mirror of
https://github.com/clearml/clearml-helm-charts
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274 lines
14 KiB
Markdown
274 lines
14 KiB
Markdown
# ClearML Ecosystem for Kubernetes
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![Version: 4.1.1](https://img.shields.io/badge/Version-4.1.1-informational?style=flat-square) ![Type: application](https://img.shields.io/badge/Type-application-informational?style=flat-square) ![AppVersion: 1.6.0](https://img.shields.io/badge/AppVersion-1.6.0-informational?style=flat-square)
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MLOps platform
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**Homepage:** <https://clear.ml>
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## Maintainers
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| Name | Email | Url |
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| ---- | ------ | --- |
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| valeriano-manassero | | <https://github.com/valeriano-manassero> |
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## Introduction
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The **clearml-server** is the backend service infrastructure for [ClearML](https://github.com/allegroai/clearml).
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It allows multiple users to collaborate and manage their experiments.
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**clearml-server** contains the following components:
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* The ClearML Web-App, a single-page UI for experiment management and browsing
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* RESTful API for:
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* Documenting and logging experiment information, statistics and results
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* Querying experiments history, logs and results
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* Locally-hosted file server for storing images and models making them easily accessible using the Web-App
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## Local environment
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For development/evaluation it's possible to use [kind](https://kind.sigs.k8s.io).
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After installation, following commands will create a complete ClearML insatllation:
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```
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cat <<EOF | kind create cluster --config=- ─╯
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kind: Cluster
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apiVersion: kind.x-k8s.io/v1alpha4
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nodes:
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- role: control-plane
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extraPortMappings:
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# API server's default nodePort is 30008. If you customize it in helm values by
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# `apiserver.service.nodePort`, `containerPort` should match it
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- containerPort: 30008
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hostPort: 30008
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listenAddress: "127.0.0.1"
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protocol: TCP
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# Web server's default nodePort is 30080. If you customize it in helm values by
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# `webserver.service.nodePort`, `containerPort` should match it
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- containerPort: 30080
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hostPort: 30080
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listenAddress: "127.0.0.1"
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protocol: TCP
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# File server's default nodePort is 30081. If you customize it in helm values by
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# `fileserver.service.nodePort`, `containerPort` should match it
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- containerPort: 30081
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hostPort: 30081
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listenAddress: "127.0.0.1"
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protocol: TCP
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extraMounts:
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- hostPath: /tmp/clearml-kind/
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containerPath: /var/local-path-provisioner
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EOF
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helm install clearml allegroai/clearml
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```
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After deployment, the services will be exposed on localhost on the following ports:
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* API server on `30008`
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* Web server on `30080`
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* File server on `30081`
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Data persisted in every Kubernetes volume by ClearML will be accessible in /tmp/clearml-kind folder on the host.
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## Production cluster environment
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In a production environment it's suggested to install an ingress controller and verify that is working correctly.
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During ClearML deployment enable `ingress` section of chart values.
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This will create 3 ingress rules:
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* `app.<your domain name>`
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* `files.<your domain name>`
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* `api.<your domain name>`
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(*for example, `app.clearml.mydomainname.com`, `files.clearml.mydomainname.com` and `api.clearml.mydomainname.com`*)
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Just pointing the domain records to the IP where ingress controller is responding will complete the deployment process.
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## Upgrades/ Values upgrades
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Updating to latest version of this chart can be done in two steps:
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```
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helm repo update
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helm upgrade clearml allegroai/clearml
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```
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Changing values on existing installation can be done with:
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```
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helm upgrade clearml allegroai/clearml --version <CURRENT CHART VERSION> -f custom_values.yaml
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```
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Please note: updating values only should always be done setting explicit chart version to avoid a possible chart update.
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Keeping separate updates procedures between version and values can be a good practice to seprate potential concerns.
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## Additional Configuration for ClearML Server
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You can also configure the **clearml-server** for:
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* fixed users (users with credentials)
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* non-responsive experiment watchdog settings
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For detailed instructions, see the [Optional Configuration](https://github.com/allegroai/clearml-server#optional-configuration) section in the **clearml-server** repository README file.
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## Source Code
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* <https://github.com/allegroai/clearml-helm-charts>
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* <https://github.com/allegroai/clearml>
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## Requirements
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| Repository | Name | Version |
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|------------|------|---------|
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| file://../../dependency_charts/elasticsearch | elasticsearch | 7.16.2 |
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| file://../../dependency_charts/mongodb | mongodb | 10.3.4 |
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| file://../../dependency_charts/redis | redis | 10.9.0 |
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## Values
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| Key | Type | Default | Description |
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|-----|------|---------|-------------|
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| apiserver.additionalConfigs | object | `{}` | additional configurations that can be used by api server; check examples in values.yaml file |
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| apiserver.affinity | object | `{}` | |
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| apiserver.authCookiesMaxAge | int | `864000` | Amount of seconds the authorization cookie will last in user browser |
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| apiserver.configDir | string | `"/opt/clearml/config"` | |
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| apiserver.extraEnvs | list | `[]` | |
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| apiserver.image.pullPolicy | string | `"IfNotPresent"` | |
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| apiserver.image.repository | string | `"allegroai/clearml"` | |
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| apiserver.image.tag | string | `"1.6.0"` | |
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| apiserver.livenessDelay | int | `60` | |
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| apiserver.nodeSelector | object | `{}` | |
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| apiserver.podAnnotations | object | `{}` | |
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| apiserver.prepopulateArtifactsPath | string | `"/mnt/fileserver"` | |
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| apiserver.prepopulateEnabled | string | `"true"` | |
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| apiserver.prepopulateZipFiles | string | `"/opt/clearml/db-pre-populate"` | |
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| apiserver.readinessDelay | int | `60` | |
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| apiserver.replicaCount | int | `1` | |
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| apiserver.resources | object | `{}` | |
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| apiserver.service.nodePort | int | `30008` | If service.type set to NodePort, this will be set to service's nodePort field. If service.type is set to others, this field will be ignored |
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| apiserver.service.port | int | `8008` | |
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| apiserver.service.type | string | `"NodePort"` | This will set to service's spec.type field |
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| apiserver.tolerations | list | `[]` | |
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| clearml | object | `{"defaultCompany":"d1bd92a3b039400cbafc60a7a5b1e52b"}` | ClearMl generic configurations |
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| elasticsearch.clusterHealthCheckParams | string | `"wait_for_status=yellow&timeout=1s"` | |
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| elasticsearch.clusterName | string | `"clearml-elastic"` | |
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| elasticsearch.enabled | bool | `true` | |
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| elasticsearch.esConfig."elasticsearch.yml" | string | `"xpack.security.enabled: false\n"` | |
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| elasticsearch.esJavaOpts | string | `"-Xmx2g -Xms2g"` | |
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| elasticsearch.extraEnvs[0].name | string | `"bootstrap.memory_lock"` | |
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| elasticsearch.extraEnvs[0].value | string | `"false"` | |
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| elasticsearch.extraEnvs[1].name | string | `"cluster.routing.allocation.node_initial_primaries_recoveries"` | |
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| elasticsearch.extraEnvs[1].value | string | `"500"` | |
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| elasticsearch.extraEnvs[2].name | string | `"cluster.routing.allocation.disk.watermark.low"` | |
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| elasticsearch.extraEnvs[2].value | string | `"500mb"` | |
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| elasticsearch.extraEnvs[3].name | string | `"cluster.routing.allocation.disk.watermark.high"` | |
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| elasticsearch.extraEnvs[3].value | string | `"500mb"` | |
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| elasticsearch.extraEnvs[4].name | string | `"cluster.routing.allocation.disk.watermark.flood_stage"` | |
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| elasticsearch.extraEnvs[4].value | string | `"500mb"` | |
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| elasticsearch.extraEnvs[5].name | string | `"http.compression_level"` | |
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| elasticsearch.extraEnvs[5].value | string | `"7"` | |
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| elasticsearch.extraEnvs[6].name | string | `"reindex.remote.whitelist"` | |
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| elasticsearch.extraEnvs[6].value | string | `"*.*"` | |
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| elasticsearch.extraEnvs[7].name | string | `"xpack.monitoring.enabled"` | |
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| elasticsearch.extraEnvs[7].value | string | `"false"` | |
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| elasticsearch.extraEnvs[8].name | string | `"xpack.security.enabled"` | |
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| elasticsearch.extraEnvs[8].value | string | `"false"` | |
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| elasticsearch.httpPort | int | `9200` | |
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| elasticsearch.minimumMasterNodes | int | `1` | |
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| elasticsearch.persistence.enabled | bool | `true` | |
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| elasticsearch.replicas | int | `1` | |
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| elasticsearch.resources.limits.memory | string | `"4Gi"` | |
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| elasticsearch.resources.requests.memory | string | `"4Gi"` | |
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| elasticsearch.roles.data | string | `"true"` | |
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| elasticsearch.roles.ingest | string | `"true"` | |
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| elasticsearch.roles.master | string | `"true"` | |
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| elasticsearch.roles.remote_cluster_client | string | `"true"` | |
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| elasticsearch.volumeClaimTemplate.accessModes[0] | string | `"ReadWriteOnce"` | |
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| elasticsearch.volumeClaimTemplate.resources.requests.storage | string | `"50Gi"` | |
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| externalServices.elasticsearchHost | string | `""` | Existing ElasticSearch Hostname to use if elasticsearch.enabled is false |
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| externalServices.elasticsearchPort | int | `9200` | Existing ElasticSearch Port to use if elasticsearch.enabled is false |
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| externalServices.mongodbHost | string | `""` | Existing MongoDB Hostname to use if elasticsearch.enabled is false |
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| externalServices.mongodbPort | int | `27017` | Existing MongoDB Port to use if elasticsearch.enabled is false |
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| externalServices.redisHost | string | `""` | Existing Redis Hostname to use if elasticsearch.enabled is false |
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| externalServices.redisPort | int | `6379` | Existing Redis Port to use if elasticsearch.enabled is false |
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| fileserver.affinity | object | `{}` | |
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| fileserver.extraEnvs | list | `[]` | |
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| fileserver.image.pullPolicy | string | `"IfNotPresent"` | |
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| fileserver.image.repository | string | `"allegroai/clearml"` | |
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| fileserver.image.tag | string | `"1.6.0"` | |
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| fileserver.nodeSelector | object | `{}` | |
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| fileserver.podAnnotations | object | `{}` | |
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| fileserver.replicaCount | int | `1` | |
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| fileserver.resources | object | `{}` | |
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| fileserver.service.nodePort | int | `30081` | If service.type set to NodePort, this will be set to service's nodePort field. If service.type is set to others, this field will be ignored |
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| fileserver.service.port | int | `8081` | |
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| fileserver.service.type | string | `"NodePort"` | This will set to service's spec.type field |
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| fileserver.storage.data.class | string | `""` | |
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| fileserver.storage.data.size | string | `"50Gi"` | |
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| fileserver.tolerations | list | `[]` | |
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| imageCredentials | object | `{"email":"someone@host.com","enabled":false,"existingSecret":"","password":"pwd","registry":"docker.io","username":"someone"}` | Private image registry configuration |
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| imageCredentials.email | string | `"someone@host.com"` | Email |
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| imageCredentials.enabled | bool | `false` | Use private authentication mode |
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| imageCredentials.existingSecret | string | `""` | If this is set, chart will not generate a secret but will use what is defined here |
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| imageCredentials.password | string | `"pwd"` | Registry password |
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| imageCredentials.registry | string | `"docker.io"` | Registry name |
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| imageCredentials.username | string | `"someone"` | Registry username |
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| ingress.annotations | object | `{}` | |
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| ingress.api.annotations | object | `{}` | |
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| ingress.api.enabled | bool | `false` | |
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| ingress.api.hostName | string | `"api.clearml.127-0-0-1.nip.io"` | |
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| ingress.api.path | string | `"/"` | |
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| ingress.api.tlsSecretName | string | `""` | |
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| ingress.app.annotations | object | `{}` | |
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| ingress.app.enabled | bool | `false` | |
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| ingress.app.hostName | string | `"app.clearml.127-0-0-1.nip.io"` | |
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| ingress.app.path | string | `"/"` | |
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| ingress.app.tlsSecretName | string | `""` | |
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| ingress.files.annotations | object | `{}` | |
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| ingress.files.enabled | bool | `false` | |
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| ingress.files.hostName | string | `"files.clearml.127-0-0-1.nip.io"` | |
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| ingress.files.path | string | `"/"` | |
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| ingress.files.tlsSecretName | string | `""` | |
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| ingress.name | string | `"clearml-server-ingress"` | |
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| mongodb.architecture | string | `"standalone"` | |
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| mongodb.auth.enabled | bool | `false` | |
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| mongodb.enabled | bool | `true` | |
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| mongodb.persistence.accessModes[0] | string | `"ReadWriteOnce"` | |
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| mongodb.persistence.enabled | bool | `true` | |
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| mongodb.persistence.size | string | `"50Gi"` | |
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| mongodb.replicaCount | int | `1` | |
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| mongodb.service.name | string | `"{{ .Release.Name }}-mongodb"` | |
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| mongodb.service.port | int | `27017` | |
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| mongodb.service.portName | string | `"mongo-service"` | |
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| mongodb.service.type | string | `"ClusterIP"` | |
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| redis.cluster.enabled | bool | `false` | |
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| redis.databaseNumber | int | `0` | |
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| redis.enabled | bool | `true` | |
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| redis.master.name | string | `"{{ .Release.Name }}-redis-master"` | |
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| redis.master.persistence.accessModes[0] | string | `"ReadWriteOnce"` | |
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| redis.master.persistence.enabled | bool | `true` | |
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| redis.master.persistence.size | string | `"5Gi"` | |
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| redis.master.port | int | `6379` | |
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| redis.usePassword | bool | `false` | |
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| secret.authToken | string | `"1SCf0ov3Nm544Td2oZ0gXSrsNx5XhMWdVlKz1tOgcx158bD5RV"` | Set for auth_token field |
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| secret.credentials.apiserver.accessKey | string | `"5442F3443MJMORWZA3ZH"` | Set for apiserver_key field |
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| secret.credentials.apiserver.secretKey | string | `"BxapIRo9ZINi8x25CRxz8Wdmr2pQjzuWVB4PNASZqCtTyWgWVQ"` | Set for apiserver_secret field |
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| secret.credentials.tests.accessKey | string | `"ENP39EQM4SLACGD5FXB7"` | Set for tests_user_key field |
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| secret.credentials.tests.secretKey | string | `"lPcm0imbcBZ8mwgO7tpadutiS3gnJD05x9j7afwXPS35IKbpiQ"` | Set for tests_user_secret field |
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| secret.httpSession | string | `"9Tw20RbhJ1bLBiHEOWXvhplKGUbTgLzAtwFN2oLQvWwS0uRpD5"` | Set for http_session field |
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| webserver.additionalConfigs | object | `{}` | |
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| webserver.affinity | object | `{}` | |
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| webserver.extraEnvs | list | `[]` | |
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| webserver.image.pullPolicy | string | `"IfNotPresent"` | |
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| webserver.image.repository | string | `"allegroai/clearml"` | |
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| webserver.image.tag | string | `"1.6.0"` | |
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| webserver.nodeSelector | object | `{}` | |
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| webserver.podAnnotations | object | `{}` | |
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| webserver.replicaCount | int | `1` | |
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| webserver.resources | object | `{}` | |
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| webserver.service.nodePort | int | `30080` | If service.type set to NodePort, this will be set to service's nodePort field. If service.type is set to others, this field will be ignored |
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| webserver.service.port | int | `80` | |
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| webserver.service.type | string | `"NodePort"` | This will set to service's spec.type field |
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| webserver.tolerations | list | `[]` | |
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