it is the best i did with the talent i had… for free…
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
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
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 ;).
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
Hi, today I have a very interesting single-board computer named Beagleboard AI.So far my favorite single-board computer was Darknet in OpenCL on Asus Tinker Board S. Let’s login via SSH on it on the flashed system on the SD card and configure it. I connected to it also hardware webcam Logitech C920… but just before I will show you the design and then command Continue ReadingDarknet in OpenCL on Beagleboard AI
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
Hi, there is no short answer to that question. I found that only and the best implementation of OpenCL is on macOS and I compared Nvidia Titan RTX 24GB GDDRX VRAM ($3000) on GNU/Linux, on CUDA, on OpenCL… and to beat it I chose AMD Radeon VII 16GB HBM2 VRAM ($700), but on GNU/Linux is slow, very slow. However, on the installed by me Continue ReadingIs OpenCL beats CUDA?
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
Hi, today I will show you some measurements results for my PhD. I am working of the first publication about DarkNet on OpenCL, the source code of this project you can find at https://github.com/sowson/darknet. The IEEE publication has to be consistent and smart. I cannot put on it too much graphics and big tables… but waits, I have a public blog site. So, I Continue ReadingDarkNet CUDA vs OpenCL and CPU vs NVIDIA vs AMD
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