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GPGPU, ML Inference, and Vulkan Compute

Lei.Chat() · published 25 July 2021

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https://www.khronos.org/assets/uploads/apis/Vulkan-1-2-Launch_Jan20.pdf

khronos.org

https://www.lei.chat/what-is-vulkan-compute/

lei.chat

https://en.wikipedia.org/wiki/General-purpose_computing_on_graphics_processing_units

en.wikipedia.org

https://www.khronos.org/news/permalink/ffmpeg-4.3-released-with-vulkan-support

khronos.org

https://github.com/DTolm/VkFFT

github.com

https://www.lei.chat/edge-mobile-ml-inference-challenges/

lei.chat

https://www.anandtech.com/show/16728/amd-samsung-exynos-rt-vrs

anandtech.com

https://stadia.dev/blog/behind-the-scenes-with-stadias-style-transfer-ml/

stadia.dev

https://themaister.net/blog/2019/08/14/yet-another-blog-explaining-vulkan-synchronization/

themaister.net

https://github.com/tensorflow/tensorflow/blob/cebf3c9763571396ed8b2dd726fcdae2b0359052/tensorflow/lite/delegates/gpu/cl/cl_operation.cc

github.com

https://github.com/tensorflow/tensorflow/blob/50ffbda75d9eb6b13a642be3defb4d07af0c6f00/tensorflow/lite/delegates/gpu/common/tasks/depthwise_conv_3x3.cc

github.com

https://ai.facebook.com/research/publications/machine-learning-at-facebook-understanding-inference-at-the-edge/

ai.facebook.com

https://github.com/Tencent/ncnn

github.com

https://github.com/alibaba/MNN

github.com

https://pytorch.org/blog/prototype-features-now-available-apis-for-hardware-accelerated-mobile-and-arm64-builds/

pytorch.org

https://github.com/google/iree

github.com

https://developer.android.com/about/dashboards

developer.android.com

https://www.idc.com/promo/smartphone-market-share

idc.com

https://www.theverge.com/2021/5/18/22440813/android-devices-active-number-smartphones-google-2021

theverge.com

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