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The Benefits of General-Purpose on-NIC Memory Artifact

This repository contains scripts for ASPLOS'22 artifact evaluation of the The Benefits of General-Purpose on-NIC Memory paper by Boris Pismenny, Liran Liss, Adam Morrison, and Dan Tsafrir.

Evaluation instructions

Should evaluators choose to to compile and install our code, we provide instructions for this at the end. However, as nicmem requires hardware, kernel, and system software, we have set up an environment for the evaluators on our machines.

Accessing the evaluation environment

Our system works closely with real hardware and reproduction of our results requires two machines connected back-to-back with two NVIDIA ConnectX-5 devices; 100GbE each and 200GbE in total on each machine. Additionally, our scripts assume that all NICs are connected to a NUMA node #0 which hosts cores 0,2,4,6,8,10,12,14,16,18,20,22,24,26,28,30. Furthermore, our scripts rely on hardcoded MAC and IP address. Different configuration will require updating our scripts accordingly. This is why we provide evaluators with credentials to access our setup for reproducing our results.

Please contact authors for inromation on how to access this setup remotely. We will provide username/password on-demand.

Directory structure

  • fig7 Scripts to reproduce figure 7 in the paper: cd fig8; ./run_fclick_wp.sh; ./plot.sh, see scatter.eps.
  • fig8 Scripts to reproduce figure 8 in the paper: cd fig8; ./run_fclick_nat.sh; ./plot.sh, see fclick.eps.
  • fig9 Scripts to reproduce figure 9 in the paper: cd fig9; ./run_fclick_nat.sh; ./plot.sh, see fclick.eps.
  • fig11 Scripts to reproduce figure 11 in the paper: cd fig11; ./run_mica_get.sh; ./plot.sh, see mica_get.eps.
  • fig12 Scripts to reproduce figure 12 in the paper: cd fig12; ./run_mica_set.sh; ./plot.sh, see mica_set.eps.
  • dpdk DPDK sources modified to support nicmem.
  • micas MICA server modified to support new DPDK and nicmem.
  • micac MICA client modified to support new DPDK and to test our server.
  • fastclick FastClick sources modified to support nicmem.
  • trex T-Rex load generation tool used only by the load generator.
  • scripts Miscellaneous scripts for artifact evaluation.

Instructions for evaluation testing

To simplify artifact testing, we pre-configured a server with two kernels with require huge pages support:

  • Linux 5.4.0dpdk 1G hugepages is used to test Fastclick (figures 7--9).
  • Linux 5.4.0dpdk 2M hugepages is used to test MICA (figures 11--12).

To boot into the Linux 5.4.0dpdk 1G hugepages kernel run:

sudo grub-reboot "Linux 5.4.0dpdk 1G hugepages"
sudo reboot

To boot into the Linux 5.4.0dpdk 2M hugepages kernel run:

sudo grub-reboot "Linux 5.4.0dpdk 2M hugepages"
sudo reboot

When the kernel is loaded, check what hugepage size is configured in the currently running kernel to verify the operations completed successfully:

./scripts/kernel-params-check.sh

Connect to both load generator (e.g., danger40) and server (e.g., danger39) machines. Place the base directory in the same path on both machines. Run all tests for the server machine which is the machine under test.

On both machines, import useful environment variables:

source ./scripts/env.sh

Now, on the server run the following to obtain all submodules and compile the environment:

./scripts/make-server.sh

And on the client run:

source ./scripts/env-client.sh
./scripts/make-client.sh

Running benchmarks

In the figX subdirectories, we provide instructions for reporducing the corresponding key figures in our paper in eps format. Use the gv eps viewer to view the resulting figure files.

All benchmarks should be executed from the server machine.

To reduce reproduction time, we set the experiments to run once (instead of 10 times). You can change that by modifying the REPEAT parameter in the test scripts. Running fig7 once takes ~1920min; 10 repeatitions will require 19200min=320hrs.

Running fig8 once takes ~90min; 10 repeatitions will require 900min=15hrs.

Running fig9 once takes ~125min; 10 repeatitions will require 1250min=21hrs.

Running fig11 once takes ~36min; 10 repeatitions will require 360min=6hrs.

Running fig12 once takes ~72min; 10 repeatitions will require 720min=12hrs.

Software dependencies

All dependencies have been fullfiled on our test machines. Please follow this section's instructions only if installing from scratch!

The code is tested on Ubuntu Ubuntu 18.04.5 LTS. To build our code, you will need all dependencies for supporting DPDK with NVIDIA devices. We direct readers to follow the instructions on the respective project websites.

DPDK also requires hugepages and isolated Linux CPUs. For example, we used the following Linux kernel boot parameters for fastclick experiments on our setup:

default_hugepagesz=1G hugepagesz=1G hugepages=64 isolcpus=2,4,6,8,10,12,14,16,18,20,22,24,26,28

MICA experiments use the same parameters with 2M hugepages.

We rely on pcm for measuring CPU metrics (cache and PCIe hit ratios and memory bandwidth). To measure NIC PCIe load, we use Mellanox NEO-host.

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