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Zhao-Shi-jieZhao-Shi-jie
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算子赛道第五题
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‎include/infiniop.h‎

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#include "infiniop/handle.h"
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#include "infiniop/ops/add.h"
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#include "infiniop/ops/attention.h"
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#include "infiniop/ops/averagepool.h"
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#include "infiniop/ops/averagepool_backward.h"
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#include "infiniop/ops/causal_softmax.h"
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#include "infiniop/ops/clip.h"
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#include "infiniop/ops/conv.h"
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#include "infiniop/ops/conv_backward.h"
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#include "infiniop/ops/cross_entropy_loss.h"
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#include "infiniop/ops/dequantize.h"
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#include "infiniop/ops/gemm.h"
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#include "infiniop/ops/interpolate_nearest.h"
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#include "infiniop/ops/maxpool.h"
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#include "infiniop/ops/maxpool_backward.h"
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#include "infiniop/ops/mul.h"
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#include "infiniop/ops/random_sample.h"
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#include "infiniop/ops/rearrange.h"

‎include/infiniop/ops/averagepool.h‎

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#ifndef __INFINIOP_AVERAGEPOOL_H__
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#define __INFINIOP_AVERAGEPOOL_H__
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#include "../operator_descriptor.h"
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__C typedef struct InfiniopDescriptor *infiniopAvgPoolDescriptor_t;
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__C infiniStatus_t infiniopCreateAvgPoolDescriptor(infiniopHandle_t handle,
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infiniopAvgPoolDescriptor_t *desc_ptr,
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infiniopTensorDescriptor_t output_desc,
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infiniopTensorDescriptor_t input_desc,
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void *kernel_size,
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void *strides,
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void *pads,
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bool ceil_mode);
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__C infiniStatus_t infiniopGetAvgPoolWorkspaceSize(infiniopAvgPoolDescriptor_t desc,
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size_t *size);
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__C infiniStatus_t infiniopAvgPool(infiniopAvgPoolDescriptor_t desc,
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void *workspace,
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size_t workspace_size,
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void *output,
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const void *input,
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void *stream);
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__C infiniStatus_t infiniopDestroyAvgPoolDescriptor(infiniopAvgPoolDescriptor_t desc);
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#endif // __INFINIOP_AVERAGEPOOL_H__

‎include/infiniop/ops/averagepool_backward.h‎

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#ifndef __INFINIOP_AVERAGEPOOL_BACKWARD_H__
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#define __INFINIOP_AVERAGEPOOL_BACKWARD_H__
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#include "../operator_descriptor.h"
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__C typedef struct InfiniopDescriptor *infiniopAvgPoolBackwardDescriptor_t;
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__C infiniStatus_t infiniopCreateAvgPoolBackwardDescriptor(infiniopHandle_t handle,
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infiniopAvgPoolBackwardDescriptor_t *desc_ptr,
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infiniopTensorDescriptor_t grad_input_desc,
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infiniopTensorDescriptor_t grad_output_desc,
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infiniopTensorDescriptor_t input_desc,
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void *kernel_size,
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void *strides,
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void *pads,
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bool ceil_mode);
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__C infiniStatus_t infiniopGetAvgPoolBackwardWorkspaceSize(infiniopAvgPoolBackwardDescriptor_t desc,
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size_t *size);
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__C infiniStatus_t infiniopAvgPoolBackward(infiniopAvgPoolBackwardDescriptor_t desc,
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void *workspace,
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size_t workspace_size,
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void *grad_input,
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const void *grad_output,
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const void *input,
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void *stream);
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__C infiniStatus_t infiniopDestroyAvgPoolBackwardDescriptor(infiniopAvgPoolBackwardDescriptor_t desc);
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#endif // __INFINIOP_AVERAGEPOOL_BACKWARD_H__

‎include/infiniop/ops/conv_backward.h‎

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#ifndef __INFINIOP_CONV_BACKWARD_API_H__
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#define __INFINIOP_CONV_BACKWARD_API_H__
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#include "../operator_descriptor.h"
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typedef struct InfiniopDescriptor *infiniopConvBackwardDescriptor_t;
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__C infiniStatus_t infiniopCreateConvBackwardDescriptor(infiniopHandle_t handle,
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infiniopConvBackwardDescriptor_t *desc_ptr,
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infiniopTensorDescriptor_t grad_output_desc,
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infiniopTensorDescriptor_t input_desc,
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infiniopTensorDescriptor_t weight_desc,
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infiniopTensorDescriptor_t bias_desc,
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void *pads,
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void *strides,
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void *dilations,
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size_t n);
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__C infiniStatus_t infiniopGetConvBackwardWorkspaceSize(infiniopConvBackwardDescriptor_t desc, size_t *size);
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__C infiniStatus_t infiniopConvBackward(infiniopConvBackwardDescriptor_t desc,
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void *workspace,
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size_t workspace_size,
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void *grad_input,
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void *grad_weight,
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void *grad_bias,
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const void *grad_output,
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const void *input,
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const void *weight,
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void *stream);
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__C infiniStatus_t infiniopDestroyConvBackwardDescriptor(infiniopConvBackwardDescriptor_t desc);
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#endif

‎include/infiniop/ops/cross_entropy_loss.h‎

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#ifndef __INFINIOP_CROSS_ENTROPY_LOSS_API_H__
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#define __INFINIOP_CROSS_ENTROPY_LOSS_API_H__
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#include "../operator_descriptor.h"
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typedef struct InfiniopDescriptor *infiniopCrossEntropyLossDescriptor_t;
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__C infiniStatus_t infiniopCreateCrossEntropyLossDescriptor(infiniopHandle_t handle,
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infiniopCrossEntropyLossDescriptor_t *desc_ptr,
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infiniopTensorDescriptor_t loss_desc,
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infiniopTensorDescriptor_t logits_desc,
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infiniopTensorDescriptor_t target_desc);
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__C infiniStatus_t infiniopGetCrossEntropyLossWorkspaceSize(infiniopCrossEntropyLossDescriptor_t desc,
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size_t *size);
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__C infiniStatus_t infiniopCrossEntropyLoss(infiniopCrossEntropyLossDescriptor_t desc,
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void *workspace,
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size_t workspace_size,
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void *loss,
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const void *logits,
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const void *target,
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void *stream);
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__C infiniStatus_t infiniopDestroyCrossEntropyLossDescriptor(infiniopCrossEntropyLossDescriptor_t desc);
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#endif // __INFINIOP_CROSS_ENTROPY_LOSS_API_H__

‎include/infiniop/ops/interpolate_nearest.h‎

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#ifndef __INFINIOP_INTERPOLATE_NEAREST_H__
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#define __INFINIOP_INTERPOLATE_NEAREST_H__
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#include "../operator_descriptor.h"
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__C typedef struct InfiniopDescriptor *infiniopInterpolateNearestDescriptor_t;
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__C infiniStatus_t infiniopCreateInterpolateNearestDescriptor(infiniopHandle_t handle,
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infiniopInterpolateNearestDescriptor_t *desc_ptr,
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infiniopTensorDescriptor_t output_desc,
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infiniopTensorDescriptor_t input_desc);
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__C infiniStatus_t infiniopGetInterpolateNearestWorkspaceSize(infiniopInterpolateNearestDescriptor_t desc,
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size_t *size);
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__C infiniStatus_t infiniopInterpolateNearest(infiniopInterpolateNearestDescriptor_t desc,
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void *workspace,
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size_t workspace_size,
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void *output,
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const void *input,
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void *stream);
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__C infiniStatus_t infiniopDestroyInterpolateNearestDescriptor(infiniopInterpolateNearestDescriptor_t desc);
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#endif // __INFINIOP_INTERPOLATE_NEAREST_H__

‎include/infiniop/ops/maxpool.h‎

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#ifndef __INFINIOP_MAX_POOL_H__
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#define __INFINIOP_MAX_POOL_H__
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#include "../operator_descriptor.h"
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__C typedef struct InfiniopDescriptor *infiniopMaxPoolDescriptor_t;
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__C infiniStatus_t infiniopCreateMaxPoolDescriptor(infiniopHandle_t handle,
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infiniopMaxPoolDescriptor_t *desc_ptr,
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infiniopTensorDescriptor_t output_desc,
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infiniopTensorDescriptor_t input_desc,
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void *kernel_size,
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void *strides,
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void *pads,
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bool ceil_mode);
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__C infiniStatus_t infiniopGetMaxPoolWorkspaceSize(infiniopMaxPoolDescriptor_t desc,
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size_t *size);
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__C infiniStatus_t infiniopMaxPool(infiniopMaxPoolDescriptor_t desc,
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void *workspace,
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size_t workspace_size,
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void *output,
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const void *input,
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void *stream);
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__C infiniStatus_t infiniopDestroyMaxPoolDescriptor(infiniopMaxPoolDescriptor_t desc);
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#endif // __INFINIOP_MAX_POOL_H__

‎include/infiniop/ops/maxpool_backward.h‎

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#ifndef __INFINIOP_MAXPOOL_BACKWARD_H__
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#define __INFINIOP_MAXPOOL_BACKWARD_H__
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#include "../operator_descriptor.h"
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__C typedef struct InfiniopDescriptor *infiniopMaxPoolBackwardDescriptor_t;
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__C infiniStatus_t infiniopCreateMaxPoolBackwardDescriptor(infiniopHandle_t handle,
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infiniopMaxPoolBackwardDescriptor_t *desc_ptr,
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infiniopTensorDescriptor_t grad_input_desc,
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infiniopTensorDescriptor_t grad_output_desc,
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infiniopTensorDescriptor_t input_desc,
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void *kernel_size,
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void *strides,
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void *pads,
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bool ceil_mode);
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__C infiniStatus_t infiniopGetMaxPoolBackwardWorkspaceSize(infiniopMaxPoolBackwardDescriptor_t desc,
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size_t *size);
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__C infiniStatus_t infiniopMaxPoolBackward(infiniopMaxPoolBackwardDescriptor_t desc,
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void *workspace,
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size_t workspace_size,
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void *grad_input,
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const void *grad_output,
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const void *input,
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void *stream);
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__C infiniStatus_t infiniopDestroyMaxPoolBackwardDescriptor(infiniopMaxPoolBackwardDescriptor_t desc);
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#endif // __INFINIOP_MAXPOOL_BACKWARD_H__

‎scripts/python_test.py‎

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"sub.py",
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"swiglu.py",
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"softplus.py",
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"averagepool_backward.py",
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"averagepool.py",
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"maxpool_backward.py",
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"maxpool.py",
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"interpolate_nearest.py",
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"conv_backward.py",
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"cross_entropy_loss.py",
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]:
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result = subprocess.run(
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f"python {test} {args} --debug", text=True, encoding="utf-8", shell=True

‎src/infiniop-test/include/ops.hpp‎

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DECLARE_INFINIOP_TEST(causal_softmax)
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DECLARE_INFINIOP_TEST(rearrange)
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DECLARE_INFINIOP_TEST(sub)
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DECLARE_INFINIOP_TEST(cross_entropy_loss)
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DECLARE_INFINIOP_TEST(averagepool)
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DECLARE_INFINIOP_TEST(averagepool_backward)
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DECLARE_INFINIOP_TEST(interpolate_nearest)
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DECLARE_INFINIOP_TEST(conv_backward)
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DECLARE_INFINIOP_TEST(maxpool)
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DECLARE_INFINIOP_TEST(maxpool_backward)
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#define REGISTER_INFINIOP_TEST(name) \
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{ \
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/*
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* Register all the tests here
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*/
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#define TEST_BUILDER_MAPPINGS \
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{ \
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REGISTER_INFINIOP_TEST(gemm) \
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REGISTER_INFINIOP_TEST(random_sample) \
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REGISTER_INFINIOP_TEST(add) \
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REGISTER_INFINIOP_TEST(mul) \
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REGISTER_INFINIOP_TEST(clip) \
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REGISTER_INFINIOP_TEST(swiglu) \
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REGISTER_INFINIOP_TEST(rope) \
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REGISTER_INFINIOP_TEST(rms_norm) \
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REGISTER_INFINIOP_TEST(causal_softmax) \
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REGISTER_INFINIOP_TEST(rearrange) \
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REGISTER_INFINIOP_TEST(sub) \
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#define TEST_BUILDER_MAPPINGS \
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{ \
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REGISTER_INFINIOP_TEST(gemm) \
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REGISTER_INFINIOP_TEST(random_sample) \
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REGISTER_INFINIOP_TEST(add) \
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REGISTER_INFINIOP_TEST(mul) \
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REGISTER_INFINIOP_TEST(clip) \
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REGISTER_INFINIOP_TEST(swiglu) \
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REGISTER_INFINIOP_TEST(rope) \
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REGISTER_INFINIOP_TEST(rms_norm) \
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REGISTER_INFINIOP_TEST(causal_softmax) \
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REGISTER_INFINIOP_TEST(rearrange) \
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REGISTER_INFINIOP_TEST(sub) \
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REGISTER_INFINIOP_TEST(cross_entropy_loss) \
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REGISTER_INFINIOP_TEST(averagepool) \
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REGISTER_INFINIOP_TEST(averagepool_backward) \
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REGISTER_INFINIOP_TEST(interpolate_nearest) \
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REGISTER_INFINIOP_TEST(conv_backward) \
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REGISTER_INFINIOP_TEST(maxpool) \
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REGISTER_INFINIOP_TEST(maxpool_backward) \
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}
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namespace infiniop_test {

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