github oneapi-src/oneDNN v2.0-beta09

latest releases: v3.6.1, v3.6, v3.6-rc...
pre-release4 years ago

This is a preview release for oneDNN v2.0. This is a patch release based on v2.0-beta08.

Binary distribution of this software is available as Intel(R) oneAPI Deep Neural Network Library in Intel(R) oneAPI.

Known Issues and Limitations

  • int8 LSTM cell may produce incorrect results when dimensions exceed 16.
  • oneDNN functions executed on GPU with Level Zero driver in Remote Desktop Connection session on Windows may produce incorrect results or hang up an application. As a workaround switch Intel oneAPI DPC++ Runtime to OpenCL backend by setting environment variable SYCL_BE=PI_OPENCL.
  • Average pooling backpropagation may produce incorrect results for 1D spatial on Intel® Processor Graphics Gen9.
  • Optimized primitives can crash or fail for huge spatial sizes on CPU.
  • f32 convolutions may fail sporadically on Intel® Processor Graphics Gen11 due to a known issue in Intel Graphics Compiler.
  • Non-Intel GPUs are not supported. The library API allows to create a DNNL engine by index (the order of devices is determined by the SYCL runtime), and there is no check for GPU devices being non-Intel. To have more control, users can create a DNNL engine passing SYCL device and context explicitly.
  • When running GPU kernels that take longer than a certain time (it depends on OS and system settings), you may face a situation resulting in apparent hang of the application. There are ways to configure driver or system settings to disable this timeout and avoid hanging of DPC++ or OpenCL programs, including oneDNN examples:
    o On Linux* (See more details at OpenCL™ Driver for Intel® HD, Iris™, and Iris™ Pro Graphics for Linux):
    $ sudo bash -c 'echo N > /sys/module/i915/parameters/enable_hangcheck'
    o On Windows* (See more details at Timeout Detection and Recovery (TDR) Registry Keys):
    Increase TdrDelay and TdrDdiDelay values in registry
  • See DPC++ limitations that impact the library as well.

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