Experiments in Ceph (with Promox)
Experiments in Ceph (with Promox)
So, last month, my kubernetes cluster decided to literally eat shit while I was out on a work conference.
When I returned, I decided to try something a tad different, by rolling out proxmox to all of my servers.
Well, I am a huge fan of hyper-converged, and clustered architectures for my home network / lab, so, I decided to give ceph another try.
I have previously used it in the past with relative success with Kubernetes (via rook/ceph), and currently leverage longhorn.
Cluster Details
- Kube01 - Optiplex SFF
- i7-8700 / 32G DDR4
- 1T Samsung 980 NVMe
- 128G KIOXIA NVMe (Boot disk)
- 512G Sata SSD
- 10G via ConnectX-3
- Kube02 - R730XD
- 2x E5-2697a v4 (32c / 64t)
- 256G DDR4
- 128T of spinning disk.
- 2x 1T 970 evo
- 2x 1T 970 evo plus
- A few more NVMes, and Sata
- Nvidia Tesla P4 GPU.
- 2x Google Coral TPU
- 10G intel networking
- Kube05 - HP z240
- i5-6500 / 28G ram
- 2T Samsung 970 Evo plus NVMe
- 512G Samsung boot NVMe
- 10G via ConnectX-3
- Kube06 - Optiplex Micro
- i7-6700 / 16G DDR4
- Liteon 256G Sata SSD (boot)
- 1T Samsung 980
Attempt number one.
I installed and configured ceph, using Kube01, and Kube05.
I used a mixture of 5x 970 evo / 970 evo plus / 980 NVMe drives, and expected it to work pretty decently.
It didn't. The IO was so bad, it was causing my servers to crash.
I ended up removing ceph, and using LVM / ZFS for the time being.
Here are some benchmarks I found online:
https://docs.google.com/spreadsheets/d/1E9-eXjzsKboiCCX-0u0r5fAjjufLKayaut_FOPxYZjc/edit#gid=0
https://www.proxmox.com/images/download/pve/docs/Proxmox-VE_Ceph-Benchmark-202009-rev2.pdf
The TLDR; after lots of research- Don't use consumer SSDs. Only use enterprise SSDs.
Attempt / Experiment Number 2.
I ended up ordering 5x 1T Samsung PM863a enterprise sata drives.
After, reinstalling ceph, I put three of the drives into kube05, and one more into kube01 (no ports / power for adding more then a single sata disk...).
And- put the cluster together. At first, performance wasn't great.... (but, was still 10x the performance of the first attempt!). But, after updating the crush map to set the failure domain to OSD rather then host, performance picked up quite dramatically.
This- is due to the current imbalance of storage/host. Kube05 has 3T of drives, Kube01 has 1T. No storage elsewhere.
BUT.... since this was a very successful test, and it was able to deliver enough IOPs to run my I/O heavy kubernetes workloads.... I decided to take it up another step.
A few notes-
Can you guess which drive is the samsung 980 EVO, and which drives are enterprise SATA SSDs? (look at the latency column)
Future - Attempt #3
The next goal, is to properly distribute OSDs.
Since, I am maxed out on the number of 2.5" SATA drives I can deploy... I picked up some NVMe.
5x 1T Samsung PM963 M.2 NVMe.
I picked up a pair of dual-spot half-height bifurcation cards for Kube02. This will allow me to place 4 of these into it, with dedicated bandwidth to the CPU.
The remaining one, will be placed inside of Kube01, to replace the 1T samsung 980 NVMe.
This should give me a pretty decent distribution of data, and with all enterprise drives, it should deliver pretty acceptable performance.
More to come....
Ceph seems neat, but the fact that it can't even function with normal SSDs points to something very wrong with how it's designed. It seems like it has an absurd overhead.
4I believe its a data-safety thing, similar to how ZFS's ZIL works.
That is, a write isn't completed until its actually written. In the case of consumer SSDs, this means, waiting for the write to complete. In the case of enterprise SSDs, this means the write-cache, (due to PLP, power loss protection).
With anything though, you can disable those safety features.
absurd overhead.
Actually a massive understatement. I threw together over 5 million IOPs worth of disks, to barely squeeze 100k IOPs out of the cluster! Its EXTREMELY inefficient, compared to.... well, pretty much any other option. I mean, writing encrypted zip files to SD card storage can be faster in some circumstances. lol
But, its reliable, fault-tolerant storage, which is instantly available(ie, no replication, syncing, etc).
2
Nice writeup. As long as you can throw fast drives, fast networking and plenty of RAM at it Ceph is happy.
Ceph seems to work fine on my cluster at work. For less than $40k I replaced my whole VMware vSAN cluster and we're saving as much again in software licensing over the next 5 years with buying support from Proxmox. Also much lighter as far as administrative tasks to keep it up to date and running well.
3x Supermicro SSG-110P-NTR10
- Intel Xeon Gold 5713
- 256 GB RAM
- 10 Intel D7-P5510 3.84TB NVME
- 2 Micron 5400 Max
- Onboard dual 10GbE
- Mellanox ConnectX4 Dual SFP28 25GbE
- 5 year NBD parts warranty
4Have you done any measurements of IOPs? Just curious to know.
3I don't, but I'll run some and try to remember to post back.
4
Ceph works best if you have identical osd, quantity, type and capacity across the cluster, also works best on a 3+ node cluster.
I ran a mixed sata SSD/HDD 256gb/4tb cluster and it was always a bit pants. Now I have 7x1tb SSD per node (4nodes) and it works fantastic now.
Proxmox uses replica 3/2 failure at host level but you may find that EC works better for your mixed infra as you noticed you can't meed the 3 host failure and so setting to osd failure level means data may be kept on a single host so would need to traverse the network to the other machine.
You may also need more than a single 10Gb nic too as you might start hitting bandwidth issues.
2Proxmox uses replica 3/2 failure at host level
I ended up having to set the failure domain to OSD, rather then host.... at least, until the next group of 5 enterprise SSDs arrives to properly distribute data across all three nodes. But.... once the next group of 5 arrives, it will allow me to setup a fairly even distribute of data across all three 10G nodes.
You may also need more than a single 10Gb nic too as you might start hitting bandwidth issues.
Knock on wood, I don't "think" I have enough heavy bandwidth loads for this to be a huge issue, at least, with the exception of when the backups are running. Most of my workloads use fast random I/O. (databases, kubernetes, etc.)
BUT.... I do have 40g networking on the r730xd already, and I have enough 40G NICs laying around to build a full mesh 40G network between those three nodes if needed.
1So my production setup is 2x10Gb bonded NICs for networking and 2x10Gb bonded NICs for Ceph/Cluster stuff. I suspect that when ceph is being heavily used you may see bottlenecks however once you have host based failure then in theory your data should be closer to the correct host and not have an issue. But it's on a basic level like have 3 copies of data, one on each host so it doesn't save you any storage, just reduces the risks during failure.
Thinking about it, you may actually see better results with ZFS and replicate jobs. As there's fewer overheads and the ZFS sending is incremental. You'd obviously just loose X minutes of data instead of ceph being X seconds.
0
How is Ceph latency compared to plain old NFS with the same (single) hardware? Especially when your apps requires reading a lot of small files where latency matter more than raw speed? NFS is pretty awful for this so I'm interested if there are any good alternatives.
1I am going to guess- normal NFS is going to be faster...
There is really nothing about ceph that even remotely says, "Fast" to me.
One alternative might for you, might be minio, if object storage works for you. In my experience, it performs pretty well.
1
Well that's some weird behavior on the latency.
I have several Samsung 870 Evos across three hosts, and they're all ~7ms.
1Might be due to the load?
Or, perhaps cache setting. I think one of the issues the consumer drives have, is lack of PLP.
https://forum.proxmox.com/threads/vm-i-o-performance-with-ceph-storage.120929/
This particular thread had some really good info around half way down.
https://lists.ceph.io/hyperkitty/list/ceph-users@ceph.io/thread/2P5ROTWHR5Y2VWI6MA3IKQKUTC3WKYFB/
1