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[1708.03157] TensorFlow Enabled Genetic Programming
Genetic Programming, a kind of evolutionary computation and machine learning algorithm, is shown to benefit significantly from the application of vectorized data and the TensorFlow numerical computation library on both CPU and GPU architectures. The open source, Python Karoo GP is employed for a series of 190 tests across 6 platforms, with real-world datasets ranging from 18 to 5.5M data points. This body of tests demonstrates that datasets measured in tens and hundreds of data points see 2-15x improvement when moving from the scalar/SymPy configuration to the vector/TensorFlow configuration, with a single core performing on par or better than multiple CPU cores and GPUs. A dataset composed of 90,000 data points demonstrates a single vector/TensorFlow CPU core performing 875x better than 40 scalar/Sympy CPU cores. And a dataset containing 5.5M data points sees GPU configurations out-performing CPU configurations on average by 1.3x.
hey-I-know-this-guy  genetic-programming  symbolic-regression  library  GPU  to-write-about 
yesterday by Vaguery
CHENBRO RM41300-FS81 Black Steel / Plastic 4U Rackmount Server Case for Tesla GPU 3 External 5.25" Drive Bays -
Buy CHENBRO RM41300-FS81 Black Steel / Plastic 4U Rackmount Server Case for Tesla GPU 3 External 5.25" Drive Bays with fast shipping and top-rated customer service. Once you know, you Newegg!
gpu  server  case  deep-learning  rack  rack-mount 
4 days ago by nharbour
Redshift is an award-winning, production ready GPU renderer for fast 3D rendering and is the world's first fully GPU-accelerated biased renderer.
rendering  gpu  renderer  c4d  cinema  3d 
4 days ago by adrianmg

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