Kubeflow
- By Kubeflow Charmers | bundle
- Cloud
Channel | Revision | Published |
---|---|---|
latest/stable | 414 | 01 Dec 2023 |
latest/candidate | 294 | 24 Jan 2022 |
latest/beta | 430 | 30 Aug 2024 |
latest/edge | 423 | 26 Jul 2024 |
1.9/stable | 426 | 31 Jul 2024 |
1.9/beta | 420 | 19 Jul 2024 |
1.9/edge | 425 | 31 Jul 2024 |
1.8/stable | 414 | 22 Nov 2023 |
1.8/beta | 411 | 22 Nov 2023 |
1.8/edge | 413 | 22 Nov 2023 |
1.7/stable | 409 | 27 Oct 2023 |
1.7/beta | 408 | 27 Oct 2023 |
1.7/edge | 407 | 27 Oct 2023 |
1.6/stable | 329 | 07 Sep 2022 |
1.6/beta | 326 | 23 Aug 2022 |
1.6/edge | 328 | 07 Sep 2022 |
1.4/stable | 321 | 30 Jun 2022 |
1.4/edge | 320 | 30 Jun 2022 |
juju deploy kubeflow --channel beta
Deploy Kubernetes operators easily with Juju, the Universal Operator Lifecycle Manager. Need a Kubernetes cluster? Install MicroK8s to create a full CNCF-certified Kubernetes system in under 60 seconds.
Platform:
This guide presents the Grafana dashboards provided by Charmed Kubeflow (CKF). See Grafana dashboards for more details.
All Grafana dashboards provided by CKF use the ckf
tag.
Generic dashboards
CKF charms state
This dashboard shows the state, up
represented in green or down
represented in red, of CKF charms. This includes only charms that provide metrics. See Prometheus metrics to learn which are those.
Istio control plane
This dashboard provides a general overview of the health and performance of the Istio control plane. It combines metrics from istio-pilot
and istio-gateway
.
See Visualizing Istio metrics with Grafana for more details.
Pipelines
The following dashboards provide visualisations related to Kubeflow Pipelines (KFP).
ArgoWorkflow metrics
The metrics from the Argo Workflow
controller expose the status of Argo Workflow custom resources, including the following information:
- The number of workflows that have failed or are in
error
state. - The time workflows spend in the queue before being run.
- The total size of captured logs that are pushed into S3 from the workflow pods.
Envoy service
The metrics from the envoy
proxy expose the history of requests proxied from the KFP user interface to the MLMD application, including the following information:
- The total number of requests.
- The success rate of requests with status code
non 5xx
as well the number of requests with4xx response
, either upstream or downstream.
MinIO dashboard
The metrics from MinIO
expose the status of the S3 storage instance used by KFP, including the following information:
- S3 available space and storage capacity.
- S3 traffic.
- S3 API request errors and data transferred.
- Node CPU, memory, file descriptors and IO usage.
Notebooks
The following dashboards provide visualisations related to Kubeflow Notebooks.
Jupyter Notebook controller
The metrics from the Jupyter
controller expose the status of Jupyter Notebook custom resources.
Experiments
The following dashboards provide visualisations related to Katib experiments.
Katib status
The metrics from the Katib
controller expose the status of Experiment and Trial custom resources.
Serving models
The following dashboards provide visualisations related to serving ML models.
Seldon Core
The metrics from the Seldon Core
controller expose the status of Seldon Deployment custom resources, also called models, including information related to Seldon deployments currently available on the controller.