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oneDNN Usage
oneDNN supports systems based on Intel® 64 architecture or compatible processors. A full list of supported CPU and graphics hardware is available from the Intel® oneAPI Deep Neural Network Library System Requirements.
oneDNN detects the instruction set architecture (ISA) in the runtime and uses online generation to deploy the code optimized for the latest supported ISA.
Several packages are available for each operating system to ensure interoperability with CPU or GPU runtime libraries used by the application.
Configuration |
Dependency |
|---|---|
cpu_dpcpp_gpu_dpcpp |
DPC++ runtime |
cpu_iomp |
Intel OpenMP* runtime |
cpu_gomp |
GNU* OpenMP runtime |
cpu_vcomp |
Microsoft* Visual C++ OpenMP runtime |
cpu_tbb |
Intel oneAPI Threading Building Blocks |
The packages do not include library dependencies and these need to be resolved in the application at build time with oneAPI toolkits or third-party tools.
When used in the SYCL* environment, oneDNN relies on the DPC++ SYCL runtime to interact with CPU or GPU hardware. oneDNN may be used with other code that uses SYCL. To do this, oneDNN provides API extensions to interoperate with underlying SYCL objects.
One of the possible scenarios is executing a SYCL kernel for a custom operation not provided by oneDNN. In this case, oneDNN provides all necessary APIs to seamlessly submit a kernel, sharing the execution context with oneDNN: using the same device and queue.
The interoperability API is provided for two scenarios:
Construction of oneDNN objects based on existing SYCL objects
Accessing SYCL objects for existing oneDNN objects
The mapping between oneDNN and SYCL objects is summarized in the tables below.
oneDNN Objects |
SYCL Objects |
|---|---|
Engine |
cl::sycl::device and cl::sycl::context |
Stream |
cl::sycl::queue |
Memory |
cl::sycl::buffer<uint8_t, 1> or Unified Shared Memory (USM) pointer |
oneDNN Object |
Constructing from SYCL Object |
|---|---|
Engine |
dnnl::sycl_interop::make_engine(sycl_dev, sycl_ctx) |
Stream |
dnnl::sycl_interop::make_stream(engine, sycl_queue) |
Memory |
USM based: dnnl::memory(memory_desc, engine, usm_ptr) Buffer based: dnnl::sycl_interop::make_memory(memory_desc, engine, sycl_buf) |
oneDNN Object |
Extracting SYCL Object |
|---|---|
Engine |
dnnl::sycl_interop::get_device(engine) dnnl::sycl_interop::get_context(engine) |
Stream |
dnnl::sycl_interop::get_queue(stream) |
Memory |
USM pointer: dnnl::memory::get_data_handle() Buffer: dnnl::sycl_interop::get_buffer(memory) |
- Building applications with oneDNN requires a compiler. The Intel oneAPI DPC++/C++ Compiler is available as part of the Intel oneAPI Base Toolkit.
You must include dnnl_sycl.hpp to enable the SYCL-interop API.
Because OpenMP does not rely on the passing of runtime objects, it does not require an interoperability API to work with oneDNN.