How to understand / calculate FLOPs of the neural network

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Here is the GFLOPS comparative table of recent AMD Radeon and NVIDIA GeForce GPUs in FP32 (single precision floating point) and FP64 (double precision floating point). I compiled on a single table the values I found from various articles and reviews over the web. In the paper on ResNet, authors say, that their 152-layer network has lesser complexity than VGG network with 16 or 19 layers: We construct 101- layer and 152-layer ResNets by using more 3-layer 96 * 5 FLOPS * 800MHz = 384,000 MFLOPS = 384 GFLOPS. The very same document tells me on page D-4 that this particular device has a peak throughput of 768 GFLOPS, which is twice of what I just calculated. Wikipedia and the AMD homepage state the same. So my question is: Where am I missing the factor of two? The relevant Wikipedia page has a large gap between 1961 and 1984, not allowing to estimate, even approximately, in what year the symbolic threshold of $1/FLOPS (or, as the wiki table puts it, $1bn/GFLOPS) was crossed.. The threshold of $1/KFLOPS is interesting as well. In this case the Soviet data points would be mostly useless because the prices of goods not sold outside of the Eastern bloc 15000 : 5.632548e-10 159243.41 MFlops 3609.93 MFlops 157882.34 MFlops 157.88 Gflops! if the oversimple-minded Gflops is used to measure computing prowess then a single i7 4770, 4770k, 4771, 4970 etc haswell cpus that runs on a higher end home pc today did what supercomputers perhaps a generation or 2 ago used to do:

[index] [1515] [4717] [11716] [13170] [28420] [20542] [27517] [27221] [6104] [25121]

TOP 5 Supercomputers in the world How Much faster?

T= 24 phase: multi-core: Dot Product score:4762 metric:2.17 Gflops T= 25 phase: sngle-core: LU Decomposition, score:264, metric:235 Mflops T= 26 phase: multi-core: LU Decomposition score:410 ... The RPiCluster achieved 10+ GFLOPS peak, with 32-nodes running HPL. The single 3.1GHz Xeon E3-1225 (quad-core) system, I used for comparison, showed about 40 GFLOPS peak (when the HPL problem was ... Read the full article: http://andauth.co/SD855 During CES 2019, we had the opportunity to run Speed Test G, AnTuTu, Geekbench, and GFXBench on the new Qual... Nvidia 940mx Bitcoin Mining intel HD 620 bitcoin mining i5 7th gen bitcoin mining - Duration: 10:31. only protect life 3,822 views. 10:31. Xbox Series X Hands On, Gameplay & Controller! Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

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