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oneDNN v3.14 Documentation
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About
Introduction
Getting Started
System Requirements
Build from Source
Build Options
Link to the Library
Basic Workflow
Examples and Tutorials
Developer Guide
Common Concepts
Naming Conventions
API
Data Types
Understanding Memory Formats
Functional API
Programming Model
Basic Concepts
Inference and Training Aspects
Inference
Int8 Inference
Bfloat16 Training
Primitive Attributes
Floating-point Math Mode
Accumulation Mode
Rounding Mode
Deterministic Mode
Dropout
Quantization
Post-ops
Scratchpad
Supported Primitives
Convolution
Inner Product
Matrix Multiplication
RNN
Batch Normalization
Binary
Concat
Eltwise
Group Normalization
Layer Normalization
Local Response Normalization (LRN)
Pooling
PReLU
Resampling
Shuffle
Softmax
Sum
Reorder
Reduction
Memory Formats
Memory Format Propagation
Sparse memory formats
Grouped Memory Format for Variable-Size Batching
Host-Side Scalars Support
Caching
Primitive Cache
Persistent Cache
Graph API
Programming Model
Basic Concepts
Low Precision
Supported Operations
Abs
AbsBackward
Add
AvgPool
AvgPoolBackward
BatchNormForwardTraining
BatchNormInference
BatchNormTrainingBackward
BiasAdd
BiasAddBackward
Clamp
ClampBackward
Concat
Convolution
ConvolutionBackwardData
ConvolutionBackwardWeights
ConvTranspose
ConvTransposeBackwardData
ConvTransposeBackwardWeights
Dequantize
Divide
Dropout
DynamicDequantize
DynamicQuantize
Elu
EluBackward
End
Exp
GELU
GELUBackward
GenIndex
GreaterEqual
GroupNorm
HardSigmoid
HardSigmoidBackward
HardSwish
HardSwishBackward
Interpolate
InterpolateBackward
LayerNorm
LayerNormBackward
LeakyReLU
Log
LogSoftmax
LogSoftmaxBackward
MatMul
Maximum
MaxPool
MaxPoolBackward
Minimum
Mish
MishBackward
Multiply
Pow
PReLU
PReLUBackward
Quantize
Reciprocal
ReduceL1
ReduceL2
ReduceMax
ReduceMean
ReduceMin
ReduceProd
ReduceSum
ReLU
ReLUBackward
Reorder
RMSNorm
Round
Select
Sigmoid
SigmoidBackward
SoftMax
SoftMaxBackward
SoftPlus
SoftPlusBackward
Sqrt
SqrtBackward
Square
SquaredDifference
StaticReshape
StaticTranspose
Subtract
Tanh
TanhBackward
TypeCast
Wildcard
Fusion Patterns
Gated Multi-Layer Perceptron (Gated-MLP)
Grouped Query Attention (GQA)
SDPA with Compressed Key and Value
Scaled Dot-Product Attention (SDPA)
Quantized SDPA
MatMul
Quantized MatMul
Convolution
Quantized Convolution
ConvTranspose
Quantized ConvTranspose
Binary
Unary
Interpolate
Reduction
Pool
Norm
SoftMax
Scratchpad Management
Graph Dump
Constant Tensor Cache
ukernel API
Basic Concepts
Batch-Reduce General Matrix Multiplication
Data transformation
BRGeMM ukernel example
Performance Profiling and Inspection
Verbose Mode
Configuring oneDNN for Benchmarking
Benchmarking Performance
Profiling oneDNN Performance
Inspecting JIT Code
Performance Profiling Example
CPU Dispatcher Control
CPU ISA Hints
Verbose Message Catalogue
Advanced Topics
Nuances of int8 Computations
Using Threadpool-based Threading
Interoperability with DPC++, OpenCL, and Level Zero
OpenCL Interoperability
DPC++ Interoperability
Level Zero Interoperability
Experimental features
API Reference
C++ API
Primitives
Common
enum dnnl::normalization_flags
enum dnnl::query
struct dnnl::primitive
struct dnnl::primitive_desc
struct dnnl::primitive_desc_base
Attributes
enum dnnl::algorithm
enum dnnl::prop_kind
enum dnnl::quantization_mode
enum dnnl::rounding_mode
enum dnnl::scratchpad_mode
struct dnnl::post_ops
struct dnnl::primitive_attr
RNN
enum dnnl::rnn_direction
enum dnnl::rnn_flags
struct dnnl::augru_backward
struct dnnl::augru_forward
struct dnnl::gru_backward
struct dnnl::gru_forward
struct dnnl::lbr_augru_backward
struct dnnl::lbr_augru_forward
struct dnnl::lbr_gru_backward
struct dnnl::lbr_gru_forward
struct dnnl::lstm_backward
struct dnnl::lstm_forward
struct dnnl::rnn_primitive_desc_base
struct dnnl::vanilla_rnn_backward
struct dnnl::vanilla_rnn_forward
Reorder
struct dnnl::reorder
Concat
struct dnnl::concat
Sum
struct dnnl::sum
Convolution
struct dnnl::convolution_backward_data
struct dnnl::convolution_backward_weights
struct dnnl::convolution_forward
Deconvolution
struct dnnl::deconvolution_backward_data
struct dnnl::deconvolution_backward_weights
struct dnnl::deconvolution_forward
LRN
struct dnnl::lrn_backward
struct dnnl::lrn_forward
Eltwise
struct dnnl::eltwise_backward
struct dnnl::eltwise_forward
Softmax
struct dnnl::softmax_backward
struct dnnl::softmax_forward
Batch Normalization
struct dnnl::batch_normalization_backward
struct dnnl::batch_normalization_forward
Group Normalization
struct dnnl::group_normalization_backward
struct dnnl::group_normalization_forward
Layer Normalization
struct dnnl::layer_normalization_backward
struct dnnl::layer_normalization_forward
Inner Product
struct dnnl::inner_product_backward_data
struct dnnl::inner_product_backward_weights
struct dnnl::inner_product_forward
Shuffle
struct dnnl::shuffle_backward
struct dnnl::shuffle_forward
Binary
struct dnnl::binary
Matrix Multiplication
struct dnnl::matmul
Resampling
struct dnnl::resampling_backward
struct dnnl::resampling_forward
Pooling
struct dnnl::pooling_backward
struct dnnl::pooling_forward
PReLU
struct dnnl::prelu_backward
struct dnnl::prelu_forward
Reduction
struct dnnl::reduction
Memory
struct dnnl::memory
enum dnnl::memory::data_type
enum dnnl::memory::format_kind
enum dnnl::memory::format_tag
enum dnnl::memory::sparse_encoding
struct dnnl::memory::desc
Service
enum dnnl::cpu_isa
enum dnnl::cpu_isa_hints
enum dnnl::status
Profiling
enum dnnl::profiling_data_kind
Primitive Cache
BLAS functions
Common API
Utilities
struct dnnl::error
template struct dnnl::handle
template struct dnnl::handle_traits
Engine
struct dnnl::engine
Stream
struct dnnl::stream
Floating-point Math Mode
enum dnnl::fpmath_mode
Accumulation Mode
enum dnnl::accumulation_mode
Graph API
Allocator
class dnnl::graph::allocator
Engine
Logical Tensor
enum dnnl_graph_layout_type_t
enum dnnl_graph_tensor_property_t
struct dnnl_graph_logical_tensor_t
class dnnl::graph::logical_tensor
Tensor
class dnnl::graph::tensor
Op
enum dnnl_graph_op_attr_t
enum dnnl_graph_op_kind_t
class dnnl::graph::op
Partition
enum dnnl_graph_partition_policy_t
class dnnl::graph::partition
Compiled Partition
struct dnnl_graph_inplace_pair_t
class dnnl::graph::compiled_partition
Graph
class dnnl::graph::graph
Compiled Partition Cache
Constant Tensor Cache
Dump Mode
enum dnnl_graph_dump_mode_t
enum dnnl::graph::graph_dump_mode
Utilities
Status
enum dnnl::graph::status
Runtime interoperability API
OpenCL interoperability API
SYCL interoperability API
namespace dnnl::graph
Runtime interoperability API
OpenCL interoperability API
namespace dnnl::ocl_interop
SYCL interoperability API
namespace dnnl::sycl_interop
Threadpool interoperability API
namespace dnnl::threadpool_interop
Level Zero interoperability API
namespace dnnl::ze_interop
Ukernels
ukernel utils
enum dnnl::ukernel::pack_type
struct dnnl::ukernel::attr_params
BRGeMM ukernel
struct dnnl::ukernel::brgemm
Transform ukernel
struct dnnl::ukernel::transform
namespace dnnl::ukernel
C API
Primitives
Common
enum dnnl_alg_kind_t
enum dnnl_normalization_flags_t
enum dnnl_primitive_kind_t
enum dnnl_prop_kind_t
enum dnnl_query_t
struct dnnl_exec_arg_t
struct dnnl_primitive
struct dnnl_primitive_desc
Attributes
enum dnnl_quantization_mode_t
enum dnnl_rounding_mode_t
enum dnnl_scratchpad_mode_t
struct dnnl_post_ops
struct dnnl_primitive_attr
Reorder
Concat
Sum
Binary
Convolution
Deconvolution
Shuffle
Eltwise
Softmax
Pooling
PReLU
LRN
Batch Normalization
Group Normalization
Layer Normalization
Inner Product
RNN
enum dnnl_rnn_direction_t
enum dnnl_rnn_flags_t
Matrix Multiplication
Resampling
Reduction
Primitive Cache
Profiling
BLAS functions
Common API
Engine
enum dnnl_engine_kind_t
struct dnnl_engine
Stream
enum dnnl_stream_flags_t
struct dnnl_stream
Floating-point Math Mode
enum dnnl_fpmath_mode_t
Service
enum dnnl_cpu_isa_hints_t
enum dnnl_cpu_isa_t
struct dnnl_version_t
Utilities
enum dnnl_status_t
Data types
enum dnnl_data_type_t
Accumulation Mode
enum dnnl_accumulation_mode_t
Memory
enum dnnl_format_kind_t
enum dnnl_format_tag_t
enum dnnl_profiling_data_kind_t
enum dnnl_sparse_encoding_t
struct dnnl_memory
struct dnnl_memory_desc
Runtime interoperability API
OpenCL interoperability API
enum dnnl_ocl_interop_memory_kind_t
SYCL interoperability API
enum dnnl_sycl_interop_memory_kind_t
Threadpool interoperability API
Level Zero interoperability API
Ukernels
BRGeMM ukernel
struct dnnl_brgemm
Transform ukernel
struct dnnl_transform
enum dnnl_pack_type_t
struct dnnl_ukernel_attr_params
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