1. Deployment Plan Before starting the containerized deployment, a few requirements: To simplify delivery, only one image is needed For reliability, deploy as many replicas as possible Start different services through different parameters Inject configuration through environment variables and render it into configuration files Below is the deployment plan for DeepSeek 3FS:

1. Hardware Tests There are two NVMe SSDs (SAMSUNG MZQL27T6HBLA-00A07) and a 3FS cluster made up of two nodes, each with 4 IB ports. 1.1 Single Thread Disk FIO 128 K, read 1 fio -numjobs=1 -fallocate=none -iodepth=2 -ioengine=libaio -direct=1 -rw=read -bs=128K --group_reporting -size=100M -time_based -runtime=30 -name=fio-test -directory=/data/fio 1 Jobs: 1

1. Prerequisites The storage and the nodes that use it form an RDMA network The RDMA devices are configured with IP addresses If you are using Mellanox NICs, add the -with-nfsrdma parameter when installing the driver 1 ./mlnxofedinstall --with-nfsrdma 2. Starting the Server Install dependencies 1 apt install nfs-kernel-server rdma-core -y Load the kernel module 1 modprobe svcrdma Add the port to portlist 1 echo 'rdma 20049' | tee /proc/fs/nfsd/portlist Export directory 1 mkdir /data1/nfs 1 2 3 vim /etc/exports /data1/nfs *(rw,sync,no_root_squash,no_all_squash) Start the NFS service 1 systemctl start nfs-server.

1. Symptoms Pod information can be viewed 1 2 3 4 kubectl -n my-testns get pod my-testpod NAME READY STATUS RESTARTS AGE my-testpod 1/1 Running 0 2d13h Pod logs cannot be viewed 1 2 3 kubectl -n my-testns logs my-testpod -f Error from server (NotFound): the server could not find the requested resource ( pods/log my-testpod) On the host where the Pod runs, the container logs can be viewed with docker logs.

Because the servers in the data center are bound to a small bandwidth, this post is mainly about using Dante to provide SOCKS5 forwarding, using some high-bandwidth servers for traffic forwarding to speed up dependency package downloads. 1. Find a High-Bandwidth Server Install speedtest-cli 1 pip3 install speedtest-cli List peer test servers 1 2 3 4 5 6 7 8 9 10 11 12 13 speedtest-cli --secure --list Retrieving speedtest.