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Contents

PReLU

Overview

PReLU primitive A primitive to perform PReLU (leaky ReLU with trainable alpha parameter) More…

// structs

struct dnnl_prelu_desc_t;
struct dnnl::prelu_backward;
struct dnnl::prelu_forward;

// global functions

dnnl_status_t DNNL_API dnnl_prelu_forward_desc_init(
    dnnl_prelu_desc_t* prelu_desc,
    dnnl_prop_kind_t prop_kind,
    const dnnl_memory_desc_t* data_desc,
    const dnnl_memory_desc_t* weights_desc
    );

dnnl_status_t DNNL_API dnnl_prelu_backward_desc_init(
    dnnl_prelu_desc_t* prelu_desc,
    const dnnl_memory_desc_t* data_desc,
    const dnnl_memory_desc_t* weights_desc,
    const dnnl_memory_desc_t* diff_data_desc,
    const dnnl_memory_desc_t* diff_weights_desc
    );

Detailed Documentation

PReLU primitive A primitive to perform PReLU (leaky ReLU with trainable alpha parameter)

See also:

PReLU in developer guide

Global Functions

dnnl_status_t DNNL_API dnnl_prelu_forward_desc_init(
    dnnl_prelu_desc_t* prelu_desc,
    dnnl_prop_kind_t prop_kind,
    const dnnl_memory_desc_t* data_desc,
    const dnnl_memory_desc_t* weights_desc
    )

Initializes a descriptor for PReLU (leaky ReLU with trainable alpha parameter) forward propagation primitive.

Note

weights descriptor is allowed to be initialized with dnnl_format_tag_any or with format_kind set to dnnl_format_kind_any.

Parameters:

prelu_desc	Output descriptor for a prelu primitive.
prop_kind	Propagation kind. Possible values are dnnl_forward_training and dnnl_forward_inference.
data_desc	Source and destination memory descriptor.
weights_desc	Alpha parameters memory descriptor.

Returns:

dnnl_success on success and a status describing the error otherwise.

dnnl_status_t DNNL_API dnnl_prelu_backward_desc_init(
    dnnl_prelu_desc_t* prelu_desc,
    const dnnl_memory_desc_t* data_desc,
    const dnnl_memory_desc_t* weights_desc,
    const dnnl_memory_desc_t* diff_data_desc,
    const dnnl_memory_desc_t* diff_weights_desc
    )

Initializes a descriptor for PReLU (leaky ReLU with trainable alpha parameter) backward propagation primitive.

Note

weights descriptor and diff_weights descriptor are allowed to be initialized with dnnl_format_tag_any or with format_kind set to dnnl_format_kind_any.

Parameters:

prelu_desc	Output descriptor for a prelu primitive.
data_desc	Source and destination memory descriptor.
weights_desc	Alpha parameters memory descriptor.
diff_data_desc	Diff source and destination memory descriptor.
diff_weights_desc	Diff alpha parameters memory descriptor.

Returns:

dnnl_success on success and a status describing the error otherwise.

struct dnnl::pooling_v2_forward::primitive_desc struct dnnl_prelu_desc_t