The Multi-GPU-SET Idea

Hello, I am a Ph.D. student in Poland at the Silesian University of Technology. And I wanted to start a general discussion on the classifier on the video stream improvement idea. I called it the “Multi-GPU & Multi-SET” or in short “Multi-GPU-SET” idea. Basically, people use Multi-GPU and the “Syncing” for Convolutional Neural Networks. But nobody in my opinion tried multi GPU to classification. Continue ReadingThe Multi-GPU-SET Idea

GPU OpenCL Fine-Tuning Problem Solution

Hello, after about half-year I at last found the solution of the biggest optimization issue I had so far in the Darknet on OpenCL solution. It was really hard to solve and I even wrote at the AMD Community Post. Today very early morning I post on that post solution that is shown below. CPU CODE THAT INVOKES THE GPU CODE AND USES BOTH Continue ReadingGPU OpenCL Fine-Tuning Problem Solution

PhD Progress from May 27th 2020 Update Keynote

Hi, This video was recording today and it shows in detail my Ph.D. first year of study effects. The first on the planet… Multi-GPU & Multi-SET image classification pattern… so, I wish you the happy watch! Thanks for watching! p ;).

PhD OpenCL Challenges

Hi, today I want to show you code samples for OpenCL that may be important when you start with these amazing graphics cards computing (GPU-computing) library. The goal is to make code as good as possible on any platform that supports OpenCL and on GPUs from AMD, Intel, NVidia, Mali on CPUs from AMD, Intel, ARM. All examples are from the Darknet on OpenCL Continue ReadingPhD OpenCL Challenges

PhD Progress from March 8th 2020 Update Keynote

This is the status update of my private “after work” progress on Ph.D. studies at the Silesian University in Gliwice Poland. I think it may interest all AI/ML researchers around the world. Basically, I covered in 30 minutes Conventional Neural Network (CNN) engine usage to classified on the objects on video frames. I cover also my implementation of the Darknet on OpenCL that you Continue ReadingPhD Progress from March 8th 2020 Update Keynote

GPU OpenCL Fine-Tuning Problem

Hi, today I have a C and OpenCL code fine-tuning problem to think about. This problem is quite complex to solve and truth be told I do not know how and why it does not work. The example is from real project at https://github.com/sowson/darknet. Let me first show you slow to compute version of example method in OpenCL. To give you all the aspects Continue ReadingGPU OpenCL Fine-Tuning Problem

GPU Computing on OpenCL

Hi, today I have something very nice for all readers. The subject is the GPU Computing on OpenCL for all readers. Abstract: Have you ever wanted to sum 10 million random numbers in array in C? Do you know that on GPU it can be faster about 20k times than on CPU? This post is about GPU Computing and all examples were written in Continue ReadingGPU Computing on OpenCL

DarkNet in OpenCL on Asus Thinker Board S

Hi, today I would like to share with you the setup of DarkNet in OpenCL that works fine on Asus Thinker Board S. Here it is the setup. mkdir github cd github git clone https://github.com/krrishnarraj/libopencl-stub cd libopencl-stub make sudo cp -r include/* /usr/include sudo cp libOpenCL.a /usr/lib cd .. git clone https://github.com/sowson/darknet.git cd darknet # change in Makefile OPENCV=0 and ARM=1 make As an Continue ReadingDarkNet in OpenCL on Asus Thinker Board S

DarkNet in OpenCL

Hi, Today I would like to announce that my GitHub fork at https://github.com/sowson/darknet has a new update, the fork is an advanced port of DarkNet CNN from CUDA to OpenCL and tested on macOS with eGPU from Sonnet named Breakaway RX 570 Puck and on my GreenPC it also supports Intel Iris GPU, OpenCV 3, and there are several use cases for it. Yolo3, Yolo2, Continue ReadingDarkNet in OpenCL

Floating Pointers on OpenCL cl_mem

Hi, First welcome in 2018 on my blog, I hope you all feel exited in the new year like me, sorry to be silent for a while, but I was absorbing my first GitHub fork wich is “sowson/darknet” and I was coding like a crazy one. Still I have several todo on this code but I really like it. And regarding to this journey, Continue ReadingFloating Pointers on OpenCL cl_mem