Adjust the design of FedML Python Agent to a decentralized architecture that supports Launch Master, Launch Slave, Deploy Master, and Deploy Slave at the same time.

[fedml-alex]

No description provided.

[gitguardian]

⚠️ GitGuardian has uncovered 14 secrets following the scan of your pull request.

Please consider investigating the findings and remediating the incidents. Failure to do so may lead to compromising the associated services or software components.

🔎 Detected hardcoded secrets in your pull request

GitGuardian id	GitGuardian status	Secret	Commit	Filename
11782617	Triggered	Generic High Entropy Secret	0491bb7	.github/workflows/registry-runners/Dockerfile	View secret
11782617	Triggered	Generic High Entropy Secret	7a0963e	.github/workflows/registry-runners/windows.bat	View secret
11782617	Triggered	Generic High Entropy Secret	942b223	.github/workflows/registry-runners/Dockerfile	View secret
11782617	Triggered	Generic High Entropy Secret	fd038b5	.github/workflows/registry-runners/Dockerfile	View secret
11782617	Triggered	Generic High Entropy Secret	942b223	.github/workflows/registry-runners/windows.bat	View secret
11782618	Triggered	Generic High Entropy Secret	0491bb7	.github/workflows/registry-runners/windows.ps1	View secret
11782618	Triggered	Generic High Entropy Secret	fd038b5	.github/workflows/registry-runners/windows.ps1	View secret
11782618	Triggered	Generic High Entropy Secret	7a0963e	.github/workflows/registry-runners/windows.ps1	View secret
9453265	Triggered	Generic High Entropy Secret	942b223	python/fedml/api/api_test.py	View secret
9453265	Triggered	Generic High Entropy Secret	7233d62	python/fedml/api/api_test.py	View secret
9453265	Triggered	Generic High Entropy Secret	aa813a0	python/fedml/api/api_test.py	View secret
9453265	Triggered	Generic High Entropy Secret	11ef2a5	python/fedml/api/api_test.py	View secret
9453265	Triggered	Generic High Entropy Secret	78e310c	python/fedml/api/api_test.py	View secret
5692101	Triggered	Generic High Entropy Secret	a932082	python/fedml/computing/scheduler/model_scheduler/device_model_deployment.py	View secret

🛠 Guidelines to remediate hardcoded secrets

1. Understand the implications of revoking this secret by investigating where it is used in your code.
2. Replace and store your secrets safely. Learn here the best practices.
3. Revoke and rotate these secrets.
4. If possible, rewrite git history. Rewriting git history is not a trivial act. You might completely break other contributing developers' workflow and you risk accidentally deleting legitimate data.

To avoid such incidents in the future consider

• following these best practices for managing and storing secrets including API keys and other credentials
• install secret detection on pre-commit to catch secret before it leaves your machine and ease remediation.

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[alaydshah]

We can try to adopt this design discussed in thread and use Draft PR as reference in another branch if @fedml-alex has bandwidth:

• Thread: https://tensoropera.slack.com/archives/C06TRDLN7LH/p1717699753733549
• PR for reference: Alaydshah/dev v070 for refactor/simplify #2181