the power of remote GPU virtualization
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1 Creating new horizons with rcuda: the power of remote virtualization Federico Silla Universitat Politècnica de València Spain
2 s are great! HPC Advisory Council Perth Conference /55
3 Basics of computing (single node) Basic behavior of CUDA HPC Advisory Council Perth Conference /55
4 Basics of computing (single node) s can only be used within the node they are attached to Basic behavior of CUDA HPC Advisory Council Perth Conference /55
5 Using s across the cluster A -enabled cluster is a set of independent self-contained nodes that share nothing among them: MPI is required for aggregating resources within the cluster (included s) node 1 node 2 node 3 node n Interconnection HPC Advisory Council Perth Conference /55
6 s are great! How can we make an even better usage of s? HPC Advisory Council Perth Conference /55
7 s are great! How can we make an even better usage of s? Which characteristics do we miss from s? HPC Advisory Council Perth Conference /55
8 Characteristics missing in s How can we make an even better usage of s? Which characteristics do we miss from s? 1. Many s in a single box 2. Easily sharing a given (or s) HPC Advisory Council Perth Conference /55
9 Characteristics missing in s 1. Why many s in a single box Traditionally, in order to use many s, applications had to use MPI: s can only be used within the node they are attached to Nothing is directly shared among nodes (MPI required for aggregating computing resources within the cluster) node 1 node 2 node 3 node n A non-mpi application running in this node can only use the s in this node Interconnection HPC Advisory Council Perth Conference /55
10 Characteristics missing in s 1. Many s in a single box HPC Advisory Council Perth Conference /55
11 Characteristics missing in s 1. Many s in a single box The amount of s is limited by the physical space inside the node HPC Advisory Council Perth Conference /55
12 Characteristics missing in s 1. Having many s in a single box MonteCarlo multi- program running in 10 NVIDIA Tesla K40 s HPC Advisory Council Perth Conference /55
13 Characteristics missing in s 1. Having many s in a single box 64 s!! HPC Advisory Council Perth Conference /55
14 Characteristics missing in s 1. Many s in a single box How many s are many s in a single box? HPC Advisory Council Perth Conference /55
15 Characteristics missing in s 1. Many s in a single box How many s are many s in a single box? As many s as they can be installed in the cluster node 1 node 2 node 3 node n Interconnection HPC Advisory Council Perth Conference /55
16 Characteristics missing in s How can we make an even better usage of s? Which characteristics do we miss from s? 1. Many s in a single box 2. Easily sharing a given (or s) HPC Advisory Council Perth Conference /55
17 Characteristics missing in s 2. Easily sharing a given Why should we be interested on sharing s among applications? HPC Advisory Council Perth Conference /55
18 usage of -Blast assigned but not used assigned but not used NVIDIA Tesla K20 HPC Advisory Council Perth Conference /55
19 usage of CUDA-MEME utilization is far away from maximum NVIDIA Tesla K20 HPC Advisory Council Perth Conference /55
20 usage of LAMMPS assigned but not used NVIDIA Tesla K20 HPC Advisory Council Perth Conference /55
21 Sharing a among jobs: -Blast One instance required about 51 seconds Two concurrent instances of -Blast HPC Advisory Council Perth Conference /55
22 Sharing a among jobs: -Blast First instance Two concurrent instances of -Blast HPC Advisory Council Perth Conference /55
23 Sharing a among jobs: -Blast Second instance First instance Two concurrent instances of -Blast HPC Advisory Council Perth Conference /55
24 Sharing a among applications K20 (5GB memory) LAMMPS: 876 MB mcuda-meme: 151 MB BarraCUDA: 3319 MB MUMmer: 2104 MB -LIBSVM: 145 MB HPC Advisory Council Perth Conference /55
25 Sharing a among applications K20 (5GB memory) LAMMPS: 876 MB mcuda-meme: 151 MB BarraCUDA: 3319 MB MUMmer: 2104 MB -LIBSVM: 145 MB The main concern for sharing a is the memory limitation HPC Advisory Council Perth Conference /55
26 Characteristics missing in s How can we make an even better usage of s? Which characteristics do we miss from s? 1. Many s in a single box 2. Easily sharing a given (or s) HPC Advisory Council Perth Conference /55
27 Easily sharing a among VMs A is assigned to a VM by using PCI passthrough Assignment is done exclusively to a single virtual machine. Concurrent usage of the is not possible HPC Advisory Council Perth Conference /55
28 Easily sharing a among VMs High performance network available Low performance network available HPC Advisory Council Perth Conference /55
29 Characteristics missing in s Which characteristics do we miss from s? 1. Many s in a single box 2. Easily sharing a given (or s) HPC Advisory Council Perth Conference /55
30 Characteristics missing in s Which characteristics do we miss from s? 1. Many s in a single box 2. Easily sharing a given (or s) The remote virtualization technique can efficiently address these concerns HPC Advisory Council Perth Conference /55
31 Characteristics missing in s node 1 node 2 node 3 node n Interconnection The remote virtualization technique can efficiently address these concerns HPC Advisory Council Perth Conference /55
32 Characteristics missing in s Interconnection The remote virtualization technique can efficiently address these concerns HPC Advisory Council Perth Conference /55
33 Characteristics missing in s Interconnection The remote virtualization technique can efficiently address these concerns HPC Advisory Council Perth Conference /55
34 Characteristics missing in s Interconnection The remote virtualization technique can efficiently address these concerns HPC Advisory Council Perth Conference /55
35 Remote virtualization What is remote virtualization? HPC Advisory Council Perth Conference /55
36 Basics of computing Basic behavior of CUDA HPC Advisory Council Perth Conference /55
37 Basics of computing HPC Advisory Council Perth Conference /55
38 Remote virtualization No HPC Advisory Council Perth Conference /55
39 rcuda remote CUDA A software technology that enables a more flexible use of s in computing facilities No rcuda is a development by Technical University of Valencia HPC Advisory Council Perth Conference /55
40 Basics of rcuda rcuda is a development by Universitat Politècnica de València, Spain HPC Advisory Council Perth Conference /55
41 Basics of rcuda rcuda is a development by Universitat Politècnica de València, Spain HPC Advisory Council Perth Conference /55
42 Remote virtualization envision Remote virtualization allows a new vision of a deployment, moving from the usual cluster configuration: node 1 node 2 node 3 node n Physical configuration Interconnection to the following one: node 1 Logical connections node 2 node 3 node n Logical configuration Interconnection HPC Advisory Council Perth Conference /55
43 Performance of rcuda Guy Kawasaki, marketing specialist and Silicon Valley venture capitalist Ideas Are Easy, Implementation Is Hard HPC Advisory Council Perth Conference /55
44 Performance of rcuda to Higher is better to HPC Advisory Council Perth Conference /55
45 Performance of rcuda to Higher is better to HPC Advisory Council Perth Conference /55
46 Performance of rcuda to Higher is better to HPC Advisory Council Perth Conference /55
47 Performance of rcuda CUDA rcuda rcuda scenario 1 rcuda scenario 2 HPC Advisory Council Perth Conference /55
48 Performance of rcuda CUDA rcuda rcuda scenario 1 Ideas Are Easy, Implementation Is Hard rcuda scenario 2 Guy Kawasaki, marketing specialist and Silicon Valley venture capitalist Higher is better HPC Advisory Council Perth Conference /55
49 Performance of applications using rcuda K40 s and EDR InfiniBand Lower is better MonteCarlo multi- program running in 10 NVIDIA Tesla K40 s HPC Advisory Council Perth Conference /55
50 Performance of applications using rcuda 64 s!! HPC Advisory Council Perth Conference /55
51 Performance of applications using rcuda K20 and FDR InfiniBand K40 and EDR InfiniBand Lower is better HPC Advisory Council Perth Conference /55
52 Performance of applications using rcuda EDR InfiniBand and P100 Lower is better BarraCUDA CUDA-MEME Lower is better HPC Advisory Council Perth Conference /55
53 Get a free copy of rcuda at More than 850 requests world rcuda is a development by Technical University of Valencia HPC Advisory Council Perth Conference /55
54 Tony Díaz Pablo Higueras Javier Prades Carlos Reaño Jaime Sierra Federico Silla rcuda is a development by Technical University of Valencia HPC Advisory Council Perth Conference /55
55 Thanks! Questions? rcuda is a development by Technical University of Valencia HPC Advisory Council Perth Conference /55
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