PDLC not writing nodeRecommendation in the SWM CR

Description

For some reason PDLC-Rl does not write the node Recommendations in applications.qos-scheduler.siemens.com CR. It would help to have further logs from PDLC side that help find the problem.

Previous bugs regarding the PDLC shared volume have been resolved (all PDLC pods have access to the volume).
All PDLC pods have logs that indicate that they function properly. I will paste bellow logs segments from all pods (collapse to view):

RL logs

Starting while true loop, iteration number:  677
Number of GNNs entries:  0
Number of GNNs entries:  0
Number of GNNs entries:  0
Searching for new pods to allocate
BEFORE {'acm-swm-app-backend': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'backend', 'he-codeco-acm'], 'acm-swm-app-front-end': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'front-end', 'he-codeco-acm']}
New pods to allocate:  0
AFTER {'acm-swm-app-backend': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'backend', 'he-codeco-acm'], 'acm-swm-app-front-end': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'front-end', 'he-codeco-acm']}
Checking state of the system (getting node info)
DP [['2024-11-13 10:29:34', 'c1', '0.127921', '53242905600.0'], ['2024-11-13 10:29:34', 'c2', '0.123574', '53400273920.0'], ['2024-11-13 10:29:34', 'kind-control-plane', '0.132213', '53445042176.0']]
Searching for new CA entries
3 [[0.127921, 53242905600.0], [0.123574, 53400273920.0], [0.132213, 53445042176.0]]
Done searching for new CA entries
[[0.127921, 53242905600.0, 0.0, 0.0], [0.123574, 53400273920.0, 0.0, 0.0], [0.132213, 53445042176.0, 0.0, 0.0]]
0 0
0 0
To inference
Out of inference
Starting while true loop, iteration number:  678
Number of GNNs entries:  0
Number of GNNs entries:  0
Number of GNNs entries:  0
Searching for new pods to allocate
BEFORE {'acm-swm-app-backend': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'backend', 'he-codeco-acm'], 'acm-swm-app-front-end': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'front-end', 'he-codeco-acm']}
['2024-11-13 10:30:34', 'acm-swm-app-backend', 'acm-swm-app', 'backend', '0.001201', '17806677.333333', '2.0', '4.0', 'he-codeco-acm']
['2024-11-13 10:30:34', 'acm-swm-app-front-end', 'acm-swm-app', 'front-end', '0.001489', '20564650.666667', '2.0', '4.0', 'he-codeco-acm']
New pods to allocate:  0
AFTER {'acm-swm-app-backend': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'backend', 'he-codeco-acm'], 'acm-swm-app-front-end': [[inf, nan, nan], '2.0', '4.0', 'acm-swm-app', 'front-end', 'he-codeco-acm']}
Checking state of the system (getting node info)
DP [['2024-11-13 10:30:34', 'c1', '0.123398', '53470395392.0'], ['2024-11-13 10:30:34', 'c2', '0.127097', '53622849536.0'], ['2024-11-13 10:30:34', 'kind-control-plane', '0.127102', '53653791744.0']]
Searching for new CA entries
3 [[0.123398, 53470395392.0], [0.127097, 53622849536.0], [0.127102, 53653791744.0]]
Done searching for new CA entries
[[0.123398, 53470395392.0, 0.0, 0.0], [0.127097, 53622849536.0, 0.0, 0.0], [0.127102, 53653791744.0, 0.0, 0.0]]
0 0
0 0
To inference
Out of inference

GNN controller logs

API call successful!
API call successful!
API call failed with status code: 500
<!doctype html>
<html lang=en>
<title>500 Internal Server Error</title>
<h1>Internal Server Error</h1>
<p>The server encountered an internal error and was unable to complete your request. Either the server is overloaded or there is an error in the application.</p>

API call successful!
API call successful!
API call failed with status code: 500
<!doctype html>
<html lang=en>
<title>500 Internal Server Error</title>
<h1>Internal Server Error</h1>
<p>The server encountered an internal error and was unable to complete your request. Either the server is overloaded or there is an error in the application.</p>

API call successful!
API call successful!
API call successful!
API call successful!
API call successful!
API call successful!
API call successful!
API call successful!
API call successful!
API call successful!
API call successful!
API call successful!

GNN inference logs


10.244.2.21 - - [13/Nov/2024 10:26:06] "POST /nodepredictions HTTP/1.1" 200 -
[[0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]
 [0. 0. 0.]]
[0. 0. 0.]
[{'cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'memory': ['0.138332735785088, 0.1390105647163769, 0.1479000854953643, 0.109388893591081, 0.1479497755152308, 0.1356528032303743, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'time': ['2024-11-13 09:57:32, 2024-11-13 10:02:32, 2024-11-13 10:07:33, 2024-11-13 10:12:33, 2024-11-13 10:17:33, 2024-11-13 10:22:33'], 'min_cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'max_cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'min_memory': ['52652097536.0, 52652097536.0, 52652097536.0, 52652097536.0, 52652097536.0, 52652097536.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'max_memory': ['56959119360.0, 56959119360.0, 56959119360.0, 56959119360.0, 56959119360.0, 56959119360.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0']}, {'cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'memory': ['0.1355658868198571, 0.1285202640678565, 0.1443087115159632, 0.1065008693267974, 0.1480886852277432, 0.1283199530183749, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'time': ['2024-11-13 09:57:32, 2024-11-13 10:02:32, 2024-11-13 10:07:33, 2024-11-13 10:12:33, 2024-11-13 10:17:33, 2024-11-13 10:22:33'], 'min_cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'max_cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'min_memory': ['52654054400.0, 52654054400.0, 52654054400.0, 52654054400.0, 52654054400.0, 52654054400.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'max_memory': ['57075977216.0, 57075977216.0, 57075977216.0, 57075977216.0, 57075977216.0, 57075977216.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0']}, {'cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'memory': ['0.1404575809131802, 0.1488652480261798, 0.1493066269590761, 0.1278066840481737, 0.1467406843331474, 0.1354467151121918, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'time': ['2024-11-13 09:57:32, 2024-11-13 10:02:32, 2024-11-13 10:07:33, 2024-11-13 10:12:33, 2024-11-13 10:17:33, 2024-11-13 10:22:33'], 'min_cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'max_cpu': ['0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'min_memory': ['52626742272.0, 52626742272.0, 52626742272.0, 52626742272.0, 52626742272.0, 52626742272.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0'], 'max_memory': ['56967465984.0, 56967465984.0, 56967465984.0, 56967465984.0, 56967465984.0, 56967465984.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0']}]


input sequence:  6
frequency:  5
['c1' 'kind-control-plane' 'c2']
[[1 1 1]
 [1 1 1]
 [1 1 1]]
1/1 [==============================] - 0s 233ms/step
[[5.26520975e+10 5.26540544e+10 5.26267423e+10]
 [5.26520975e+10 5.26540544e+10 5.26267423e+10]
 [5.26520975e+10 5.26540544e+10 5.26267423e+10]
 [5.26520975e+10 5.26540544e+10 5.26267423e+10]
 [5.26520975e+10 5.26540544e+10 5.26267423e+10]
 [5.26520975e+10 5.26540544e+10 5.26267423e+10]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00]
 [0.00000000e+00 0.00000000e+00 0.00000000e+00]]
[5.26520975e+10 5.26540544e+10 5.26267423e+10]
1/1 [==============================] - 0s 205ms/step
10.244.2.21 - - [13/Nov/2024 10:26:07] "POST /nodepredictions HTTP/1.1" 200 -

CA logs


Profiles Costs For The Cluster:

 Name          Greennness_Cost           Resilience_Cost
 c1            0.0                       9.999999999999999e-18
 kind-control-plane 0.0                       9.999999999999999e-18
 c2            0.0                       9.999999999999999e-18

CSV file updated: /data/RL/metrics.csv

Profiles Costs For The Cluster:

 Name          Greennness_Cost           Resilience_Cost
 c1            0.0                       9.999999999999999e-18
 kind-control-plane 0.0                       9.999999999999999e-18
 c2            0.0                       9.999999999999999e-18

CSV file updated: /data/RL/metrics.csv

DP logs


Printing ACM JSON: {'apiVersion': 'codeco.he-codeco.eu/v1alpha1', 'kind': 'CodecoApp', 'metadata': {'annotations': {'kubectl.kubernetes.io/last-applied-configuration': '{"apiVersion":"codeco.he-codeco.eu/v1alpha1","kind":"CodecoApp","metadata":{"annotations":{},"generation":1,"name":"codecoappinstance3","namespace":"he-codeco-acm","resourceVersion":"1456","uid":"5c948d7e-43d6-425b-b0b2-76402b606e07"},"spec":{"appEnergyLimit":"20","appFailureTolerance":"","appName":"acm-swm-app","codecoapp-msspec":[{"nwbandwidth":"1.2","nwlatency":"3","podspec":{"containers":[{"image":"quay.io/skupper/hello-world-backend:latest","name":"skupper-backend","ports":[{"containerPort":8080,"name":"skupper-backend","protocol":"TCP"}],"resources":{"limits":{"cpu":"2","memory":"4Gi"}}}]},"serviceChannels":[{"advancedChannelSettings":{"frameSize":"100","maxDelay":"1","minBandwidth":"5","sendInterval":"10"},"channelName":"frontend","otherService":{"appName":"acm-swm-app","port":9090,"serviceName":"front-end"}}],"serviceName":"backend"},{"nwbandwidth":"1.2","nwlatency":"3","podspec":{"containers":[{"image":"quay.io/dekelly/frontend-app:v0.0.2","name":"front-end","ports":[{"containerPort":8080,"protocol":"TCP"}]}]},"serviceChannels":[{"advancedChannelSettings":{"frameSize":"100","maxDelay":"1","minBandwidth":"5","sendInterval":"10"},"channelName":"backend","otherService":{"appName":"acm-swm-app","port":8080,"serviceName":"backend"}}],"serviceName":"front-end"}],"complianceClass":"High","qosClass":"Gold","securityClass":"Good"}}\n'}, 'creationTimestamp': '2024-11-13T08:35:26Z', 'generation': 1, 'managedFields': [{'apiVersion': 'codeco.he-codeco.eu/v1alpha1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:metadata': {'f:annotations': {'.': {}, 'f:kubectl.kubernetes.io/last-applied-configuration': {}}}, 'f:spec': {'.': {}, 'f:appEnergyLimit': {}, 'f:appFailureTolerance': {}, 'f:appName': {}, 'f:codecoapp-msspec': {}, 'f:complianceClass': {}, 'f:qosClass': {}, 'f:securityClass': {}}}, 'manager': 'kubectl-client-side-apply', 'operation': 'Update', 'time': '2024-11-13T08:35:26Z'}, {'apiVersion': 'codeco.he-codeco.eu/v1alpha1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:status': {'.': {}, 'f:appMetrics': {'.': {}, 'f:numPods': {}, 'f:serviceMetrics': {}}, 'f:nodeMetrics': {}}}, 'manager': 'manager', 'operation': 'Update', 'subresource': 'status', 'time': '2024-11-13T10:23:19Z'}], 'name': 'codecoappinstance3', 'namespace': 'he-codeco-acm', 'resourceVersion': '30758', 'uid': '36a72009-97f6-4117-b606-9e8d232cef70'}, 'spec': {'appEnergyLimit': '20', 'appFailureTolerance': '', 'appName': 'acm-swm-app', 'codecoapp-msspec': [{'nwbandwidth': '1.2', 'nwlatency': '3', 'podspec': {'containers': [{'image': 'quay.io/skupper/hello-world-backend:latest', 'name': 'skupper-backend', 'ports': [{'containerPort': 8080, 'name': 'skupper-backend', 'protocol': 'TCP'}], 'resources': {'limits': {'cpu': '2', 'memory': '4Gi'}}}]}, 'serviceChannels': [{'advancedChannelSettings': {'frameSize': '100', 'maxDelay': '1', 'minBandwidth': '5', 'sendInterval': '10'}, 'channelName': 'frontend', 'otherService': {'appName': 'acm-swm-app', 'port': 9090, 'serviceName': 'front-end'}}], 'serviceName': 'backend'}, {'nwbandwidth': '1.2', 'nwlatency': '3', 'podspec': {'containers': [{'image': 'quay.io/dekelly/frontend-app:v0.0.2', 'name': 'front-end', 'ports': [{'containerPort': 8080, 'protocol': 'TCP'}]}]}, 'serviceChannels': [{'advancedChannelSettings': {'frameSize': '100', 'maxDelay': '1', 'minBandwidth': '5', 'sendInterval': '10'}, 'channelName': 'backend', 'otherService': {'appName': 'acm-swm-app', 'port': 8080, 'serviceName': 'backend'}}], 'serviceName': 'front-end'}], 'complianceClass': 'High', 'qosClass': 'Gold', 'securityClass': 'Good'}, 'status': {'appMetrics': {'numPods': 2, 'serviceMetrics': [{'avgServiceCpu': '0.001389', 'avgServiceMemory': '17806677.333333', 'clusterName': 'codeco-cluster-1', 'nodeName': 'c2', 'podName': 'acm-swm-app-backend', 'serviceName': 'backend'}, {'avgServiceCpu': '0.001625', 'avgServiceMemory': '20564650.666667', 'clusterName': 'codeco-cluster-1', 'nodeName': 'c2', 'podName': 'acm-swm-app-front-end', 'serviceName': 'front-end'}]}, 'nodeMetrics': [{'avgNodeCpu': '0.131000', 'avgNodeMemory': '53278912512.000000', 'nodeName': 'kind-control-plane'}, {'avgNodeCpu': '0.127106', 'avgNodeMemory': '53236469760.000000', 'nodeName': 'c2'}, {'avgNodeCpu': '0.129315', 'avgNodeMemory': '53276348416.000000', 'nodeName': 'c1'}]}}

CSV Files (First Lines)

Below are the first lines of the CSV files provided by DP:

CA data CSV

root@kind-worker:/data/CA# cat data_CA.csv | head -n 20
timestamp,node_name,node_cpu_usage,normalized_cpu_values,node_memory_values,nomalized_memory_values,node_energy_values,nomalized_energy_values,node_ibw,normalized_node_ibw,node_ebw,normalized_node_ebw,node_degree,node_net_failure,node_failure,node_net_energy,freshness,portability,compliance
2024-11-13 08:37:27,c1,0.0,-1.00000001e-08,55718640640.0,557186411.9718641,0.0,-1.00000001e-08,2359741.0,23597.410235964104,2.0,0.0199999901999999,1,0,0,0,[],[],[]
2024-11-13 08:37:27,kind-control-plane,0.0,-1.00000001e-08,55720073216.0,557200737.7320074,0.0,-1.00000001e-08,1723804.0,17238.0401723704,1.0,0.009999990099999901,1,0,0,0,[],[],[]
2024-11-13 08:37:27,c2,0.0,-1.00000001e-08,55661089792.0,556610903.486109,0.0,-1.00000001e-08,1652377.0,16523.770165227703,1.0,0.009999990099999901,1,0,0,0,"['N/A', 'N/A']","['N/A', 'N/A']","['N/A', 'N/A']"
2024-11-13 08:38:27,c1,0.0,-1.00000001e-08,55906099200.0,559060997.5906099,0.0,-1.00000001e-08,2359741.0,23597.410235964104,2.0,0.0199999901999999,1,0,0,0,[],[],[]
2024-11-13 08:38:27,kind-control-plane,0.0,-1.00000001e-08,55871676416.0,558716769.7471677,0.0,-1.00000001e-08,1723804.0,17238.0401723704,1.0,0.009999990099999901,1,0,0,0,[],[],[]
2024-11-13 08:38:27,c2,0.0,-1.00000001e-08,55897907200.0,558979077.5897908,0.0,-1.00000001e-08,1652377.0,16523.770165227703,1.0,0.009999990099999901,1,0,0,0,"['N/A', 'N/A']","['N/A', 'N/A']","['N/A', 'N/A']"
2024-11-13 08:39:27,c1,0.0,-1.00000001e-08,56042842112.0,560428426.7242843,0.0,-1.00000001e-08,2359741.0,23597.410235964104,2.0,0.0199999901999999,1,0,0,0,[],[],[]
2024-11-13 08:39:27,kind-control-plane,0.0,-1.00000001e-08,56047819776.0,560478203.364782,0.0,-1.00000001e-08,1723804.0,17238.0401723704,1.0,0.009999990099999901,1,0,0,0,[],[],[]
2024-11-13 08:39:27,c2,0.0,-1.00000001e-08,56027223040.0,560272236.0027224,0.0,-1.00000001e-08,1652377.0,16523.770165227703,1.0,0.009999990099999901,1,0,0,0,"['N/A', 'N/A']","['N/A', 'N/A']","['N/A', 'N/A']"
2024-11-13 08:40:27,c1,0.0,-1.00000001e-08,56114188288.0,561141888.4914188,0.0,-1.00000001e-08,2359741.0,23597.410235964104,2.0,0.0199999901999999,1,0,0,0,[],[],[]
2024-11-13 08:40:27,kind-control-plane,0.0,-1.00000001e-08,56112798720.0,561127992.8112799,0.0,-1.00000001e-08,1723804.0,17238.0401723704,1.0,0.009999990099999901,1,0,0,0,[],[],[]
2024-11-13 08:40:27,c2,0.0,-1.00000001e-08,56094450688.0,560944512.4894451,0.0,-1.00000001e-08,1652377.0,16523.770165227703,1.0,0.009999990099999901,1,0,0,0,"['N/A', 'N/A']","['N/A', 'N/A']","['N/A', 'N/A']"
2024-11-13 08:41:27,c1,0.0,-1.00000001e-08,56210942976.0,562109435.3810943,0.0,-1.00000001e-08,2359741.0,23597.410235964104,2.0,0.0199999901999999,1,0,0,0,[],[],[]
2024-11-13 08:41:27,kind-control-plane,0.0,-1.00000001e-08,56195480576.0,561954811.3795481,0.0,-1.00000001e-08,1723804.0,17238.0401723704,1.0,0.009999990099999901,1,0,0,0,[],[],[]
2024-11-13 08:41:27,c2,0.0,-1.00000001e-08,56226004992.0,562260055.5426005,0.0,-1.00000001e-08,1652377.0,16523.770165227703,1.0,0.009999990099999901,1,0,0,0,"['N/A', 'N/A']","['N/A', 'N/A']","['N/A', 'N/A']"
2024-11-13 08:42:27,c1,0.0,-1.00000001e-08,56031951872.0,560319524.3231952,0.0,-1.00000001e-08,2359741.0,23597.410235964104,2.0,0.0199999901999999,1,0,0,0,[],[],[]
2024-11-13 08:42:27,kind-control-plane,0.0,-1.00000001e-08,56098142208.0,560981427.6898142,0.0,-1.00000001e-08,1723804.0,17238.0401723704,1.0,0.009999990099999901,1,0,0,0,[],[],[]
2024-11-13 08:42:27,c2,0.0,-1.00000001e-08,56045881344.0,560458819.0445882,0.0,-1.00000001e-08,1652377.0,16523.770165227703,1.0,0.009999990099999901,1,0,0,0,"['N/A', 'N/A']","['N/A', 'N/A']","['N/A', 'N/A']"
2024-11-13 08:43:27,c1,0.0,-1.00000001e-08,56031951872.0,560319524.3231952,0.0,-1.00000001e-08,2359741.0,23597.410235964104,2.0,0.0199999901999999,1,0,0,0,[],[],[]

GNN data CSV

root@kind-worker:/data/GNN# cat data_GNN.csv | head -n 20
timestamp,node_name,normalized_cpu_values,normalized_memory_values,min_cpu,max_cpu,min_memory,max_memory
2024-11-13 08:37:27,c1,0,0,0.0,0.0,55718640640.0,55718640640.0
2024-11-13 08:37:27,kind-control-plane,0,0,0.0,0.0,55720073216.0,55720073216.0
2024-11-13 08:37:27,c2,0,0,0.0,0.0,55661089792.0,55661089792.0
2024-11-13 08:38:27,c1,0,1.0,0.0,0.0,55718640640.0,55906099200.0
2024-11-13 08:38:27,kind-control-plane,0,1.0,0.0,0.0,55720073216.0,55871676416.0
2024-11-13 08:38:27,c2,0,1.0,0.0,0.0,55661089792.0,55897907200.0
2024-11-13 08:39:27,c1,0,1.0,0.0,0.0,55718640640.0,56042842112.0
2024-11-13 08:39:27,kind-control-plane,0,1.0,0.0,0.0,55720073216.0,56047819776.0
2024-11-13 08:39:27,c2,0,1.0,0.0,0.0,55661089792.0,56027223040.0
2024-11-13 08:40:27,c1,0,1.0,0.0,0.0,55718640640.0,56114188288.0
2024-11-13 08:40:27,kind-control-plane,0,1.0,0.0,0.0,55720073216.0,56112798720.0
2024-11-13 08:40:27,c2,0,1.0,0.0,0.0,55661089792.0,56094450688.0
2024-11-13 08:41:27,c1,0,1.0,0.0,0.0,55718640640.0,56210942976.0
2024-11-13 08:41:27,kind-control-plane,0,1.0,0.0,0.0,55720073216.0,56195480576.0
2024-11-13 08:41:27,c2,0,1.0,0.0,0.0,55661089792.0,56226004992.0
2024-11-13 08:42:27,c1,0,0.6364203642535631,0.0,0.0,55718640640.0,56210942976.0
2024-11-13 08:42:27,kind-control-plane,0,0.7952527112748107,0.0,0.0,55720073216.0,56195480576.0
2024-11-13 08:42:27,c2,0,0.6811492273530612,0.0,0.0,55661089792.0,56226004992.0
2024-11-13 08:43:27,c1,0,0.6364203642535631,0.0,0.0,55718640640.0,56210942976.0

RL Test Node CSV

root@kind-worker:/data/RL# cat test_nodes.csv | head
timestamp,nodeid,cpu_available,ram_available
2024-11-13 08:37:27,c1,0.130125,55718640640.0
2024-11-13 08:37:27,kind-control-plane,0.129468,55720073216.0
2024-11-13 08:37:27,c2,0.124676,55661089792.0
2024-11-13 08:38:27,c1,0.12306,55906099200.0
2024-11-13 08:38:27,kind-control-plane,0.121444,55871676416.0
2024-11-13 08:38:27,c2,0.120556,55897907200.0
2024-11-13 08:39:27,c1,0.112338,56042842112.0
2024-11-13 08:39:27,kind-control-plane,0.110042,56047819776.0
2024-11-13 08:39:27,c2,0.113819,56027223040.0

RL Test Integration CSV

root@kind-worker:/data/RL# cat test_integracio.csv | head
timestamp,Podname,appName,service_name,cpu,ram,real_cpu,real_ram,namespace
2024-11-13 08:37:27,acm-swm-app-backend,acm-swm-app,backend,0.001655,17806677.333333,2.0,4.0,he-codeco-acm
2024-11-13 08:37:27,acm-swm-app-front-end,acm-swm-app,front-end,0.015802,11590997.333333,2.0,4.0,he-codeco-acm
2024-11-13 08:38:27,acm-swm-app-backend,acm-swm-app,backend,0.001317,17806677.333333,2.0,4.0,he-codeco-acm
2024-11-13 08:38:27,acm-swm-app-front-end,acm-swm-app,front-end,0.001319,20564650.666667,2.0,4.0,he-codeco-acm
2024-11-13 08:39:27,acm-swm-app-backend,acm-swm-app,backend,0.001396,17806677.333333,2.0,4.0,he-codeco-acm
2024-11-13 08:39:27,acm-swm-app-front-end,acm-swm-app,front-end,0.001595,20564650.666667,2.0,4.0,he-codeco-acm
2024-11-13 08:40:27,acm-swm-app-backend,acm-swm-app,backend,0.001197,17806677.333333,2.0,4.0,he-codeco-acm
2024-11-13 08:40:27,acm-swm-app-front-end,acm-swm-app,front-end,0.001959,20564650.666667,2.0,4.0,he-codeco-acm
2024-11-13 08:41:27,acm-swm-app-backend,acm-swm-app,backend,0.001862,17806677.333333,2.0,4.0,he-codeco-acm

30 Minutes Forecase CSV

root@kind-worker:/data/RL# cat forecasts30.csv | head
node_name,cpu_prediction,ram_prediction,forecast_timestamp
c1,0.0,55718640640.0,2024-11-13 09:32:28
c2,0.0,55661089792.0,2024-11-13 09:32:28
kind-control-plane,0.0,55720073216.0,2024-11-13 09:32:28
c1,0.0,55718640640.0,2024-11-13 09:32:28
c2,0.0,55661089792.0,2024-11-13 09:32:28
kind-control-plane,0.0,55720073216.0,2024-11-13 09:32:28
c1,0.0,55718640640.0,2024-11-13 09:32:28
c2,0.0,55661089792.0,2024-11-13 09:32:28
kind-control-plane,0.0,55720073216.0,2024-11-13 09:32:28

Metrics CSV

root@kind-worker:/data/RL# cat metrics.csv | head
timestamp,node_name,greenness_cost,resilience_cost
2024-11-13 10:16:23,c1,0.0,9.999999999999999e-18
2024-11-13 10:16:23,kind-control-plane,0.0,9.999999999999999e-18
2024-11-13 10:16:23,c2,0.0,9.999999999999999e-18
2024-11-13 10:16:24,c1,0.0,9.999999999999999e-18
2024-11-13 10:16:24,kind-control-plane,0.0,9.999999999999999e-18
2024-11-13 10:16:24,c2,0.0,9.999999999999999e-18
2024-11-13 10:16:25,c1,0.0,9.999999999999999e-18
2024-11-13 10:16:25,kind-control-plane,0.0,9.999999999999999e-18
2024-11-13 10:16:25,c2,0.0,9.999999999999999e-18

RL logs - 1000 first lines: rl-logs-head1000.txt

CODECO Installation Logs: Installation_Logs.txt

Actual SWM CRD: SWM_CRD.txt

Edited Nov 19, 2024 by Panagiotis Karamolegkos