Jie Pu comments

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                                            Jie Pu

[Enhancement Request] Extend Sedna federated learning CRD and LIB interface.

### CRD interface The following is proposed CRD, and it has also already been discussed before in issue #50 : ```yaml apiVersion: sedna.io/v1alpha1 kind: FederatedLearningJob metadata: name: surface-defect-detection spec: pretrainedModel:...

[Enhancement Request] Extend Sedna federated learning CRD and LIB interface.

### LIB interface The following is proposed Lib interface, more detailed code can be found in PR: **aggregate.py:** ``` python def run_server(): server = AggregationServer( data = data, estimator=estimator, aggregation=aggregation,...

[Enhancement Request] Extend Sedna federated learning CRD and LIB interface.

### Overall Sequence Diagram ![design](http://www.plantuml.com/plantuml/png/ZL91QzHG4Bw_N_6eXrfeNPlUWaeXhbug21NsKbXUazdies_V2oyJQszTyL14KQHIB0ZrqE95hGShHUclQT9wyYyuIVP1ThiK3md9p3VVVFFDBASeB6O3nMPJG9GwJdtwt90w4LOCk98zK5B3Abg146_nr2WPCJQB4XNmOk_WukL9iJsy_FGvFniMxu-BrrylXxj_dX_bNuxEJm_OG4ZT8oRWr0c1YH2DvH4aoco1vIBbzzkF6JL36Sf4QEGF7r6KtcF1cPLWJOVAPD5CcLq9Wl5qKARMTCVO3R0plCG47Nv3oRYFwog3gsGGnJ3YQezdsvHnL8iLfDrPdE2QZlP6QA-9ZWIATP42NrrYZD6qVE4UVViyoP0d5iXPIMhum4IWE1g-fjCblzLA1FPRfjUguhUIzL4fEUFpq890w3vOkKbWD4bWT2HH6ZrFrIAEBSIY_7rYPHo3BQFKHgS3YGXsZf77n4Gk-ZpTqY6d7HcYsXGOzhjbupd6b3498uYJ6_OXtAYINPbsiuJcWeY1ZbYDhKd9TfzNHyMhdTJ64FTSkNhvb8e8meAEmuPAWaPYDoO5duIMXexCds_-ULMHKmqAGfn0yt5u1CsERXIohzPtNV4Y6qr3ctVmHfR62JDhINVNcan7ZTceWD73xonKfbaGeyrMKSVO0u6P1GxFq5AfovKLMQ8CrJX4UJsDIQYyeSsxgisxLfl7w9cgpNECKxHv_wtDOupDyl8YGtUH-RjNzMvj_kRR-Q_3_ErEVdfo-UDdyV7mxs-NktlxOlz5iNUIRt_8Zx-N19CynUvPldEiGYhBX_lCxRC-1wpld3TEtm6c7-JaCJOjQOv7kQjsDQwtsR2Ebj1DAn5gxEGLWexOChsoWVe7)

[Enhancement Request] Extend Sedna federated learning CRD and LIB interface.

### AggregationTrigger Design AggregationTrigger is a module of LC. when a federated learning job starts, LC start to watch a config file or directory for listening whether there are some...

[Enhancement Request] Extend Sedna federated learning CRD and LIB interface.

refer to https://github.com/kubeedge/sedna/issues/161#issuecomment-899973858 The following is corresponding environment variables passed to container: ``` TRANSMITTER: s3/ws S3_ENDPOINT_URL: "endpoint" ACCESS_KEY_ID: "ak" SECRET_ACCESS_KEY: "sk" PRETRAINED_MODEL_URL: "s3://sedna/surface-defect-detection-pretrained-model" AGG_DATA_PATH: "s3://sedna/fl/aggregation_data" ```

[Enhancement Request] Extend Sedna federated learning CRD and LIB interface.

[Enhancement Request] Integrate Plato into Sedna as a backend for supporting federated learning

Hi @XinYao1994 ，it's very nice of integrating Plato to Federated Learning feature of Sedna. But I don't think the CRD interface should expose "PlatoConfig" to sedna user, because of: -...

[Enhancement Request] Integrate Plato into Sedna as a backend for supporting federated learning

Here is a crd example based on discussion above: ```yaml apiVersion: sedna.io/v1alpha1 kind: FederatedLearningJob metadata: name: surface-defect-detection spec: stopCondition: operator: "or" # and conditions: - operator: ">" threshold: 100 metric:...

Deploy document issues for

> **> We need the details how to set up the prerequisites above. For example, what kind of Kubernetes? Can GCP, AWS managed Kubernetes work? How can users set up...

Does Sedna support decentralized distributed deep learning on edge servers?

Not supported yet. Currently Sedna supports Feaderated Learning, a distributed DL system. But it is still centralized, because it requires a central aggregation node. But I think this is really...