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描述
Background
Currently, DLRover uses the official Kubernetes Python client to interact with the Kubernetes API Server. This part of implementations are quite important because it involves managing the lifecycle of training workers. However, the Python client has inherent limitations and lags behind the Go (and Java) clients (e.g., lacks an informer implementation), leading to occasional unexpected usage issues in certain scenarios. Therefore, we intend to:
[Option 1] Replace the current Python client with the Go client(need to use CFFI). [Option 2] Enhance k8s client implements in python.
Requirement
The enhancement/replacement should ensure compatibility with all existing Kubernetes-related calls while also adapting the usage in dlrover/python/scheduler/kubernetes.py.
- Ensure compatibility with all related features (no regression).
- Reimplement the watch mechanism using the 'informer'. (
dlrover/python/master/watcher/k8s_watcher.py)
For replacement scheme requires evaluation of:
- Limitations on different system platforms.
- Issues with cross-language object transfer.
- Potential performance overhead.
- Additional costs for building and deployment.
For enhancement scheme requires evaluation of:
- Feasibility and complexity of implementation.