valheim
Valheim on GKE (by guilledipa)
xpk
xpk (Accelerated Processing Kit, pronounced x-p-k,) is a software tool to help Cloud developers to orchestrate training jobs on accelerators such as TPUs and GPUs on GKE. (by google)
| valheim | xpk | |
|---|---|---|
| 1 | 1 | |
| 0 | 54 | |
| - | - | |
| 0.0 | 9.0 | |
| about 3 years ago | 3 days ago | |
| Python | Python | |
| GNU General Public License v3.0 only | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
valheim
Posts with mentions or reviews of valheim.
We have used some of these posts to build our list of alternatives
and similar projects.
xpk
Posts with mentions or reviews of xpk.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-02-21.
-
Gemma: New Open Models
There is a lot of work to make the actual infrastructure and lower level management of lots and lots of GPUs/TPUs open as well - my team focuses on making the infrastructure bit at least a bit more approachable on GKE and Kubernetes.
https://github.com/GoogleCloudPlatform/ai-on-gke/tree/main
and
https://github.com/google/xpk (a bit more focused on HPC, but includes AI)
and
https://github.com/stas00/ml-engineering (not associated with GKE, but describes training with SLURM)
The actual training is still a bit of a small pool of very experienced people, but it's getting better. And every day serving models gets that much faster - you can often simply draft on Triton and TensorRT-LLM or vLLM and see significant wins month to month.
What are some alternatives?
When comparing valheim and xpk you can also consider the following projects:
gemma.cpp - lightweight, standalone C++ inference engine for Google's Gemma models.
ollama - Get up and running with Llama 3, Mistral, Gemma, and other large language models.