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marcolo-30marcolo-30
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Merge branch 'CLI-updates' into fix-api
2 parents 4f5ec2c + cd4b307 commit 5bd1be0

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Lines changed: 1239 additions & 581 deletions

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‎mlsysops-cli/mlsysops_cli/Files/app.yaml‎

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MLSysOpsApp:
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name: mlsysops-hackathon-app
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cluster_placement:
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cluster_id:
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- "groupX-cluster" # Please change the X for your group number
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components:
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- metadata:
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name: detector-app
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uid: detector-app-v1
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node_placement:
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node: groupX-node1 # Please change the X for your group number
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containers:
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- image: harbor.nbfc.io/mlsysops/hackathon/detector:0.1.3
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command: [ "python3", "detector.py", "--output", "./", "--mode", "stream", "--input", "rtsp://camera-app.mlsysops.svc.cluster.local:8554/video_stream", "--tcp-forward" ]
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env:
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- name: OTEL_RESOURCE_ATTRIBUTES
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value: "service.name=detector-app, service.version=0.3.3"
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- name: OTEL_SERVICE_NAME
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value: "detector-app"
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- name: TCP_IP
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value: "classifier-app.mlsysops.svc.cluster.local"
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# value: "10.64.83.10"
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- name: NODE_IP
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value_from:
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field_ref:
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field_path: status.hostIP
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- name: TELEMETRY_ENDPOINT
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value: "$(NODE_IP):43170"
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- metadata:
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name: classifier-app
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uid: classifier-app-v1
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node_placement:
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node: groupX-node1 # Please change the X for your group number
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containers:
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- image: harbor.nbfc.io/mlsysops/hackathon/classifier:0.1.3
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command: [ "python3","main.py" ]
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env:
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- name: OTEL_SERVICE_NAME
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value: "classifier-app"
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- name: NODE_IP
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value_from:
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field_ref:
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field_path: status.hostIP
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- name: TIMM_MODE
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value: resnet18
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- name: NODE_HOSTNAME # Custom environment variable
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value_from:
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field_ref:
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field_path: spec.nodeName # Retrieves the node hostname
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- name: TELEMETRY_ENDPOINT
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value: "$(NODE_IP):43170"
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- name: OTEL_RESOURCE_ATTRIBUTES
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value: "service.name=classifier-app_$(NODE_HOSTNAME), service.version=0.1.0, service.experimentid=test, service.hostname=$(NODE_HOSTNAME)"
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ports:
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- container_port: 5005
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protocol: TCP
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qos_metrics:
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- application_metric_id: frame_classify_latency
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target: 50
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relation: lower_or_equal
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component_interactions:
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- component_name1: detector-app
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type: egress
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component_name2: classifier-app

‎mlsysops-cli/mlsysops_cli/Files/cluster-agents-config‎

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CLUSTER_NAME : fieldRef(v1:spec.nodeName)
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DESCRIPTION_PATH : /etc/mlsysops/descriptions
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EJABBERD_DOMAIN : 95.217.218.188
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LOCAL_OTEL_ENDPOINT : http://marco.atsquare.gr:9009/api/v1/push
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MLS_OTEL_NODE_EXPORTER_FLAGS : cpu,meminfo
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NODE_NAME : fieldRef(v1:spec.nodeName)
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NODE_PASSWORD : 1234
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PYTHONPATH : /workdir/fluidity
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REDIS_HOST : 95.217.218.188
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‎mlsysops-cli/mlsysops_cli/Files/data.json‎

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{
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"modelname": "HousePricePredictor",
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"modelkind": "regression",
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"hyperparameter": [
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{"parameter": "n_estimators", "value": 200},
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{"parameter": "max_depth", "value": 10}
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],
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"modelperformance": [
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{"metric": "r2_score", "order": 1, "threshold": 0.85},
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{"metric": "mae", "order": 2, "threshold": 20000}
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],
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"trainingresource": [
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{"resource_name": "CPU", "value": 4, "deploy": "local"},
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{"resource_name": "GPU", "value": 1, "deploy": "cluster"}
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],
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"runresource": [
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{"resource_name": "CPU", "value": 2, "deploy": "cloud"}
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],
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"featurelist": [
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{"feature_name": "num_rooms", "type": "integer", "kind": 1, "units": 0},
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{"feature_name": "square_meters", "type": "float", "kind": 1, "units": 2},
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{"feature_name": "city", "type": "categorical", "kind": 2, "units": 0}
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],
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"inference": [
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{"type": "input_format", "value": "JSON"},
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{"type": "output_format", "value": "float"}
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],
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"modeltags": ["housing", "regression", "xgboost"],
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"drift_detection": [
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{"is_true": 1, "method": 2}
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]
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}

‎mlsysops-cli/mlsysops_cli/Files/karmada.conf‎

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apiVersion: v1
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clusters:
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- cluster:
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certificate-authority-data: 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server: https://65.21.5.142:6443
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name: group1-cluster
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- cluster:
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certificate-authority-data: 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server: https://95.217.218.188:32644
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name: karmada-apiserver
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- cluster:
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certificate-authority-data: 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
13+
server: https://95.217.218.188:6443
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name: karmada-host
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contexts:
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- context:
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cluster: group1-cluster
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user: group1-cluster
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name: group1-cluster
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- context:
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cluster: karmada-apiserver
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user: karmada-apiserver
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name: karmada-apiserver
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- context:
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cluster: karmada-host
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user: karmada-host
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name: karmada-host
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current-context: karmada-host
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kind: Config
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preferences: {}
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users:
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- name: group1-cluster
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user:
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client-certificate-data: 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client-key-data: LS0tLS1CRUdJTiBFQyBQUklWQVRFIEtFWS0tLS0tCk1IY0NBUUVFSURQck5KcUVMTkkwY2JJOFN2WTZlZEdDeWVzU3d4ZGlMdlFjS3V3U2ROV3lvQW9HQ0NxR1NNNDkKQXdFSG9VUURRZ0FFUm1rdkVaT1pRK1JyRXFQdlhaSTJtbWk5T1AxMzc0R3dvRFpxbGxnb2srcVRsY0lLRnFBWQpiWk15eE1nMUVkYXcwUzhROExRYm0xYi9YNHVyNERXNk53PT0KLS0tLS1FTkQgRUMgUFJJVkFURSBLRVktLS0tLQo=
36+
- name: karmada-apiserver
37+
user:
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- name: karmada-host
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user:
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‎mlsysops-cli/mlsysops_cli/__init__.py‎

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# mlsysops/__init__.py
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from .cli import cli
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from .deployment import *

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