)`
`static int`	`cudnnSetFilterNdDescriptor(cudnnFilterDescriptor filterDesc, int dataType, int format, int nbDims, int[] filterDimA)` width of each input filter
`static int`	`cudnnSetFusedOpsConstParamPackAttribute(cudnnFusedOpsConstParamPack constPack, int paramLabel, Pointer param)`
`static int`	`cudnnSetFusedOpsVariantParamPackAttribute(cudnnFusedOpsVariantParamPack varPack, int paramLabel, Pointer ptr)`
`static int`	`cudnnSetLRNDescriptor(cudnnLRNDescriptor normDesc, int lrnN, double lrnAlpha, double lrnBeta, double lrnK)` Uses a window [center-lookBehind, center+lookAhead], where lookBehind = floor( (lrnN-1)/2 ), lookAhead = lrnN-lookBehind-1.
`static int`	`cudnnSetOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc, int opTensorOp, int opTensorCompType, int opTensorNanOpt)`
`static int`	`cudnnSetPersistentRNNPlan(cudnnRNNDescriptor rnnDesc, cudnnPersistentRNNPlan plan)` Deprecated.
`static int`	`cudnnSetPooling2dDescriptor(cudnnPoolingDescriptor poolingDesc, int mode, int maxpoolingNanOpt, int windowHeight, int windowWidth, int verticalPadding, int horizontalPadding, int verticalStride, int horizontalStride)`
`static int`	`cudnnSetPoolingNdDescriptor(cudnnPoolingDescriptor poolingDesc, int mode, int maxpoolingNanOpt, int nbDims, int[] windowDimA, int[] paddingA, int[] strideA)`
`static int`	`cudnnSetReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc, int reduceTensorOp, int reduceTensorCompType, int reduceTensorNanOpt, int reduceTensorIndices, int reduceTensorIndicesType)`
`static int`	`cudnnSetRNNAlgorithmDescriptor(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, cudnnAlgorithmDescriptor algoDesc)` Deprecated.
`static int`	`cudnnSetRNNBiasMode(cudnnRNNDescriptor rnnDesc, int biasMode)` Deprecated.
`static int`	`cudnnSetRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc, int dataType, int layout, int maxSeqLength, int batchSize, int vectorSize, int[] seqLengthArray, Pointer paddingFill)`
`static int`	`cudnnSetRNNDescriptor_v6(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int hiddenSize, int numLayers, cudnnDropoutDescriptor dropoutDesc, int inputMode, int direction, int cellMode, int algo, int mathPrec)` Deprecated.
`static int`	`cudnnSetRNNDescriptor_v8(cudnnRNNDescriptor rnnDesc, int algo, int cellMode, int biasMode, int dirMode, int inputMode, int dataType, int mathPrec, int mathType, int inputSize, int hiddenSize, int projSize, int numLayers, cudnnDropoutDescriptor dropoutDesc, int auxFlags)`
`static int`	`cudnnSetRNNMatrixMathType(cudnnRNNDescriptor rnnDesc, int mType)` Deprecated.
`static int`	`cudnnSetRNNPaddingMode(cudnnRNNDescriptor rnnDesc, int paddingMode)` Deprecated.
`static int`	`cudnnSetRNNProjectionLayers(cudnnHandle handle, cudnnRNNDescriptor rnnDesc, int recProjSize, int outProjSize)` Deprecated.
`static int`	`cudnnSetSeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc, int dataType, int nbDims, int[] dimA, int[] axes, long seqLengthArraySize, int[] seqLengthArray, Pointer paddingFill)`
`static int`	`cudnnSetSpatialTransformerNdDescriptor(cudnnSpatialTransformerDescriptor stDesc, int samplerType, int dataType, int nbDims, int[] dimA)`
`static int`	`cudnnSetStream(cudnnHandle handle, cudaStream_t streamId)`
`static int`	`cudnnSetTensor(cudnnHandle handle, cudnnTensorDescriptor yDesc, Pointer y, Pointer valuePtr)` Set all values of a tensor to a given value : y[i] = value[0]
`static int`	`cudnnSetTensor4dDescriptor(cudnnTensorDescriptor tensorDesc, int format, int dataType, int n, int c, int h, int w)`
`static int`	`cudnnSetTensor4dDescriptorEx(cudnnTensorDescriptor tensorDesc, int dataType, int n, int c, int h, int w, int nStride, int cStride, int hStride, int wStride)` width of input section
`static int`	`cudnnSetTensorNdDescriptor(cudnnTensorDescriptor tensorDesc, int dataType, int nbDims, int[] dimA, int[] strideA)`
`static int`	`cudnnSetTensorNdDescriptorEx(cudnnTensorDescriptor tensorDesc, int format, int dataType, int nbDims, int[] dimA)`
`static int`	`cudnnSetTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc, int nbDims, int destFormat, int[] padBeforeA, int[] padAfterA, int[] foldA, int direction)` Initialize a previously created tensor transform descriptor.
`static int`	`cudnnSoftmaxBackward(cudnnHandle handle, int algo, int mode, Pointer alpha, cudnnTensorDescriptor yDesc, Pointer y, cudnnTensorDescriptor dyDesc, Pointer dy, Pointer beta, cudnnTensorDescriptor dxDesc, Pointer dx)` Function to perform backward softmax
`static int`	`cudnnSoftmaxForward(cudnnHandle handle, int algo, int mode, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)` Function to perform forward softmax
`static int`	`cudnnSpatialTfGridGeneratorBackward(cudnnHandle handle, cudnnSpatialTransformerDescriptor stDesc, Pointer dgrid, Pointer dtheta)` Place hold for future work, should be set to 1 now
`static int`	`cudnnSpatialTfGridGeneratorForward(cudnnHandle handle, cudnnSpatialTransformerDescriptor stDesc, Pointer theta, Pointer grid)`
`static int`	`cudnnSpatialTfSamplerBackward(cudnnHandle handle, cudnnSpatialTransformerDescriptor stDesc, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor dxDesc, Pointer dx, Pointer alphaDgrid, cudnnTensorDescriptor dyDesc, Pointer dy, Pointer grid, Pointer betaDgrid, Pointer dgrid)`
`static int`	`cudnnSpatialTfSamplerForward(cudnnHandle handle, cudnnSpatialTransformerDescriptor stDesc, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer grid, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)`
`static int`	`cudnnTransformFilter(cudnnHandle handle, cudnnTensorTransformDescriptor transDesc, Pointer alpha, cudnnFilterDescriptor srcDesc, Pointer srcData, Pointer beta, cudnnFilterDescriptor destDesc, Pointer destData)`
`static int`	`cudnnTransformTensor(cudnnHandle handle, Pointer alpha, cudnnTensorDescriptor xDesc, Pointer x, Pointer beta, cudnnTensorDescriptor yDesc, Pointer y)` Tensor layout conversion helper (y = alpha * x + beta * y)
`static int`	`cudnnTransformTensorEx(cudnnHandle handle, cudnnTensorTransformDescriptor transDesc, Pointer alpha, cudnnTensorDescriptor srcDesc, Pointer srcData, Pointer beta, cudnnTensorDescriptor destDesc, Pointer destData)`
`static void`	`initialize()` Initializes the native library.
`static void`	`setExceptionsEnabled(boolean enabled)` Enables or disables exceptions.
`static void`	`setLogLevel(LogLevel logLevel)` Set the specified log level for the JCudnn library.

Methods inherited from class java.lang.Object
clone, equals, finalize, getClass, hashCode, notify, notifyAll, toString, wait, wait, wait

Field Detail
- CUDNN_MAJOR
```
public static final int CUDNN_MAJOR
```
  See Also:
  
  Constant Field Values
- CUDNN_MINOR
```
public static final int CUDNN_MINOR
```
  See Also:
  
  Constant Field Values
- CUDNN_PATCHLEVEL
```
public static final int CUDNN_PATCHLEVEL
```
  See Also:
  
  Constant Field Values
- CUDNN_VERSION
```
public static final int CUDNN_VERSION
```
  See Also:
  
  Constant Field Values
- CUDNN_DIM_MAX
```
public static final int CUDNN_DIM_MAX
```
  Maximum supported number of tensor dimensions
  
  See Also:
  
  Constant Field Values
- CUDNN_BN_MIN_EPSILON
```
public static final double CUDNN_BN_MIN_EPSILON
```
  Minimum epsilon allowed to be used in the Batch Normalization formula
  
  See Also:
  
  Constant Field Values
- CUDNN_SEV_ERROR_EN
```
public static final int CUDNN_SEV_ERROR_EN
```
  Message masks to be used with cudnnSetCallback()
  
  See Also:
  
  Constant Field Values
- CUDNN_SEV_WARNING_EN
```
public static final int CUDNN_SEV_WARNING_EN
```
  See Also:
  
  Constant Field Values
- CUDNN_SEV_INFO_EN
```
public static final int CUDNN_SEV_INFO_EN
```
  See Also:
  
  Constant Field Values
- CUDNN_ATTN_QUERYMAP_ALL_TO_ONE
```
public static final int CUDNN_ATTN_QUERYMAP_ALL_TO_ONE
```
  Multi-head attention modes set in attention descriptor: multiple Q-s map to a single (K,V) set when beam size > 1
  
  See Also:
  
  Constant Field Values
- CUDNN_ATTN_QUERYMAP_ONE_TO_ONE
```
public static final int CUDNN_ATTN_QUERYMAP_ONE_TO_ONE
```
  Multi-head attention modes set in attention descriptor: multiple Q-s map to multiple (K,V) sets when beam size > 1
  
  See Also:
  
  Constant Field Values
- CUDNN_ATTN_DISABLE_PROJ_BIASES
```
public static final int CUDNN_ATTN_DISABLE_PROJ_BIASES
```
  Multi-head attention modes set in attention descriptor: no biases in attention input and output projections
  
  See Also:
  
  Constant Field Values
- CUDNN_ATTN_ENABLE_PROJ_BIASES
```
public static final int CUDNN_ATTN_ENABLE_PROJ_BIASES
```
  Multi-head attention modes set in attention descriptor: use biases in attention input and output projections
  
  See Also:
  
  Constant Field Values
- CUDNN_ATTN_WKIND_COUNT
```
public static final int CUDNN_ATTN_WKIND_COUNT
```
  Number of attention weight/bias tensors
  
  See Also:
  
  Constant Field Values

Method Detail

initialize
```
public static void initialize()
```
Initializes the native library. Note that this method does not have to be called explicitly, since it will be called automatically when this class is loaded.

setExceptionsEnabled
```
public static void setExceptionsEnabled(boolean enabled)
```
Enables or disables exceptions. By default, the methods of this class only set the cudnnStatus from the native methods. If exceptions are enabled, a CudaException with a detailed error message will be thrown if a method is about to set a result code that is not cudnnStatus.CUDNN_STATUS_SUCCESS

Parameters:

enabled - Whether exceptions are enabled

setLogLevel
```
public static void setLogLevel(LogLevel logLevel)
```
Set the specified log level for the JCudnn library.

Currently supported log levels:
LOG_QUIET: Never print anything
LOG_ERROR: Print error messages
LOG_TRACE: Print a trace of all native function calls

Parameters:

logLevel - The log level to use.

cudnnGetVersion
```
public static long cudnnGetVersion()
```

cudnnGetCudartVersion
```
public static long cudnnGetCudartVersion()
```
Returns CUDA Runtime version statically linked against cudnn

cudnnGetErrorString

public static String cudnnGetErrorString(int status)

human-readable error messages

cudnnQueryRuntimeError

public static int cudnnQueryRuntimeError(cudnnHandle handle,
                                         int[] rstatus,
                                         int mode,
                                         cudnnRuntimeTag tag)

cudnnGetProperty

public static int cudnnGetProperty(int type,
                                   int[] value)

cudnnCreate

public static int cudnnCreate(cudnnHandle handle)

cudnnDestroy

public static int cudnnDestroy(cudnnHandle handle)

cudnnSetStream

public static int cudnnSetStream(cudnnHandle handle,
                                 cudaStream_t streamId)

cudnnGetStream

public static int cudnnGetStream(cudnnHandle handle,
                                 cudaStream_t streamId)

cudnnCreateTensorDescriptor

public static int cudnnCreateTensorDescriptor(cudnnTensorDescriptor tensorDesc)

Create an instance of a generic Tensor descriptor

cudnnSetTensor4dDescriptor

public static int cudnnSetTensor4dDescriptor(cudnnTensorDescriptor tensorDesc,
                                             int format,
                                             int dataType,
                                             int n,
                                             int c,
                                             int h,
                                             int w)

cudnnSetTensor4dDescriptorEx

public static int cudnnSetTensor4dDescriptorEx(cudnnTensorDescriptor tensorDesc,
                                               int dataType,
                                               int n,
                                               int c,
                                               int h,
                                               int w,
                                               int nStride,
                                               int cStride,
                                               int hStride,
                                               int wStride)

width of input section

cudnnGetTensor4dDescriptor

public static int cudnnGetTensor4dDescriptor(cudnnTensorDescriptor tensorDesc,
                                             int[] dataType,
                                             int[] n,
                                             int[] c,
                                             int[] h,
                                             int[] w,
                                             int[] nStride,
                                             int[] cStride,
                                             int[] hStride,
                                             int[] wStride)

cudnnSetTensorNdDescriptor

public static int cudnnSetTensorNdDescriptor(cudnnTensorDescriptor tensorDesc,
                                             int dataType,
                                             int nbDims,
                                             int[] dimA,
                                             int[] strideA)

cudnnSetTensorNdDescriptorEx

public static int cudnnSetTensorNdDescriptorEx(cudnnTensorDescriptor tensorDesc,
                                               int format,
                                               int dataType,
                                               int nbDims,
                                               int[] dimA)

cudnnGetTensorNdDescriptor

public static int cudnnGetTensorNdDescriptor(cudnnTensorDescriptor tensorDesc,
                                             int nbDimsRequested,
                                             int[] dataType,
                                             int[] nbDims,
                                             int[] dimA,
                                             int[] strideA)

cudnnGetTensorSizeInBytes

public static int cudnnGetTensorSizeInBytes(cudnnTensorDescriptor tensorDesc,
                                            long[] size)

cudnnDestroyTensorDescriptor

public static int cudnnDestroyTensorDescriptor(cudnnTensorDescriptor tensorDesc)

Destroy an instance of Tensor4d descriptor

cudnnInitTransformDest

public static int cudnnInitTransformDest(cudnnTensorTransformDescriptor transformDesc,
                                         cudnnTensorDescriptor srcDesc,
                                         cudnnTensorDescriptor destDesc,
                                         long[] destSizeInBytes)

Create a destination descriptor for cudnnTransformTensor

cudnnCreateTensorTransformDescriptor

public static int cudnnCreateTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc)

Create an empty tensor transform descriptor

cudnnSetTensorTransformDescriptor

public static int cudnnSetTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc,
                                                    int nbDims,
                                                    int destFormat,
                                                    int[] padBeforeA,
                                                    int[] padAfterA,
                                                    int[] foldA,
                                                    int direction)

Initialize a previously created tensor transform descriptor.

cudnnGetTensorTransformDescriptor

public static int cudnnGetTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc,
                                                    int nbDimsRequested,
                                                    int[] destFormat,
                                                    int[] padBeforeA,
                                                    int[] padAfterA,
                                                    int[] foldA,
                                                    int[] direction)

 Retrieves the values stored in a previously initialized tensor transform
 descriptor.

cudnnDestroyTensorTransformDescriptor

public static int cudnnDestroyTensorTransformDescriptor(cudnnTensorTransformDescriptor transformDesc)

Destroys a previously created tensor transform descriptor.

cudnnTransformTensor

public static int cudnnTransformTensor(cudnnHandle handle,
                                       Pointer alpha,
                                       cudnnTensorDescriptor xDesc,
                                       Pointer x,
                                       Pointer beta,
                                       cudnnTensorDescriptor yDesc,
                                       Pointer y)

Tensor layout conversion helper (y = alpha * x + beta * y)

cudnnTransformTensorEx

public static int cudnnTransformTensorEx(cudnnHandle handle,
                                         cudnnTensorTransformDescriptor transDesc,
                                         Pointer alpha,
                                         cudnnTensorDescriptor srcDesc,
                                         Pointer srcData,
                                         Pointer beta,
                                         cudnnTensorDescriptor destDesc,
                                         Pointer destData)

cudnnAddTensor

public static int cudnnAddTensor(cudnnHandle handle,
                                 Pointer alpha,
                                 cudnnTensorDescriptor aDesc,
                                 Pointer A,
                                 Pointer beta,
                                 cudnnTensorDescriptor cDesc,
                                 Pointer C)

Tensor Bias addition : C = alpha * A + beta * C

cudnnCreateOpTensorDescriptor

public static int cudnnCreateOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc)

cudnnSetOpTensorDescriptor

public static int cudnnSetOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc,
                                             int opTensorOp,
                                             int opTensorCompType,
                                             int opTensorNanOpt)

cudnnGetOpTensorDescriptor

public static int cudnnGetOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc,
                                             int[] opTensorOp,
                                             int[] opTensorCompType,
                                             int[] opTensorNanOpt)

cudnnDestroyOpTensorDescriptor

public static int cudnnDestroyOpTensorDescriptor(cudnnOpTensorDescriptor opTensorDesc)

cudnnOpTensor

public static int cudnnOpTensor(cudnnHandle handle,
                                cudnnOpTensorDescriptor opTensorDesc,
                                Pointer alpha1,
                                cudnnTensorDescriptor aDesc,
                                Pointer A,
                                Pointer alpha2,
                                cudnnTensorDescriptor bDesc,
                                Pointer B,
                                Pointer beta,
                                cudnnTensorDescriptor cDesc,
                                Pointer C)

B tensor is ignored for CUDNN_OP_TENSOR_SQRT, CUDNN_OP_TENSOR_NOT.

cudnnCreateReduceTensorDescriptor

public static int cudnnCreateReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc)

cudnnSetReduceTensorDescriptor

public static int cudnnSetReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc,
                                                 int reduceTensorOp,
                                                 int reduceTensorCompType,
                                                 int reduceTensorNanOpt,
                                                 int reduceTensorIndices,
                                                 int reduceTensorIndicesType)

cudnnGetReduceTensorDescriptor

public static int cudnnGetReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc,
                                                 int[] reduceTensorOp,
                                                 int[] reduceTensorCompType,
                                                 int[] reduceTensorNanOpt,
                                                 int[] reduceTensorIndices,
                                                 int[] reduceTensorIndicesType)

cudnnDestroyReduceTensorDescriptor

public static int cudnnDestroyReduceTensorDescriptor(cudnnReduceTensorDescriptor reduceTensorDesc)

cudnnGetReductionIndicesSize

public static int cudnnGetReductionIndicesSize(cudnnHandle handle,
                                               cudnnReduceTensorDescriptor reduceTensorDesc,
                                               cudnnTensorDescriptor aDesc,
                                               cudnnTensorDescriptor cDesc,
                                               long[] sizeInBytes)

Helper function to return the minimum size of the index space to be passed to the reduction given the input and output tensors

cudnnGetReductionWorkspaceSize

public static int cudnnGetReductionWorkspaceSize(cudnnHandle handle,
                                                 cudnnReduceTensorDescriptor reduceTensorDesc,
                                                 cudnnTensorDescriptor aDesc,
                                                 cudnnTensorDescriptor cDesc,
                                                 long[] sizeInBytes)

Helper function to return the minimum size of the workspace to be passed to the reduction given the input and output tensors

cudnnReduceTensor

public static int cudnnReduceTensor(cudnnHandle handle,
                                    cudnnReduceTensorDescriptor reduceTensorDesc,
                                    Pointer indices,
                                    long indicesSizeInBytes,
                                    Pointer workspace,
                                    long workspaceSizeInBytes,
                                    Pointer alpha,
                                    cudnnTensorDescriptor aDesc,
                                    Pointer A,
                                    Pointer beta,
                                    cudnnTensorDescriptor cDesc,
                                    Pointer C)

The indices space is ignored for reduce ops other than min or max.

cudnnSetTensor

public static int cudnnSetTensor(cudnnHandle handle,
                                 cudnnTensorDescriptor yDesc,
                                 Pointer y,
                                 Pointer valuePtr)

Set all values of a tensor to a given value : y[i] = value[0]

cudnnScaleTensor

public static int cudnnScaleTensor(cudnnHandle handle,
                                   cudnnTensorDescriptor yDesc,
                                   Pointer y,
                                   Pointer alpha)

Scale all values of a tensor by a given factor : y[i] = alpha * y[i]

cudnnCreateFilterDescriptor

public static int cudnnCreateFilterDescriptor(cudnnFilterDescriptor filterDesc)

Create an instance of FilterStruct

cudnnSetFilter4dDescriptor

public static int cudnnSetFilter4dDescriptor(cudnnFilterDescriptor filterDesc,
                                             int dataType,
                                             int format,
                                             int k,
                                             int c,
                                             int h,
                                             int w)

cudnnGetFilter4dDescriptor

public static int cudnnGetFilter4dDescriptor(cudnnFilterDescriptor filterDesc,
                                             int[] dataType,
                                             int[] format,
                                             int[] k,
                                             int[] c,
                                             int[] h,
                                             int[] w)

width of each input filter

cudnnSetFilterNdDescriptor

public static int cudnnSetFilterNdDescriptor(cudnnFilterDescriptor filterDesc,
                                             int dataType,
                                             int format,
                                             int nbDims,
                                             int[] filterDimA)

width of each input filter

cudnnGetFilterNdDescriptor

public static int cudnnGetFilterNdDescriptor(cudnnFilterDescriptor filterDesc,
                                             int nbDimsRequested,
                                             int[] dataType,
                                             int[] format,
                                             int[] nbDims,
                                             int[] filterDimA)

cudnnGetFilterSizeInBytes

public static int cudnnGetFilterSizeInBytes(cudnnFilterDescriptor filterDesc,
                                            long[] size)

cudnnTransformFilter

public static int cudnnTransformFilter(cudnnHandle handle,
                                       cudnnTensorTransformDescriptor transDesc,
                                       Pointer alpha,
                                       cudnnFilterDescriptor srcDesc,
                                       Pointer srcData,
                                       Pointer beta,
                                       cudnnFilterDescriptor destDesc,
                                       Pointer destData)

cudnnDestroyFilterDescriptor

public static int cudnnDestroyFilterDescriptor(cudnnFilterDescriptor filterDesc)

cudnnSoftmaxForward

public static int cudnnSoftmaxForward(cudnnHandle handle,
                                      int algo,
                                      int mode,
                                      Pointer alpha,
                                      cudnnTensorDescriptor xDesc,
                                      Pointer x,
                                      Pointer beta,
                                      cudnnTensorDescriptor yDesc,
                                      Pointer y)

Function to perform forward softmax

cudnnCreatePoolingDescriptor

public static int cudnnCreatePoolingDescriptor(cudnnPoolingDescriptor poolingDesc)

Create an instance of pooling descriptor

cudnnSetPooling2dDescriptor

public static int cudnnSetPooling2dDescriptor(cudnnPoolingDescriptor poolingDesc,
                                              int mode,
                                              int maxpoolingNanOpt,
                                              int windowHeight,
                                              int windowWidth,
                                              int verticalPadding,
                                              int horizontalPadding,
                                              int verticalStride,
                                              int horizontalStride)

cudnnGetPooling2dDescriptor

public static int cudnnGetPooling2dDescriptor(cudnnPoolingDescriptor poolingDesc,
                                              int[] mode,
                                              int[] maxpoolingNanOpt,
                                              int[] windowHeight,
                                              int[] windowWidth,
                                              int[] verticalPadding,
                                              int[] horizontalPadding,
                                              int[] verticalStride,
                                              int[] horizontalStride)

cudnnSetPoolingNdDescriptor

public static int cudnnSetPoolingNdDescriptor(cudnnPoolingDescriptor poolingDesc,
                                              int mode,
                                              int maxpoolingNanOpt,
                                              int nbDims,
                                              int[] windowDimA,
                                              int[] paddingA,
                                              int[] strideA)

cudnnGetPoolingNdDescriptor

public static int cudnnGetPoolingNdDescriptor(cudnnPoolingDescriptor poolingDesc,
                                              int nbDimsRequested,
                                              int[] mode,
                                              int[] maxpoolingNanOpt,
                                              int[] nbDims,
                                              int[] windowDimA,
                                              int[] paddingA,
                                              int[] strideA)

cudnnGetPoolingNdForwardOutputDim

public static int cudnnGetPoolingNdForwardOutputDim(cudnnPoolingDescriptor poolingDesc,
                                                    cudnnTensorDescriptor inputTensorDesc,
                                                    int nbDims,
                                                    int[] outputTensorDimA)

cudnnGetPooling2dForwardOutputDim

public static int cudnnGetPooling2dForwardOutputDim(cudnnPoolingDescriptor poolingDesc,
                                                    cudnnTensorDescriptor inputTensorDesc,
                                                    int[] n,
                                                    int[] c,
                                                    int[] h,
                                                    int[] w)

cudnnDestroyPoolingDescriptor

public static int cudnnDestroyPoolingDescriptor(cudnnPoolingDescriptor poolingDesc)

Destroy an instance of pooling descriptor

cudnnPoolingForward

public static int cudnnPoolingForward(cudnnHandle handle,
                                      cudnnPoolingDescriptor poolingDesc,
                                      Pointer alpha,
                                      cudnnTensorDescriptor xDesc,
                                      Pointer x,
                                      Pointer beta,
                                      cudnnTensorDescriptor yDesc,
                                      Pointer y)

Function to perform forward pooling

cudnnCreateActivationDescriptor
```
public static int cudnnCreateActivationDescriptor(cudnnActivationDescriptor activationDesc)
```
Activation functions: All of the form "output = alpha * Op(inputs) + beta * output"

cudnnSetActivationDescriptor

public static int cudnnSetActivationDescriptor(cudnnActivationDescriptor activationDesc,
                                               int mode,
                                               int reluNanOpt,
                                               double coef)

cudnnGetActivationDescriptor

public static int cudnnGetActivationDescriptor(cudnnActivationDescriptor activationDesc,
                                               int[] mode,
                                               int[] reluNanOpt,
                                               double[] coef)

ceiling for clipped RELU, alpha for ELU

cudnnSetActivationDescriptorSwishBeta

public static int cudnnSetActivationDescriptorSwishBeta(cudnnActivationDescriptor activationDesc,
                                                        double swish_beta)

ceiling for clipped RELU, alpha for ELU

cudnnGetActivationDescriptorSwishBeta

public static int cudnnGetActivationDescriptorSwishBeta(cudnnActivationDescriptor activationDesc,
                                                        double[] swish_beta)

cudnnDestroyActivationDescriptor

public static int cudnnDestroyActivationDescriptor(cudnnActivationDescriptor activationDesc)

cudnnActivationForward

public static int cudnnActivationForward(cudnnHandle handle,
                                         cudnnActivationDescriptor activationDesc,
                                         Pointer alpha,
                                         cudnnTensorDescriptor xDesc,
                                         Pointer x,
                                         Pointer beta,
                                         cudnnTensorDescriptor yDesc,
                                         Pointer y)

Function to perform forward activation

cudnnCreateLRNDescriptor

public static int cudnnCreateLRNDescriptor(cudnnLRNDescriptor normDesc)

 Create an instance of LRN (Local Response Normalization) descriptor
 Uses lrnN=5, lrnAlpha=1e-4, lrnBeta=0.75, lrnK=2.0 as defaults from Krizhevsky'12 ImageNet paper

cudnnSetLRNDescriptor

public static int cudnnSetLRNDescriptor(cudnnLRNDescriptor normDesc,
                                        int lrnN,
                                        double lrnAlpha,
                                        double lrnBeta,
                                        double lrnK)

 Uses a window [center-lookBehind, center+lookAhead], where
 lookBehind = floor( (lrnN-1)/2 ), lookAhead = lrnN-lookBehind-1.
 Values of double parameters cast to tensor data type.

cudnnGetLRNDescriptor

public static int cudnnGetLRNDescriptor(cudnnLRNDescriptor normDesc,
                                        int[] lrnN,
                                        double[] lrnAlpha,
                                        double[] lrnBeta,
                                        double[] lrnK)

 Retrieve the settings currently stored in an LRN layer descriptor
 Any of the provided pointers can be NULL (no corresponding value will be returned)

cudnnDestroyLRNDescriptor

public static int cudnnDestroyLRNDescriptor(cudnnLRNDescriptor lrnDesc)

Destroy an instance of LRN descriptor

cudnnLRNCrossChannelForward

public static int cudnnLRNCrossChannelForward(cudnnHandle handle,
                                              cudnnLRNDescriptor normDesc,
                                              int lrnMode,
                                              Pointer alpha,
                                              cudnnTensorDescriptor xDesc,
                                              Pointer x,
                                              Pointer beta,
                                              cudnnTensorDescriptor yDesc,
                                              Pointer y)

LRN cross-channel forward computation. Double parameters cast to tensor data type

cudnnDivisiveNormalizationForward

public static int cudnnDivisiveNormalizationForward(cudnnHandle handle,
                                                    cudnnLRNDescriptor normDesc,
                                                    int mode,
                                                    Pointer alpha,
                                                    cudnnTensorDescriptor xDesc,
                                                    Pointer x,
                                                    Pointer means,
                                                    Pointer temp,
                                                    Pointer temp2,
                                                    Pointer beta,
                                                    cudnnTensorDescriptor yDesc,
                                                    Pointer y)

LCN/divisive normalization functions: y = alpha * normalize(x) + beta * y

cudnnDeriveBNTensorDescriptor

public static int cudnnDeriveBNTensorDescriptor(cudnnTensorDescriptor derivedBnDesc,
                                                cudnnTensorDescriptor xDesc,
                                                int mode)

 Derives a tensor descriptor from layer data descriptor for BatchNormalization
 scale, invVariance, bnBias, bnScale tensors. Use this tensor desc for
 bnScaleBiasMeanVarDesc and bnScaleBiasDiffDesc in Batch Normalization forward and backward functions.

cudnnBatchNormalizationForwardInference

public static int cudnnBatchNormalizationForwardInference(cudnnHandle handle,
                                                          int mode,
                                                          Pointer alpha,
                                                          Pointer beta,
                                                          cudnnTensorDescriptor xDesc,
                                                          Pointer x,
                                                          cudnnTensorDescriptor yDesc,
                                                          Pointer y,
                                                          cudnnTensorDescriptor bnScaleBiasMeanVarDesc,
                                                          Pointer bnScale,
                                                          Pointer bnBias,
                                                          Pointer estimatedMean,
                                                          Pointer estimatedVariance,
                                                          double epsilon)

 Performs Batch Normalization during Inference:
 y[i] = bnScale[k]*(x[i]-estimatedMean[k])/sqrt(epsilon+estimatedVariance[k]) + bnBias[k]
 with bnScale, bnBias, runningMean, runningInvVariance tensors indexed
 according to spatial or per-activation mode. Refer to cudnnBatchNormalizationForwardTraining
 above for notes on function arguments.

cudnnDeriveNormTensorDescriptor

public static int cudnnDeriveNormTensorDescriptor(cudnnTensorDescriptor derivedNormScaleBiasDesc,
                                                  cudnnTensorDescriptor derivedNormMeanVarDesc,
                                                  cudnnTensorDescriptor xDesc,
                                                  int mode,
                                                  int groupCnt)

 Derives a tensor descriptor from layer data descriptor for Normalization
 scale, invVariance, bnBias, bnScale tensors. Use this tensor desc for
 normScaleBiasMeanVarDesc and normScaleBiasDiffDesc in Normalization forward and backward functions.

cudnnNormalizationForwardInference

public static int cudnnNormalizationForwardInference(cudnnHandle handle,
                                                     int mode,
                                                     int normOps,
                                                     int algo,
                                                     Pointer alpha,
                                                     Pointer beta,
                                                     cudnnTensorDescriptor xDesc,
                                                     Pointer x,
                                                     cudnnTensorDescriptor normScaleBiasDesc,
                                                     Pointer normScale,
                                                     Pointer normBias,
                                                     cudnnTensorDescriptor normMeanVarDesc,
                                                     Pointer estimatedMean,
                                                     Pointer estimatedVariance,
                                                     cudnnTensorDescriptor zDesc,
                                                     Pointer z,
                                                     cudnnActivationDescriptor activationDesc,
                                                     cudnnTensorDescriptor yDesc,
                                                     Pointer y,
                                                     double epsilon,
                                                     int groupCnt)

 Performs Normalization during Inference:
 y[i] = normScale[k]*(x[i]-estimatedMean[k])/sqrt(epsilon+estimatedVariance[k]) + normBias[k]
 with normScale, normBias, runningMean, runningInvVariance tensors indexed
 according to per-channel or per-activation mode. Refer to cudnnNormalizationForwardTraining
 above for notes on function arguments.

cudnnCreateSpatialTransformerDescriptor

public static int cudnnCreateSpatialTransformerDescriptor(cudnnSpatialTransformerDescriptor stDesc)

Place hold for future work

cudnnSetSpatialTransformerNdDescriptor

public static int cudnnSetSpatialTransformerNdDescriptor(cudnnSpatialTransformerDescriptor stDesc,
                                                         int samplerType,
                                                         int dataType,
                                                         int nbDims,
                                                         int[] dimA)

cudnnDestroySpatialTransformerDescriptor

public static int cudnnDestroySpatialTransformerDescriptor(cudnnSpatialTransformerDescriptor stDesc)

cudnnSpatialTfGridGeneratorForward

public static int cudnnSpatialTfGridGeneratorForward(cudnnHandle handle,
                                                     cudnnSpatialTransformerDescriptor stDesc,
                                                     Pointer theta,
                                                     Pointer grid)

cudnnSpatialTfSamplerForward

public static int cudnnSpatialTfSamplerForward(cudnnHandle handle,
                                               cudnnSpatialTransformerDescriptor stDesc,
                                               Pointer alpha,
                                               cudnnTensorDescriptor xDesc,
                                               Pointer x,
                                               Pointer grid,
                                               Pointer beta,
                                               cudnnTensorDescriptor yDesc,
                                               Pointer y)

cudnnCreateDropoutDescriptor

public static int cudnnCreateDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc)

cudnnDestroyDropoutDescriptor

public static int cudnnDestroyDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc)

cudnnDropoutGetStatesSize

public static int cudnnDropoutGetStatesSize(cudnnHandle handle,
                                            long[] sizeInBytes)

helper function to determine size of the states to be passed to cudnnSetDropoutDescriptor

cudnnDropoutGetReserveSpaceSize

public static int cudnnDropoutGetReserveSpaceSize(cudnnTensorDescriptor xdesc,
                                                  long[] sizeInBytes)

helper function to determine size of the reserve space to be passed to dropout forward/backward calls

cudnnSetDropoutDescriptor

public static int cudnnSetDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc,
                                            cudnnHandle handle,
                                            float dropout,
                                            Pointer states,
                                            long stateSizeInBytes,
                                            long seed)

cudnnRestoreDropoutDescriptor

public static int cudnnRestoreDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc,
                                                cudnnHandle handle,
                                                float dropout,
                                                Pointer states,
                                                long stateSizeInBytes,
                                                long seed)

Restores the dropout descriptor to a previously saved-off state

cudnnGetDropoutDescriptor

public static int cudnnGetDropoutDescriptor(cudnnDropoutDescriptor dropoutDesc,
                                            cudnnHandle handle,
                                            float[] dropout,
                                            Pointer states,
                                            long[] seed)

cudnnDropoutForward

public static int cudnnDropoutForward(cudnnHandle handle,
                                      cudnnDropoutDescriptor dropoutDesc,
                                      cudnnTensorDescriptor xdesc,
                                      Pointer x,
                                      cudnnTensorDescriptor ydesc,
                                      Pointer y,
                                      Pointer reserveSpace,
                                      long reserveSpaceSizeInBytes)

cudnnCreateAlgorithmDescriptor

@Deprecated
public static int cudnnCreateAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc)

Deprecated.

cudnnSetAlgorithmDescriptor

@Deprecated
public static int cudnnSetAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc,
                                                           int algorithm)

Deprecated.

cudnnGetAlgorithmDescriptor

@Deprecated
public static int cudnnGetAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc,
                                                           int[] algorithm)

Deprecated.

cudnnCopyAlgorithmDescriptor

@Deprecated
public static int cudnnCopyAlgorithmDescriptor(cudnnAlgorithmDescriptor src,
                                                            cudnnAlgorithmDescriptor dest)

Deprecated.

cudnnDestroyAlgorithmDescriptor

@Deprecated
public static int cudnnDestroyAlgorithmDescriptor(cudnnAlgorithmDescriptor algoDesc)

Deprecated.

cudnnCreateAlgorithmPerformance

@Deprecated
public static int cudnnCreateAlgorithmPerformance(cudnnAlgorithmPerformance[] algoPerf,
                                                               int numberToCreate)

Deprecated.

cudnnSetAlgorithmPerformance

@Deprecated
public static int cudnnSetAlgorithmPerformance(cudnnAlgorithmPerformance algoPerf,
                                                            cudnnAlgorithmDescriptor algoDesc,
                                                            int status,
                                                            float time,
                                                            long memory)

Deprecated.

cudnnGetAlgorithmPerformance

@Deprecated
public static int cudnnGetAlgorithmPerformance(cudnnAlgorithmPerformance algoPerf,
                                                            cudnnAlgorithmDescriptor algoDesc,
                                                            int[] status,
                                                            float[] time,
                                                            long[] memory)

Deprecated.

cudnnDestroyAlgorithmPerformance

@Deprecated
public static int cudnnDestroyAlgorithmPerformance(cudnnAlgorithmPerformance[] algoPerf,
                                                                int numberToDestroy)

Deprecated.

cudnnGetAlgorithmSpaceSize

@Deprecated
public static int cudnnGetAlgorithmSpaceSize(cudnnHandle handle,
                                                          cudnnAlgorithmDescriptor algoDesc,
                                                          long[] algoSpaceSizeInBytes)

Deprecated.

cudnnSaveAlgorithm

@Deprecated
public static int cudnnSaveAlgorithm(cudnnHandle handle,
                                                  cudnnAlgorithmDescriptor algoDesc,
                                                  Pointer algoSpace,
                                                  long algoSpaceSizeInBytes)

Deprecated.

cudnnRestoreAlgorithm

@Deprecated
public static int cudnnRestoreAlgorithm(cudnnHandle handle,
                                                     Pointer algoSpace,
                                                     long algoSpaceSizeInBytes,
                                                     cudnnAlgorithmDescriptor algoDesc)

Deprecated.

cudnnSetCallback

public static int cudnnSetCallback(int mask,
                                   Object udata,
                                   cudnnCallback fptr)

cudnnGetCallback

public static int cudnnGetCallback(int[] mask,
                                   Object udata,
                                   cudnnCallback[] fptr)

cudnnOpsInferVersionCheck

public static int cudnnOpsInferVersionCheck()

 Cross-library version checker..
 This function is implemented differently in each sub-library. Each sublib
 checks whether its own version matches that of its dependencies.

Returns:: CUDNN_STATUS_SUCCESS if the version check passes, CUDNN_STATUS_VERSION_MISMATCH if the versions are inconsistent.

cudnnSoftmaxBackward

public static int cudnnSoftmaxBackward(cudnnHandle handle,
                                       int algo,
                                       int mode,
                                       Pointer alpha,
                                       cudnnTensorDescriptor yDesc,
                                       Pointer y,
                                       cudnnTensorDescriptor dyDesc,
                                       Pointer dy,
                                       Pointer beta,
                                       cudnnTensorDescriptor dxDesc,
                                       Pointer dx)

Function to perform backward softmax

cudnnPoolingBackward

public static int cudnnPoolingBackward(cudnnHandle handle,
                                       cudnnPoolingDescriptor poolingDesc,
                                       Pointer alpha,
                                       cudnnTensorDescriptor yDesc,
                                       Pointer y,
                                       cudnnTensorDescriptor dyDesc,
                                       Pointer dy,
                                       cudnnTensorDescriptor xDesc,
                                       Pointer x,
                                       Pointer beta,
                                       cudnnTensorDescriptor dxDesc,
                                       Pointer dx)

Function to perform backward pooling

cudnnActivationBackward

public static int cudnnActivationBackward(cudnnHandle handle,
                                          cudnnActivationDescriptor activationDesc,
                                          Pointer alpha,
                                          cudnnTensorDescriptor yDesc,
                                          Pointer y,
                                          cudnnTensorDescriptor dyDesc,
                                          Pointer dy,
                                          cudnnTensorDescriptor xDesc,
                                          Pointer x,
                                          Pointer beta,
                                          cudnnTensorDescriptor dxDesc,
                                          Pointer dx)

Function to perform backward activation

cudnnLRNCrossChannelBackward

public static int cudnnLRNCrossChannelBackward(cudnnHandle handle,
                                               cudnnLRNDescriptor normDesc,
                                               int lrnMode,
                                               Pointer alpha,
                                               cudnnTensorDescriptor yDesc,
                                               Pointer y,
                                               cudnnTensorDescriptor dyDesc,
                                               Pointer dy,
                                               cudnnTensorDescriptor xDesc,
                                               Pointer x,
                                               Pointer beta,
                                               cudnnTensorDescriptor dxDesc,
                                               Pointer dx)

LRN cross-channel backward computation. Double parameters cast to tensor data type

cudnnDivisiveNormalizationBackward

public static int cudnnDivisiveNormalizationBackward(cudnnHandle handle,
                                                     cudnnLRNDescriptor normDesc,
                                                     int mode,
                                                     Pointer alpha,
                                                     cudnnTensorDescriptor xDesc,
                                                     Pointer x,
                                                     Pointer means,
                                                     Pointer dy,
                                                     Pointer temp,
                                                     Pointer temp2,
                                                     Pointer beta,
                                                     cudnnTensorDescriptor dXdMeansDesc,
                                                     Pointer dx,
                                                     Pointer dMeans)

cudnnGetBatchNormalizationForwardTrainingExWorkspaceSize

public static int cudnnGetBatchNormalizationForwardTrainingExWorkspaceSize(cudnnHandle handle,
                                                                           int mode,
                                                                           int bnOps,
                                                                           cudnnTensorDescriptor xDesc,
                                                                           cudnnTensorDescriptor zDesc,
                                                                           cudnnTensorDescriptor yDesc,
                                                                           cudnnTensorDescriptor bnScaleBiasMeanVarDesc,
                                                                           cudnnActivationDescriptor activationDesc,
                                                                           long[] sizeInBytes)

output means differential, can be NULL

cudnnGetBatchNormalizationBackwardExWorkspaceSize

public static int cudnnGetBatchNormalizationBackwardExWorkspaceSize(cudnnHandle handle,
                                                                    int mode,
                                                                    int bnOps,
                                                                    cudnnTensorDescriptor xDesc,
                                                                    cudnnTensorDescriptor yDesc,
                                                                    cudnnTensorDescriptor dyDesc,
                                                                    cudnnTensorDescriptor dzDesc,
                                                                    cudnnTensorDescriptor dxDesc,
                                                                    cudnnTensorDescriptor dBnScaleBiasDesc,
                                                                    cudnnActivationDescriptor activationDesc,
                                                                    long[] sizeInBytes)

cudnnGetBatchNormalizationTrainingExReserveSpaceSize

public static int cudnnGetBatchNormalizationTrainingExReserveSpaceSize(cudnnHandle handle,
                                                                       int mode,
                                                                       int bnOps,
                                                                       cudnnActivationDescriptor activationDesc,
                                                                       cudnnTensorDescriptor xDesc,
                                                                       long[] sizeInBytes)

cudnnBatchNormalizationForwardTraining

public static int cudnnBatchNormalizationForwardTraining(cudnnHandle handle,
                                                         int mode,
                                                         Pointer alpha,
                                                         Pointer beta,
                                                         cudnnTensorDescriptor xDesc,
                                                         Pointer x,
                                                         cudnnTensorDescriptor yDesc,
                                                         Pointer y,
                                                         cudnnTensorDescriptor bnScaleBiasMeanVarDesc,
                                                         Pointer bnScale,
                                                         Pointer bnBias,
                                                         double exponentialAverageFactor,
                                                         Pointer resultRunningMean,
                                                         Pointer resultRunningVariance,
                                                         double epsilon,
                                                         Pointer resultSaveMean,
                                                         Pointer resultSaveInvVariance)

Computes y = BN(x). Also accumulates moving averages of mean and inverse variances

cudnnBatchNormalizationForwardTrainingEx

public static int cudnnBatchNormalizationForwardTrainingEx(cudnnHandle handle,
                                                           int mode,
                                                           int bnOps,
                                                           Pointer alpha,
                                                           Pointer beta,
                                                           cudnnTensorDescriptor xDesc,
                                                           Pointer xData,
                                                           cudnnTensorDescriptor zDesc,
                                                           Pointer zData,
                                                           cudnnTensorDescriptor yDesc,
                                                           Pointer yData,
                                                           cudnnTensorDescriptor bnScaleBiasMeanVarDesc,
                                                           Pointer bnScale,
                                                           Pointer bnBias,
                                                           double exponentialAverageFactor,
                                                           Pointer resultRunningMean,
                                                           Pointer resultRunningVariance,
                                                           double epsilon,
                                                           Pointer resultSaveMean,
                                                           Pointer resultSaveInvVariance,
                                                           cudnnActivationDescriptor activationDesc,
                                                           Pointer workspace,
                                                           long workSpaceSizeInBytes,
                                                           Pointer reserveSpace,
                                                           long reserveSpaceSizeInBytes)

Computes y = relu(BN(x) + z). Also accumulates moving averages of mean and inverse variances

cudnnBatchNormalizationBackward

public static int cudnnBatchNormalizationBackward(cudnnHandle handle,
                                                  int mode,
                                                  Pointer alphaDataDiff,
                                                  Pointer betaDataDiff,
                                                  Pointer alphaParamDiff,
                                                  Pointer betaParamDiff,
                                                  cudnnTensorDescriptor xDesc,
                                                  Pointer x,
                                                  cudnnTensorDescriptor dyDesc,
                                                  Pointer dy,
                                                  cudnnTensorDescriptor dxDesc,
                                                  Pointer dx,
                                                  cudnnTensorDescriptor dBnScaleBiasDesc,
                                                  Pointer bnScale,
                                                  Pointer dBnScaleResult,
                                                  Pointer dBnBiasResult,
                                                  double epsilon,
                                                  Pointer savedMean,
                                                  Pointer savedInvVariance)

Performs backward pass of Batch Normalization layer. Returns x gradient, bnScale gradient and bnBias gradient

cudnnBatchNormalizationBackwardEx

public static int cudnnBatchNormalizationBackwardEx(cudnnHandle handle,
                                                    int mode,
                                                    int bnOps,
                                                    Pointer alphaDataDiff,
                                                    Pointer betaDataDiff,
                                                    Pointer alphaParamDiff,
                                                    Pointer betaParamDiff,
                                                    cudnnTensorDescriptor xDesc,
                                                    Pointer xData,
                                                    cudnnTensorDescriptor yDesc,
                                                    Pointer yData,
                                                    cudnnTensorDescriptor dyDesc,
                                                    Pointer dyData,
                                                    cudnnTensorDescriptor dzDesc,
                                                    Pointer dzData,
                                                    cudnnTensorDescriptor dxDesc,
                                                    Pointer dxData,
                                                    cudnnTensorDescriptor dBnScaleBiasDesc,
                                                    Pointer bnScaleData,
                                                    Pointer bnBiasData,
                                                    Pointer dBnScaleData,
                                                    Pointer dBnBiasData,
                                                    double epsilon,
                                                    Pointer savedMean,
                                                    Pointer savedInvVariance,
                                                    cudnnActivationDescriptor activationDesc,
                                                    Pointer workSpace,
                                                    long workSpaceSizeInBytes,
                                                    Pointer reserveSpace,
                                                    long reserveSpaceSizeInBytes)

cudnnGetNormalizationForwardTrainingWorkspaceSize

public static int cudnnGetNormalizationForwardTrainingWorkspaceSize(cudnnHandle handle,
                                                                    int mode,
                                                                    int normOps,
                                                                    int algo,
                                                                    cudnnTensorDescriptor xDesc,
                                                                    cudnnTensorDescriptor zDesc,
                                                                    cudnnTensorDescriptor yDesc,
                                                                    cudnnTensorDescriptor normScaleBiasDesc,
                                                                    cudnnActivationDescriptor activationDesc,
                                                                    cudnnTensorDescriptor normMeanVarDesc,
                                                                    long[] sizeInBytes,
                                                                    int groupCnt)

cudnnGetNormalizationBackwardWorkspaceSize

public static int cudnnGetNormalizationBackwardWorkspaceSize(cudnnHandle handle,
                                                             int mode,
                                                             int normOps,
                                                             int algo,
                                                             cudnnTensorDescriptor xDesc,
                                                             cudnnTensorDescriptor yDesc,
                                                             cudnnTensorDescriptor dyDesc,
                                                             cudnnTensorDescriptor dzDesc,
                                                             cudnnTensorDescriptor dxDesc,
                                                             cudnnTensorDescriptor dNormScaleBiasDesc,
                                                             cudnnActivationDescriptor activationDesc,
                                                             cudnnTensorDescriptor normMeanVarDesc,
                                                             long[] sizeInBytes,
                                                             int groupCnt)

Place hold for future work, should be set to 1 now

cudnnGetNormalizationTrainingReserveSpaceSize

public static int cudnnGetNormalizationTrainingReserveSpaceSize(cudnnHandle handle,
                                                                int mode,
                                                                int normOps,
                                                                int algo,
                                                                cudnnActivationDescriptor activationDesc,
                                                                cudnnTensorDescriptor xDesc,
                                                                long[] sizeInBytes,
                                                                int groupCnt)

Place hold for future work, should be set to 1 now

cudnnNormalizationForwardTraining

public static int cudnnNormalizationForwardTraining(cudnnHandle handle,
                                                    int mode,
                                                    int normOps,
                                                    int algo,
                                                    Pointer alpha,
                                                    Pointer beta,
                                                    cudnnTensorDescriptor xDesc,
                                                    Pointer xData,
                                                    cudnnTensorDescriptor normScaleBiasDesc,
                                                    Pointer normScale,
                                                    Pointer normBias,
                                                    double exponentialAverageFactor,
                                                    cudnnTensorDescriptor normMeanVarDesc,
                                                    Pointer resultRunningMean,
                                                    Pointer resultRunningVariance,
                                                    double epsilon,
                                                    Pointer resultSaveMean,
                                                    Pointer resultSaveInvVariance,
                                                    cudnnActivationDescriptor activationDesc,
                                                    cudnnTensorDescriptor zDesc,
                                                    Pointer zData,
                                                    cudnnTensorDescriptor yDesc,
                                                    Pointer yData,
                                                    Pointer workspace,
                                                    long workSpaceSizeInBytes,
                                                    Pointer reserveSpace,
                                                    long reserveSpaceSizeInBytes,
                                                    int groupCnt)

Computes y = relu(Norm(x) + z). Also accumulates moving averages of mean and inverse variances

cudnnNormalizationBackward

public static int cudnnNormalizationBackward(cudnnHandle handle,
                                             int mode,
                                             int normOps,
                                             int algo,
                                             Pointer alphaDataDiff,
                                             Pointer betaDataDiff,
                                             Pointer alphaParamDiff,
                                             Pointer betaParamDiff,
                                             cudnnTensorDescriptor xDesc,
                                             Pointer xData,
                                             cudnnTensorDescriptor yDesc,
                                             Pointer yData,
                                             cudnnTensorDescriptor dyDesc,
                                             Pointer dyData,
                                             cudnnTensorDescriptor dzDesc,
                                             Pointer dzData,
                                             cudnnTensorDescriptor dxDesc,
                                             Pointer dxData,
                                             cudnnTensorDescriptor dNormScaleBiasDesc,
                                             Pointer normScaleData,
                                             Pointer normBiasData,
                                             Pointer dNormScaleData,
                                             Pointer dNormBiasData,
                                             double epsilon,
                                             cudnnTensorDescriptor normMeanVarDesc,
                                             Pointer savedMean,
                                             Pointer savedInvVariance,
                                             cudnnActivationDescriptor activationDesc,
                                             Pointer workSpace,
                                             long workSpaceSizeInBytes,
                                             Pointer reserveSpace,
                                             long reserveSpaceSizeInBytes,
                                             int groupCnt)

Place hold for future work, should be set to 1 now

cudnnSpatialTfGridGeneratorBackward

public static int cudnnSpatialTfGridGeneratorBackward(cudnnHandle handle,
                                                      cudnnSpatialTransformerDescriptor stDesc,
                                                      Pointer dgrid,
                                                      Pointer dtheta)

Place hold for future work, should be set to 1 now

cudnnSpatialTfSamplerBackward

public static int cudnnSpatialTfSamplerBackward(cudnnHandle handle,
                                                cudnnSpatialTransformerDescriptor stDesc,
                                                Pointer alpha,
                                                cudnnTensorDescriptor xDesc,
                                                Pointer x,
                                                Pointer beta,
                                                cudnnTensorDescriptor dxDesc,
                                                Pointer dx,
                                                Pointer alphaDgrid,
                                                cudnnTensorDescriptor dyDesc,
                                                Pointer dy,
                                                Pointer grid,
                                                Pointer betaDgrid,
                                                Pointer dgrid)

cudnnDropoutBackward

public static int cudnnDropoutBackward(cudnnHandle handle,
                                       cudnnDropoutDescriptor dropoutDesc,
                                       cudnnTensorDescriptor dydesc,
                                       Pointer dy,
                                       cudnnTensorDescriptor dxdesc,
                                       Pointer dx,
                                       Pointer reserveSpace,
                                       long reserveSpaceSizeInBytes)

cudnnOpsTrainVersionCheck

public static int cudnnOpsTrainVersionCheck()

 Cross-library version checker..
 This function is implemented differently in each sub-library. Each sublib
 checks whether its own version matches that of its dependencies.

Returns:: CUDNN_STATUS_SUCCESS if the version check passes, CUDNN_STATUS_VERSION_MISMATCH if the versions are inconsistent.

cudnnCreateRNNDescriptor

public static int cudnnCreateRNNDescriptor(cudnnRNNDescriptor rnnDesc)

cudnnDestroyRNNDescriptor

public static int cudnnDestroyRNNDescriptor(cudnnRNNDescriptor rnnDesc)

cudnnSetRNNDescriptor_v8

public static int cudnnSetRNNDescriptor_v8(cudnnRNNDescriptor rnnDesc,
                                           int algo,
                                           int cellMode,
                                           int biasMode,
                                           int dirMode,
                                           int inputMode,
                                           int dataType,
                                           int mathPrec,
                                           int mathType,
                                           int inputSize,
                                           int hiddenSize,
                                           int projSize,
                                           int numLayers,
                                           cudnnDropoutDescriptor dropoutDesc,
                                           int auxFlags)

cudnnGetRNNDescriptor_v8

public static int cudnnGetRNNDescriptor_v8(cudnnRNNDescriptor rnnDesc,
                                           int[] algo,
                                           int[] cellMode,
                                           int[] biasMode,
                                           int[] dirMode,
                                           int[] inputMode,
                                           int[] dataType,
                                           int[] mathPrec,
                                           int[] mathType,
                                           int[] inputSize,
                                           int[] hiddenSize,
                                           int[] projSize,
                                           int[] numLayers,
                                           cudnnDropoutDescriptor dropoutDesc,
                                           int[] auxFlags)

cudnnSetRNNDescriptor_v6

@Deprecated
public static int cudnnSetRNNDescriptor_v6(cudnnHandle handle,
                                                        cudnnRNNDescriptor rnnDesc,
                                                        int hiddenSize,
                                                        int numLayers,
                                                        cudnnDropoutDescriptor dropoutDesc,
                                                        int inputMode,
                                                        int direction,
                                                        int cellMode,
                                                        int algo,
                                                        int mathPrec)

Deprecated.

 mathPrec in cudnnSetRNNDescriptor_v6() specifies compute precision
 compute precision is further modified by cudnnSetRNNMatrixMathType()
 dataType in cudnnGetRNNParamsSize() and wDesc specify weight storage
 dropout is between RNN layers, not between recurrent steps

cudnnGetRNNDescriptor_v6

@Deprecated
public static int cudnnGetRNNDescriptor_v6(cudnnHandle handle,
                                                        cudnnRNNDescriptor rnnDesc,
                                                        int[] hiddenSize,
                                                        int[] numLayers,
                                                        cudnnDropoutDescriptor dropoutDesc,
                                                        int[] inputMode,
                                                        int[] direction,
                                                        int[] cellMode,
                                                        int[] algo,
                                                        int[] mathPrec)

Deprecated.

cudnnSetRNNMatrixMathType

@Deprecated
public static int cudnnSetRNNMatrixMathType(cudnnRNNDescriptor rnnDesc,
                                                         int mType)

Deprecated.

cudnnGetRNNMatrixMathType

@Deprecated
public static int cudnnGetRNNMatrixMathType(cudnnRNNDescriptor rnnDesc,
                                                         int[] mType)

Deprecated.

cudnnSetRNNBiasMode

@Deprecated
public static int cudnnSetRNNBiasMode(cudnnRNNDescriptor rnnDesc,
                                                   int biasMode)

Deprecated.

cudnnGetRNNBiasMode

@Deprecated
public static int cudnnGetRNNBiasMode(cudnnRNNDescriptor rnnDesc,
                                                   int[] biasMode)

Deprecated.

cudnnRNNSetClip_v8

public static int cudnnRNNSetClip_v8(cudnnRNNDescriptor rnnDesc,
                                     int clipMode,
                                     int clipNanOpt,
                                     double lclip,
                                     double rclip)

cudnnRNNGetClip_v8

public static int cudnnRNNGetClip_v8(cudnnRNNDescriptor rnnDesc,
                                     int[] clipMode,
                                     int[] clipNanOpt,
                                     double[] lclip,
                                     double[] rclip)

cudnnRNNSetClip

@Deprecated
public static int cudnnRNNSetClip(cudnnHandle handle,
                                               cudnnRNNDescriptor rnnDesc,
                                               int clipMode,
                                               int clipNanOpt,
                                               double lclip,
                                               double rclip)

Deprecated.

cudnnRNNGetClip

@Deprecated
public static int cudnnRNNGetClip(cudnnHandle handle,
                                               cudnnRNNDescriptor rnnDesc,
                                               int[] clipMode,
                                               int[] clipNanOpt,
                                               double[] lclip,
                                               double[] rclip)

Deprecated.

cudnnSetRNNProjectionLayers

@Deprecated
public static int cudnnSetRNNProjectionLayers(cudnnHandle handle,
                                                           cudnnRNNDescriptor rnnDesc,
                                                           int recProjSize,
                                                           int outProjSize)

Deprecated.

cudnnGetRNNProjectionLayers

@Deprecated
public static int cudnnGetRNNProjectionLayers(cudnnHandle handle,
                                                           cudnnRNNDescriptor rnnDesc,
                                                           int[] recProjSize,
                                                           int[] outProjSize)

Deprecated.

cudnnCreatePersistentRNNPlan

@Deprecated
public static int cudnnCreatePersistentRNNPlan(cudnnRNNDescriptor rnnDesc,
                                                            int minibatch,
                                                            int dataType,
                                                            cudnnPersistentRNNPlan plan)

Deprecated.

Expensive. Creates the plan for the specific settings.

cudnnDestroyPersistentRNNPlan

@Deprecated
public static int cudnnDestroyPersistentRNNPlan(cudnnPersistentRNNPlan plan)

Deprecated.

cudnnSetPersistentRNNPlan

@Deprecated
public static int cudnnSetPersistentRNNPlan(cudnnRNNDescriptor rnnDesc,
                                                         cudnnPersistentRNNPlan plan)

Deprecated.

cudnnBuildRNNDynamic

public static int cudnnBuildRNNDynamic(cudnnHandle handle,
                                       cudnnRNNDescriptor rnnDesc,
                                       int miniBatch)

cudnnGetRNNWorkspaceSize

@Deprecated
public static int cudnnGetRNNWorkspaceSize(cudnnHandle handle,
                                                        cudnnRNNDescriptor rnnDesc,
                                                        int seqLength,
                                                        cudnnTensorDescriptor[] xDesc,
                                                        long[] sizeInBytes)

Deprecated.

dataType in weight descriptors and input descriptors is used to describe storage

cudnnGetRNNTrainingReserveSize

@Deprecated
public static int cudnnGetRNNTrainingReserveSize(cudnnHandle handle,
                                                              cudnnRNNDescriptor rnnDesc,
                                                              int seqLength,
                                                              cudnnTensorDescriptor[] xDesc,
                                                              long[] sizeInBytes)

Deprecated.

cudnnGetRNNTempSpaceSizes

public static int cudnnGetRNNTempSpaceSizes(cudnnHandle handle,
                                            cudnnRNNDescriptor rnnDesc,
                                            int fMode,
                                            cudnnRNNDataDescriptor xDesc,
                                            long[] workSpaceSize,
                                            long[] reserveSpaceSize)

cudnnGetRNNParamsSize

@Deprecated
public static int cudnnGetRNNParamsSize(cudnnHandle handle,
                                                     cudnnRNNDescriptor rnnDesc,
                                                     cudnnTensorDescriptor xDesc,
                                                     long[] sizeInBytes,
                                                     int dataType)

Deprecated.

cudnnGetRNNWeightSpaceSize

public static int cudnnGetRNNWeightSpaceSize(cudnnHandle handle,
                                             cudnnRNNDescriptor rnnDesc,
                                             long[] weightSpaceSize)

cudnnGetRNNLinLayerMatrixParams

@Deprecated
public static int cudnnGetRNNLinLayerMatrixParams(cudnnHandle handle,
                                                               cudnnRNNDescriptor rnnDesc,
                                                               int pseudoLayer,
                                                               cudnnTensorDescriptor xDesc,
                                                               cudnnFilterDescriptor wDesc,
                                                               Pointer w,
                                                               int linLayerID,
                                                               cudnnFilterDescriptor linLayerMatDesc,
                                                               Pointer linLayerMat)

Deprecated.

cudnnGetRNNLinLayerBiasParams

@Deprecated
public static int cudnnGetRNNLinLayerBiasParams(cudnnHandle handle,
                                                             cudnnRNNDescriptor rnnDesc,
                                                             int pseudoLayer,
                                                             cudnnTensorDescriptor xDesc,
                                                             cudnnFilterDescriptor wDesc,
                                                             Pointer w,
                                                             int linLayerID,
                                                             cudnnFilterDescriptor linLayerBiasDesc,
                                                             Pointer linLayerBias)

Deprecated.

cudnnGetRNNWeightParams

public static int cudnnGetRNNWeightParams(cudnnHandle handle,
                                          cudnnRNNDescriptor rnnDesc,
                                          int pseudoLayer,
                                          long weightSpaceSize,
                                          Pointer weightSpace,
                                          int linLayerID,
                                          cudnnTensorDescriptor mDesc,
                                          Pointer mAddr,
                                          cudnnTensorDescriptor bDesc,
                                          Pointer bAddr)

cudnnRNNForwardInference

@Deprecated
public static int cudnnRNNForwardInference(cudnnHandle handle,
                                                        cudnnRNNDescriptor rnnDesc,
                                                        int seqLength,
                                                        cudnnTensorDescriptor[] xDesc,
                                                        Pointer x,
                                                        cudnnTensorDescriptor hxDesc,
                                                        Pointer hx,
                                                        cudnnTensorDescriptor cxDesc,
                                                        Pointer cx,
                                                        cudnnFilterDescriptor wDesc,
                                                        Pointer w,
                                                        cudnnTensorDescriptor[] yDesc,
                                                        Pointer y,
                                                        cudnnTensorDescriptor hyDesc,
                                                        Pointer hy,
                                                        cudnnTensorDescriptor cyDesc,
                                                        Pointer cy,
                                                        Pointer workSpace,
                                                        long workSpaceSizeInBytes)

Deprecated.

cudnnSetRNNPaddingMode

@Deprecated
public static int cudnnSetRNNPaddingMode(cudnnRNNDescriptor rnnDesc,
                                                      int paddingMode)

Deprecated.

RNN EX API

cudnnGetRNNPaddingMode

@Deprecated
public static int cudnnGetRNNPaddingMode(cudnnRNNDescriptor rnnDesc,
                                                      int[] paddingMode)

Deprecated.

cudnnCreateRNNDataDescriptor

public static int cudnnCreateRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc)

cudnnDestroyRNNDataDescriptor

public static int cudnnDestroyRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc)

cudnnSetRNNDataDescriptor

public static int cudnnSetRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc,
                                            int dataType,
                                            int layout,
                                            int maxSeqLength,
                                            int batchSize,
                                            int vectorSize,
                                            int[] seqLengthArray,
                                            Pointer paddingFill)

cudnnGetRNNDataDescriptor

public static int cudnnGetRNNDataDescriptor(cudnnRNNDataDescriptor rnnDataDesc,
                                            int[] dataType,
                                            int[] layout,
                                            int[] maxSeqLength,
                                            int[] batchSize,
                                            int[] vectorSize,
                                            int arrayLengthRequested,
                                            int[] seqLengthArray,
                                            Pointer paddingFill)

symbol for filling padding position in output

cudnnRNNForwardInferenceEx

@Deprecated
public static int cudnnRNNForwardInferenceEx(cudnnHandle handle,
                                                          cudnnRNNDescriptor rnnDesc,
                                                          cudnnRNNDataDescriptor xDesc,
                                                          Pointer x,
                                                          cudnnTensorDescriptor hxDesc,
                                                          Pointer hx,
                                                          cudnnTensorDescriptor cxDesc,
                                                          Pointer cx,
                                                          cudnnFilterDescriptor wDesc,
                                                          Pointer w,
                                                          cudnnRNNDataDescriptor yDesc,
                                                          Pointer y,
                                                          cudnnTensorDescriptor hyDesc,
                                                          Pointer hy,
                                                          cudnnTensorDescriptor cyDesc,
                                                          Pointer cy,
                                                          cudnnRNNDataDescriptor kDesc,
                                                          Pointer keys,
                                                          cudnnRNNDataDescriptor cDesc,
                                                          Pointer cAttn,
                                                          cudnnRNNDataDescriptor iDesc,
                                                          Pointer iAttn,
                                                          cudnnRNNDataDescriptor qDesc,
                                                          Pointer queries,
                                                          Pointer workSpace,
                                                          long workSpaceSizeInBytes)

Deprecated.

cudnnRNNForward

public static int cudnnRNNForward(cudnnHandle handle,
                                  cudnnRNNDescriptor rnnDesc,
                                  int fwdMode,
                                  Pointer devSeqLengths,
                                  cudnnRNNDataDescriptor xDesc,
                                  Pointer x,
                                  cudnnRNNDataDescriptor yDesc,
                                  Pointer y,
                                  cudnnTensorDescriptor hDesc,
                                  Pointer hx,
                                  Pointer hy,
                                  cudnnTensorDescriptor cDesc,
                                  Pointer cx,
                                  Pointer cy,
                                  long weightSpaceSize,
                                  Pointer weightSpace,
                                  long workSpaceSize,
                                  Pointer workSpace,
                                  long reserveSpaceSize,
                                  Pointer reserveSpace)

cudnnSetRNNAlgorithmDescriptor

@Deprecated
public static int cudnnSetRNNAlgorithmDescriptor(cudnnHandle handle,
                                                              cudnnRNNDescriptor rnnDesc,
                                                              cudnnAlgorithmDescriptor algoDesc)

Deprecated.

RNN FIND API

cudnnGetRNNForwardInferenceAlgorithmMaxCount

@Deprecated
public static int cudnnGetRNNForwardInferenceAlgorithmMaxCount(cudnnHandle handle,
                                                                            cudnnRNNDescriptor rnnDesc,
                                                                            int[] count)

Deprecated.

cudnnFindRNNForwardInferenceAlgorithmEx

@Deprecated
public static int cudnnFindRNNForwardInferenceAlgorithmEx(cudnnHandle handle,
                                                                       cudnnRNNDescriptor rnnDesc,
                                                                       int seqLength,
                                                                       cudnnTensorDescriptor[] xDesc,
                                                                       Pointer x,
                                                                       cudnnTensorDescriptor hxDesc,
                                                                       Pointer hx,
                                                                       cudnnTensorDescriptor cxDesc,
                                                                       Pointer cx,
                                                                       cudnnFilterDescriptor wDesc,
                                                                       Pointer w,
                                                                       cudnnTensorDescriptor[] yDesc,
                                                                       Pointer y,
                                                                       cudnnTensorDescriptor hyDesc,
                                                                       Pointer hy,
                                                                       cudnnTensorDescriptor cyDesc,
                                                                       Pointer cy,
                                                                       float findIntensity,
                                                                       int requestedAlgoCount,
                                                                       int[] returnedAlgoCount,
                                                                       cudnnAlgorithmPerformance[] perfResults,
                                                                       Pointer workspace,
                                                                       long workSpaceSizeInBytes)

Deprecated.

cudnnCreateSeqDataDescriptor

public static int cudnnCreateSeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc)

cudnnDestroySeqDataDescriptor

public static int cudnnDestroySeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc)

cudnnSetSeqDataDescriptor

public static int cudnnSetSeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc,
                                            int dataType,
                                            int nbDims,
                                            int[] dimA,
                                            int[] axes,
                                            long seqLengthArraySize,
                                            int[] seqLengthArray,
                                            Pointer paddingFill)

cudnnGetSeqDataDescriptor

public static int cudnnGetSeqDataDescriptor(cudnnSeqDataDescriptor seqDataDesc,
                                            int[] dataType,
                                            int[] nbDims,
                                            int nbDimsRequested,
                                            int[] dimA,
                                            int[] axes,
                                            long[] seqLengthArraySize,
                                            long seqLengthSizeRequested,
                                            int[] seqLengthArray,
                                            Pointer paddingFill)

cudnnCreateAttnDescriptor

public static int cudnnCreateAttnDescriptor(cudnnAttnDescriptor attnDesc)

cudnnDestroyAttnDescriptor

public static int cudnnDestroyAttnDescriptor(cudnnAttnDescriptor attnDesc)

cudnnSetAttnDescriptor

public static int cudnnSetAttnDescriptor(cudnnAttnDescriptor attnDesc,
                                         int attnMode,
                                         int nHeads,
                                         double smScaler,
                                         int dataType,
                                         int computePrec,
                                         int mathType,
                                         cudnnDropoutDescriptor attnDropoutDesc,
                                         cudnnDropoutDescriptor postDropoutDesc,
                                         int qSize,
                                         int kSize,
                                         int vSize,
                                         int qProjSize,
                                         int kProjSize,
                                         int vProjSize,
                                         int oProjSize,
                                         int qoMaxSeqLength,
                                         int kvMaxSeqLength,
                                         int maxBatchSize,
                                         int maxBeamSize)

cudnnGetAttnDescriptor

public static int cudnnGetAttnDescriptor(cudnnAttnDescriptor attnDesc,
                                         int[] attnMode,
                                         int[] nHeads,
                                         double[] smScaler,
                                         int[] dataType,
                                         int[] computePrec,
                                         int[] mathType,
                                         cudnnDropoutDescriptor attnDropoutDesc,
                                         cudnnDropoutDescriptor postDropoutDesc,
                                         int[] qSize,
                                         int[] kSize,
                                         int[] vSize,
                                         int[] qProjSize,
                                         int[] kProjSize,
                                         int[] vProjSize,
                                         int[] oProjSize,
                                         int[] qoMaxSeqLength,
                                         int[] kvMaxSeqLength,
                                         int[] maxBatchSize,
                                         int[] maxBeamSize)

cudnnGetMultiHeadAttnBuffers

public static int cudnnGetMultiHeadAttnBuffers(cudnnHandle handle,
                                               cudnnAttnDescriptor attnDesc,
                                               long[] weightSizeInBytes,
                                               long[] workSpaceSizeInBytes,
                                               long[] reserveSpaceSizeInBytes)

cudnnGetMultiHeadAttnWeights

public static int cudnnGetMultiHeadAttnWeights(cudnnHandle handle,
                                               cudnnAttnDescriptor attnDesc,
                                               int wKind,
                                               long weightSizeInBytes,
                                               Pointer weights,
                                               cudnnTensorDescriptor wDesc,
                                               Pointer wAddr)

cudnnMultiHeadAttnForward

public static int cudnnMultiHeadAttnForward(cudnnHandle handle,
                                            cudnnAttnDescriptor attnDesc,
                                            int currIdx,
                                            int[] loWinIdx,
                                            int[] hiWinIdx,
                                            Pointer devSeqLengthsQO,
                                            Pointer devSeqLengthsKV,
                                            cudnnSeqDataDescriptor qDesc,
                                            Pointer queries,
                                            Pointer residuals,
                                            cudnnSeqDataDescriptor kDesc,
                                            Pointer keys,
                                            cudnnSeqDataDescriptor vDesc,
                                            Pointer values,
                                            cudnnSeqDataDescriptor oDesc,
                                            Pointer out,
                                            long weightSizeInBytes,
                                            Pointer weights,
                                            long workSpaceSizeInBytes,
                                            Pointer workSpace,
                                            long reserveSpaceSizeInBytes,
                                            Pointer reserveSpace)

cudnnAdvInferVersionCheck

public static int cudnnAdvInferVersionCheck()

 Cross-library version checker..
 This function is implemented differently in each sub-library. Each sublib
 checks whether its own version matches that of its dependencies.

Returns:: CUDNN_STATUS_SUCCESS if the version check passes, CUDNN_STATUS_VERSION_MISMATCH if the versions are inconsistent.

cudnnRNNForwardTraining

@Deprecated
public static int cudnnRNNForwardTraining(cudnnHandle handle,
                                                       cudnnRNNDescriptor rnnDesc,
                                                       int seqLength,
                                                       cudnnTensorDescriptor[] xDesc,
                                                       Pointer x,
                                                       cudnnTensorDescriptor hxDesc,
                                                       Pointer hx,
                                                       cudnnTensorDescriptor cxDesc,
                                                       Pointer cx,
                                                       cudnnFilterDescriptor wDesc,
                                                       Pointer w,
                                                       cudnnTensorDescriptor[] yDesc,
                                                       Pointer y,
                                                       cudnnTensorDescriptor hyDesc,
                                                       Pointer hy,
                                                       cudnnTensorDescriptor cyDesc,
                                                       Pointer cy,
                                                       Pointer workSpace,
                                                       long workSpaceSizeInBytes,
                                                       Pointer reserveSpace,
                                                       long reserveSpaceSizeInBytes)

Deprecated.

cudnnRNNBackwardData

@Deprecated
public static int cudnnRNNBackwardData(cudnnHandle handle,
                                                    cudnnRNNDescriptor rnnDesc,
                                                    int seqLength,
                                                    cudnnTensorDescriptor[] yDesc,
                                                    Pointer y,
                                                    cudnnTensorDescriptor[] dyDesc,
                                                    Pointer dy,
                                                    cudnnTensorDescriptor dhyDesc,
                                                    Pointer dhy,
                                                    cudnnTensorDescriptor dcyDesc,
                                                    Pointer dcy,
                                                    cudnnFilterDescriptor wDesc,
                                                    Pointer w,
                                                    cudnnTensorDescriptor hxDesc,
                                                    Pointer hx,
                                                    cudnnTensorDescriptor cxDesc,
                                                    Pointer cx,
                                                    cudnnTensorDescriptor[] dxDesc,
                                                    Pointer dx,
                                                    cudnnTensorDescriptor dhxDesc,
                                                    Pointer dhx,
                                                    cudnnTensorDescriptor dcxDesc,
                                                    Pointer dcx,
                                                    Pointer workSpace,
                                                    long workSpaceSizeInBytes,
                                                    Pointer reserveSpace,
                                                    long reserveSpaceSizeInBytes)

Deprecated.

cudnnRNNBackwardData_v8

public static int cudnnRNNBackwardData_v8(cudnnHandle handle,
                                          cudnnRNNDescriptor rnnDesc,
                                          Pointer devSeqLengths,
                                          cudnnRNNDataDescriptor yDesc,
                                          Pointer y,
                                          Pointer dy,
                                          cudnnRNNDataDescriptor xDesc,
                                          Pointer dx,
                                          cudnnTensorDescriptor hDesc,
                                          Pointer hx,
                                          Pointer dhy,
                                          Pointer dhx,
                                          cudnnTensorDescriptor cDesc,
                                          Pointer cx,
                                          Pointer dcy,
                                          Pointer dcx,
                                          long weightSpaceSize,
                                          Pointer weightSpace,
                                          long workSpaceSize,
                                          Pointer workSpace,
                                          long reserveSpaceSize,
                                          Pointer reserveSpace)

cudnnRNNBackwardWeights

@Deprecated
public static int cudnnRNNBackwardWeights(cudnnHandle handle,
                                                       cudnnRNNDescriptor rnnDesc,
                                                       int seqLength,
                                                       cudnnTensorDescriptor[] xDesc,
                                                       Pointer x,
                                                       cudnnTensorDescriptor hxDesc,
                                                       Pointer hx,
                                                       cudnnTensorDescriptor[] yDesc,
                                                       Pointer y,
                                                       Pointer workSpace,
                                                       long workSpaceSizeInBytes,
                                                       cudnnFilterDescriptor dwDesc,
                                                       Pointer dw,
                                                       Pointer reserveSpace,
                                                       long reserveSpaceSizeInBytes)

Deprecated.

cudnnRNNBackwardWeights_v8

public static int cudnnRNNBackwardWeights_v8(cudnnHandle handle,
                                             cudnnRNNDescriptor rnnDesc,
                                             int addGrad,
                                             Pointer devSeqLengths,
                                             cudnnRNNDataDescriptor xDesc,
                                             Pointer x,
                                             cudnnTensorDescriptor hDesc,
                                             Pointer hx,
                                             cudnnRNNDataDescriptor yDesc,
                                             Pointer y,
                                             long weightSpaceSize,
                                             Pointer dweightSpace,
                                             long workSpaceSize,
                                             Pointer workSpace,
                                             long reserveSpaceSize,
                                             Pointer reserveSpace)

cudnnRNNForwardTrainingEx

@Deprecated
public static int cudnnRNNForwardTrainingEx(cudnnHandle handle,
                                                         cudnnRNNDescriptor rnnDesc,
                                                         cudnnRNNDataDescriptor xDesc,
                                                         Pointer x,
                                                         cudnnTensorDescriptor hxDesc,
                                                         Pointer hx,
                                                         cudnnTensorDescriptor cxDesc,
                                                         Pointer cx,
                                                         cudnnFilterDescriptor wDesc,
                                                         Pointer w,
                                                         cudnnRNNDataDescriptor yDesc,
                                                         Pointer y,
                                                         cudnnTensorDescriptor hyDesc,
                                                         Pointer hy,
                                                         cudnnTensorDescriptor cyDesc,
                                                         Pointer cy,
                                                         cudnnRNNDataDescriptor kDesc,
                                                         Pointer keys,
                                                         cudnnRNNDataDescriptor cDesc,
                                                         Pointer cAttn,
                                                         cudnnRNNDataDescriptor iDesc,
                                                         Pointer iAttn,
                                                         cudnnRNNDataDescriptor qDesc,
                                                         Pointer queries,
                                                         Pointer workSpace,
                                                         long workSpaceSizeInBytes,
                                                         Pointer reserveSpace,
                                                         long reserveSpaceSizeInBytes)

Deprecated.

RNN EX API

cudnnRNNBackwardDataEx

@Deprecated
public static int cudnnRNNBackwardDataEx(cudnnHandle handle,
                                                      cudnnRNNDescriptor rnnDesc,
                                                      cudnnRNNDataDescriptor yDesc,
                                                      Pointer y,
                                                      cudnnRNNDataDescriptor dyDesc,
                                                      Pointer dy,
                                                      cudnnRNNDataDescriptor dcDesc,
                                                      Pointer dcAttn,
                                                      cudnnTensorDescriptor dhyDesc,
                                                      Pointer dhy,
                                                      cudnnTensorDescriptor dcyDesc,
                                                      Pointer dcy,
                                                      cudnnFilterDescriptor wDesc,
                                                      Pointer w,
                                                      cudnnTensorDescriptor hxDesc,
                                                      Pointer hx,
                                                      cudnnTensorDescriptor cxDesc,
                                                      Pointer cx,
                                                      cudnnRNNDataDescriptor dxDesc,
                                                      Pointer dx,
                                                      cudnnTensorDescriptor dhxDesc,
                                                      Pointer dhx,
                                                      cudnnTensorDescriptor dcxDesc,
                                                      Pointer dcx,
                                                      cudnnRNNDataDescriptor dkDesc,
                                                      Pointer dkeys,
                                                      Pointer workSpace,
                                                      long workSpaceSizeInBytes,
                                                      Pointer reserveSpace,
                                                      long reserveSpaceSizeInBytes)

Deprecated.

cudnnRNNBackwardWeightsEx

@Deprecated
public static int cudnnRNNBackwardWeightsEx(cudnnHandle handle,
                                                         cudnnRNNDescriptor rnnDesc,
                                                         cudnnRNNDataDescriptor xDesc,
                                                         Pointer x,
                                                         cudnnTensorDescriptor hxDesc,
                                                         Pointer hx,
                                                         cudnnRNNDataDescriptor yDesc,
                                                         Pointer y,
                                                         Pointer workSpace,
                                                         long workSpaceSizeInBytes,
                                                         cudnnFilterDescriptor dwDesc,
                                                         Pointer dw,
                                                         Pointer reserveSpace,
                                                         long reserveSpaceSizeInBytes)

Deprecated.

cudnnGetRNNForwardTrainingAlgorithmMaxCount

@Deprecated
public static int cudnnGetRNNForwardTrainingAlgorithmMaxCount(cudnnHandle handle,
                                                                           cudnnRNNDescriptor rnnDesc,
                                                                           int[] count)

Deprecated.

RNN FIND API

cudnnFindRNNForwardTrainingAlgorithmEx

@Deprecated
public static int cudnnFindRNNForwardTrainingAlgorithmEx(cudnnHandle handle,
                                                                      cudnnRNNDescriptor rnnDesc,
                                                                      int seqLength,
                                                                      cudnnTensorDescriptor[] xDesc,
                                                                      Pointer x,
                                                                      cudnnTensorDescriptor hxDesc,
                                                                      Pointer hx,
                                                                      cudnnTensorDescriptor cxDesc,
                                                                      Pointer cx,
                                                                      cudnnFilterDescriptor wDesc,
                                                                      Pointer w,
                                                                      cudnnTensorDescriptor[] yDesc,
                                                                      Pointer y,
                                                                      cudnnTensorDescriptor hyDesc,
                                                                      Pointer hy,
                                                                      cudnnTensorDescriptor cyDesc,
                                                                      Pointer cy,
                                                                      float findIntensity,
                                                                      int requestedAlgoCount,
                                                                      int[] returnedAlgoCount,
                                                                      cudnnAlgorithmPerformance[] perfResults,
                                                                      Pointer workspace,
                                                                      long workSpaceSizeInBytes,
                                                                      Pointer reserveSpace,
                                                                      long reserveSpaceSizeInBytes)

Deprecated.

cudnnGetRNNBackwardDataAlgorithmMaxCount

@Deprecated
public static int cudnnGetRNNBackwardDataAlgorithmMaxCount(cudnnHandle handle,
                                                                        cudnnRNNDescriptor rnnDesc,
                                                                        int[] count)

Deprecated.

cudnnFindRNNBackwardDataAlgorithmEx

@Deprecated
public static int cudnnFindRNNBackwardDataAlgorithmEx(cudnnHandle handle,
                                                                   cudnnRNNDescriptor rnnDesc,
                                                                   int seqLength,
                                                                   cudnnTensorDescriptor[] yDesc,
                                                                   Pointer y,
                                                                   cudnnTensorDescriptor[] dyDesc,
                                                                   Pointer dy,
                                                                   cudnnTensorDescriptor dhyDesc,
                                                                   Pointer dhy,
                                                                   cudnnTensorDescriptor dcyDesc,
                                                                   Pointer dcy,
                                                                   cudnnFilterDescriptor wDesc,
                                                                   Pointer w,
                                                                   cudnnTensorDescriptor hxDesc,
                                                                   Pointer hx,
                                                                   cudnnTensorDescriptor cxDesc,
                                                                   Pointer cx,
                                                                   cudnnTensorDescriptor[] dxDesc,
                                                                   Pointer dx,
                                                                   cudnnTensorDescriptor dhxDesc,
                                                                   Pointer dhx,
                                                                   cudnnTensorDescriptor dcxDesc,
                                                                   Pointer dcx,
                                                                   float findIntensity,
                                                                   int requestedAlgoCount,
                                                                   int[] returnedAlgoCount,
                                                                   cudnnAlgorithmPerformance[] perfResults,
                                                                   Pointer workspace,
                                                                   long workSpaceSizeInBytes,
                                                                   Pointer reserveSpace,
                                                                   long reserveSpaceSizeInBytes)

Deprecated.

cudnnGetRNNBackwardWeightsAlgorithmMaxCount

@Deprecated
public static int cudnnGetRNNBackwardWeightsAlgorithmMaxCount(cudnnHandle handle,
                                                                           cudnnRNNDescriptor rnnDesc,
                                                                           int[] count)

Deprecated.

cudnnFindRNNBackwardWeightsAlgorithmEx

@Deprecated
public static int cudnnFindRNNBackwardWeightsAlgorithmEx(cudnnHandle handle,
                                                                      cudnnRNNDescriptor rnnDesc,
                                                                      int seqLength,
                                                                      cudnnTensorDescriptor[] xDesc,
                                                                      Pointer x,
                                                                      cudnnTensorDescriptor hxDesc,
                                                                      Pointer hx,
                                                                      cudnnTensorDescriptor[] yDesc,
                                                                      Pointer y,
                                                                      float findIntensity,
                                                                      int requestedAlgoCount,
                                                                      int[] returnedAlgoCount,
                                                                      cudnnAlgorithmPerformance[] perfResults,
                                                                      Pointer workspace,
                                                                      long workSpaceSizeInBytes,
                                                                      cudnnFilterDescriptor dwDesc,
                                                                      Pointer dw,
                                                                      Pointer reserveSpace,
                                                                      long reserveSpaceSizeInBytes)

Deprecated.

cudnnMultiHeadAttnBackwardData

public static int cudnnMultiHeadAttnBackwardData(cudnnHandle handle,
                                                 cudnnAttnDescriptor attnDesc,
                                                 int[] loWinIdx,
                                                 int[] hiWinIdx,
                                                 Pointer devSeqLengthsDQDO,
                                                 Pointer devSeqLengthsDKDV,
                                                 cudnnSeqDataDescriptor doDesc,
                                                 Pointer dout,
                                                 cudnnSeqDataDescriptor dqDesc,
                                                 Pointer dqueries,
                                                 Pointer queries,
                                                 cudnnSeqDataDescriptor dkDesc,
                                                 Pointer dkeys,
                                                 Pointer keys,
                                                 cudnnSeqDataDescriptor dvDesc,
                                                 Pointer dvalues,
                                                 Pointer values,
                                                 long weightSizeInBytes,
                                                 Pointer weights,
                                                 long workSpaceSizeInBytes,
                                                 Pointer workSpace,
                                                 long reserveSpaceSizeInBytes,
                                                 Pointer reserveSpace)

cudnnMultiHeadAttnBackwardWeights

public static int cudnnMultiHeadAttnBackwardWeights(cudnnHandle handle,
                                                    cudnnAttnDescriptor attnDesc,
                                                    int addGrad,
                                                    cudnnSeqDataDescriptor qDesc,
                                                    Pointer queries,
                                                    cudnnSeqDataDescriptor kDesc,
                                                    Pointer keys,
                                                    cudnnSeqDataDescriptor vDesc,
                                                    Pointer values,
                                                    cudnnSeqDataDescriptor doDesc,
                                                    Pointer dout,
                                                    long weightSizeInBytes,
                                                    Pointer weights,
                                                    Pointer dweights,
                                                    long workSpaceSizeInBytes,
                                                    Pointer workSpace,
                                                    long reserveSpaceSizeInBytes,
                                                    Pointer reserveSpace)

cudnnCreateCTCLossDescriptor

public static int cudnnCreateCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc)

cudnnSetCTCLossDescriptor

public static int cudnnSetCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc,
                                            int compType)

cudnnSetCTCLossDescriptorEx

public static int cudnnSetCTCLossDescriptorEx(cudnnCTCLossDescriptor ctcLossDesc,
                                              int compType,
                                              int normMode,
                                              int gradMode)

cudnnSetCTCLossDescriptor_v8

public static int cudnnSetCTCLossDescriptor_v8(cudnnCTCLossDescriptor ctcLossDesc,
                                               int compType,
                                               int normMode,
                                               int gradMode,
                                               int maxLabelLength)

cudnnGetCTCLossDescriptor

public static int cudnnGetCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc,
                                            int[] compType)

cudnnGetCTCLossDescriptorEx

public static int cudnnGetCTCLossDescriptorEx(cudnnCTCLossDescriptor ctcLossDesc,
                                              int[] compType,
                                              int[] normMode,
                                              int[] gradMode)

cudnnGetCTCLossDescriptor_v8

public static int cudnnGetCTCLossDescriptor_v8(cudnnCTCLossDescriptor ctcLossDesc,
                                               int[] compType,
                                               int[] normMode,
                                               int[] gradMode,
                                               int[] maxLabelLength)

cudnnDestroyCTCLossDescriptor

public static int cudnnDestroyCTCLossDescriptor(cudnnCTCLossDescriptor ctcLossDesc)

cudnnCTCLoss

public static int cudnnCTCLoss(cudnnHandle handle,
                               cudnnTensorDescriptor probsDesc,
                               Pointer probs,
                               int[] hostLabels,
                               int[] hostLabelLengths,
                               int[] hostInputLengths,
                               Pointer costs,
                               cudnnTensorDescriptor gradientsDesc,
                               Pointer gradients,
                               int algo,
                               cudnnCTCLossDescriptor ctcLossDesc,
                               Pointer workspace,
                               long workSpaceSizeInBytes)

return the ctc costs and gradients, given the probabilities and labels

cudnnCTCLoss_v8

public static int cudnnCTCLoss_v8(cudnnHandle handle,
                                  int algo,
                                  cudnnCTCLossDescriptor ctcLossDesc,
                                  cudnnTensorDescriptor probsDesc,
                                  Pointer probs,
                                  Pointer labels,
                                  Pointer labelLengths,
                                  Pointer inputLengths,
                                  Pointer costs,
                                  cudnnTensorDescriptor gradientsDesc,
                                  Pointer gradients,
                                  long workSpaceSizeInBytes,
                                  Pointer workspace)

return the ctc costs and gradients, given the probabilities and labels

cudnnGetCTCLossWorkspaceSize

public static int cudnnGetCTCLossWorkspaceSize(cudnnHandle handle,
                                               cudnnTensorDescriptor probsDesc,
                                               cudnnTensorDescriptor gradientsDesc,
                                               int[] labels,
                                               int[] labelLengths,
                                               int[] inputLengths,
                                               int algo,
                                               cudnnCTCLossDescriptor ctcLossDesc,
                                               long[] sizeInBytes)

return the workspace size needed for ctc

cudnnGetCTCLossWorkspaceSize_v8

public static int cudnnGetCTCLossWorkspaceSize_v8(cudnnHandle handle,
                                                  int algo,
                                                  cudnnCTCLossDescriptor ctcLossDesc,
                                                  cudnnTensorDescriptor probsDesc,
                                                  cudnnTensorDescriptor gradientsDesc,
                                                  long[] sizeInBytes)

return the workspace size needed for ctc

cudnnAdvTrainVersionCheck

public static int cudnnAdvTrainVersionCheck()

 Cross-library version checker..
 This function is implemented differently in each sub-library. Each sublib
 checks whether its own version matches that of its dependencies.

Returns:: CUDNN_STATUS_SUCCESS if the version check passes, CUDNN_STATUS_VERSION_MISMATCH if the versions are inconsistent.

cudnnCreateConvolutionDescriptor

public static int cudnnCreateConvolutionDescriptor(cudnnConvolutionDescriptor convDesc)

Create an instance of convolution descriptor

cudnnDestroyConvolutionDescriptor

public static int cudnnDestroyConvolutionDescriptor(cudnnConvolutionDescriptor convDesc)

Destroy an instance of convolution descriptor

cudnnSetConvolutionMathType

public static int cudnnSetConvolutionMathType(cudnnConvolutionDescriptor convDesc,
                                              int mathType)

cudnnGetConvolutionMathType

public static int cudnnGetConvolutionMathType(cudnnConvolutionDescriptor convDesc,
                                              int[] mathType)

cudnnSetConvolutionGroupCount

public static int cudnnSetConvolutionGroupCount(cudnnConvolutionDescriptor convDesc,
                                                int groupCount)

cudnnGetConvolutionGroupCount

public static int cudnnGetConvolutionGroupCount(cudnnConvolutionDescriptor convDesc,
                                                int[] groupCount)

cudnnSetConvolutionReorderType

public static int cudnnSetConvolutionReorderType(cudnnConvolutionDescriptor convDesc,
                                                 int reorderType)

cudnnGetConvolutionReorderType

public static int cudnnGetConvolutionReorderType(cudnnConvolutionDescriptor convDesc,
                                                 int[] reorderType)

cudnnSetConvolution2dDescriptor

public static int cudnnSetConvolution2dDescriptor(cudnnConvolutionDescriptor convDesc,
                                                  int pad_h,
                                                  int pad_w,
                                                  int u,
                                                  int v,
                                                  int dilation_h,
                                                  int dilation_w,
                                                  int mode,
                                                  int computeType)

cudnnGetConvolution2dDescriptor

public static int cudnnGetConvolution2dDescriptor(cudnnConvolutionDescriptor convDesc,
                                                  int[] pad_h,
                                                  int[] pad_w,
                                                  int[] u,
                                                  int[] v,
                                                  int[] dilation_h,
                                                  int[] dilation_w,
                                                  int[] mode,
                                                  int[] computeType)

cudnnSetConvolutionNdDescriptor

public static int cudnnSetConvolutionNdDescriptor(cudnnConvolutionDescriptor convDesc,
                                                  int arrayLength,
                                                  int[] padA,
                                                  int[] filterStrideA,
                                                  int[] dilationA,
                                                  int mode,
                                                  int computeType)

cudnnGetConvolutionNdDescriptor

public static int cudnnGetConvolutionNdDescriptor(cudnnConvolutionDescriptor convDesc,
                                                  int arrayLengthRequested,
                                                  int[] arrayLength,
                                                  int[] padA,
                                                  int[] strideA,
                                                  int[] dilationA,
                                                  int[] mode,
                                                  int[] computeType)

Helper function to return the dimensions of the output tensor given a convolution descriptor

cudnnGetConvolution2dForwardOutputDim

public static int cudnnGetConvolution2dForwardOutputDim(cudnnConvolutionDescriptor convDesc,
                                                        cudnnTensorDescriptor inputTensorDesc,
                                                        cudnnFilterDescriptor filterDesc,
                                                        int[] n,
                                                        int[] c,
                                                        int[] h,
                                                        int[] w)

convolution data type

cudnnGetConvolutionNdForwardOutputDim

public static int cudnnGetConvolutionNdForwardOutputDim(cudnnConvolutionDescriptor convDesc,
                                                        cudnnTensorDescriptor inputTensorDesc,
                                                        cudnnFilterDescriptor filterDesc,
                                                        int nbDims,
                                                        int[] tensorOuputDimA)

Helper function to return the dimensions of the output tensor given a convolution descriptor

cudnnGetConvolutionForwardAlgorithmMaxCount

public static int cudnnGetConvolutionForwardAlgorithmMaxCount(cudnnHandle handle,
                                                              int[] count)

helper function to provide the convolution forward algo that fit best the requirement

cudnnGetConvolutionForwardAlgorithm_v7

public static int cudnnGetConvolutionForwardAlgorithm_v7(cudnnHandle handle,
                                                         cudnnTensorDescriptor srcDesc,
                                                         cudnnFilterDescriptor filterDesc,
                                                         cudnnConvolutionDescriptor convDesc,
                                                         cudnnTensorDescriptor destDesc,
                                                         int requestedAlgoCount,
                                                         int[] returnedAlgoCount,
                                                         cudnnConvolutionFwdAlgoPerf[] perfResults)

cudnnFindConvolutionForwardAlgorithm

public static int cudnnFindConvolutionForwardAlgorithm(cudnnHandle handle,
                                                       cudnnTensorDescriptor xDesc,
                                                       cudnnFilterDescriptor wDesc,
                                                       cudnnConvolutionDescriptor convDesc,
                                                       cudnnTensorDescriptor yDesc,
                                                       int requestedAlgoCount,
                                                       int[] returnedAlgoCount,
                                                       cudnnConvolutionFwdAlgoPerf[] perfResults)

cudnnFindConvolutionForwardAlgorithmEx

public static int cudnnFindConvolutionForwardAlgorithmEx(cudnnHandle handle,
                                                         cudnnTensorDescriptor xDesc,
                                                         Pointer x,
                                                         cudnnFilterDescriptor wDesc,
                                                         Pointer w,
                                                         cudnnConvolutionDescriptor convDesc,
                                                         cudnnTensorDescriptor yDesc,
                                                         Pointer y,
                                                         int requestedAlgoCount,
                                                         int[] returnedAlgoCount,
                                                         cudnnConvolutionFwdAlgoPerf[] perfResults,
                                                         Pointer workSpace,
                                                         long workSpaceSizeInBytes)

cudnnIm2Col

public static int cudnnIm2Col(cudnnHandle handle,
                              cudnnTensorDescriptor xDesc,
                              Pointer x,
                              cudnnFilterDescriptor wDesc,
                              cudnnConvolutionDescriptor convDesc,
                              Pointer colBuffer)

cudnnReorderFilterAndBias

public static int cudnnReorderFilterAndBias(cudnnHandle handle,
                                            cudnnFilterDescriptor filterDesc,
                                            int reorderType,
                                            Pointer filterData,
                                            Pointer reorderedFilterData,
                                            int reorderBias,
                                            Pointer biasData,
                                            Pointer reorderedBiasData)

cudnnGetConvolutionForwardWorkspaceSize

public static int cudnnGetConvolutionForwardWorkspaceSize(cudnnHandle handle,
                                                          cudnnTensorDescriptor xDesc,
                                                          cudnnFilterDescriptor wDesc,
                                                          cudnnConvolutionDescriptor convDesc,
                                                          cudnnTensorDescriptor yDesc,
                                                          int algo,
                                                          long[] sizeInBytes)

Helper function to return the minimum size of the workspace to be passed to the convolution given an algo

cudnnConvolutionForward

public static int cudnnConvolutionForward(cudnnHandle handle,
                                          Pointer alpha,
                                          cudnnTensorDescriptor xDesc,
                                          Pointer x,
                                          cudnnFilterDescriptor wDesc,
                                          Pointer w,
                                          cudnnConvolutionDescriptor convDesc,
                                          int algo,
                                          Pointer workSpace,
                                          long workSpaceSizeInBytes,
                                          Pointer beta,
                                          cudnnTensorDescriptor yDesc,
                                          Pointer y)

Function to perform the forward pass for batch convolution

cudnnConvolutionBiasActivationForward

public static int cudnnConvolutionBiasActivationForward(cudnnHandle handle,
                                                        Pointer alpha1,
                                                        cudnnTensorDescriptor xDesc,
                                                        Pointer x,
                                                        cudnnFilterDescriptor wDesc,
                                                        Pointer w,
                                                        cudnnConvolutionDescriptor convDesc,
                                                        int algo,
                                                        Pointer workSpace,
                                                        long workSpaceSizeInBytes,
                                                        Pointer alpha2,
                                                        cudnnTensorDescriptor zDesc,
                                                        Pointer z,
                                                        cudnnTensorDescriptor biasDesc,
                                                        Pointer bias,
                                                        cudnnActivationDescriptor activationDesc,
                                                        cudnnTensorDescriptor yDesc,
                                                        Pointer y)

Fused conv/bias/activation operation : y = Act( alpha1 * conv(x) + alpha2 * z + bias )

cudnnGetConvolutionBackwardDataAlgorithmMaxCount

public static int cudnnGetConvolutionBackwardDataAlgorithmMaxCount(cudnnHandle handle,
                                                                   int[] count)

cudnnFindConvolutionBackwardDataAlgorithm

public static int cudnnFindConvolutionBackwardDataAlgorithm(cudnnHandle handle,
                                                            cudnnFilterDescriptor wDesc,
                                                            cudnnTensorDescriptor dyDesc,
                                                            cudnnConvolutionDescriptor convDesc,
                                                            cudnnTensorDescriptor dxDesc,
                                                            int requestedAlgoCount,
                                                            int[] returnedAlgoCount,
                                                            cudnnConvolutionBwdDataAlgoPerf[] perfResults)

cudnnFindConvolutionBackwardDataAlgorithmEx

public static int cudnnFindConvolutionBackwardDataAlgorithmEx(cudnnHandle handle,
                                                              cudnnFilterDescriptor wDesc,
                                                              Pointer w,
                                                              cudnnTensorDescriptor dyDesc,
                                                              Pointer dy,
                                                              cudnnConvolutionDescriptor convDesc,
                                                              cudnnTensorDescriptor dxDesc,
                                                              Pointer dx,
                                                              int requestedAlgoCount,
                                                              int[] returnedAlgoCount,
                                                              cudnnConvolutionBwdDataAlgoPerf[] perfResults,
                                                              Pointer workSpace,
                                                              long workSpaceSizeInBytes)

cudnnGetConvolutionBackwardDataAlgorithm_v7

public static int cudnnGetConvolutionBackwardDataAlgorithm_v7(cudnnHandle handle,
                                                              cudnnFilterDescriptor filterDesc,
                                                              cudnnTensorDescriptor diffDesc,
                                                              cudnnConvolutionDescriptor convDesc,
                                                              cudnnTensorDescriptor gradDesc,
                                                              int requestedAlgoCount,
                                                              int[] returnedAlgoCount,
                                                              cudnnConvolutionBwdDataAlgoPerf[] perfResults)

cudnnGetConvolutionBackwardDataWorkspaceSize

public static int cudnnGetConvolutionBackwardDataWorkspaceSize(cudnnHandle handle,
                                                               cudnnFilterDescriptor wDesc,
                                                               cudnnTensorDescriptor dyDesc,
                                                               cudnnConvolutionDescriptor convDesc,
                                                               cudnnTensorDescriptor dxDesc,
                                                               int algo,
                                                               long[] sizeInBytes)

Helper function to return the minimum size of the workspace to be passed to the convolution given an algo

cudnnConvolutionBackwardData

public static int cudnnConvolutionBackwardData(cudnnHandle handle,
                                               Pointer alpha,
                                               cudnnFilterDescriptor wDesc,
                                               Pointer w,
                                               cudnnTensorDescriptor dyDesc,
                                               Pointer dy,
                                               cudnnConvolutionDescriptor convDesc,
                                               int algo,
                                               Pointer workSpace,
                                               long workSpaceSizeInBytes,
                                               Pointer beta,
                                               cudnnTensorDescriptor dxDesc,
                                               Pointer dx)

cudnnGetFoldedConvBackwardDataDescriptors

public static int cudnnGetFoldedConvBackwardDataDescriptors(cudnnHandle handle,
                                                            cudnnFilterDescriptor filterDesc,
                                                            cudnnTensorDescriptor diffDesc,
                                                            cudnnConvolutionDescriptor convDesc,
                                                            cudnnTensorDescriptor gradDesc,
                                                            int transformFormat,
                                                            cudnnFilterDescriptor foldedFilterDesc,
                                                            cudnnTensorDescriptor paddedDiffDesc,
                                                            cudnnConvolutionDescriptor foldedConvDesc,
                                                            cudnnTensorDescriptor foldedGradDesc,
                                                            cudnnTensorTransformDescriptor filterFoldTransDesc,
                                                            cudnnTensorTransformDescriptor diffPadTransDesc,
                                                            cudnnTensorTransformDescriptor gradFoldTransDesc,
                                                            cudnnTensorTransformDescriptor gradUnfoldTransDesc)

Helper function to calculate folding descriptors for dgrad

cudnnCnnInferVersionCheck

public static int cudnnCnnInferVersionCheck()

cudnnGetConvolutionBackwardFilterAlgorithmMaxCount

public static int cudnnGetConvolutionBackwardFilterAlgorithmMaxCount(cudnnHandle handle,
                                                                     int[] count)

cudnnFindConvolutionBackwardFilterAlgorithm

public static int cudnnFindConvolutionBackwardFilterAlgorithm(cudnnHandle handle,
                                                              cudnnTensorDescriptor xDesc,
                                                              cudnnTensorDescriptor dyDesc,
                                                              cudnnConvolutionDescriptor convDesc,
                                                              cudnnFilterDescriptor dwDesc,
                                                              int requestedAlgoCount,
                                                              int[] returnedAlgoCount,
                                                              cudnnConvolutionBwdFilterAlgoPerf[] perfResults)

cudnnFindConvolutionBackwardFilterAlgorithmEx

public static int cudnnFindConvolutionBackwardFilterAlgorithmEx(cudnnHandle handle,
                                                                cudnnTensorDescriptor xDesc,
                                                                Pointer x,
                                                                cudnnTensorDescriptor dyDesc,
                                                                Pointer y,
                                                                cudnnConvolutionDescriptor convDesc,
                                                                cudnnFilterDescriptor dwDesc,
                                                                Pointer dw,
                                                                int requestedAlgoCount,
                                                                int[] returnedAlgoCount,
                                                                cudnnConvolutionBwdFilterAlgoPerf[] perfResults,
                                                                Pointer workSpace,
                                                                long workSpaceSizeInBytes)

cudnnGetConvolutionBackwardFilterAlgorithm_v7

public static int cudnnGetConvolutionBackwardFilterAlgorithm_v7(cudnnHandle handle,
                                                                cudnnTensorDescriptor srcDesc,
                                                                cudnnTensorDescriptor diffDesc,
                                                                cudnnConvolutionDescriptor convDesc,
                                                                cudnnFilterDescriptor gradDesc,
                                                                int requestedAlgoCount,
                                                                int[] returnedAlgoCount,
                                                                cudnnConvolutionBwdFilterAlgoPerf[] perfResults)

cudnnGetConvolutionBackwardFilterWorkspaceSize

public static int cudnnGetConvolutionBackwardFilterWorkspaceSize(cudnnHandle handle,
                                                                 cudnnTensorDescriptor xDesc,
                                                                 cudnnTensorDescriptor dyDesc,
                                                                 cudnnConvolutionDescriptor convDesc,
                                                                 cudnnFilterDescriptor gradDesc,
                                                                 int algo,
                                                                 long[] sizeInBytes)

Helper function to return the minimum size of the workspace to be passed to the convolution given an algo

cudnnConvolutionBackwardFilter

public static int cudnnConvolutionBackwardFilter(cudnnHandle handle,
                                                 Pointer alpha,
                                                 cudnnTensorDescriptor xDesc,
                                                 Pointer x,
                                                 cudnnTensorDescriptor dyDesc,
                                                 Pointer dy,
                                                 cudnnConvolutionDescriptor convDesc,
                                                 int algo,
                                                 Pointer workSpace,
                                                 long workSpaceSizeInBytes,
                                                 Pointer beta,
                                                 cudnnFilterDescriptor dwDesc,
                                                 Pointer dw)

cudnnConvolutionBackwardBias

public static int cudnnConvolutionBackwardBias(cudnnHandle handle,
                                               Pointer alpha,
                                               cudnnTensorDescriptor dyDesc,
                                               Pointer dy,
                                               Pointer beta,
                                               cudnnTensorDescriptor dbDesc,
                                               Pointer db)

Function to compute the bias gradient for batch convolution

cudnnCreateFusedOpsConstParamPack

public static int cudnnCreateFusedOpsConstParamPack(cudnnFusedOpsConstParamPack constPack,
                                                    int ops)

cudnnDestroyFusedOpsConstParamPack

public static int cudnnDestroyFusedOpsConstParamPack(cudnnFusedOpsConstParamPack constPack)

cudnnSetFusedOpsConstParamPackAttribute

public static int cudnnSetFusedOpsConstParamPackAttribute(cudnnFusedOpsConstParamPack constPack,
                                                          int paramLabel,
                                                          Pointer param)

cudnnGetFusedOpsConstParamPackAttribute

public static int cudnnGetFusedOpsConstParamPackAttribute(cudnnFusedOpsConstParamPack constPack,
                                                          int paramLabel,
                                                          Pointer param,
                                                          int[] isNULL)

cudnnCreateFusedOpsVariantParamPack

public static int cudnnCreateFusedOpsVariantParamPack(cudnnFusedOpsVariantParamPack varPack,
                                                      int ops)

cudnnDestroyFusedOpsVariantParamPack

public static int cudnnDestroyFusedOpsVariantParamPack(cudnnFusedOpsVariantParamPack varPack)

cudnnSetFusedOpsVariantParamPackAttribute

public static int cudnnSetFusedOpsVariantParamPackAttribute(cudnnFusedOpsVariantParamPack varPack,
                                                            int paramLabel,
                                                            Pointer ptr)

cudnnGetFusedOpsVariantParamPackAttribute

public static int cudnnGetFusedOpsVariantParamPackAttribute(cudnnFusedOpsVariantParamPack varPack,
                                                            int paramLabel,
                                                            Pointer ptr)

cudnnCreateFusedOpsPlan

public static int cudnnCreateFusedOpsPlan(cudnnFusedOpsPlan plan,
                                          int ops)

cudnnDestroyFusedOpsPlan

public static int cudnnDestroyFusedOpsPlan(cudnnFusedOpsPlan plan)

cudnnMakeFusedOpsPlan

public static int cudnnMakeFusedOpsPlan(cudnnHandle handle,
                                        cudnnFusedOpsPlan plan,
                                        cudnnFusedOpsConstParamPack constPack,
                                        long[] workspaceSizeInBytes)

cudnnFusedOpsExecute

public static int cudnnFusedOpsExecute(cudnnHandle handle,
                                       cudnnFusedOpsPlan plan,
                                       cudnnFusedOpsVariantParamPack varPack)

cudnnCnnTrainVersionCheck

public static int cudnnCnnTrainVersionCheck()

cudnnBackendCreateDescriptor

public static int cudnnBackendCreateDescriptor(int descriptorType,
                                               cudnnBackendDescriptor descriptor)

cudnnBackendDestroyDescriptor

public static int cudnnBackendDestroyDescriptor(cudnnBackendDescriptor descriptor)

cudnnBackendInitialize

public static int cudnnBackendInitialize(cudnnBackendDescriptor descriptor)

cudnnBackendFinalize

public static int cudnnBackendFinalize(cudnnBackendDescriptor descriptor)

cudnnBackendSetAttribute

public static int cudnnBackendSetAttribute(cudnnBackendDescriptor descriptor,
                                           int attributeName,
                                           int attributeType,
                                           long elementCount,
                                           Pointer arrayOfElements)

cudnnBackendGetAttribute

public static int cudnnBackendGetAttribute(cudnnBackendDescriptor descriptor,
                                           int attributeName,
                                           int attributeType,
                                           long requestedElementCount,
                                           long[] elementCount,
                                           Pointer arrayOfElements)

cudnnBackendExecute

public static int cudnnBackendExecute(cudnnHandle handle,
                                      cudnnBackendDescriptor executionPlan,
                                      cudnnBackendDescriptor variantPack)

Class JCudnn

Field Summary

Method Summary

Methods inherited from class java.lang.Object

Field Detail

CUDNN_MAJOR

CUDNN_MINOR

CUDNN_PATCHLEVEL

CUDNN_VERSION

CUDNN_DIM_MAX

CUDNN_BN_MIN_EPSILON

CUDNN_SEV_ERROR_EN

CUDNN_SEV_WARNING_EN

CUDNN_SEV_INFO_EN

CUDNN_ATTN_QUERYMAP_ALL_TO_ONE

CUDNN_ATTN_QUERYMAP_ONE_TO_ONE

CUDNN_ATTN_DISABLE_PROJ_BIASES

CUDNN_ATTN_ENABLE_PROJ_BIASES

CUDNN_ATTN_WKIND_COUNT

Method Detail

initialize

setExceptionsEnabled

setLogLevel

cudnnGetVersion

cudnnGetCudartVersion

cudnnGetErrorString

cudnnQueryRuntimeError

cudnnGetProperty

cudnnCreate

cudnnDestroy

cudnnSetStream

cudnnGetStream

cudnnCreateTensorDescriptor

cudnnSetTensor4dDescriptor

cudnnSetTensor4dDescriptorEx

cudnnGetTensor4dDescriptor

cudnnSetTensorNdDescriptor

cudnnSetTensorNdDescriptorEx

cudnnGetTensorNdDescriptor

cudnnGetTensorSizeInBytes

cudnnDestroyTensorDescriptor

cudnnInitTransformDest

cudnnCreateTensorTransformDescriptor

cudnnSetTensorTransformDescriptor

cudnnGetTensorTransformDescriptor

cudnnDestroyTensorTransformDescriptor

cudnnTransformTensor

cudnnTransformTensorEx

cudnnAddTensor

cudnnCreateOpTensorDescriptor

cudnnSetOpTensorDescriptor

cudnnGetOpTensorDescriptor

cudnnDestroyOpTensorDescriptor

cudnnOpTensor

cudnnCreateReduceTensorDescriptor

cudnnSetReduceTensorDescriptor

cudnnGetReduceTensorDescriptor

cudnnDestroyReduceTensorDescriptor

cudnnGetReductionIndicesSize

cudnnGetReductionWorkspaceSize

cudnnReduceTensor

cudnnSetTensor

cudnnScaleTensor

cudnnCreateFilterDescriptor

cudnnSetFilter4dDescriptor

cudnnGetFilter4dDescriptor

cudnnSetFilterNdDescriptor

cudnnGetFilterNdDescriptor

cudnnGetFilterSizeInBytes

cudnnTransformFilter

cudnnDestroyFilterDescriptor

cudnnSoftmaxForward

cudnnCreatePoolingDescriptor

cudnnSetPooling2dDescriptor

cudnnGetPooling2dDescriptor

cudnnSetPoolingNdDescriptor

cudnnGetPoolingNdDescriptor

cudnnGetPoolingNdForwardOutputDim

cudnnGetPooling2dForwardOutputDim

cudnnDestroyPoolingDescriptor