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Reproduce All Experiment Results

In this folder, we provide code and scripts for reproducing figures in our paper. The name of each script corresponds to the number of each figure in the accepted version of our paper (on the artifact submission site).

Prepare the baseline

!!! Skip this step if you are using our created cluster with the provided account.

We use FUSEE (FAST'23) as the baseline in our paper. We have forked FUSEE and modified it to fit our reproduction scripts.

  1. Use the following command to clone the forked FUSEE in the same path of Aceso (i.e., the home directory) in each node:

    cd ~/home
git clone https://github.com/huzhisheng/Aceso-FUSEE.git fusee

  2. Build FUSEE.

    cd ~/home/fusee
mkdir build && cd build
cmake .. && make -j

  3. Set the server_config.json and client_config.json in its ./build/micro-test and ./build/ycsb-test directories (See FUSEE's README). We have prepared the example server_config.json and client_config.json files in the ./test-config direcotry.

    cd ~/home/fusee/test-config
<modify these config files> # especially the `server_id` and `memory_ips` attributes

cd ~/home/fusee
cp ./test-config/* ./build/micro-test
cp ./test-config/* ./build/ycsb-test

    On CNs, we will use client_config.json, client_config_rep2.json, and client_config_rep1.json. On MNs, we will use server_config.json.

    Note that, in FUSEE, the server_id parameter of the i-th CN should be set to 5 + i * 8. For example, the server_id of the first three CNs are 5, 13, 21 respectively.

  4. Copy macrobenchmark workloads from Aceso to FUSEE.

    mkdir -p ~/home/fusee/build/ycsb-test/workloads/
# This takes about 5 minutes
cp ~/home/aceso/build/major-test/workloads/* ~/home/fusee/build/ycsb-test/workloads/

  5. Try FUSEE.

    # On MNs
cd ~/home/fusee/build/ycsb-test && ./ycsb_test_server
    # On CNs
cd ~/home/fusee/build/micro-test && ./micro_test_tpt_multi_client ./client_config.json <client_num_per_CN> <CN_num>

Setup the experiment parameter

!!! Skip this step if you are using our created cluster with the provided account.

  1. Change the home_dir value in ./params/common.json to your actual home directory path (i.e., /users/XXX/home).

  2. Change the server_ips value in ./params/common.json to the actual IPs of MNs.

    Note that, in previous steps, we have used setup-ipoib.sh in ./setup to allocate a RDMA IP 10.10.10.x from the ethernet IP 10.10.1.x.

  3. Change the client_ips value in ./params/common.json to the actual IPs of CNs.

  4. Change the master_ip value in ./params/common.json to the actual IP of the first node.

Example:

"home_dir" : "/users/hzs/home",

"server_ips": ["10.10.10.1", "10.10.10.2", "10.10.10.3", "10.10.10.4", "10.10.10.5"],
"client_ips": ["10.10.10.6", "10.10.10.7", "10.10.10.8", "10.10.10.9", "10.10.10.10", "10.10.10.11", "10.10.10.12", "10.10.10.13", "10.10.10.14", "10.10.10.15", "10.10.10.16", "10.10.10.17", "10.10.10.18", "10.10.10.19", "10.10.10.20"],
"master_ip": "10.10.10.1",

Start to run

  • In the c6220&r320 cluster, the node with ip 10.10.1.1 (with host name node-0) can directly establish SSH connections to other nodes. Thus we define it as the master node and run our scripts on it. Each script can reproduce the corresponding results and figures in our paper.

    Note that when using these scripts, please skip all the steps in previous Step-3 Try Aceso (e.g., setting hugepages, running memcached on the MNs, and starting MN servers) and run the script directly, as these steps are already included.

  • You can run all the scripts with a single batch script on the master node using the following command:

    # On the ip `10.10.1.1` node only
cd ~/home/aceso/exp
sudo su
# This takes about 180 minutes
sh run_all.sh

    Or, you can run the scripts one by one, or run some specific scripts if some figures are skipped or show unexpected results during run_all.sh (due to network instability, which happens sometimes):

    # On the ip `10.10.1.1` node only
cd ~/home/aceso/exp
sudo su
# This takes about 3 minutes
sh fig_1a.sh
# This takes about 11 minutes
sh fig_1b.sh
# This takes about 4 minutes
sh fig_8.sh
# This takes about 4 minutes
sh fig_9.sh
# This takes about 5 minutes
sh fig_10.sh
# This takes about 13 minutes
sh fig_11.sh
# This takes about 3 minutes
sh fig_12.sh
# This takes about 10 minutes
sh fig_13.sh
# This takes about 4 minutes
sh fig_14.sh
# This takes about 19 minutes
sh fig_15.sh
# This takes about 10 minutes
sh fig_16.sh
# This takes about 35 minutes
sh fig_17.sh
# This takes about 16 minutes
sh fig_18.sh
# This takes about 4 minutes
sh fig_19.sh
# This takes about 31 minutes
sh fig_20.sh
# This takes about 3 minutes
sh tab_2.sh

  • The json results will be stored in ./exp/results, and PDF figures will be stored in ./exp/figures.

    The results you get may not be exactly the same as the ones shown in the paper due to changes of physical machines.

    • We use 5 c6220 nodes as MNs and 23 r320 nodes as CNs in our paper. However, currently, we can only successfully rent a maximum of 6 c6220 nodes and 14 r320 nodes that can interconnect for the experiment. As a result, the SEARCH throughput of FUSEE and Aceso will be lower.

    • Some results may fluctuate due to the instability of RNICs in the cluster.

    However, all results here support the conclusions we made in the paper.