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FedML Adaptation for K8S Pod Solution #2247

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[bugfix]start_job_perf on execute_job_task
- Introduced a new Python script for managing container logs and GPU information.
- Improved GPU monitoring and logging capabilities within the K8s environment.
… to ensure all model files are transferred to the current model directory.
…pts for better container performance tracking.
…on of wandb depends on the imp module, which has been removed in Python 3.10 or higher.
…in authorized_keys for system and user keys.
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