Merge pull request #771 from Vafilor/test/istio.inject

feat: Use env var instead of tty for interactive sidecars
chore: double quotes to single quotes in yaml
2025-10-04 13:22:41 +08:00 · 2020-12-09 10:17:53 -08:00 · 2020-12-09 09:54:41 -08:00 · 2020-12-08 19:46:50 -08:00 · 2020-12-08 18:54:04 -08:00 · 2020-12-08 16:50:42 -08:00
81 changed files with 6877 additions and 1350 deletions
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ b/.github/ISSUE_TEMPLATE/bug_report.md
@@ -0,0 +1,35 @@
+---
+name: Bug report
+about: Create a report to help us improve
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**`opctl` version**
+```bash
+$ opctl version
+
+CLI version: v0.16.0-rc.0
+Manifest version: v0.16.0-rc.0
+API version: v0.16.0-rc.0
+Web UI version: v0.16.0-rc.0
+```
+
+**`opctl init` command**
+You can find this at the top of your `params.yaml` file. [e.g. `opctl init --provider eks --artifact-repository-provider s3 --gpu-device-plugins nvidia`]
+
+**Kubernetes information**
+ - Cloud provider: [e.g. AKS, EKS, GKE, Microk8s]
+ - Kubernetes version: [e.g. 1.17.13]
+
+**Machine information**
+- OS: [e.g. Ubuntu 18.04, Windows 10 19042.631, macOS 10.14.6]
+- Browser: [e.g. Chrome, Firefox, Safari]
+
+**Screenshots**
+If applicable, add screenshots to help explain your problem.
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ b/.github/ISSUE_TEMPLATE/feature_request.md
@@ -0,0 +1,20 @@
+---
+name: Feature request
+about: Suggest an idea for this project
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+**Is your feature request related to a problem? Please describe.**
+A clear and concise description of what the problem is.
+
+**Describe the solution you'd like**
+A clear and concise description of what you want to happen.
+
+**Describe alternatives you've considered**
+A clear and concise description of any alternative solutions or features you've considered.
+
+**Additional context**
+Add any other context or screenshots about the feature request here.
--- a/.github/workflows/push_tag.yaml
+++ b/.github/workflows/push_tag.yaml
@@ -8,7 +8,7 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@master
-      - uses: olegtarasov/get-tag@v2
+      - uses: little-core-labs/get-git-tag@v3.0.1
        id: tagName
      - name: Publish to Registry
        uses: elgohr/Publish-Docker-Github-Action@master
@@ -17,13 +17,13 @@ jobs:
          username: ${{ secrets.DOCKER_HUB_USERNAME }}
          password: ${{ secrets.DOCKER_HUB_TOKEN }}
          tags: "${{ env.GIT_TAG_NAME }}"
-      - name: Set Slack Message
-        run: echo "::set-env name=SLACK_MESSAGE::Tag $GIT_TAG_NAME. Docker Tag onepanel/core:$GIT_TAG_NAME"
      - name: Notify Slack Channels
-        uses: rtCamp/action-slack-notify@v2.0.0
+        uses: rtCamp/action-slack-notify@v2.1.1
        env:
-          SLACK_CHANNEL: dev
+          SLACK_CHANNEL: org
          SLACK_ICON: https://avatars1.githubusercontent.com/u/30390575?s=48&v=4
          SLACK_TITLE: New Core Version
          SLACK_USERNAME: opBot
          SLACK_WEBHOOK: ${{ secrets.SLACK_WEBHOOK }}
+          MSG_MINIMAL: true
+          SLACK_MESSAGE: "${{ env.GIT_TAG_NAME }}\nDocker Tag: onepanel/core:${{ env.GIT_TAG_NAME }}"
--- a/4
+++ b/4
@@ -1,4 +1,4 @@
-FROM golang:1.13.10 AS builder
+FROM golang:1.15.5 AS builder

 WORKDIR /go/src
 COPY . .
@@ -8,7 +8,7 @@ RUN go install -v ./...
 RUN go get -u github.com/pressly/goose/cmd/goose
 RUN go build -o /go/bin/goose ./cmd/goose/goose.go

-FROM golang:1.13.10
+FROM golang:1.15.5
 COPY --from=builder /go/bin/core .
 COPY --from=builder /go/src/db ./db
 COPY --from=builder /go/bin/goose .
--- a/5
+++ b/5
@@ -33,6 +33,11 @@ docker-build:
 docker-push:
 	docker push onepanel/core:$(COMMIT_HASH)

+docker-custom:
+	docker build -t onepanel-core .
+	docker tag onepanel-core:latest onepanel/core:$(TAG)
+	docker push onepanel/core:$(TAG)
+
 docker: docker-build docker-push

 run-tests:
--- a/README.md
+++ b/README.md
@@ -6,60 +6,39 @@
 [![sdk](https://img.shields.io/pypi/v/onepanel-sdk?color=01579b&label=sdk)](https://pypi.org/project/onepanel-sdk/)
 [![docs](https://img.shields.io/github/v/release/onepanelio/core?color=01579b&label=docs)](https://docs.onepanel.io)
 [![issues](https://img.shields.io/github/issues-raw/onepanelio/core?color=01579b&label=issues)](https://github.com/onepanelio/core/issues)
-[![chat](https://img.shields.io/badge/support-slack-01579b)](https://onepanel-ce.slack.com/join/shared_invite/zt-eyjnwec0-nLaHhjif9Y~gA05KuX6AUg#/)
+[![chat](https://img.shields.io/badge/support-slack-01579b)](https://join.slack.com/t/onepanel-ce/shared_invite/zt-eyjnwec0-nLaHhjif9Y~gA05KuX6AUg)
 [![license](https://img.shields.io/github/license/onepanelio/core?color=01579b)](https://opensource.org/licenses/Apache-2.0)

-Production scale, Kubernetes-native vision AI platform, with fully integrated components for model building, automated labeling, data processing and model training pipelines.
+Production scale vision AI platform with fully integrated components for model building, automated labeling, data processing and model training pipelines.
+
+<img width="100%" src="img/onepanel.gif">

 ## Why Onepanel?

-  End-to-end workflow and infrastructure automation for production scale vision AI
-  Automatic resource management and on-demand scaling of CPU and GPU nodes
-  Easily scale your data processing and training pipelines to multiple nodes
-  Collaborate on all your deep learning tools and workflows through a unified web interface and SDKs
+-  End-to-end automation for production scale vision AI pipelines
+-  Best of breed, open source deep learning tools seamlessly integrated in one unified platform
+-  Infrastructure automation so you can easily scale your data processing and training pipelines to multiple nodes
+-  Customizable, reproducible and version controlled tooling and pipeline templates
 -  Scalability, flexibility and resiliency of Kubernetes without the deployment and configuration complexities

-## Features
-<table>
-  <tr>
-    <td width="50%" align="center">
-      <h3>Image and video annotation with automatic annotation</h3>
-      <img width="100%" src="img/auto-annotation.gif">
-      <p>
-        Annotate images and video with automatic annotation of bounding boxes and polygon masks, integrated with training pipelines to iteratively improve models for pre-annotation and inference
-      </p>
-    </td>
-    <td width="50%" align="center">
-      <h3>JupyterLab with TensorFlow, PyTorch and GPU support</h3>
-      <img width="100%" src="img/jupyterlab.gif">
-      <p>
-        JupyterLab configured with extensions for debugging, Git/GitHub, notebook diffing and TensorBoard and support for Conda, OpenCV, Tensorflow and PyTorch with GPU and <a href="https://github.com/onepanelio/templates/tree/master/workspaces/jupyterlab">much more</a>
-      </p>
-    </td>
-  </tr>
-  <tr>
-    <td width="50%" align="center">
-      <h3>Auto scaling, distributed and parallel data processing and training pipelines</h3>
-      <img width="100%" src="img/pipelines.gif">
-      <p>
-        Build fully reproducible, distributed and parallel data processing and training pipelines with real-time logs and output snapshots
-      </p>
-    </td>
-    <td width="50%" align="center">
-      <h3>Version controlled pipelines and environments as code</h3>
-      <img width="100%" src="img/tools.gif">
-      <p>
-        Bring your own IDEs, annotation tools and pipelines with a version controlled YAML and Docker based template engine
-      </p>
-    </td>
-  </tr>
-</table>
+Onepanel can be found on [LF AI Landscape](http://landscape.lfai.foundation/selected=onepanel)

+## Features
+-  Annotate images and video with automatic annotation of bounding boxes and polygon masks, fully integrated with data processing and training pipelines.
+-  JupyterLab configured with extensions for TensorBoard, Git/GitHub, debugging, notebook diffing and support for Conda, OpenCV, Tensorflow and PyTorch with GPU.
+-  Build fully reproducible, distributed and parallel data processing and training pipelines with real-time logs and output snapshots.
+-  Bring your own IDEs, annotation tools and pipelines with a version controlled YAML and Docker based template engine.
 -  Track and visualize model metrics and experiments with TensorBoard or bring your own experiment tracking tools.
-  Access and share tools like AirSim, Carla, Gazebo or OpenAI Gym through your browser with VNC enabled workspaces.
-  Extend Onepanel with powerful REST APIs and SDKs to further automate your pipelines and environments.
-  Workflows, environments and infrastructure are all defined as code and version controlled, making them reproducible and portable.
-  Powered by Kubernetes so you can deploy anywhere Kubernetes can run.
+-  Extend Onepanel with powerful REST APIs and SDKs to further automate your workflows.
+
+## Online demo
+We have created an [online demo environment](https://onepanel.typeform.com/to/kQfDX5Vf?product=github) so that you can quickly try Onepanel.
+
+Note that this is a shared demo environment with the following restrictions:
+
+- Data is reset every few hours
+- One type of node pool (machine type) with a limit of 5 concurrent nodes
+- Certain actions may be restricted

 ## Quick start
 See [quick start guide](https://docs.onepanel.ai/docs/getting-started/quickstart) to get started with the platform of your choice.
@@ -74,17 +53,17 @@ See [documentation](https://docs.onepanel.ai) to get started or for more detaile

 To submit a feature request, report a bug or documentation issue, please open a GitHub [pull request](https://github.com/onepanelio/core/pulls) or [issue](https://github.com/onepanelio/core/issues).

-For help, questions, release announcements and contribution discussions, join us on [Slack](https://join.slack.com/t/onepanel-ce/shared_invite/zt-eyjnwec0-nLaHhjif9Y~gA05KuX6AUg).
+For help, questions, release announcements and contribution discussions, join us on [Slack](https://join.slack.com/t/onepanel-ce/shared_invite/zt-eyjnwec0-nLaHhjif9Y~gA05KuX6AUg) or [GitHub discussions](https://github.com/onepanelio/core/discussions).

 ## Contributing

 Onepanel is modular and consists of the following repositories:

-[Core API](https://github.com/onepanelio/core/) (this repository) - Code base for backend (Go)\
-[Core UI](https://github.com/onepanelio/core-ui/) - Code base for UI (Angular + TypeScript)\
-[CLI](https://github.com/onepanelio/cli/) - Code base for Go CLI for installation and management (Go)\
-[Manifests](https://github.com/onepanelio/core-ui/) - Kustomize manifests used by CLI for installation and management (YAML)\
-[Python SDK](https://github.com/onepanelio/python-sdk/) - Python SDK code and documentation\
+[Backend](https://github.com/onepanelio/core/) (this repository) - Code base for backend (Go)\
+[Frontend](https://github.com/onepanelio/core-ui/) - Code base for frontend (Angular + TypeScript)\
+[CLI](https://github.com/onepanelio/cli/) - Code base for installation and management CLI (Go)\
+[Manifests](https://github.com/onepanelio/core-ui/) - Kustomize manifests used by installation and management CLI (YAML)\
+[Python SDK](https://github.com/onepanelio/python-sdk/) - Python SDK code and documentation (Python)\
 [Templates](https://github.com/onepanelio/templates) - Various Workspace, Workflow, Task and Sidecar Templates\
 [Documentation](https://github.com/onepanelio/core-docs/) - The repository for documentation site\
 [API Documentation](https://github.com/onepanelio/core-api-docs/) - API documentation if you choose to use the API directly
@@ -97,8 +76,8 @@ Onepanel seamlessly integrates the following excellent open source projects. We

 [Argo](https://github.com/argoproj/argo)\
 [CVAT](https://github.com/opencv/cvat)\
-[JupyterLab](https://github.com/jupyterlab/jupyterlab)
-
+[JupyterLab](https://github.com/jupyterlab/jupyterlab)\
+[NNI](https://github.com/microsoft/nni)

 ## License
 Onepanel is licensed under [Apache 2.0](https://github.com/onepanelio/core/blob/master/LICENSE).
--- a/api/api.swagger.json
+++ b/api/api.swagger.json
@@ -3,7 +3,7 @@
  "info": {
    "title": "Onepanel",
    "description": "Onepanel API",
-    "version": "0.13.0",
+    "version": "0.16.0",
    "contact": {
      "name": "Onepanel project",
      "url": "https://github.com/onepanelio/core"
@@ -54,6 +54,39 @@
        ]
      }
    },
+    "/apis/v1beta1/auth/get_access_token": {
+      "post": {
+        "operationId": "GetAccessToken",
+        "responses": {
+          "200": {
+            "description": "A successful response.",
+            "schema": {
+              "$ref": "#/definitions/GetAccessTokenResponse"
+            }
+          },
+          "default": {
+            "description": "An unexpected error response",
+            "schema": {
+              "$ref": "#/definitions/grpc.gateway.runtime.Error"
+            }
+          }
+        },
+        "parameters": [
+          {
+            "name": "body",
+            "in": "body",
+            "required": true,
+            "schema": {
+              "$ref": "#/definitions/GetAccessTokenRequest"
+            }
+          }
+        ],
+        "tags": [
+          "AuthService"
+        ],
+        "security": []
+      }
+    },
    "/apis/v1beta1/auth/token": {
      "post": {
        "operationId": "IsValidToken",
@@ -77,7 +110,7 @@
            "in": "body",
            "required": true,
            "schema": {
-              "$ref": "#/definitions/TokenWrapper"
+              "$ref": "#/definitions/IsValidTokenRequest"
            }
          }
        ],
@@ -108,6 +141,54 @@
        ]
      }
    },
+    "/apis/v1beta1/labels/{namespace}/{resource}/labels": {
+      "get": {
+        "operationId": "GetAvailableLabels",
+        "responses": {
+          "200": {
+            "description": "A successful response.",
+            "schema": {
+              "$ref": "#/definitions/GetLabelsResponse"
+            }
+          },
+          "default": {
+            "description": "An unexpected error response",
+            "schema": {
+              "$ref": "#/definitions/grpc.gateway.runtime.Error"
+            }
+          }
+        },
+        "parameters": [
+          {
+            "name": "namespace",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          },
+          {
+            "name": "resource",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          },
+          {
+            "name": "keyLike",
+            "in": "query",
+            "required": false,
+            "type": "string"
+          },
+          {
+            "name": "skipKeys",
+            "in": "query",
+            "required": false,
+            "type": "string"
+          }
+        ],
+        "tags": [
+          "LabelService"
+        ]
+      }
+    },
    "/apis/v1beta1/namespaces": {
      "get": {
        "operationId": "ListNamespaces",
@@ -1159,6 +1240,92 @@
        ]
      }
    },
+    "/apis/v1beta1/{namespace}/workflow_executions/{uid}/metric": {
+      "post": {
+        "operationId": "AddWorkflowExecutionMetrics",
+        "responses": {
+          "200": {
+            "description": "A successful response.",
+            "schema": {
+              "$ref": "#/definitions/WorkflowExecutionsMetricsResponse"
+            }
+          },
+          "default": {
+            "description": "An unexpected error response",
+            "schema": {
+              "$ref": "#/definitions/grpc.gateway.runtime.Error"
+            }
+          }
+        },
+        "parameters": [
+          {
+            "name": "namespace",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          },
+          {
+            "name": "uid",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          },
+          {
+            "name": "body",
+            "in": "body",
+            "required": true,
+            "schema": {
+              "$ref": "#/definitions/AddWorkflowExecutionsMetricsRequest"
+            }
+          }
+        ],
+        "tags": [
+          "WorkflowService"
+        ]
+      },
+      "put": {
+        "operationId": "UpdateWorkflowExecutionMetrics",
+        "responses": {
+          "200": {
+            "description": "A successful response.",
+            "schema": {
+              "$ref": "#/definitions/WorkflowExecutionsMetricsResponse"
+            }
+          },
+          "default": {
+            "description": "An unexpected error response",
+            "schema": {
+              "$ref": "#/definitions/grpc.gateway.runtime.Error"
+            }
+          }
+        },
+        "parameters": [
+          {
+            "name": "namespace",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          },
+          {
+            "name": "uid",
+            "in": "path",
+            "required": true,
+            "type": "string"
+          },
+          {
+            "name": "body",
+            "in": "body",
+            "required": true,
+            "schema": {
+              "$ref": "#/definitions/UpdateWorkflowExecutionsMetricsRequest"
+            }
+          }
+        ],
+        "tags": [
+          "WorkflowService"
+        ]
+      }
+    },
    "/apis/v1beta1/{namespace}/workflow_executions/{uid}/pods/{podName}/containers/{containerName}/logs": {
      "get": {
        "operationId": "GetWorkflowExecutionLogs",
@@ -2737,6 +2904,27 @@
        }
      }
    },
+    "AddWorkflowExecutionsMetricsRequest": {
+      "type": "object",
+      "properties": {
+        "namespace": {
+          "type": "string"
+        },
+        "uid": {
+          "type": "string"
+        },
+        "override": {
+          "type": "boolean",
+          "format": "boolean"
+        },
+        "metrics": {
+          "type": "array",
+          "items": {
+            "$ref": "#/definitions/Metric"
+          }
+        }
+      }
+    },
    "ArchiveWorkflowTemplateResponse": {
      "type": "object",
      "properties": {
@@ -2883,6 +3071,31 @@
        }
      }
    },
+    "GetAccessTokenRequest": {
+      "type": "object",
+      "properties": {
+        "username": {
+          "type": "string"
+        },
+        "token": {
+          "type": "string"
+        }
+      }
+    },
+    "GetAccessTokenResponse": {
+      "type": "object",
+      "properties": {
+        "domain": {
+          "type": "string"
+        },
+        "accessToken": {
+          "type": "string"
+        },
+        "username": {
+          "type": "string"
+        }
+      }
+    },
    "GetConfigResponse": {
      "type": "object",
      "properties": {
@@ -2967,11 +3180,28 @@
        }
      }
    },
+    "IsValidTokenRequest": {
+      "type": "object",
+      "properties": {
+        "username": {
+          "type": "string"
+        },
+        "token": {
+          "type": "string"
+        }
+      }
+    },
    "IsValidTokenResponse": {
      "type": "object",
      "properties": {
        "domain": {
          "type": "string"
+        },
+        "token": {
+          "type": "string"
+        },
+        "username": {
+          "type": "string"
        }
      }
    },
@@ -3131,6 +3361,10 @@
        "totalCount": {
          "type": "integer",
          "format": "int32"
+        },
+        "totalAvailableCount": {
+          "type": "integer",
+          "format": "int32"
        }
      }
    },
@@ -3173,6 +3407,10 @@
        "totalCount": {
          "type": "integer",
          "format": "int32"
+        },
+        "totalAvailableCount": {
+          "type": "integer",
+          "format": "int32"
        }
      }
    },
@@ -3200,6 +3438,10 @@
        "totalCount": {
          "type": "integer",
          "format": "int32"
+        },
+        "totalAvailableCount": {
+          "type": "integer",
+          "format": "int32"
        }
      }
    },
@@ -3394,14 +3636,6 @@
        }
      }
    },
-    "TokenWrapper": {
-      "type": "object",
-      "properties": {
-        "token": {
-          "type": "string"
-        }
-      }
-    },
    "UpdateSecretKeyValueResponse": {
      "type": "object",
      "properties": {
@@ -3411,6 +3645,23 @@
        }
      }
    },
+    "UpdateWorkflowExecutionsMetricsRequest": {
+      "type": "object",
+      "properties": {
+        "namespace": {
+          "type": "string"
+        },
+        "uid": {
+          "type": "string"
+        },
+        "metrics": {
+          "type": "array",
+          "items": {
+            "$ref": "#/definitions/Metric"
+          }
+        }
+      }
+    },
    "UpdateWorkspaceBody": {
      "type": "object",
      "properties": {
@@ -3469,6 +3720,12 @@
        },
        "metadata": {
          "$ref": "#/definitions/WorkflowExecutionMetadata"
+        },
+        "metrics": {
+          "type": "array",
+          "items": {
+            "$ref": "#/definitions/Metric"
+          }
        }
      }
    },
@@ -3516,6 +3773,17 @@
        }
      }
    },
+    "WorkflowExecutionsMetricsResponse": {
+      "type": "object",
+      "properties": {
+        "metrics": {
+          "type": "array",
+          "items": {
+            "$ref": "#/definitions/Metric"
+          }
+        }
+      }
+    },
    "WorkflowTemplate": {
      "type": "object",
      "properties": {
--- a/api/auth.pb.go
+++ b/api/auth.pb.go
@@ -9,7 +9,7 @@ package api
 import (
 	context "context"
 	proto "github.com/golang/protobuf/proto"
-	_ "github.com/golang/protobuf/ptypes/empty"
+	_ "github.com/grpc-ecosystem/grpc-gateway/protoc-gen-swagger/options"
 	_ "google.golang.org/genproto/googleapis/api/annotations"
 	grpc "google.golang.org/grpc"
 	codes "google.golang.org/grpc/codes"
@@ -31,6 +31,124 @@ const (
 // of the legacy proto package is being used.
 const _ = proto.ProtoPackageIsVersion4

+type IsValidTokenRequest struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Username string `protobuf:"bytes,1,opt,name=username,proto3" json:"username,omitempty"`
+	Token    string `protobuf:"bytes,2,opt,name=token,proto3" json:"token,omitempty"`
+}
+
+func (x *IsValidTokenRequest) Reset() {
+	*x = IsValidTokenRequest{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_auth_proto_msgTypes[0]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *IsValidTokenRequest) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*IsValidTokenRequest) ProtoMessage() {}
+
+func (x *IsValidTokenRequest) ProtoReflect() protoreflect.Message {
+	mi := &file_auth_proto_msgTypes[0]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use IsValidTokenRequest.ProtoReflect.Descriptor instead.
+func (*IsValidTokenRequest) Descriptor() ([]byte, []int) {
+	return file_auth_proto_rawDescGZIP(), []int{0}
+}
+
+func (x *IsValidTokenRequest) GetUsername() string {
+	if x != nil {
+		return x.Username
+	}
+	return ""
+}
+
+func (x *IsValidTokenRequest) GetToken() string {
+	if x != nil {
+		return x.Token
+	}
+	return ""
+}
+
+type IsValidTokenResponse struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Domain   string `protobuf:"bytes,1,opt,name=domain,proto3" json:"domain,omitempty"`
+	Token    string `protobuf:"bytes,2,opt,name=token,proto3" json:"token,omitempty"`
+	Username string `protobuf:"bytes,3,opt,name=username,proto3" json:"username,omitempty"`
+}
+
+func (x *IsValidTokenResponse) Reset() {
+	*x = IsValidTokenResponse{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_auth_proto_msgTypes[1]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *IsValidTokenResponse) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*IsValidTokenResponse) ProtoMessage() {}
+
+func (x *IsValidTokenResponse) ProtoReflect() protoreflect.Message {
+	mi := &file_auth_proto_msgTypes[1]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use IsValidTokenResponse.ProtoReflect.Descriptor instead.
+func (*IsValidTokenResponse) Descriptor() ([]byte, []int) {
+	return file_auth_proto_rawDescGZIP(), []int{1}
+}
+
+func (x *IsValidTokenResponse) GetDomain() string {
+	if x != nil {
+		return x.Domain
+	}
+	return ""
+}
+
+func (x *IsValidTokenResponse) GetToken() string {
+	if x != nil {
+		return x.Token
+	}
+	return ""
+}
+
+func (x *IsValidTokenResponse) GetUsername() string {
+	if x != nil {
+		return x.Username
+	}
+	return ""
+}
+
 type IsAuthorized struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -46,7 +164,7 @@ type IsAuthorized struct {
 func (x *IsAuthorized) Reset() {
 	*x = IsAuthorized{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_auth_proto_msgTypes[0]
+		mi := &file_auth_proto_msgTypes[2]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -59,7 +177,7 @@ func (x *IsAuthorized) String() string {
 func (*IsAuthorized) ProtoMessage() {}

 func (x *IsAuthorized) ProtoReflect() protoreflect.Message {
-	mi := &file_auth_proto_msgTypes[0]
+	mi := &file_auth_proto_msgTypes[2]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -72,7 +190,7 @@ func (x *IsAuthorized) ProtoReflect() protoreflect.Message {

 // Deprecated: Use IsAuthorized.ProtoReflect.Descriptor instead.
 func (*IsAuthorized) Descriptor() ([]byte, []int) {
-	return file_auth_proto_rawDescGZIP(), []int{0}
+	return file_auth_proto_rawDescGZIP(), []int{2}
 }

 func (x *IsAuthorized) GetNamespace() string {
@@ -121,7 +239,7 @@ type IsAuthorizedRequest struct {
 func (x *IsAuthorizedRequest) Reset() {
 	*x = IsAuthorizedRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_auth_proto_msgTypes[1]
+		mi := &file_auth_proto_msgTypes[3]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -134,7 +252,7 @@ func (x *IsAuthorizedRequest) String() string {
 func (*IsAuthorizedRequest) ProtoMessage() {}

 func (x *IsAuthorizedRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_auth_proto_msgTypes[1]
+	mi := &file_auth_proto_msgTypes[3]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -147,7 +265,7 @@ func (x *IsAuthorizedRequest) ProtoReflect() protoreflect.Message {

 // Deprecated: Use IsAuthorizedRequest.ProtoReflect.Descriptor instead.
 func (*IsAuthorizedRequest) Descriptor() ([]byte, []int) {
-	return file_auth_proto_rawDescGZIP(), []int{1}
+	return file_auth_proto_rawDescGZIP(), []int{3}
 }

 func (x *IsAuthorizedRequest) GetIsAuthorized() *IsAuthorized {
@@ -168,7 +286,7 @@ type IsAuthorizedResponse struct {
 func (x *IsAuthorizedResponse) Reset() {
 	*x = IsAuthorizedResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_auth_proto_msgTypes[2]
+		mi := &file_auth_proto_msgTypes[4]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -181,7 +299,7 @@ func (x *IsAuthorizedResponse) String() string {
 func (*IsAuthorizedResponse) ProtoMessage() {}

 func (x *IsAuthorizedResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_auth_proto_msgTypes[2]
+	mi := &file_auth_proto_msgTypes[4]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -194,7 +312,7 @@ func (x *IsAuthorizedResponse) ProtoReflect() protoreflect.Message {

 // Deprecated: Use IsAuthorizedResponse.ProtoReflect.Descriptor instead.
 func (*IsAuthorizedResponse) Descriptor() ([]byte, []int) {
-	return file_auth_proto_rawDescGZIP(), []int{2}
+	return file_auth_proto_rawDescGZIP(), []int{4}
 }

 func (x *IsAuthorizedResponse) GetAuthorized() bool {
@@ -204,110 +322,17 @@ func (x *IsAuthorizedResponse) GetAuthorized() bool {
 	return false
 }

-type TokenWrapper struct {
+type GetAccessTokenRequest struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
 	unknownFields protoimpl.UnknownFields

-	Token string `protobuf:"bytes,1,opt,name=token,proto3" json:"token,omitempty"`
+	Username string `protobuf:"bytes,1,opt,name=username,proto3" json:"username,omitempty"`
+	Token    string `protobuf:"bytes,2,opt,name=token,proto3" json:"token,omitempty"`
 }

-func (x *TokenWrapper) Reset() {
-	*x = TokenWrapper{}
-	if protoimpl.UnsafeEnabled {
-		mi := &file_auth_proto_msgTypes[3]
-		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
-		ms.StoreMessageInfo(mi)
-	}
-}
-
-func (x *TokenWrapper) String() string {
-	return protoimpl.X.MessageStringOf(x)
-}
-
-func (*TokenWrapper) ProtoMessage() {}
-
-func (x *TokenWrapper) ProtoReflect() protoreflect.Message {
-	mi := &file_auth_proto_msgTypes[3]
-	if protoimpl.UnsafeEnabled && x != nil {
-		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
-		if ms.LoadMessageInfo() == nil {
-			ms.StoreMessageInfo(mi)
-		}
-		return ms
-	}
-	return mi.MessageOf(x)
-}
-
-// Deprecated: Use TokenWrapper.ProtoReflect.Descriptor instead.
-func (*TokenWrapper) Descriptor() ([]byte, []int) {
-	return file_auth_proto_rawDescGZIP(), []int{3}
-}
-
-func (x *TokenWrapper) GetToken() string {
-	if x != nil {
-		return x.Token
-	}
-	return ""
-}
-
-type IsValidTokenRequest struct {
-	state         protoimpl.MessageState
-	sizeCache     protoimpl.SizeCache
-	unknownFields protoimpl.UnknownFields
-
-	Token *TokenWrapper `protobuf:"bytes,1,opt,name=token,proto3" json:"token,omitempty"`
-}
-
-func (x *IsValidTokenRequest) Reset() {
-	*x = IsValidTokenRequest{}
-	if protoimpl.UnsafeEnabled {
-		mi := &file_auth_proto_msgTypes[4]
-		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
-		ms.StoreMessageInfo(mi)
-	}
-}
-
-func (x *IsValidTokenRequest) String() string {
-	return protoimpl.X.MessageStringOf(x)
-}
-
-func (*IsValidTokenRequest) ProtoMessage() {}
-
-func (x *IsValidTokenRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_auth_proto_msgTypes[4]
-	if protoimpl.UnsafeEnabled && x != nil {
-		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
-		if ms.LoadMessageInfo() == nil {
-			ms.StoreMessageInfo(mi)
-		}
-		return ms
-	}
-	return mi.MessageOf(x)
-}
-
-// Deprecated: Use IsValidTokenRequest.ProtoReflect.Descriptor instead.
-func (*IsValidTokenRequest) Descriptor() ([]byte, []int) {
-	return file_auth_proto_rawDescGZIP(), []int{4}
-}
-
-func (x *IsValidTokenRequest) GetToken() *TokenWrapper {
-	if x != nil {
-		return x.Token
-	}
-	return nil
-}
-
-type IsValidTokenResponse struct {
-	state         protoimpl.MessageState
-	sizeCache     protoimpl.SizeCache
-	unknownFields protoimpl.UnknownFields
-
-	Domain string `protobuf:"bytes,1,opt,name=domain,proto3" json:"domain,omitempty"`
-}
-
-func (x *IsValidTokenResponse) Reset() {
-	*x = IsValidTokenResponse{}
+func (x *GetAccessTokenRequest) Reset() {
+	*x = GetAccessTokenRequest{}
 	if protoimpl.UnsafeEnabled {
 		mi := &file_auth_proto_msgTypes[5]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
@@ -315,13 +340,13 @@ func (x *IsValidTokenResponse) Reset() {
 	}
 }

-func (x *IsValidTokenResponse) String() string {
+func (x *GetAccessTokenRequest) String() string {
 	return protoimpl.X.MessageStringOf(x)
 }

-func (*IsValidTokenResponse) ProtoMessage() {}
+func (*GetAccessTokenRequest) ProtoMessage() {}

-func (x *IsValidTokenResponse) ProtoReflect() protoreflect.Message {
+func (x *GetAccessTokenRequest) ProtoReflect() protoreflect.Message {
 	mi := &file_auth_proto_msgTypes[5]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
@@ -333,61 +358,153 @@ func (x *IsValidTokenResponse) ProtoReflect() protoreflect.Message {
 	return mi.MessageOf(x)
 }

-// Deprecated: Use IsValidTokenResponse.ProtoReflect.Descriptor instead.
-func (*IsValidTokenResponse) Descriptor() ([]byte, []int) {
+// Deprecated: Use GetAccessTokenRequest.ProtoReflect.Descriptor instead.
+func (*GetAccessTokenRequest) Descriptor() ([]byte, []int) {
 	return file_auth_proto_rawDescGZIP(), []int{5}
 }

-func (x *IsValidTokenResponse) GetDomain() string {
+func (x *GetAccessTokenRequest) GetUsername() string {
+	if x != nil {
+		return x.Username
+	}
+	return ""
+}
+
+func (x *GetAccessTokenRequest) GetToken() string {
+	if x != nil {
+		return x.Token
+	}
+	return ""
+}
+
+type GetAccessTokenResponse struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Domain      string `protobuf:"bytes,1,opt,name=domain,proto3" json:"domain,omitempty"`
+	AccessToken string `protobuf:"bytes,2,opt,name=accessToken,proto3" json:"accessToken,omitempty"`
+	Username    string `protobuf:"bytes,3,opt,name=username,proto3" json:"username,omitempty"`
+}
+
+func (x *GetAccessTokenResponse) Reset() {
+	*x = GetAccessTokenResponse{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_auth_proto_msgTypes[6]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *GetAccessTokenResponse) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*GetAccessTokenResponse) ProtoMessage() {}
+
+func (x *GetAccessTokenResponse) ProtoReflect() protoreflect.Message {
+	mi := &file_auth_proto_msgTypes[6]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use GetAccessTokenResponse.ProtoReflect.Descriptor instead.
+func (*GetAccessTokenResponse) Descriptor() ([]byte, []int) {
+	return file_auth_proto_rawDescGZIP(), []int{6}
+}
+
+func (x *GetAccessTokenResponse) GetDomain() string {
 	if x != nil {
 		return x.Domain
 	}
 	return ""
 }

+func (x *GetAccessTokenResponse) GetAccessToken() string {
+	if x != nil {
+		return x.AccessToken
+	}
+	return ""
+}
+
+func (x *GetAccessTokenResponse) GetUsername() string {
+	if x != nil {
+		return x.Username
+	}
+	return ""
+}
+
 var File_auth_proto protoreflect.FileDescriptor

 var file_auth_proto_rawDesc = []byte{
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@@ -410,27 +527,29 @@ func file_auth_proto_rawDescGZIP() []byte {
 	return file_auth_proto_rawDescData
 }

-var file_auth_proto_msgTypes = make([]protoimpl.MessageInfo, 6)
+var file_auth_proto_msgTypes = make([]protoimpl.MessageInfo, 7)
 var file_auth_proto_goTypes = []interface{}{
-	(*IsAuthorized)(nil),         // 0: api.IsAuthorized
-	(*IsAuthorizedRequest)(nil),  // 1: api.IsAuthorizedRequest
-	(*IsAuthorizedResponse)(nil), // 2: api.IsAuthorizedResponse
-	(*TokenWrapper)(nil),         // 3: api.TokenWrapper
-	(*IsValidTokenRequest)(nil),  // 4: api.IsValidTokenRequest
-	(*IsValidTokenResponse)(nil), // 5: api.IsValidTokenResponse
+	(*IsValidTokenRequest)(nil),    // 0: api.IsValidTokenRequest
+	(*IsValidTokenResponse)(nil),   // 1: api.IsValidTokenResponse
+	(*IsAuthorized)(nil),           // 2: api.IsAuthorized
+	(*IsAuthorizedRequest)(nil),    // 3: api.IsAuthorizedRequest
+	(*IsAuthorizedResponse)(nil),   // 4: api.IsAuthorizedResponse
+	(*GetAccessTokenRequest)(nil),  // 5: api.GetAccessTokenRequest
+	(*GetAccessTokenResponse)(nil), // 6: api.GetAccessTokenResponse
 }
 var file_auth_proto_depIdxs = []int32{
-	0, // 0: api.IsAuthorizedRequest.isAuthorized:type_name -> api.IsAuthorized
-	3, // 1: api.IsValidTokenRequest.token:type_name -> api.TokenWrapper
-	4, // 2: api.AuthService.IsValidToken:input_type -> api.IsValidTokenRequest
-	1, // 3: api.AuthService.IsAuthorized:input_type -> api.IsAuthorizedRequest
-	5, // 4: api.AuthService.IsValidToken:output_type -> api.IsValidTokenResponse
-	2, // 5: api.AuthService.IsAuthorized:output_type -> api.IsAuthorizedResponse
-	4, // [4:6] is the sub-list for method output_type
-	2, // [2:4] is the sub-list for method input_type
-	2, // [2:2] is the sub-list for extension type_name
-	2, // [2:2] is the sub-list for extension extendee
-	0, // [0:2] is the sub-list for field type_name
+	2, // 0: api.IsAuthorizedRequest.isAuthorized:type_name -> api.IsAuthorized
+	0, // 1: api.AuthService.IsValidToken:input_type -> api.IsValidTokenRequest
+	5, // 2: api.AuthService.GetAccessToken:input_type -> api.GetAccessTokenRequest
+	3, // 3: api.AuthService.IsAuthorized:input_type -> api.IsAuthorizedRequest
+	1, // 4: api.AuthService.IsValidToken:output_type -> api.IsValidTokenResponse
+	6, // 5: api.AuthService.GetAccessToken:output_type -> api.GetAccessTokenResponse
+	4, // 6: api.AuthService.IsAuthorized:output_type -> api.IsAuthorizedResponse
+	4, // [4:7] is the sub-list for method output_type
+	1, // [1:4] is the sub-list for method input_type
+	1, // [1:1] is the sub-list for extension type_name
+	1, // [1:1] is the sub-list for extension extendee
+	0, // [0:1] is the sub-list for field type_name
 }

 func init() { file_auth_proto_init() }
@@ -440,54 +559,6 @@ func file_auth_proto_init() {
 	}
 	if !protoimpl.UnsafeEnabled {
 		file_auth_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*IsAuthorized); i {
-			case 0:
-				return &v.state
-			case 1:
-				return &v.sizeCache
-			case 2:
-				return &v.unknownFields
-			default:
-				return nil
-			}
-		}
-		file_auth_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*IsAuthorizedRequest); i {
-			case 0:
-				return &v.state
-			case 1:
-				return &v.sizeCache
-			case 2:
-				return &v.unknownFields
-			default:
-				return nil
-			}
-		}
-		file_auth_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*IsAuthorizedResponse); i {
-			case 0:
-				return &v.state
-			case 1:
-				return &v.sizeCache
-			case 2:
-				return &v.unknownFields
-			default:
-				return nil
-			}
-		}
-		file_auth_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*TokenWrapper); i {
-			case 0:
-				return &v.state
-			case 1:
-				return &v.sizeCache
-			case 2:
-				return &v.unknownFields
-			default:
-				return nil
-			}
-		}
-		file_auth_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} {
 			switch v := v.(*IsValidTokenRequest); i {
 			case 0:
 				return &v.state
@@ -499,7 +570,7 @@ func file_auth_proto_init() {
 				return nil
 			}
 		}
-		file_auth_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} {
+		file_auth_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} {
 			switch v := v.(*IsValidTokenResponse); i {
 			case 0:
 				return &v.state
@@ -511,6 +582,66 @@ func file_auth_proto_init() {
 				return nil
 			}
 		}
+		file_auth_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*IsAuthorized); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_auth_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*IsAuthorizedRequest); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_auth_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*IsAuthorizedResponse); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_auth_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*GetAccessTokenRequest); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_auth_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*GetAccessTokenResponse); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
 	}
 	type x struct{}
 	out := protoimpl.TypeBuilder{
@@ -518,7 +649,7 @@ func file_auth_proto_init() {
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_auth_proto_rawDesc,
 			NumEnums:      0,
-			NumMessages:   6,
+			NumMessages:   7,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
@@ -544,7 +675,9 @@ const _ = grpc.SupportPackageIsVersion6
 //
 // For semantics around ctx use and closing/ending streaming RPCs, please refer to https://godoc.org/google.golang.org/grpc#ClientConn.NewStream.
 type AuthServiceClient interface {
+	// Deprecated: Do not use.
 	IsValidToken(ctx context.Context, in *IsValidTokenRequest, opts ...grpc.CallOption) (*IsValidTokenResponse, error)
+	GetAccessToken(ctx context.Context, in *GetAccessTokenRequest, opts ...grpc.CallOption) (*GetAccessTokenResponse, error)
 	IsAuthorized(ctx context.Context, in *IsAuthorizedRequest, opts ...grpc.CallOption) (*IsAuthorizedResponse, error)
 }

@@ -556,6 +689,7 @@ func NewAuthServiceClient(cc grpc.ClientConnInterface) AuthServiceClient {
 	return &authServiceClient{cc}
 }

+// Deprecated: Do not use.
 func (c *authServiceClient) IsValidToken(ctx context.Context, in *IsValidTokenRequest, opts ...grpc.CallOption) (*IsValidTokenResponse, error) {
 	out := new(IsValidTokenResponse)
 	err := c.cc.Invoke(ctx, "/api.AuthService/IsValidToken", in, out, opts...)
@@ -565,6 +699,15 @@ func (c *authServiceClient) IsValidToken(ctx context.Context, in *IsValidTokenRe
 	return out, nil
 }

+func (c *authServiceClient) GetAccessToken(ctx context.Context, in *GetAccessTokenRequest, opts ...grpc.CallOption) (*GetAccessTokenResponse, error) {
+	out := new(GetAccessTokenResponse)
+	err := c.cc.Invoke(ctx, "/api.AuthService/GetAccessToken", in, out, opts...)
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
 func (c *authServiceClient) IsAuthorized(ctx context.Context, in *IsAuthorizedRequest, opts ...grpc.CallOption) (*IsAuthorizedResponse, error) {
 	out := new(IsAuthorizedResponse)
 	err := c.cc.Invoke(ctx, "/api.AuthService/IsAuthorized", in, out, opts...)
@@ -576,7 +719,9 @@ func (c *authServiceClient) IsAuthorized(ctx context.Context, in *IsAuthorizedRe

 // AuthServiceServer is the server API for AuthService service.
 type AuthServiceServer interface {
+	// Deprecated: Do not use.
 	IsValidToken(context.Context, *IsValidTokenRequest) (*IsValidTokenResponse, error)
+	GetAccessToken(context.Context, *GetAccessTokenRequest) (*GetAccessTokenResponse, error)
 	IsAuthorized(context.Context, *IsAuthorizedRequest) (*IsAuthorizedResponse, error)
 }

@@ -587,6 +732,9 @@ type UnimplementedAuthServiceServer struct {
 func (*UnimplementedAuthServiceServer) IsValidToken(context.Context, *IsValidTokenRequest) (*IsValidTokenResponse, error) {
 	return nil, status.Errorf(codes.Unimplemented, "method IsValidToken not implemented")
 }
+func (*UnimplementedAuthServiceServer) GetAccessToken(context.Context, *GetAccessTokenRequest) (*GetAccessTokenResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method GetAccessToken not implemented")
+}
 func (*UnimplementedAuthServiceServer) IsAuthorized(context.Context, *IsAuthorizedRequest) (*IsAuthorizedResponse, error) {
 	return nil, status.Errorf(codes.Unimplemented, "method IsAuthorized not implemented")
 }
@@ -613,6 +761,24 @@ func _AuthService_IsValidToken_Handler(srv interface{}, ctx context.Context, dec
 	return interceptor(ctx, in, info, handler)
 }

+func _AuthService_GetAccessToken_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+	in := new(GetAccessTokenRequest)
+	if err := dec(in); err != nil {
+		return nil, err
+	}
+	if interceptor == nil {
+		return srv.(AuthServiceServer).GetAccessToken(ctx, in)
+	}
+	info := &grpc.UnaryServerInfo{
+		Server:     srv,
+		FullMethod: "/api.AuthService/GetAccessToken",
+	}
+	handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+		return srv.(AuthServiceServer).GetAccessToken(ctx, req.(*GetAccessTokenRequest))
+	}
+	return interceptor(ctx, in, info, handler)
+}
+
 func _AuthService_IsAuthorized_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
 	in := new(IsAuthorizedRequest)
 	if err := dec(in); err != nil {
@@ -639,6 +805,10 @@ var _AuthService_serviceDesc = grpc.ServiceDesc{
 			MethodName: "IsValidToken",
 			Handler:    _AuthService_IsValidToken_Handler,
 		},
+		{
+			MethodName: "GetAccessToken",
+			Handler:    _AuthService_GetAccessToken_Handler,
+		},
 		{
 			MethodName: "IsAuthorized",
 			Handler:    _AuthService_IsAuthorized_Handler,
--- a/api/auth.pb.gw.go
+++ b/api/auth.pb.gw.go
@@ -39,7 +39,7 @@ func request_AuthService_IsValidToken_0(ctx context.Context, marshaler runtime.M
 	if berr != nil {
 		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
 	}
-	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq.Token); err != nil && err != io.EOF {
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
 		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
 	}

@@ -56,7 +56,7 @@ func local_request_AuthService_IsValidToken_0(ctx context.Context, marshaler run
 	if berr != nil {
 		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
 	}
-	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq.Token); err != nil && err != io.EOF {
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
 		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
 	}

@@ -65,6 +65,40 @@ func local_request_AuthService_IsValidToken_0(ctx context.Context, marshaler run

 }

+func request_AuthService_GetAccessToken_0(ctx context.Context, marshaler runtime.Marshaler, client AuthServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq GetAccessTokenRequest
+	var metadata runtime.ServerMetadata
+
+	newReader, berr := utilities.IOReaderFactory(req.Body)
+	if berr != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
+	}
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	msg, err := client.GetAccessToken(ctx, &protoReq, grpc.Header(&metadata.HeaderMD), grpc.Trailer(&metadata.TrailerMD))
+	return msg, metadata, err
+
+}
+
+func local_request_AuthService_GetAccessToken_0(ctx context.Context, marshaler runtime.Marshaler, server AuthServiceServer, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq GetAccessTokenRequest
+	var metadata runtime.ServerMetadata
+
+	newReader, berr := utilities.IOReaderFactory(req.Body)
+	if berr != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
+	}
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	msg, err := server.GetAccessToken(ctx, &protoReq)
+	return msg, metadata, err
+
+}
+
 func request_AuthService_IsAuthorized_0(ctx context.Context, marshaler runtime.Marshaler, client AuthServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
 	var protoReq IsAuthorizedRequest
 	var metadata runtime.ServerMetadata
@@ -124,6 +158,26 @@ func RegisterAuthServiceHandlerServer(ctx context.Context, mux *runtime.ServeMux

 	})

+	mux.Handle("POST", pattern_AuthService_GetAccessToken_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateIncomingContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := local_request_AuthService_GetAccessToken_0(rctx, inboundMarshaler, server, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_AuthService_GetAccessToken_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	mux.Handle("POST", pattern_AuthService_IsAuthorized_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
 		ctx, cancel := context.WithCancel(req.Context())
 		defer cancel()
@@ -205,6 +259,26 @@ func RegisterAuthServiceHandlerClient(ctx context.Context, mux *runtime.ServeMux

 	})

+	mux.Handle("POST", pattern_AuthService_GetAccessToken_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := request_AuthService_GetAccessToken_0(rctx, inboundMarshaler, client, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_AuthService_GetAccessToken_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	mux.Handle("POST", pattern_AuthService_IsAuthorized_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
 		ctx, cancel := context.WithCancel(req.Context())
 		defer cancel()
@@ -231,11 +305,15 @@ func RegisterAuthServiceHandlerClient(ctx context.Context, mux *runtime.ServeMux
 var (
 	pattern_AuthService_IsValidToken_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 2, 2, 2, 3}, []string{"apis", "v1beta1", "auth", "token"}, "", runtime.AssumeColonVerbOpt(true)))

+	pattern_AuthService_GetAccessToken_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 2, 2, 2, 3}, []string{"apis", "v1beta1", "auth", "get_access_token"}, "", runtime.AssumeColonVerbOpt(true)))
+
 	pattern_AuthService_IsAuthorized_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 2, 2}, []string{"apis", "v1beta1", "auth"}, "", runtime.AssumeColonVerbOpt(true)))
 )

 var (
 	forward_AuthService_IsValidToken_0 = runtime.ForwardResponseMessage

+	forward_AuthService_GetAccessToken_0 = runtime.ForwardResponseMessage
+
 	forward_AuthService_IsAuthorized_0 = runtime.ForwardResponseMessage
 )
--- a/api/auth.proto
+++ b/api/auth.proto
@@ -3,13 +3,25 @@ syntax = "proto3";
 package api;

 import "google/api/annotations.proto";
-import "google/protobuf/empty.proto";
+import "protoc-gen-swagger/options/annotations.proto";

 service AuthService {
    rpc IsValidToken(IsValidTokenRequest) returns (IsValidTokenResponse) {
        option (google.api.http) = {
            post: "/apis/v1beta1/auth/token"
-            body: "token"
+            body: "*"
+        };
+        option deprecated = true;
+    }
+
+    rpc GetAccessToken(GetAccessTokenRequest) returns (GetAccessTokenResponse) {
+        option (google.api.http) = {
+            post: "/apis/v1beta1/auth/get_access_token"
+            body: "*"
+        };
+        option (grpc.gateway.protoc_gen_swagger.options.openapiv2_operation) = {
+			security: {
+            }
        };
    }

@@ -21,6 +33,17 @@ service AuthService {
    }
 }

+message IsValidTokenRequest {
+    string username = 1;
+    string token = 2;
+}
+
+message IsValidTokenResponse {
+    string domain = 1;
+    string token = 2;
+    string username = 3;
+}
+
 message IsAuthorized {
    string namespace = 1;
    string verb = 2;
@@ -37,14 +60,13 @@ message IsAuthorizedResponse {
    bool authorized = 1;
 }

-message TokenWrapper {
-    string token = 1;
+message GetAccessTokenRequest {
+    string username = 1;
+    string token = 2;
 }

-message IsValidTokenRequest {
-    TokenWrapper token = 1;
-}
-
-message IsValidTokenResponse {
+message GetAccessTokenResponse {
    string domain = 1;
+    string accessToken = 2;
+    string username = 3;
 }
--- a/api/label.pb.go
+++ b/api/label.pb.go
@@ -337,6 +337,77 @@ func (x *GetLabelsRequest) GetUid() string {
 	return ""
 }

+type GetAvailableLabelsRequest struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	Namespace string `protobuf:"bytes,1,opt,name=namespace,proto3" json:"namespace,omitempty"`
+	Resource  string `protobuf:"bytes,2,opt,name=resource,proto3" json:"resource,omitempty"`
+	KeyLike   string `protobuf:"bytes,3,opt,name=keyLike,proto3" json:"keyLike,omitempty"`
+	SkipKeys  string `protobuf:"bytes,4,opt,name=skipKeys,proto3" json:"skipKeys,omitempty"`
+}
+
+func (x *GetAvailableLabelsRequest) Reset() {
+	*x = GetAvailableLabelsRequest{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_label_proto_msgTypes[5]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *GetAvailableLabelsRequest) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*GetAvailableLabelsRequest) ProtoMessage() {}
+
+func (x *GetAvailableLabelsRequest) ProtoReflect() protoreflect.Message {
+	mi := &file_label_proto_msgTypes[5]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use GetAvailableLabelsRequest.ProtoReflect.Descriptor instead.
+func (*GetAvailableLabelsRequest) Descriptor() ([]byte, []int) {
+	return file_label_proto_rawDescGZIP(), []int{5}
+}
+
+func (x *GetAvailableLabelsRequest) GetNamespace() string {
+	if x != nil {
+		return x.Namespace
+	}
+	return ""
+}
+
+func (x *GetAvailableLabelsRequest) GetResource() string {
+	if x != nil {
+		return x.Resource
+	}
+	return ""
+}
+
+func (x *GetAvailableLabelsRequest) GetKeyLike() string {
+	if x != nil {
+		return x.KeyLike
+	}
+	return ""
+}
+
+func (x *GetAvailableLabelsRequest) GetSkipKeys() string {
+	if x != nil {
+		return x.SkipKeys
+	}
+	return ""
+}
+
 type GetLabelsResponse struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -348,7 +419,7 @@ type GetLabelsResponse struct {
 func (x *GetLabelsResponse) Reset() {
 	*x = GetLabelsResponse{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_label_proto_msgTypes[5]
+		mi := &file_label_proto_msgTypes[6]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -361,7 +432,7 @@ func (x *GetLabelsResponse) String() string {
 func (*GetLabelsResponse) ProtoMessage() {}

 func (x *GetLabelsResponse) ProtoReflect() protoreflect.Message {
-	mi := &file_label_proto_msgTypes[5]
+	mi := &file_label_proto_msgTypes[6]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -374,7 +445,7 @@ func (x *GetLabelsResponse) ProtoReflect() protoreflect.Message {

 // Deprecated: Use GetLabelsResponse.ProtoReflect.Descriptor instead.
 func (*GetLabelsResponse) Descriptor() ([]byte, []int) {
-	return file_label_proto_rawDescGZIP(), []int{5}
+	return file_label_proto_rawDescGZIP(), []int{6}
 }

 func (x *GetLabelsResponse) GetLabels() []*KeyValue {
@@ -398,7 +469,7 @@ type DeleteLabelRequest struct {
 func (x *DeleteLabelRequest) Reset() {
 	*x = DeleteLabelRequest{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_label_proto_msgTypes[6]
+		mi := &file_label_proto_msgTypes[7]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -411,7 +482,7 @@ func (x *DeleteLabelRequest) String() string {
 func (*DeleteLabelRequest) ProtoMessage() {}

 func (x *DeleteLabelRequest) ProtoReflect() protoreflect.Message {
-	mi := &file_label_proto_msgTypes[6]
+	mi := &file_label_proto_msgTypes[7]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -424,7 +495,7 @@ func (x *DeleteLabelRequest) ProtoReflect() protoreflect.Message {

 // Deprecated: Use DeleteLabelRequest.ProtoReflect.Descriptor instead.
 func (*DeleteLabelRequest) Descriptor() ([]byte, []int) {
-	return file_label_proto_rawDescGZIP(), []int{6}
+	return file_label_proto_rawDescGZIP(), []int{7}
 }

 func (x *DeleteLabelRequest) GetNamespace() string {
@@ -490,51 +561,69 @@ var file_label_proto_rawDesc = []byte{
 	0x73, 0x70, 0x61, 0x63, 0x65, 0x12, 0x1a, 0x0a, 0x08, 0x72, 0x65, 0x73, 0x6f, 0x75, 0x72, 0x63,
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+	0x1a, 0x31, 0x2f, 0x61, 0x70, 0x69, 0x73, 0x2f, 0x76, 0x31, 0x62, 0x65, 0x74, 0x61, 0x31, 0x2f,
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+	0x65, 0x6c, 0x73, 0x3a, 0x06, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x12, 0x7f, 0x0a, 0x0b, 0x44,
+	0x65, 0x6c, 0x65, 0x74, 0x65, 0x4c, 0x61, 0x62, 0x65, 0x6c, 0x12, 0x17, 0x2e, 0x61, 0x70, 0x69,
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+	0x65, 0x73, 0x74, 0x1a, 0x16, 0x2e, 0x61, 0x70, 0x69, 0x2e, 0x47, 0x65, 0x74, 0x4c, 0x61, 0x62,
+	0x65, 0x6c, 0x73, 0x52, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x22, 0x3f, 0x82, 0xd3, 0xe4,
+	0x93, 0x02, 0x39, 0x2a, 0x37, 0x2f, 0x61, 0x70, 0x69, 0x73, 0x2f, 0x76, 0x31, 0x62, 0x65, 0x74,
+	0x61, 0x31, 0x2f, 0x7b, 0x6e, 0x61, 0x6d, 0x65, 0x73, 0x70, 0x61, 0x63, 0x65, 0x7d, 0x2f, 0x7b,
+	0x72, 0x65, 0x73, 0x6f, 0x75, 0x72, 0x63, 0x65, 0x7d, 0x2f, 0x7b, 0x75, 0x69, 0x64, 0x7d, 0x2f,
+	0x6c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x2f, 0x7b, 0x6b, 0x65, 0x79, 0x7d, 0x62, 0x06, 0x70, 0x72,
+	0x6f, 0x74, 0x6f, 0x33,
 }

 var (
@@ -549,31 +638,34 @@ func file_label_proto_rawDescGZIP() []byte {
 	return file_label_proto_rawDescData
 }

-var file_label_proto_msgTypes = make([]protoimpl.MessageInfo, 7)
+var file_label_proto_msgTypes = make([]protoimpl.MessageInfo, 8)
 var file_label_proto_goTypes = []interface{}{
-	(*KeyValue)(nil),             // 0: api.KeyValue
-	(*Labels)(nil),               // 1: api.Labels
-	(*AddLabelsRequest)(nil),     // 2: api.AddLabelsRequest
-	(*ReplaceLabelsRequest)(nil), // 3: api.ReplaceLabelsRequest
-	(*GetLabelsRequest)(nil),     // 4: api.GetLabelsRequest
-	(*GetLabelsResponse)(nil),    // 5: api.GetLabelsResponse
-	(*DeleteLabelRequest)(nil),   // 6: api.DeleteLabelRequest
+	(*KeyValue)(nil),                  // 0: api.KeyValue
+	(*Labels)(nil),                    // 1: api.Labels
+	(*AddLabelsRequest)(nil),          // 2: api.AddLabelsRequest
+	(*ReplaceLabelsRequest)(nil),      // 3: api.ReplaceLabelsRequest
+	(*GetLabelsRequest)(nil),          // 4: api.GetLabelsRequest
+	(*GetAvailableLabelsRequest)(nil), // 5: api.GetAvailableLabelsRequest
+	(*GetLabelsResponse)(nil),         // 6: api.GetLabelsResponse
+	(*DeleteLabelRequest)(nil),        // 7: api.DeleteLabelRequest
 }
 var file_label_proto_depIdxs = []int32{
 	0, // 0: api.Labels.items:type_name -> api.KeyValue
 	1, // 1: api.AddLabelsRequest.labels:type_name -> api.Labels
 	1, // 2: api.ReplaceLabelsRequest.labels:type_name -> api.Labels
 	0, // 3: api.GetLabelsResponse.labels:type_name -> api.KeyValue
-	4, // 4: api.LabelService.GetLabels:input_type -> api.GetLabelsRequest
-	2, // 5: api.LabelService.AddLabels:input_type -> api.AddLabelsRequest
-	3, // 6: api.LabelService.ReplaceLabels:input_type -> api.ReplaceLabelsRequest
-	6, // 7: api.LabelService.DeleteLabel:input_type -> api.DeleteLabelRequest
-	5, // 8: api.LabelService.GetLabels:output_type -> api.GetLabelsResponse
-	5, // 9: api.LabelService.AddLabels:output_type -> api.GetLabelsResponse
-	5, // 10: api.LabelService.ReplaceLabels:output_type -> api.GetLabelsResponse
-	5, // 11: api.LabelService.DeleteLabel:output_type -> api.GetLabelsResponse
-	8, // [8:12] is the sub-list for method output_type
-	4, // [4:8] is the sub-list for method input_type
+	5, // 4: api.LabelService.GetAvailableLabels:input_type -> api.GetAvailableLabelsRequest
+	4, // 5: api.LabelService.GetLabels:input_type -> api.GetLabelsRequest
+	2, // 6: api.LabelService.AddLabels:input_type -> api.AddLabelsRequest
+	3, // 7: api.LabelService.ReplaceLabels:input_type -> api.ReplaceLabelsRequest
+	7, // 8: api.LabelService.DeleteLabel:input_type -> api.DeleteLabelRequest
+	6, // 9: api.LabelService.GetAvailableLabels:output_type -> api.GetLabelsResponse
+	6, // 10: api.LabelService.GetLabels:output_type -> api.GetLabelsResponse
+	6, // 11: api.LabelService.AddLabels:output_type -> api.GetLabelsResponse
+	6, // 12: api.LabelService.ReplaceLabels:output_type -> api.GetLabelsResponse
+	6, // 13: api.LabelService.DeleteLabel:output_type -> api.GetLabelsResponse
+	9, // [9:14] is the sub-list for method output_type
+	4, // [4:9] is the sub-list for method input_type
 	4, // [4:4] is the sub-list for extension type_name
 	4, // [4:4] is the sub-list for extension extendee
 	0, // [0:4] is the sub-list for field type_name
@@ -646,7 +738,7 @@ func file_label_proto_init() {
 			}
 		}
 		file_label_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} {
-			switch v := v.(*GetLabelsResponse); i {
+			switch v := v.(*GetAvailableLabelsRequest); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -658,6 +750,18 @@ func file_label_proto_init() {
 			}
 		}
 		file_label_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} {
+			switch v := v.(*GetLabelsResponse); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_label_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} {
 			switch v := v.(*DeleteLabelRequest); i {
 			case 0:
 				return &v.state
@@ -676,7 +780,7 @@ func file_label_proto_init() {
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_label_proto_rawDesc,
 			NumEnums:      0,
-			NumMessages:   7,
+			NumMessages:   8,
 			NumExtensions: 0,
 			NumServices:   1,
 		},
@@ -702,6 +806,7 @@ const _ = grpc.SupportPackageIsVersion6
 //
 // For semantics around ctx use and closing/ending streaming RPCs, please refer to https://godoc.org/google.golang.org/grpc#ClientConn.NewStream.
 type LabelServiceClient interface {
+	GetAvailableLabels(ctx context.Context, in *GetAvailableLabelsRequest, opts ...grpc.CallOption) (*GetLabelsResponse, error)
 	GetLabels(ctx context.Context, in *GetLabelsRequest, opts ...grpc.CallOption) (*GetLabelsResponse, error)
 	AddLabels(ctx context.Context, in *AddLabelsRequest, opts ...grpc.CallOption) (*GetLabelsResponse, error)
 	ReplaceLabels(ctx context.Context, in *ReplaceLabelsRequest, opts ...grpc.CallOption) (*GetLabelsResponse, error)
@@ -716,6 +821,15 @@ func NewLabelServiceClient(cc grpc.ClientConnInterface) LabelServiceClient {
 	return &labelServiceClient{cc}
 }

+func (c *labelServiceClient) GetAvailableLabels(ctx context.Context, in *GetAvailableLabelsRequest, opts ...grpc.CallOption) (*GetLabelsResponse, error) {
+	out := new(GetLabelsResponse)
+	err := c.cc.Invoke(ctx, "/api.LabelService/GetAvailableLabels", in, out, opts...)
+	if err != nil {
+		return nil, err
+	}
+	return out, nil
+}
+
 func (c *labelServiceClient) GetLabels(ctx context.Context, in *GetLabelsRequest, opts ...grpc.CallOption) (*GetLabelsResponse, error) {
 	out := new(GetLabelsResponse)
 	err := c.cc.Invoke(ctx, "/api.LabelService/GetLabels", in, out, opts...)
@@ -754,6 +868,7 @@ func (c *labelServiceClient) DeleteLabel(ctx context.Context, in *DeleteLabelReq

 // LabelServiceServer is the server API for LabelService service.
 type LabelServiceServer interface {
+	GetAvailableLabels(context.Context, *GetAvailableLabelsRequest) (*GetLabelsResponse, error)
 	GetLabels(context.Context, *GetLabelsRequest) (*GetLabelsResponse, error)
 	AddLabels(context.Context, *AddLabelsRequest) (*GetLabelsResponse, error)
 	ReplaceLabels(context.Context, *ReplaceLabelsRequest) (*GetLabelsResponse, error)
@@ -764,6 +879,9 @@ type LabelServiceServer interface {
 type UnimplementedLabelServiceServer struct {
 }

+func (*UnimplementedLabelServiceServer) GetAvailableLabels(context.Context, *GetAvailableLabelsRequest) (*GetLabelsResponse, error) {
+	return nil, status.Errorf(codes.Unimplemented, "method GetAvailableLabels not implemented")
+}
 func (*UnimplementedLabelServiceServer) GetLabels(context.Context, *GetLabelsRequest) (*GetLabelsResponse, error) {
 	return nil, status.Errorf(codes.Unimplemented, "method GetLabels not implemented")
 }
@@ -781,6 +899,24 @@ func RegisterLabelServiceServer(s *grpc.Server, srv LabelServiceServer) {
 	s.RegisterService(&_LabelService_serviceDesc, srv)
 }

+func _LabelService_GetAvailableLabels_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
+	in := new(GetAvailableLabelsRequest)
+	if err := dec(in); err != nil {
+		return nil, err
+	}
+	if interceptor == nil {
+		return srv.(LabelServiceServer).GetAvailableLabels(ctx, in)
+	}
+	info := &grpc.UnaryServerInfo{
+		Server:     srv,
+		FullMethod: "/api.LabelService/GetAvailableLabels",
+	}
+	handler := func(ctx context.Context, req interface{}) (interface{}, error) {
+		return srv.(LabelServiceServer).GetAvailableLabels(ctx, req.(*GetAvailableLabelsRequest))
+	}
+	return interceptor(ctx, in, info, handler)
+}
+
 func _LabelService_GetLabels_Handler(srv interface{}, ctx context.Context, dec func(interface{}) error, interceptor grpc.UnaryServerInterceptor) (interface{}, error) {
 	in := new(GetLabelsRequest)
 	if err := dec(in); err != nil {
@@ -857,6 +993,10 @@ var _LabelService_serviceDesc = grpc.ServiceDesc{
 	ServiceName: "api.LabelService",
 	HandlerType: (*LabelServiceServer)(nil),
 	Methods: []grpc.MethodDesc{
+		{
+			MethodName: "GetAvailableLabels",
+			Handler:    _LabelService_GetAvailableLabels_Handler,
+		},
 		{
 			MethodName: "GetLabels",
 			Handler:    _LabelService_GetLabels_Handler,
--- a/api/label.pb.gw.go
+++ b/api/label.pb.gw.go
@@ -31,6 +31,97 @@ var _ = runtime.String
 var _ = utilities.NewDoubleArray
 var _ = descriptor.ForMessage

+var (
+	filter_LabelService_GetAvailableLabels_0 = &utilities.DoubleArray{Encoding: map[string]int{"namespace": 0, "resource": 1}, Base: []int{1, 1, 2, 0, 0}, Check: []int{0, 1, 1, 2, 3}}
+)
+
+func request_LabelService_GetAvailableLabels_0(ctx context.Context, marshaler runtime.Marshaler, client LabelServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq GetAvailableLabelsRequest
+	var metadata runtime.ServerMetadata
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["namespace"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "namespace")
+	}
+
+	protoReq.Namespace, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "namespace", err)
+	}
+
+	val, ok = pathParams["resource"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "resource")
+	}
+
+	protoReq.Resource, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "resource", err)
+	}
+
+	if err := req.ParseForm(); err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+	if err := runtime.PopulateQueryParameters(&protoReq, req.Form, filter_LabelService_GetAvailableLabels_0); err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	msg, err := client.GetAvailableLabels(ctx, &protoReq, grpc.Header(&metadata.HeaderMD), grpc.Trailer(&metadata.TrailerMD))
+	return msg, metadata, err
+
+}
+
+func local_request_LabelService_GetAvailableLabels_0(ctx context.Context, marshaler runtime.Marshaler, server LabelServiceServer, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq GetAvailableLabelsRequest
+	var metadata runtime.ServerMetadata
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["namespace"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "namespace")
+	}
+
+	protoReq.Namespace, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "namespace", err)
+	}
+
+	val, ok = pathParams["resource"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "resource")
+	}
+
+	protoReq.Resource, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "resource", err)
+	}
+
+	if err := runtime.PopulateQueryParameters(&protoReq, req.URL.Query(), filter_LabelService_GetAvailableLabels_0); err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	msg, err := server.GetAvailableLabels(ctx, &protoReq)
+	return msg, metadata, err
+
+}
+
 func request_LabelService_GetLabels_0(ctx context.Context, marshaler runtime.Marshaler, client LabelServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
 	var protoReq GetLabelsRequest
 	var metadata runtime.ServerMetadata
@@ -482,6 +573,26 @@ func local_request_LabelService_DeleteLabel_0(ctx context.Context, marshaler run
 // StreamingRPC :currently unsupported pending https://github.com/grpc/grpc-go/issues/906.
 func RegisterLabelServiceHandlerServer(ctx context.Context, mux *runtime.ServeMux, server LabelServiceServer) error {

+	mux.Handle("GET", pattern_LabelService_GetAvailableLabels_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateIncomingContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := local_request_LabelService_GetAvailableLabels_0(rctx, inboundMarshaler, server, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_LabelService_GetAvailableLabels_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	mux.Handle("GET", pattern_LabelService_GetLabels_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
 		ctx, cancel := context.WithCancel(req.Context())
 		defer cancel()
@@ -603,6 +714,26 @@ func RegisterLabelServiceHandler(ctx context.Context, mux *runtime.ServeMux, con
 // "LabelServiceClient" to call the correct interceptors.
 func RegisterLabelServiceHandlerClient(ctx context.Context, mux *runtime.ServeMux, client LabelServiceClient) error {

+	mux.Handle("GET", pattern_LabelService_GetAvailableLabels_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := request_LabelService_GetAvailableLabels_0(rctx, inboundMarshaler, client, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_LabelService_GetAvailableLabels_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	mux.Handle("GET", pattern_LabelService_GetLabels_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
 		ctx, cancel := context.WithCancel(req.Context())
 		defer cancel()
@@ -687,6 +818,8 @@ func RegisterLabelServiceHandlerClient(ctx context.Context, mux *runtime.ServeMu
 }

 var (
+	pattern_LabelService_GetAvailableLabels_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 2, 2, 1, 0, 4, 1, 5, 3, 1, 0, 4, 1, 5, 4, 2, 2}, []string{"apis", "v1beta1", "labels", "namespace", "resource"}, "", runtime.AssumeColonVerbOpt(true)))
+
 	pattern_LabelService_GetLabels_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 1, 0, 4, 1, 5, 3, 1, 0, 4, 1, 5, 4, 2, 5}, []string{"apis", "v1beta1", "namespace", "resource", "uid", "labels"}, "", runtime.AssumeColonVerbOpt(true)))

 	pattern_LabelService_AddLabels_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 1, 0, 4, 1, 5, 3, 1, 0, 4, 1, 5, 4, 2, 5}, []string{"apis", "v1beta1", "namespace", "resource", "uid", "labels"}, "", runtime.AssumeColonVerbOpt(true)))
@@ -697,6 +830,8 @@ var (
 )

 var (
+	forward_LabelService_GetAvailableLabels_0 = runtime.ForwardResponseMessage
+
 	forward_LabelService_GetLabels_0 = runtime.ForwardResponseMessage

 	forward_LabelService_AddLabels_0 = runtime.ForwardResponseMessage
--- a/api/label.proto
+++ b/api/label.proto
@@ -5,6 +5,12 @@ package api;
 import "google/api/annotations.proto";

 service LabelService {
+    rpc GetAvailableLabels (GetAvailableLabelsRequest) returns (GetLabelsResponse) {
+        option (google.api.http) = {
+            get: "/apis/v1beta1/labels/{namespace}/{resource}/labels"
+        };
+    }
+
    rpc GetLabels (GetLabelsRequest) returns (GetLabelsResponse) {
        option (google.api.http) = {
            get: "/apis/v1beta1/{namespace}/{resource}/{uid}/labels"
@@ -61,6 +67,13 @@ message GetLabelsRequest {
    string uid = 3;
 }

+message GetAvailableLabelsRequest {
+    string namespace = 1;
+    string resource = 2;
+    string keyLike = 3;
+    string skipKeys = 4;
+}
+
 message GetLabelsResponse {
    repeated KeyValue labels = 1;
 }
--- a/api/workflow.pb.go
+++ b/api/workflow.pb.go
--- a/api/workflow.pb.gw.go
+++ b/api/workflow.pb.gw.go
@@ -1212,6 +1212,190 @@ func local_request_WorkflowService_UpdateWorkflowExecutionStatus_0(ctx context.C

 }

+func request_WorkflowService_AddWorkflowExecutionMetrics_0(ctx context.Context, marshaler runtime.Marshaler, client WorkflowServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq AddWorkflowExecutionsMetricsRequest
+	var metadata runtime.ServerMetadata
+
+	newReader, berr := utilities.IOReaderFactory(req.Body)
+	if berr != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
+	}
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["namespace"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "namespace")
+	}
+
+	protoReq.Namespace, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "namespace", err)
+	}
+
+	val, ok = pathParams["uid"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "uid")
+	}
+
+	protoReq.Uid, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "uid", err)
+	}
+
+	msg, err := client.AddWorkflowExecutionMetrics(ctx, &protoReq, grpc.Header(&metadata.HeaderMD), grpc.Trailer(&metadata.TrailerMD))
+	return msg, metadata, err
+
+}
+
+func local_request_WorkflowService_AddWorkflowExecutionMetrics_0(ctx context.Context, marshaler runtime.Marshaler, server WorkflowServiceServer, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq AddWorkflowExecutionsMetricsRequest
+	var metadata runtime.ServerMetadata
+
+	newReader, berr := utilities.IOReaderFactory(req.Body)
+	if berr != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
+	}
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["namespace"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "namespace")
+	}
+
+	protoReq.Namespace, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "namespace", err)
+	}
+
+	val, ok = pathParams["uid"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "uid")
+	}
+
+	protoReq.Uid, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "uid", err)
+	}
+
+	msg, err := server.AddWorkflowExecutionMetrics(ctx, &protoReq)
+	return msg, metadata, err
+
+}
+
+func request_WorkflowService_UpdateWorkflowExecutionMetrics_0(ctx context.Context, marshaler runtime.Marshaler, client WorkflowServiceClient, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq UpdateWorkflowExecutionsMetricsRequest
+	var metadata runtime.ServerMetadata
+
+	newReader, berr := utilities.IOReaderFactory(req.Body)
+	if berr != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
+	}
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["namespace"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "namespace")
+	}
+
+	protoReq.Namespace, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "namespace", err)
+	}
+
+	val, ok = pathParams["uid"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "uid")
+	}
+
+	protoReq.Uid, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "uid", err)
+	}
+
+	msg, err := client.UpdateWorkflowExecutionMetrics(ctx, &protoReq, grpc.Header(&metadata.HeaderMD), grpc.Trailer(&metadata.TrailerMD))
+	return msg, metadata, err
+
+}
+
+func local_request_WorkflowService_UpdateWorkflowExecutionMetrics_0(ctx context.Context, marshaler runtime.Marshaler, server WorkflowServiceServer, req *http.Request, pathParams map[string]string) (proto.Message, runtime.ServerMetadata, error) {
+	var protoReq UpdateWorkflowExecutionsMetricsRequest
+	var metadata runtime.ServerMetadata
+
+	newReader, berr := utilities.IOReaderFactory(req.Body)
+	if berr != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", berr)
+	}
+	if err := marshaler.NewDecoder(newReader()).Decode(&protoReq); err != nil && err != io.EOF {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "%v", err)
+	}
+
+	var (
+		val string
+		ok  bool
+		err error
+		_   = err
+	)
+
+	val, ok = pathParams["namespace"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "namespace")
+	}
+
+	protoReq.Namespace, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "namespace", err)
+	}
+
+	val, ok = pathParams["uid"]
+	if !ok {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "missing parameter %s", "uid")
+	}
+
+	protoReq.Uid, err = runtime.String(val)
+
+	if err != nil {
+		return nil, metadata, status.Errorf(codes.InvalidArgument, "type mismatch, parameter: %s, error: %v", "uid", err)
+	}
+
+	msg, err := server.UpdateWorkflowExecutionMetrics(ctx, &protoReq)
+	return msg, metadata, err
+
+}
+
 // RegisterWorkflowServiceHandlerServer registers the http handlers for service WorkflowService to "mux".
 // UnaryRPC     :call WorkflowServiceServer directly.
 // StreamingRPC :currently unsupported pending https://github.com/grpc/grpc-go/issues/906.
@@ -1491,6 +1675,46 @@ func RegisterWorkflowServiceHandlerServer(ctx context.Context, mux *runtime.Serv

 	})

+	mux.Handle("POST", pattern_WorkflowService_AddWorkflowExecutionMetrics_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateIncomingContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := local_request_WorkflowService_AddWorkflowExecutionMetrics_0(rctx, inboundMarshaler, server, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_WorkflowService_AddWorkflowExecutionMetrics_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
+	mux.Handle("PUT", pattern_WorkflowService_UpdateWorkflowExecutionMetrics_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateIncomingContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := local_request_WorkflowService_UpdateWorkflowExecutionMetrics_0(rctx, inboundMarshaler, server, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_WorkflowService_UpdateWorkflowExecutionMetrics_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	return nil
 }

@@ -1832,6 +2056,46 @@ func RegisterWorkflowServiceHandlerClient(ctx context.Context, mux *runtime.Serv

 	})

+	mux.Handle("POST", pattern_WorkflowService_AddWorkflowExecutionMetrics_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := request_WorkflowService_AddWorkflowExecutionMetrics_0(rctx, inboundMarshaler, client, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_WorkflowService_AddWorkflowExecutionMetrics_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
+	mux.Handle("PUT", pattern_WorkflowService_UpdateWorkflowExecutionMetrics_0, func(w http.ResponseWriter, req *http.Request, pathParams map[string]string) {
+		ctx, cancel := context.WithCancel(req.Context())
+		defer cancel()
+		inboundMarshaler, outboundMarshaler := runtime.MarshalerForRequest(mux, req)
+		rctx, err := runtime.AnnotateContext(ctx, mux, req)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+		resp, md, err := request_WorkflowService_UpdateWorkflowExecutionMetrics_0(rctx, inboundMarshaler, client, req, pathParams)
+		ctx = runtime.NewServerMetadataContext(ctx, md)
+		if err != nil {
+			runtime.HTTPError(ctx, mux, outboundMarshaler, w, req, err)
+			return
+		}
+
+		forward_WorkflowService_UpdateWorkflowExecutionMetrics_0(ctx, mux, outboundMarshaler, w, req, resp, mux.GetForwardResponseOptions()...)
+
+	})
+
 	return nil
 }

@@ -1865,6 +2129,10 @@ var (
 	pattern_WorkflowService_CronStartWorkflowExecutionStatistic_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 2, 3, 1, 0, 4, 1, 5, 4, 2, 5}, []string{"apis", "v1beta1", "namespace", "workflow_executions", "uid", "cron_start_statistics"}, "", runtime.AssumeColonVerbOpt(true)))

 	pattern_WorkflowService_UpdateWorkflowExecutionStatus_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 2, 3, 1, 0, 4, 1, 5, 4, 2, 5}, []string{"apis", "v1beta1", "namespace", "workflow_executions", "uid", "status"}, "", runtime.AssumeColonVerbOpt(true)))
+
+	pattern_WorkflowService_AddWorkflowExecutionMetrics_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 2, 3, 1, 0, 4, 1, 5, 4, 2, 5}, []string{"apis", "v1beta1", "namespace", "workflow_executions", "uid", "metric"}, "", runtime.AssumeColonVerbOpt(true)))
+
+	pattern_WorkflowService_UpdateWorkflowExecutionMetrics_0 = runtime.MustPattern(runtime.NewPattern(1, []int{2, 0, 2, 1, 1, 0, 4, 1, 5, 2, 2, 3, 1, 0, 4, 1, 5, 4, 2, 5}, []string{"apis", "v1beta1", "namespace", "workflow_executions", "uid", "metric"}, "", runtime.AssumeColonVerbOpt(true)))
 )

 var (
@@ -1897,4 +2165,8 @@ var (
 	forward_WorkflowService_CronStartWorkflowExecutionStatistic_0 = runtime.ForwardResponseMessage

 	forward_WorkflowService_UpdateWorkflowExecutionStatus_0 = runtime.ForwardResponseMessage
+
+	forward_WorkflowService_AddWorkflowExecutionMetrics_0 = runtime.ForwardResponseMessage
+
+	forward_WorkflowService_UpdateWorkflowExecutionMetrics_0 = runtime.ForwardResponseMessage
 )
--- a/api/workflow.proto
+++ b/api/workflow.proto
@@ -105,6 +105,20 @@ service WorkflowService {
            body: "status"
        };
    }
+
+    rpc AddWorkflowExecutionMetrics (AddWorkflowExecutionsMetricsRequest) returns (WorkflowExecutionsMetricsResponse) {
+        option (google.api.http) = {
+            post: "/apis/v1beta1/{namespace}/workflow_executions/{uid}/metric"
+            body: "*"
+        };
+    }
+
+    rpc UpdateWorkflowExecutionMetrics (UpdateWorkflowExecutionsMetricsRequest) returns (WorkflowExecutionsMetricsResponse) {
+        option (google.api.http) = {
+            put: "/apis/v1beta1/{namespace}/workflow_executions/{uid}/metric"
+            body: "*"
+        };
+    }
 }

 message CreateWorkflowExecutionBody {
@@ -187,6 +201,7 @@ message ListWorkflowExecutionsResponse {
    int32 page = 3;
    int32 pages = 4;
    int32 totalCount = 5;
+    int32 totalAvailableCount = 6;
 }

 message LogEntry {
@@ -214,6 +229,8 @@ message WorkflowExecution {
    repeated KeyValue labels = 10;

    WorkflowExecutionMetadata metadata = 11;
+
+    repeated Metric metrics = 12;
 }

 message ArtifactResponse {
@@ -274,4 +291,27 @@ message GetWorkflowExecutionStatisticsForNamespaceRequest {

 message GetWorkflowExecutionStatisticsForNamespaceResponse {
    WorkflowExecutionStatisticReport stats = 1;
+}
+
+message AddWorkflowExecutionMetricRequest {
+    string namespace = 1;
+    string uid = 2;
+    Metric metric = 3;
+}
+
+message AddWorkflowExecutionsMetricsRequest {
+    string namespace = 1;
+    string uid = 2;
+    bool override = 3;
+    repeated Metric metrics = 4;
+}
+
+message UpdateWorkflowExecutionsMetricsRequest {
+    string namespace = 1;
+    string uid = 2;
+    repeated Metric metrics = 4;
+}
+
+message WorkflowExecutionsMetricsResponse {
+    repeated Metric metrics = 4;
 }
--- a/api/workflow_template.pb.go
+++ b/api/workflow_template.pb.go
@@ -460,11 +460,12 @@ type ListWorkflowTemplatesResponse struct {
 	sizeCache     protoimpl.SizeCache
 	unknownFields protoimpl.UnknownFields

-	Count             int32               `protobuf:"varint,1,opt,name=count,proto3" json:"count,omitempty"`
-	WorkflowTemplates []*WorkflowTemplate `protobuf:"bytes,2,rep,name=workflowTemplates,proto3" json:"workflowTemplates,omitempty"`
-	Page              int32               `protobuf:"varint,3,opt,name=page,proto3" json:"page,omitempty"`
-	Pages             int32               `protobuf:"varint,4,opt,name=pages,proto3" json:"pages,omitempty"`
-	TotalCount        int32               `protobuf:"varint,5,opt,name=totalCount,proto3" json:"totalCount,omitempty"`
+	Count               int32               `protobuf:"varint,1,opt,name=count,proto3" json:"count,omitempty"`
+	WorkflowTemplates   []*WorkflowTemplate `protobuf:"bytes,2,rep,name=workflowTemplates,proto3" json:"workflowTemplates,omitempty"`
+	Page                int32               `protobuf:"varint,3,opt,name=page,proto3" json:"page,omitempty"`
+	Pages               int32               `protobuf:"varint,4,opt,name=pages,proto3" json:"pages,omitempty"`
+	TotalCount          int32               `protobuf:"varint,5,opt,name=totalCount,proto3" json:"totalCount,omitempty"`
+	TotalAvailableCount int32               `protobuf:"varint,6,opt,name=totalAvailableCount,proto3" json:"totalAvailableCount,omitempty"`
 }

 func (x *ListWorkflowTemplatesResponse) Reset() {
@@ -534,6 +535,13 @@ func (x *ListWorkflowTemplatesResponse) GetTotalCount() int32 {
 	return 0
 }

+func (x *ListWorkflowTemplatesResponse) GetTotalAvailableCount() int32 {
+	if x != nil {
+		return x.TotalAvailableCount
+	}
+	return 0
+}
+
 type ArchiveWorkflowTemplateRequest struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -1037,7 +1045,7 @@ var file_workflow_template_proto_rawDesc = []byte{
 	0x18, 0x02, 0x20, 0x01, 0x28, 0x05, 0x52, 0x08, 0x70, 0x61, 0x67, 0x65, 0x53, 0x69, 0x7a, 0x65,
 	0x12, 0x12, 0x0a, 0x04, 0x70, 0x61, 0x67, 0x65, 0x18, 0x03, 0x20, 0x01, 0x28, 0x05, 0x52, 0x04,
 	0x70, 0x61, 0x67, 0x65, 0x12, 0x16, 0x0a, 0x06, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x18, 0x04,
-	0x20, 0x01, 0x28, 0x09, 0x52, 0x06, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x22, 0xc4, 0x01, 0x0a,
+	0x20, 0x01, 0x28, 0x09, 0x52, 0x06, 0x6c, 0x61, 0x62, 0x65, 0x6c, 0x73, 0x22, 0xf6, 0x01, 0x0a,
 	0x1d, 0x4c, 0x69, 0x73, 0x74, 0x57, 0x6f, 0x72, 0x6b, 0x66, 0x6c, 0x6f, 0x77, 0x54, 0x65, 0x6d,
 	0x70, 0x6c, 0x61, 0x74, 0x65, 0x73, 0x52, 0x65, 0x73, 0x70, 0x6f, 0x6e, 0x73, 0x65, 0x12, 0x14,
 	0x0a, 0x05, 0x63, 0x6f, 0x75, 0x6e, 0x74, 0x18, 0x01, 0x20, 0x01, 0x28, 0x05, 0x52, 0x05, 0x63,
@@ -1050,156 +1058,159 @@ var file_workflow_template_proto_rawDesc = []byte{
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 }

 var (
--- a/api/workflow_template.proto
+++ b/api/workflow_template.proto
@@ -105,6 +105,7 @@ message ListWorkflowTemplatesResponse {
    int32 page = 3;
    int32 pages = 4;
    int32 totalCount = 5;
+    int32 totalAvailableCount = 6;
 }

 message ArchiveWorkflowTemplateRequest {
--- a/api/workspace.pb.go
+++ b/api/workspace.pb.go
@@ -675,11 +675,12 @@ type ListWorkspaceResponse struct {
 	sizeCache     protoimpl.SizeCache
 	unknownFields protoimpl.UnknownFields

-	Count      int32        `protobuf:"varint,1,opt,name=count,proto3" json:"count,omitempty"`
-	Workspaces []*Workspace `protobuf:"bytes,2,rep,name=workspaces,proto3" json:"workspaces,omitempty"`
-	Page       int32        `protobuf:"varint,3,opt,name=page,proto3" json:"page,omitempty"`
-	Pages      int32        `protobuf:"varint,4,opt,name=pages,proto3" json:"pages,omitempty"`
-	TotalCount int32        `protobuf:"varint,5,opt,name=totalCount,proto3" json:"totalCount,omitempty"`
+	Count               int32        `protobuf:"varint,1,opt,name=count,proto3" json:"count,omitempty"`
+	Workspaces          []*Workspace `protobuf:"bytes,2,rep,name=workspaces,proto3" json:"workspaces,omitempty"`
+	Page                int32        `protobuf:"varint,3,opt,name=page,proto3" json:"page,omitempty"`
+	Pages               int32        `protobuf:"varint,4,opt,name=pages,proto3" json:"pages,omitempty"`
+	TotalCount          int32        `protobuf:"varint,5,opt,name=totalCount,proto3" json:"totalCount,omitempty"`
+	TotalAvailableCount int32        `protobuf:"varint,6,opt,name=totalAvailableCount,proto3" json:"totalAvailableCount,omitempty"`
 }

 func (x *ListWorkspaceResponse) Reset() {
@@ -749,6 +750,13 @@ func (x *ListWorkspaceResponse) GetTotalCount() int32 {
 	return 0
 }

+func (x *ListWorkspaceResponse) GetTotalAvailableCount() int32 {
+	if x != nil {
+		return x.TotalAvailableCount
+	}
+	return 0
+}
+
 type PauseWorkspaceRequest struct {
 	state         protoimpl.MessageState
 	sizeCache     protoimpl.SizeCache
@@ -1324,7 +1332,7 @@ var file_workspace_proto_rawDesc = []byte{
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@@ -1334,155 +1342,158 @@ var file_workspace_proto_rawDesc = []byte{
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+	0x74, 0x72, 0x79, 0x62, 0x06, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x33,
 }

 var (
--- a/api/workspace.proto
+++ b/api/workspace.proto
@@ -144,6 +144,7 @@ message ListWorkspaceResponse {
 	int32 page = 3;
 	int32 pages = 4;
 	int32 totalCount = 5;
+	int32 totalAvailableCount = 6;
 }

 message PauseWorkspaceRequest {
--- a/db/go/20200812104328_update_maskrcnn_and_tf_od.go
+++ b/db/go/20200812104328_update_maskrcnn_and_tf_od.go
@@ -37,7 +37,7 @@ const maskRCNNWorkflowTemplate = `arguments:
  - name: sys-num-classes
    displayName: Number of classes
    hint: Number of classes (i.e in CVAT taks) + 1 for background
-    value: 81
+    value: '81'
    visibility: private
    
  - name: extras
@@ -265,7 +265,7 @@ const tensorflowObjectDetectionWorkflowTemplate = `arguments:
    visibility: public
    
  - name: sys-num-classes
-    value: 81
+    value: '81'
    hint: Number of classes
    displayName: Number of classes
    visibility: private
--- a/db/go/20200824095513_update_mask_rcnn.go
+++ b/db/go/20200824095513_update_mask_rcnn.go
@@ -35,7 +35,7 @@ const maskRCNNTemplate2 = `arguments:
  - name: cvat-num-classes
    displayName: Number of classes
    hint: Number of classes (i.e in CVAT taks) + 1 for background
-    value: 81
+    value: '81'
    visibility: private
    
  - name: hyperparameters
--- a/db/go/20200824101019_update_tf_object_detection_training.go
+++ b/db/go/20200824101019_update_tf_object_detection_training.go
@@ -73,7 +73,7 @@ const tensorflowObjectDetectionTraining2 = `arguments:
    visibility: public
    
  - name: cvat-num-classes
-    value: 81
+    value: '81'
    hint: Number of classes
    displayName: Number of classes
    visibility: private
--- a/db/go/20200929153931_update_jupyter_lab_workspace_command.go
+++ b/db/go/20200929153931_update_jupyter_lab_workspace_command.go
@@ -2,7 +2,6 @@ package migration

 import (
 	"database/sql"
-	v1 "github.com/onepanelio/core/pkg"
 	uid2 "github.com/onepanelio/core/pkg/util/uid"
 	"github.com/pressly/goose"
 )
@@ -103,13 +102,7 @@ func Up20200929153931(tx *sql.Tx) error {
 		return err
 	}
 	for _, namespace := range namespaces {
-		workspaceTemplate := &v1.WorkspaceTemplate{
-			UID:      uid,
-			Name:     jupyterLabTemplateName,
-			Manifest: jupyterWorkspaceTemplate3,
-		}
-
-		if _, err := client.UpdateWorkspaceTemplate(namespace.Name, workspaceTemplate); err != nil {
+		if _, err := client.UpdateWorkspaceTemplateManifest(namespace.Name, uid, jupyterWorkspaceTemplate3); err != nil {
 			return err
 		}
 	}
@@ -144,14 +137,9 @@ func Down20200929153931(tx *sql.Tx) error {
 	if err != nil {
 		return err
 	}
-	workspaceTemplate := &v1.WorkspaceTemplate{
-		UID:      uid,
-		Name:     jupyterLabTemplateName,
-		Manifest: jupyterWorkspaceTemplate2,
-	}

 	for _, namespace := range namespaces {
-		if _, err := client.UpdateWorkspaceTemplate(namespace.Name, workspaceTemplate); err != nil {
+		if _, err := client.UpdateWorkspaceTemplateManifest(namespace.Name, uid, jupyterWorkspaceTemplate2); err != nil {
 			return err
 		}
 	}
--- a/db/go/20201016170415_update_cvat.go
+++ b/db/go/20201016170415_update_cvat.go
@@ -0,0 +1,28 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201016170415() {
+	if _, ok := initializedMigrations[20201016170415]; !ok {
+		goose.AddMigration(Up20201016170415, Down20201016170415)
+		initializedMigrations[20201016170415] = true
+	}
+}
+
+// Up20201016170415 updates cvat to a new version
+func Up20201016170415(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("cvat", "20201016170415.yaml"),
+		cvatTemplateName)
+}
+
+// Down20201016170415 does nothing
+func Down20201016170415(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return nil
+}
--- a/db/go/20201028145442_update_jupyter_lab_template.go
+++ b/db/go/20201028145442_update_jupyter_lab_template.go
@@ -0,0 +1,29 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201028145442() {
+	if _, ok := initializedMigrations[20201028145442]; !ok {
+		goose.AddMigration(Up20201028145442, Down20201028145442)
+		initializedMigrations[20201028145442] = true
+	}
+}
+
+// Up20201028145442 updates the jupyterlab workspace to include container lifecycle hooks.
+// These hooks will attempt to persist conda, pip, and jupyterlab extensions between pause and shut-down.
+func Up20201028145442(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("jupyterlab", "20201028145442.yaml"),
+		jupyterLabTemplateName)
+}
+
+// Down20201028145442 removes the lifecycle hooks from the template.
+func Down20201028145442(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return nil
+}
--- a/db/go/20201028145443_update_vscode_template.go
+++ b/db/go/20201028145443_update_vscode_template.go
@@ -0,0 +1,33 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201028145443() {
+	if _, ok := initializedMigrations[20201028145443]; !ok {
+		goose.AddMigration(Up20201028145443, Down20201028145443)
+		initializedMigrations[20201028145443] = true
+	}
+}
+
+// Up20201028145443 migration will add lifecycle hooks to VSCode template.
+// These hooks will attempt to export the conda, pip, and vscode packages that are installed,
+// to a text file.
+// On workspace resume / start, the code then tries to install these packages.
+func Up20201028145443(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("vscode", "20201028145443.yaml"),
+		vscodeWorkspaceTemplateName)
+}
+
+// Down20201028145443 removes the lifecycle hooks from VSCode workspace template.
+func Down20201028145443(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("vscode", "20201028145443.yaml"),
+		vscodeWorkspaceTemplateName)
+}
--- a/db/go/20201031165106_add_tensorboard_env_var_to_jupyterlab_template.go
+++ b/db/go/20201031165106_add_tensorboard_env_var_to_jupyterlab_template.go
@@ -0,0 +1,31 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201031165106() {
+	if _, ok := initializedMigrations[20201031165106]; !ok {
+		goose.AddMigration(Up20201031165106, Down20201031165106)
+		initializedMigrations[20201031165106] = true
+	}
+}
+
+// Up20201031165106 updates the jupyterlab workspace to include container lifecycle hooks.
+// These hooks will attempt to persist conda, pip, and jupyterlab extensions between pause and shut-down.
+func Up20201031165106(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("jupyterlab.yaml", "20201031165106"),
+		jupyterLabTemplateName)
+}
+
+// Down20201031165106 removes the lifecycle hooks from the template.
+func Down20201031165106(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("jupyterlab", "20201028145442.yaml"),
+		jupyterLabTemplateName)
+}
--- a/db/go/20201102104048_update_cvat_reduce_vols.go
+++ b/db/go/20201102104048_update_cvat_reduce_vols.go
@@ -0,0 +1,32 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201102104048() {
+	if _, ok := initializedMigrations[20201102104048]; !ok {
+		goose.AddMigration(Up20201102104048, Down20201102104048)
+		initializedMigrations[20201102104048] = true
+	}
+}
+
+// Up20201102104048 updates CVAT to use less volumes.
+// Through the use of environment variables, various CVAT data directories
+// are placed under one path, and that path is on one volume.
+func Up20201102104048(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("cvat", "20201102104048.yaml"),
+		cvatTemplateName)
+}
+
+// Down20201102104048 reverts CVAT back to original amount of volumes.
+func Down20201102104048(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("cvat", "20201016170415.yaml"),
+		cvatTemplateName)
+}
--- a/db/go/20201113094916_update_cvat_onepanel_sdk.go
+++ b/db/go/20201113094916_update_cvat_onepanel_sdk.go
@@ -0,0 +1,31 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201113094916() {
+	if _, ok := initializedMigrations[20201113094916]; !ok {
+		goose.AddMigration(Up20201113094916, Down20201113094916)
+		initializedMigrations[20201113094916] = true
+	}
+}
+
+//Up20201113094916 updates CVAT with python-sdk 0.15.0
+//Of note, this replaces the authentication request endpoint.
+func Up20201113094916(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("cvat", "20201113094916.yaml"),
+		cvatTemplateName)
+}
+
+//Down20201113094916 updates CVAT back to previous python-sdk version of 0.14.0
+func Down20201113094916(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("cvat", "20201102104048.yaml"),
+		cvatTemplateName)
+}
--- a/db/go/20201115133046_update_cvat_env_vars.go
+++ b/db/go/20201115133046_update_cvat_env_vars.go
@@ -0,0 +1,30 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201115133046() {
+	if _, ok := initializedMigrations[20201115133046]; !ok {
+		goose.AddMigration(Up20201115133046, Down20201115133046)
+		initializedMigrations[20201115133046] = true
+	}
+}
+
+//Up20201115133046 updates CVAT environment variables
+func Up20201115133046(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("cvat", "20201115133046.yaml"),
+		cvatTemplateName)
+}
+
+//Down20201115133046 reverts latest environment variable updates
+func Down20201115133046(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkspaceTemplateManifest(
+		filepath.Join("cvat", "20201113094916"),
+		cvatTemplateName)
+}
--- a/db/go/20201115134934_add_tensorboard_to_tfod.go
+++ b/db/go/20201115134934_add_tensorboard_to_tfod.go
@@ -0,0 +1,32 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201115134934() {
+	if _, ok := initializedMigrations[20201115134934]; !ok {
+		goose.AddMigration(Up20201115134934, Down20201115134934)
+		initializedMigrations[20201115134934] = true
+	}
+}
+
+// Up20201115134934 add TensorBoard sidecar to TFODs
+func Up20201115134934(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("tfod", "20201115134934.yaml"),
+		tensorflowObjectDetectionWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
+
+// Down20201115134934 do nothing
+func Down20201115134934(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return nil
+}
--- a/db/go/20201115145814_add_tensorboard_to_maskrcnn.go
+++ b/db/go/20201115145814_add_tensorboard_to_maskrcnn.go
@@ -0,0 +1,32 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201115145814() {
+	if _, ok := initializedMigrations[20201115145814]; !ok {
+		goose.AddMigration(Up20201115145814, Down20201115145814)
+		initializedMigrations[20201115145814] = true
+	}
+}
+
+// Up20201115145814 add TensorBoard sidecar to TFODs
+func Up20201115145814(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("maskrcnn", "20201115145814.yaml"),
+		maskRCNNWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
+
+// Down20201115145814 do nothing
+func Down20201115145814(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return nil
+}
--- a/db/go/20201130130433_update_tfod_path.go
+++ b/db/go/20201130130433_update_tfod_path.go
@@ -0,0 +1,38 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201130130433() {
+	if _, ok := initializedMigrations[20201130130433]; !ok {
+		goose.AddMigration(Up20201130130433, Down20201130130433)
+		initializedMigrations[20201130130433] = true
+	}
+}
+
+// Up20201130130433 remove namespace to resolve checkpoint path issue
+func Up20201130130433(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("tfod", "20201130130433.yaml"),
+		tensorflowObjectDetectionWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
+
+// Down20201130130433 do nothing
+func Down20201130130433(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("tfod", "20201115134934.yaml"),
+		tensorflowObjectDetectionWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
--- a/db/go/20201208155115_replace_tty_with_env_var_for_tfod.go
+++ b/db/go/20201208155115_replace_tty_with_env_var_for_tfod.go
@@ -0,0 +1,38 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201208155115() {
+	if _, ok := initializedMigrations[20201208155115]; !ok {
+		goose.AddMigration(Up20201208155115, Down20201208155115)
+		initializedMigrations[20201208155115] = true
+	}
+}
+
+// Up20201208155115 update the tfod workflow template to replace tty with an environment variable
+func Up20201208155115(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("tfod", "20201208155115.yaml"),
+		tensorflowObjectDetectionWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
+
+// Down20201208155115 rolls back the environment variable change
+func Down20201208155115(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("tfod", "20201130130433.yaml"),
+		tensorflowObjectDetectionWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
--- a/db/go/20201208155805_replace_tty_with_env_var_for_maskrcnn.go
+++ b/db/go/20201208155805_replace_tty_with_env_var_for_maskrcnn.go
@@ -0,0 +1,38 @@
+package migration
+
+import (
+	"database/sql"
+	"github.com/pressly/goose"
+	"path/filepath"
+)
+
+func initialize20201208155805() {
+	if _, ok := initializedMigrations[20201208155805]; !ok {
+		goose.AddMigration(Up20201208155805, Down20201208155805)
+		initializedMigrations[20201208155805] = true
+	}
+}
+
+// Up20201208155805 update the maskrcnn workflow template to replace tty with an environment variable
+func Up20201208155805(tx *sql.Tx) error {
+	// This code is executed when the migration is applied.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("maskrcnn", "20201208155115.yaml"),
+		maskRCNNWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
+
+// Down20201208155805 rolls back the environment variable change
+func Down20201208155805(tx *sql.Tx) error {
+	// This code is executed when the migration is rolled back.
+	return updateWorkflowTemplateManifest(
+		filepath.Join("maskrcnn", "20201115145814.yaml"),
+		maskRCNNWorkflowTemplateName,
+		map[string]string{
+			"used-by": "cvat",
+		},
+	)
+}
--- a/db/go/db.go
+++ b/db/go/db.go
@@ -5,7 +5,10 @@ import (
 	sq "github.com/Masterminds/squirrel"
 	"github.com/jmoiron/sqlx"
 	v1 "github.com/onepanelio/core/pkg"
+	"io/ioutil"
 	"log"
+	"os"
+	"path/filepath"
 	"strings"
 )

@@ -60,6 +63,18 @@ func Initialize() {
 	initialize20200929144301()
 	initialize20200929153931()
 	initialize20201001070806()
+	initialize20201016170415()
+	initialize20201028145442()
+	initialize20201028145443()
+	initialize20201031165106()
+	initialize20201102104048()
+	initialize20201113094916()
+	initialize20201115133046()
+	initialize20201115134934()
+	initialize20201115145814()
+	initialize20201130130433()
+	initialize20201208155115()
+	initialize20201208155805()

 	if err := client.DB.Close(); err != nil {
 		log.Printf("[error] closing db %v", err)
@@ -128,3 +143,25 @@ func ReplaceArtifactRepositoryType(client *v1.Client, namespace *v1.Namespace, w

 	return nil
 }
+
+// readDataFile returns the contents of a file in the db/data/{path} directory
+// path can indicate subdirectories like cvat/20201016170415.yaml
+func readDataFile(path string) (string, error) {
+	curDir, err := os.Getwd()
+	if err != nil {
+		return "", err
+	}
+
+	finalPath := []string{curDir, "db", "yaml"}
+
+	for _, pathPart := range strings.Split(path, string(os.PathSeparator)) {
+		finalPath = append(finalPath, pathPart)
+	}
+
+	data, err := ioutil.ReadFile(filepath.Join(finalPath...))
+	if err != nil {
+		return "", err
+	}
+
+	return string(data), nil
+}
--- a/db/go/util.go
+++ b/db/go/util.go
@@ -0,0 +1,94 @@
+package migration
+
+import (
+	v1 "github.com/onepanelio/core/pkg"
+	uid2 "github.com/onepanelio/core/pkg/util/uid"
+)
+
+// updateWorkspaceTemplateManifest will update the workspace template given by {{templateName}} with the contents
+// given by {{filename}}
+// It will do so for all namespaces.
+func updateWorkspaceTemplateManifest(filename, templateName string) error {
+	client, err := getClient()
+	if err != nil {
+		return err
+	}
+	defer client.DB.Close()
+
+	namespaces, err := client.ListOnepanelEnabledNamespaces()
+	if err != nil {
+		return err
+	}
+
+	newManifest, err := readDataFile(filename)
+	if err != nil {
+		return err
+	}
+
+	uid, err := uid2.GenerateUID(templateName, 30)
+	if err != nil {
+		return err
+	}
+
+	for _, namespace := range namespaces {
+		workspaceTemplate := &v1.WorkspaceTemplate{
+			UID:      uid,
+			Name:     templateName,
+			Manifest: newManifest,
+		}
+		err = ReplaceArtifactRepositoryType(client, namespace, nil, workspaceTemplate)
+		if err != nil {
+			return err
+		}
+		if _, err := client.UpdateWorkspaceTemplateManifest(namespace.Name, uid, workspaceTemplate.Manifest); err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
+
+// updateWorkflowTemplateManifest will update the workflow template given by {{templateName}} with the contents
+// given by {{filename}}
+// It will do so for all namespaces.
+func updateWorkflowTemplateManifest(filename, templateName string, labels map[string]string) error {
+	client, err := getClient()
+	if err != nil {
+		return err
+	}
+	defer client.DB.Close()
+
+	namespaces, err := client.ListOnepanelEnabledNamespaces()
+	if err != nil {
+		return err
+	}
+
+	newManifest, err := readDataFile(filename)
+	if err != nil {
+		return err
+	}
+
+	uid, err := uid2.GenerateUID(templateName, 30)
+	if err != nil {
+		return err
+	}
+
+	for _, namespace := range namespaces {
+		workflowTemplate := &v1.WorkflowTemplate{
+			UID:      uid,
+			Name:     templateName,
+			Manifest: newManifest,
+			Labels:   labels,
+		}
+
+		err = ReplaceArtifactRepositoryType(client, namespace, workflowTemplate, nil)
+		if err != nil {
+			return err
+		}
+		if _, err := client.CreateWorkflowTemplateVersion(namespace.Name, workflowTemplate); err != nil {
+			return err
+		}
+	}
+
+	return nil
+}
--- a/db/sql/20201023121927_fix_null_labels.sql
+++ b/db/sql/20201023121927_fix_null_labels.sql
@@ -0,0 +1,24 @@
+-- +goose Up
+-- SQL in this section is executed when the migration is applied.
+UPDATE workflow_executions
+SET labels = '{}'::jsonb
+WHERE labels = 'null'::jsonb;
+
+UPDATE workflow_templates
+SET labels = '{}'::jsonb
+WHERE labels = 'null'::jsonb;
+
+UPDATE workspace_templates
+SET labels = '{}'::jsonb
+WHERE labels = 'null'::jsonb;
+
+UPDATE workflow_template_versions
+SET labels = '{}'::jsonb
+WHERE labels = 'null'::jsonb;
+
+UPDATE workspace_template_Versions
+SET labels = '{}'::jsonb
+WHERE labels = 'null'::jsonb;
+
+-- +goose Down
+-- SQL in this section is executed when the migration is rolled back.
--- a/db/sql/20201116105825_add_metrics_to_workflows.sql
+++ b/db/sql/20201116105825_add_metrics_to_workflows.sql
@@ -0,0 +1,9 @@
+-- +goose Up
+-- SQL in this section is executed when the migration is applied.
+ALTER TABLE workflow_executions ADD COLUMN metrics JSONB;
+UPDATE workflow_executions SET metrics = '{}'::JSONB;
+ALTER TABLE workflow_executions ALTER COLUMN metrics SET NOT NULL;
+
+-- +goose Down
+-- SQL in this section is executed when the migration is rolled back.
+ALTER TABLE workflow_executions DROP COLUMN metrics;
--- a/db/sql/20201118200215_fix_default_migration.sql
+++ b/db/sql/20201118200215_fix_default_migration.sql
@@ -0,0 +1,9 @@
+-- +goose Up
+-- SQL in this section is executed when the migration is applied.
+UPDATE workflow_executions SET metrics = '[]'::JSONB
+WHERE metrics = '{}'::JSONB;
+
+-- +goose Down
+-- SQL in this section is executed when the migration is rolled back.
+UPDATE workflow_executions SET metrics = '{}'::JSONB
+WHERE metrics = '[]'::JSONB;
--- a/db/yaml/cvat/20201016170415.yaml
+++ b/db/yaml/cvat/20201016170415.yaml
@@ -0,0 +1,147 @@
+# Workspace arguments
+arguments:
+  parameters:
+    - name: sync-directory
+      displayName: Directory to sync raw input and training output
+      value: workflow-data
+      hint: Location to sync raw input, models and checkpoints from default object storage. Note that this will be relative to the current namespace.
+containers:
+  - name: cvat-db
+    image: postgres:10-alpine
+    env:
+      - name: POSTGRES_USER
+        value: root
+      - name: POSTGRES_DB
+        value: cvat
+      - name: POSTGRES_HOST_AUTH_METHOD
+        value: trust
+      - name: PGDATA
+        value: /var/lib/psql/data
+    ports:
+      - containerPort: 5432
+        name: tcp
+    volumeMounts:
+      - name: db
+        mountPath: /var/lib/psql
+  - name: cvat-redis
+    image: redis:4.0-alpine
+    ports:
+      - containerPort: 6379
+        name: tcp
+  - name: cvat
+    image: onepanel/cvat:0.14.0_cvat.1.0.0
+    env:
+      - name: DJANGO_MODWSGI_EXTRA_ARGS
+        value: ""
+      - name: ALLOWED_HOSTS
+        value: '*'
+      - name: CVAT_REDIS_HOST
+        value: localhost
+      - name: CVAT_POSTGRES_HOST
+        value: localhost
+      - name: CVAT_SHARE_URL
+        value: /home/django/data
+      - name: ONEPANEL_SYNC_DIRECTORY
+        value: '{{workspace.parameters.sync-directory}}'
+      - name: NVIDIA_VISIBLE_DEVICES
+        value: all
+      - name: NVIDIA_DRIVER_CAPABILITIES
+        value: compute,utility
+      - name: NVIDIA_REQUIRE_CUDA
+        value: "cuda>=10.0 brand=tesla,driver>=384,driver<385 brand=tesla,driver>=410,driver<411"
+    ports:
+      - containerPort: 8080
+        name: http
+    volumeMounts:
+      - name: data
+        mountPath: /home/django/data
+      - name: keys
+        mountPath: /home/django/keys
+      - name: logs
+        mountPath: /home/django/logs
+      - name: models
+        mountPath: /home/django/models
+      - name: share
+        mountPath: /home/django/share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+  - name: cvat-ui
+    image: onepanel/cvat-ui:0.14.0_cvat.1.0.0
+    ports:
+      - containerPort: 80
+        name: http
+  # You can add multiple FileSyncer sidecar containers if needed
+  - name: filesyncer
+    image: onepanel/filesyncer:{{.ArtifactRepositoryType}}
+    imagePullPolicy: Always
+    args:
+      - download
+      - -server-prefix=/sys/filesyncer
+    env:
+      - name: FS_PATH
+        value: /mnt/share
+      - name: FS_PREFIX
+        value: '{{workflow.namespace}}/{{workspace.parameters.sync-directory}}'
+    volumeMounts:
+      - name: share
+        mountPath: /mnt/share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+ports:
+  - name: cvat-ui
+    port: 80
+    protocol: TCP
+    targetPort: 80
+  - name: cvat
+    port: 8080
+    protocol: TCP
+    targetPort: 8080
+  - name: fs
+    port: 8888
+    protocol: TCP
+    targetPort: 8888
+routes:
+  - match:
+      - uri:
+          prefix: /sys/filesyncer
+    route:
+      - destination:
+          port:
+            number: 8888
+  - match:
+      - uri:
+          regex: /api/.*|/git/.*|/tensorflow/.*|/onepanelio/.*|/tracking/.*|/auto_annotation/.*|/analytics/.*|/static/.*|/admin/.*|/documentation/.*|/dextr/.*|/reid/.*
+      - queryParams:
+          id:
+            regex: \d+.*
+    route:
+      - destination:
+          port:
+            number: 8080
+  - match:
+      - uri:
+          prefix: /
+    route:
+      - destination:
+          port:
+            number: 80
+# DAG Workflow to be executed once a Workspace action completes (optional)
+# Uncomment the lines below if you want to send Slack notifications
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  - name: slack-notify
+#     container:
+#       image: technosophos/slack-notify
+#       args:
+#       - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#       command:
+#       - sh
+#       - -c
--- a/db/yaml/cvat/20201102104048.yaml
+++ b/db/yaml/cvat/20201102104048.yaml
@@ -0,0 +1,159 @@
+# Workspace arguments
+arguments:
+  parameters:
+    - name: sync-directory
+      displayName: Directory to sync raw input and training output
+      value: workflow-data
+      hint: Location (relative to current namespace) to sync raw input, models and checkpoints from default object storage to '/share'.
+containers:
+  - name: cvat-db
+    image: postgres:10-alpine
+    env:
+      - name: POSTGRES_USER
+        value: root
+      - name: POSTGRES_DB
+        value: cvat
+      - name: POSTGRES_HOST_AUTH_METHOD
+        value: trust
+      - name: PGDATA
+        value: /var/lib/psql/data
+    ports:
+      - containerPort: 5432
+        name: tcp
+    volumeMounts:
+      - name: db
+        mountPath: /var/lib/psql
+  - name: cvat-redis
+    image: redis:4.0-alpine
+    ports:
+      - containerPort: 6379
+        name: tcp
+  - name: cvat
+    image: onepanel/cvat:0.15.0_cvat.1.0.0
+    env:
+      - name: DJANGO_MODWSGI_EXTRA_ARGS
+        value: ""
+      - name: ALLOWED_HOSTS
+        value: '*'
+      - name: CVAT_REDIS_HOST
+        value: localhost
+      - name: CVAT_POSTGRES_HOST
+        value: localhost
+      - name: CVAT_SHARE_URL
+        value: /cvat/data
+      - name: CVAT_SHARE_DIR
+        value: /share
+      - name: CVAT_KEYS_DIR
+        value: /cvat/keys
+      - name: CVAT_DATA_DIR
+        value: /cvat/data
+      - name: CVAT_MODELS_DIR
+        value: /cvat/models
+      - name: CVAT_LOGS_DIR
+        value: /cvat/logs
+      - name: ONEPANEL_SYNC_DIRECTORY
+        value: '{{workspace.parameters.sync-directory}}'
+      - name: NVIDIA_VISIBLE_DEVICES
+        value: all
+      - name: NVIDIA_DRIVER_CAPABILITIES
+        value: compute,utility
+      - name: NVIDIA_REQUIRE_CUDA
+        value: "cuda>=10.0 brand=tesla,driver>=384,driver<385 brand=tesla,driver>=410,driver<411"
+    ports:
+      - containerPort: 8080
+        name: http
+    volumeMounts:
+      - name: cvat-data
+        mountPath: /cvat
+      - name: share
+        mountPath: /share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+  - name: cvat-ui
+    image: onepanel/cvat-ui:0.15.0_cvat.1.0.0
+    ports:
+      - containerPort: 80
+        name: http
+  # You can add multiple FileSyncer sidecar containers if needed
+  - name: filesyncer
+    image: onepanel/filesyncer:s3
+    imagePullPolicy: Always
+    args:
+      - download
+      - -server-prefix=/sys/filesyncer
+    env:
+      - name: FS_PATH
+        value: /mnt/share
+      - name: FS_PREFIX
+        value: '{{workflow.namespace}}/{{workspace.parameters.sync-directory}}'
+    volumeMounts:
+      - name: share
+        mountPath: /mnt/share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+ports:
+  - name: cvat-ui
+    port: 80
+    protocol: TCP
+    targetPort: 80
+  - name: cvat
+    port: 8080
+    protocol: TCP
+    targetPort: 8080
+  - name: fs
+    port: 8888
+    protocol: TCP
+    targetPort: 8888
+routes:
+  - match:
+      - uri:
+          prefix: /sys/filesyncer
+    route:
+      - destination:
+          port:
+            number: 8888
+  - match:
+      - uri:
+          regex: /api/.*|/git/.*|/tensorflow/.*|/onepanelio/.*|/tracking/.*|/auto_annotation/.*|/analytics/.*|/static/.*|/admin/.*|/documentation/.*|/dextr/.*|/reid/.*
+      - queryParams:
+          id:
+            regex: \d+.*
+    route:
+      - destination:
+          port:
+            number: 8080
+  - match:
+      - uri:
+          prefix: /
+    route:
+      - destination:
+          port:
+            number: 80
+volumeClaimTemplates:
+  - metadata:
+      name: db
+    spec:
+      accessModes: ["ReadWriteOnce"]
+      resources:
+        requests:
+          storage: 20Gi
+# DAG Workflow to be executed once a Workspace action completes (optional)
+# Uncomment the lines below if you want to send Slack notifications
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  - name: slack-notify
+#     container:
+#       image: technosophos/slack-notify
+#       args:
+#       - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#       command:
+#       - sh
+#       - -c
--- a/db/yaml/cvat/20201113094916.yaml
+++ b/db/yaml/cvat/20201113094916.yaml
@@ -0,0 +1,159 @@
+# Workspace arguments
+arguments:
+  parameters:
+    - name: sync-directory
+      displayName: Directory to sync raw input and training output
+      value: workflow-data
+      hint: Location (relative to current namespace) to sync raw input, models and checkpoints from default object storage to '/share'.
+containers:
+  - name: cvat-db
+    image: postgres:10-alpine
+    env:
+      - name: POSTGRES_USER
+        value: root
+      - name: POSTGRES_DB
+        value: cvat
+      - name: POSTGRES_HOST_AUTH_METHOD
+        value: trust
+      - name: PGDATA
+        value: /var/lib/psql/data
+    ports:
+      - containerPort: 5432
+        name: tcp
+    volumeMounts:
+      - name: db
+        mountPath: /var/lib/psql
+  - name: cvat-redis
+    image: redis:4.0-alpine
+    ports:
+      - containerPort: 6379
+        name: tcp
+  - name: cvat
+    image: onepanel/cvat:0.16.0_cvat.1.0.0
+    env:
+      - name: DJANGO_MODWSGI_EXTRA_ARGS
+        value: ""
+      - name: ALLOWED_HOSTS
+        value: '*'
+      - name: CVAT_REDIS_HOST
+        value: localhost
+      - name: CVAT_POSTGRES_HOST
+        value: localhost
+      - name: CVAT_SHARE_URL
+        value: /cvat/data
+      - name: CVAT_SHARE_DIR
+        value: /share
+      - name: CVAT_KEYS_DIR
+        value: /cvat/keys
+      - name: CVAT_DATA_DIR
+        value: /cvat/data
+      - name: CVAT_MODELS_DIR
+        value: /cvat/models
+      - name: CVAT_LOGS_DIR
+        value: /cvat/logs
+      - name: ONEPANEL_SYNC_DIRECTORY
+        value: '{{workspace.parameters.sync-directory}}'
+      - name: NVIDIA_VISIBLE_DEVICES
+        value: all
+      - name: NVIDIA_DRIVER_CAPABILITIES
+        value: compute,utility
+      - name: NVIDIA_REQUIRE_CUDA
+        value: "cuda>=10.0 brand=tesla,driver>=384,driver<385 brand=tesla,driver>=410,driver<411"
+    ports:
+      - containerPort: 8080
+        name: http
+    volumeMounts:
+      - name: cvat-data
+        mountPath: /cvat
+      - name: share
+        mountPath: /share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+  - name: cvat-ui
+    image: onepanel/cvat-ui:0.16.0_cvat.1.0.0
+    ports:
+      - containerPort: 80
+        name: http
+  # You can add multiple FileSyncer sidecar containers if needed
+  - name: filesyncer
+    image: onepanel/filesyncer:s3
+    imagePullPolicy: Always
+    args:
+      - download
+      - -server-prefix=/sys/filesyncer
+    env:
+      - name: FS_PATH
+        value: /mnt/share
+      - name: FS_PREFIX
+        value: '{{workflow.namespace}}/{{workspace.parameters.sync-directory}}'
+    volumeMounts:
+      - name: share
+        mountPath: /mnt/share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+ports:
+  - name: cvat-ui
+    port: 80
+    protocol: TCP
+    targetPort: 80
+  - name: cvat
+    port: 8080
+    protocol: TCP
+    targetPort: 8080
+  - name: fs
+    port: 8888
+    protocol: TCP
+    targetPort: 8888
+routes:
+  - match:
+      - uri:
+          prefix: /sys/filesyncer
+    route:
+      - destination:
+          port:
+            number: 8888
+  - match:
+      - uri:
+          regex: /api/.*|/git/.*|/tensorflow/.*|/onepanelio/.*|/tracking/.*|/auto_annotation/.*|/analytics/.*|/static/.*|/admin/.*|/documentation/.*|/dextr/.*|/reid/.*
+      - queryParams:
+          id:
+            regex: \d+.*
+    route:
+      - destination:
+          port:
+            number: 8080
+  - match:
+      - uri:
+          prefix: /
+    route:
+      - destination:
+          port:
+            number: 80
+volumeClaimTemplates:
+  - metadata:
+      name: db
+    spec:
+      accessModes: ["ReadWriteOnce"]
+      resources:
+        requests:
+          storage: 20Gi
+# DAG Workflow to be executed once a Workspace action completes (optional)
+# Uncomment the lines below if you want to send Slack notifications
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  - name: slack-notify
+#     container:
+#       image: technosophos/slack-notify
+#       args:
+#       - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#       command:
+#       - sh
+#       - -c
--- a/db/yaml/cvat/20201115133046.yaml
+++ b/db/yaml/cvat/20201115133046.yaml
@@ -0,0 +1,161 @@
+# Workspace arguments
+arguments:
+  parameters:
+    - name: sync-directory
+      displayName: Directory to sync raw input and training output
+      value: workflow-data
+      hint: Location (relative to current namespace) to sync raw input, models and checkpoints from default object storage to '/share'.
+containers:
+  - name: cvat-db
+    image: postgres:10-alpine
+    env:
+      - name: POSTGRES_USER
+        value: root
+      - name: POSTGRES_DB
+        value: cvat
+      - name: POSTGRES_HOST_AUTH_METHOD
+        value: trust
+      - name: PGDATA
+        value: /var/lib/psql/data
+    ports:
+      - containerPort: 5432
+        name: tcp
+    volumeMounts:
+      - name: db
+        mountPath: /var/lib/psql
+  - name: cvat-redis
+    image: redis:4.0-alpine
+    ports:
+      - containerPort: 6379
+        name: tcp
+  - name: cvat
+    image: onepanel/cvat:0.16.0_cvat.1.0.0
+    env:
+      - name: DJANGO_MODWSGI_EXTRA_ARGS
+        value: ""
+      - name: ALLOWED_HOSTS
+        value: '*'
+      - name: CVAT_REDIS_HOST
+        value: localhost
+      - name: CVAT_POSTGRES_HOST
+        value: localhost
+      - name: CVAT_SHARE_URL
+        value: /cvat/data
+      - name: CVAT_SHARE_DIR
+        value: /share
+      - name: CVAT_DATA_DIR
+        value: /cvat/data
+      - name: CVAT_MEDIA_DATA_DIR
+        value: /cvat/data/data
+      - name: CVAT_KEYS_DIR
+        value: /cvat/data/keys
+      - name: CVAT_MODELS_DIR
+        value: /cvat/data/models
+      - name: CVAT_LOGS_DIR
+        value: /cvat/logs
+      - name: ONEPANEL_SYNC_DIRECTORY
+        value: '{{workspace.parameters.sync-directory}}'
+      - name: NVIDIA_VISIBLE_DEVICES
+        value: all
+      - name: NVIDIA_DRIVER_CAPABILITIES
+        value: compute,utility
+      - name: NVIDIA_REQUIRE_CUDA
+        value: "cuda>=10.0 brand=tesla,driver>=384,driver<385 brand=tesla,driver>=410,driver<411"
+    ports:
+      - containerPort: 8080
+        name: http
+    volumeMounts:
+      - name: cvat-data
+        mountPath: /cvat
+      - name: share
+        mountPath: /share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+  - name: cvat-ui
+    image: onepanel/cvat-ui:0.16.0_cvat.1.0.0
+    ports:
+      - containerPort: 80
+        name: http
+  # You can add multiple FileSyncer sidecar containers if needed
+  - name: filesyncer
+    image: onepanel/filesyncer:s3
+    imagePullPolicy: Always
+    args:
+      - download
+      - -server-prefix=/sys/filesyncer
+    env:
+      - name: FS_PATH
+        value: /mnt/share
+      - name: FS_PREFIX
+        value: '{{workflow.namespace}}/{{workspace.parameters.sync-directory}}'
+    volumeMounts:
+      - name: share
+        mountPath: /mnt/share
+      - name: sys-namespace-config
+        mountPath: /etc/onepanel
+        readOnly: true
+ports:
+  - name: cvat-ui
+    port: 80
+    protocol: TCP
+    targetPort: 80
+  - name: cvat
+    port: 8080
+    protocol: TCP
+    targetPort: 8080
+  - name: fs
+    port: 8888
+    protocol: TCP
+    targetPort: 8888
+routes:
+  - match:
+      - uri:
+          prefix: /sys/filesyncer
+    route:
+      - destination:
+          port:
+            number: 8888
+  - match:
+      - uri:
+          regex: /api/.*|/git/.*|/tensorflow/.*|/onepanelio/.*|/tracking/.*|/auto_annotation/.*|/analytics/.*|/static/.*|/admin/.*|/documentation/.*|/dextr/.*|/reid/.*
+      - queryParams:
+          id:
+            regex: \d+.*
+    route:
+      - destination:
+          port:
+            number: 8080
+  - match:
+      - uri:
+          prefix: /
+    route:
+      - destination:
+          port:
+            number: 80
+volumeClaimTemplates:
+  - metadata:
+      name: db
+    spec:
+      accessModes: ["ReadWriteOnce"]
+      resources:
+        requests:
+          storage: 20Gi
+# DAG Workflow to be executed once a Workspace action completes (optional)
+# Uncomment the lines below if you want to send Slack notifications
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  - name: slack-notify
+#     container:
+#       image: technosophos/slack-notify
+#       args:
+#       - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#       command:
+#       - sh
+#       - -c
--- a/db/yaml/jupyterlab/20200929153931.yaml
+++ b/db/yaml/jupyterlab/20200929153931.yaml
@@ -0,0 +1,58 @@
+# Docker containers that are part of the Workspace
+containers:
+  - name: jupyterlab-tensorflow
+    image: onepanel/jupyterlab:1.0.1
+    command: ["/bin/bash", "-c", "pip install onepanel-sdk && start.sh jupyter lab --LabApp.token='' --LabApp.allow_remote_access=True --LabApp.allow_origin=\"*\" --LabApp.disable_check_xsrf=True --LabApp.trust_xheaders=True --LabApp.base_url=/ --LabApp.tornado_settings='{\"headers\":{\"Content-Security-Policy\":\"frame-ancestors * \'self\'\"}}' --notebook-dir='/data' --allow-root"]
+    env:
+      - name: tornado
+        value: "'{'headers':{'Content-Security-Policy':\"frame-ancestors\ *\ \'self'\"}}'"
+    args:
+    ports:
+      - containerPort: 8888
+        name: jupyterlab
+      - containerPort: 6006
+        name: tensorboard
+    volumeMounts:
+      - name: data
+        mountPath: /data
+ports:
+  - name: jupyterlab
+    port: 80
+    protocol: TCP
+    targetPort: 8888
+  - name: tensorboard
+    port: 6006
+    protocol: TCP
+    targetPort: 6006
+routes:
+  - match:
+      - uri:
+          prefix: /tensorboard
+    route:
+      - destination:
+          port:
+            number: 6006
+  - match:
+      - uri:
+          prefix: / #jupyter runs at the default route
+    route:
+      - destination:
+          port:
+            number: 80
+# DAG Workflow to be executed once a Workspace action completes (optional)
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  - name: slack-notify
+#    container:
+#      image: technosophos/slack-notify
+#      args:
+#      - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#      command:
+#      - sh
+#      - -c
--- a/db/yaml/jupyterlab/20201028145442.yaml
+++ b/db/yaml/jupyterlab/20201028145442.yaml
@@ -0,0 +1,77 @@
+# Docker containers that are part of the Workspace
+containers:
+  - name: jupyterlab
+    image: onepanel/jupyterlab:1.0.1
+    command: ["/bin/bash", "-c", "pip install onepanel-sdk && start.sh jupyter lab --LabApp.token='' --LabApp.allow_remote_access=True --LabApp.allow_origin=\"*\" --LabApp.disable_check_xsrf=True --LabApp.trust_xheaders=True --LabApp.base_url=/ --LabApp.tornado_settings='{\"headers\":{\"Content-Security-Policy\":\"frame-ancestors * \'self\'\"}}' --notebook-dir='/data' --allow-root"]
+    env:
+      - name: tornado
+        value: "'{'headers':{'Content-Security-Policy':\"frame-ancestors\ *\ \'self'\"}}'"
+    ports:
+      - containerPort: 8888
+        name: jupyterlab
+      - containerPort: 6006
+        name: tensorboard
+    volumeMounts:
+      - name: data
+        mountPath: /data
+    lifecycle:
+      postStart:
+        exec:
+          command:
+            - /bin/sh
+            - -c
+            - >
+              condayml="/data/.environment.yml";
+              jupytertxt="/data/.jupexported.txt";
+              if [ -f "$condayml" ]; then conda env update -f $condayml; fi;
+              if [ -f "$jupytertxt" ]; then cat $jupytertxt | xargs -n 1 jupyter labextension install --no-build && jupyter lab build --minimize=False; fi;
+      preStop:
+        exec:
+          command:
+            - /bin/sh
+            - -c
+            - >
+              conda env export > /data/.environment.yml -n base;
+              jupyter labextension list 1>/dev/null 2> /data/.jup.txt;
+              cat /data/.jup.txt | sed -n '2,$p' | awk 'sub(/v/,"@", $2){print $1$2}' > /data/.jupexported.txt;
+ports:
+  - name: jupyterlab
+    port: 80
+    protocol: TCP
+    targetPort: 8888
+  - name: tensorboard
+    port: 6006
+    protocol: TCP
+    targetPort: 6006
+routes:
+  - match:
+      - uri:
+          prefix: /tensorboard
+    route:
+      - destination:
+          port:
+            number: 6006
+  - match:
+      - uri:
+          prefix: / #jupyter runs at the default route
+    route:
+      - destination:
+          port:
+            number: 80
+# DAG Workflow to be executed once a Workspace action completes (optional)
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  - name: slack-notify
+#    container:
+#      image: technosophos/slack-notify
+#      args:
+#      - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#      command:
+#      - sh
+#      - -c
--- a/db/yaml/jupyterlab/20201031165106.yaml
+++ b/db/yaml/jupyterlab/20201031165106.yaml
@@ -0,0 +1,79 @@
+# Docker containers that are part of the Workspace
+containers:
+  - name: jupyterlab
+    image: onepanel/jupyterlab:1.0.1
+    command: ["/bin/bash", "-c", "pip install onepanel-sdk && start.sh jupyter lab --LabApp.token='' --LabApp.allow_remote_access=True --LabApp.allow_origin=\"*\" --LabApp.disable_check_xsrf=True --LabApp.trust_xheaders=True --LabApp.base_url=/ --LabApp.tornado_settings='{\"headers\":{\"Content-Security-Policy\":\"frame-ancestors * \'self\'\"}}' --notebook-dir='/data' --allow-root"]
+    env:
+      - name: tornado
+        value: "'{'headers':{'Content-Security-Policy':\"frame-ancestors\ *\ \'self'\"}}'"
+      - name: TENSORBOARD_PROXY_URL
+        value: '//$(ONEPANEL_RESOURCE_UID)--$(ONEPANEL_RESOURCE_NAMESPACE).$(ONEPANEL_DOMAIN)/tensorboard'
+    ports:
+      - containerPort: 8888
+        name: jupyterlab
+      - containerPort: 6006
+        name: tensorboard
+    volumeMounts:
+      - name: data
+        mountPath: /data
+    lifecycle:
+      postStart:
+        exec:
+          command:
+            - /bin/sh
+            - -c
+            - >
+              condayml="/data/.environment.yml";
+              jupytertxt="/data/.jupexported.txt";
+              if [ -f "$condayml" ]; then conda env update -f $condayml; fi;
+              if [ -f "$jupytertxt" ]; then cat $jupytertxt | xargs -n 1 jupyter labextension install --no-build && jupyter lab build --minimize=False; fi;
+      preStop:
+        exec:
+          command:
+            - /bin/sh
+            - -c
+            - >
+              conda env export > /data/.environment.yml -n base;
+              jupyter labextension list 1>/dev/null 2> /data/.jup.txt;
+              cat /data/.jup.txt | sed -n '2,$p' | awk 'sub(/v/,"@", $2){print $1$2}' > /data/.jupexported.txt;
+ports:
+  - name: jupyterlab
+    port: 80
+    protocol: TCP
+    targetPort: 8888
+  - name: tensorboard
+    port: 6006
+    protocol: TCP
+    targetPort: 6006
+routes:
+  - match:
+      - uri:
+          prefix: /tensorboard
+    route:
+      - destination:
+          port:
+            number: 6006
+  - match:
+      - uri:
+          prefix: / #jupyter runs at the default route
+    route:
+      - destination:
+          port:
+            number: 80
+# DAG Workflow to be executed once a Workspace action completes (optional)
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  - name: slack-notify
+#    container:
+#      image: technosophos/slack-notify
+#      args:
+#      - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#      command:
+#      - sh
+#      - -c
--- a/db/yaml/maskrcnn/20201115145814.yaml
+++ b/db/yaml/maskrcnn/20201115145814.yaml
@@ -0,0 +1,190 @@
+entrypoint: main
+arguments:
+  parameters:
+    - name: source
+      value: https://github.com/onepanelio/Mask_RCNN.git
+      displayName: Model source code
+      type: hidden
+      visibility: private
+
+    - name: cvat-annotation-path
+      value: annotation-dump/sample_dataset
+      hint: Path to annotated data in default object storage (i.e S3). In CVAT, this parameter will be pre-populated.
+      displayName: Dataset path
+      visibility: private
+
+    - name: cvat-output-path
+      value: workflow-data/output/sample_output
+      hint: Path to store output artifacts in default object storage (i.e s3). In CVAT, this parameter will be pre-populated.
+      displayName: Workflow output path
+      visibility: private
+
+    - name: cvat-finetune-checkpoint
+      value: ''
+      hint: Select the last fine-tune checkpoint for this model. It may take up to 5 minutes for a recent checkpoint show here. Leave empty if this is the first time you're training this model.
+      displayName: Checkpoint path
+      visibility: public
+
+    - name: cvat-num-classes
+      displayName: Number of classes
+      hint: Number of classes (i.e in CVAT taks) + 1 for background
+      value: '81'
+      visibility: private
+
+    - name: hyperparameters
+      displayName: Hyperparameters
+      visibility: public
+      type: textarea.textarea
+      value: |-
+        stage-1-epochs=1    #  Epochs for network heads
+        stage-2-epochs=2    #  Epochs for finetune layers
+        stage-3-epochs=3    #  Epochs for all layers
+      hint: "Please refer to our <a href='https://docs.onepanel.ai/docs/getting-started/use-cases/computervision/annotation/cvat/cvat_annotation_model#arguments-optional' target='_blank'>documentation</a> for more information on parameters. Number of classes will be automatically populated if you had 'sys-num-classes' parameter in a workflow."
+
+    - name: dump-format
+      value: cvat_coco
+      displayName: CVAT dump format
+      visibility: public
+
+    - name: tf-image
+      visibility: public
+      value: tensorflow/tensorflow:1.13.1-py3
+      type: select.select
+      displayName: Select TensorFlow image
+      hint: Select the GPU image if you are running on a GPU node pool
+      options:
+        - name: 'TensorFlow 1.13.1 CPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-py3'
+        - name: 'TensorFlow 1.13.1 GPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-gpu-py3'
+
+    - displayName: Node pool
+      hint: Name of node pool or group to run this workflow task
+      type: select.select
+      visibility: public
+      name: sys-node-pool
+      value: Standard_D4s_v3
+      required: true
+      options:
+        - name: 'CPU: 2, RAM: 8GB'
+          value: Standard_D2s_v3
+        - name: 'CPU: 4, RAM: 16GB'
+          value: Standard_D4s_v3
+        - name: 'GPU: 1xK80, CPU: 6, RAM: 56GB'
+          value: Standard_NC6
+templates:
+  - name: main
+    dag:
+      tasks:
+        - name: train-model
+          template: tensorflow
+    # Uncomment the lines below if you want to send Slack notifications
+    #    - arguments:
+    #        artifacts:
+    #        - from: '{{tasks.train-model.outputs.artifacts.sys-metrics}}'
+    #          name: metrics
+    #        parameters:
+    #        - name: status
+    #          value: '{{tasks.train-model.status}}'
+    #      dependencies:
+    #      - train-model
+    #      name: notify-in-slack
+    #      template: slack-notify-success
+  - name: tensorflow
+    container:
+      args:
+        - |
+          apt-get update \
+          && apt-get install -y git wget libglib2.0-0 libsm6 libxext6 libxrender-dev \
+          && pip install -r requirements.txt \
+          && pip install boto3 pyyaml google-cloud-storage \
+          && git clone https://github.com/waleedka/coco \
+          && cd coco/PythonAPI \
+          && python setup.py build_ext install \
+          && rm -rf build \
+          && cd ../../ \
+          && wget https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5 \
+          && python setup.py install && ls \
+          && python samples/coco/cvat.py train --dataset=/mnt/data/datasets \
+            --model=workflow_maskrcnn \
+            --extras="{{workflow.parameters.hyperparameters}}"  \
+            --ref_model_path="{{workflow.parameters.cvat-finetune-checkpoint}}"  \
+            --num_classes="{{workflow.parameters.cvat-num-classes}}" \
+          && cd /mnt/src/ \
+          && python prepare_dataset.py /mnt/data/datasets/annotations/instances_default.json
+      command:
+        - sh
+        - -c
+      image: '{{workflow.parameters.tf-image}}'
+      volumeMounts:
+        - mountPath: /mnt/data
+          name: data
+        - mountPath: /mnt/output
+          name: output
+      workingDir: /mnt/src
+    nodeSelector:
+      beta.kubernetes.io/instance-type: '{{workflow.parameters.sys-node-pool}}'
+    sidecars:
+      - name: tensorboard
+        image: tensorflow/tensorflow:2.3.0
+        command: [sh, -c]
+        tty: true
+        args: ["tensorboard --logdir /mnt/output/"]
+        ports:
+          - containerPort: 6006
+            name: tensorboard
+    inputs:
+      artifacts:
+        - name: data
+          path: /mnt/data/datasets/
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-annotation-path}}'
+        - git:
+            repo: '{{workflow.parameters.source}}'
+            revision: "no-boto"
+          name: src
+          path: /mnt/src
+    outputs:
+      artifacts:
+        - name: model
+          optional: true
+          path: /mnt/output
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-output-path}}/{{workflow.name}}'
+# Uncomment the lines below if you want to send Slack notifications
+#- container:
+#    args:
+#    - SLACK_USERNAME=Onepanel SLACK_TITLE="{{workflow.name}} {{inputs.parameters.status}}"
+#      SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd
+#      SLACK_MESSAGE=$(cat /tmp/metrics.json)} ./slack-notify
+#    command:
+#    - sh
+#    - -c
+#    image: technosophos/slack-notify
+#  inputs:
+#    artifacts:
+#    - name: metrics
+#      optional: true
+#      path: /tmp/metrics.json
+#    parameters:
+#    - name: status
+#  name: slack-notify-success
+volumeClaimTemplates:
+  - metadata:
+      creationTimestamp: null
+      name: data
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
+  - metadata:
+      creationTimestamp: null
+      name: output
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
--- a/db/yaml/maskrcnn/20201208155115.yaml
+++ b/db/yaml/maskrcnn/20201208155115.yaml
@@ -0,0 +1,192 @@
+entrypoint: main
+arguments:
+  parameters:
+    - name: source
+      value: https://github.com/onepanelio/Mask_RCNN.git
+      displayName: Model source code
+      type: hidden
+      visibility: private
+
+    - name: cvat-annotation-path
+      value: annotation-dump/sample_dataset
+      hint: Path to annotated data in default object storage (i.e S3). In CVAT, this parameter will be pre-populated.
+      displayName: Dataset path
+      visibility: private
+
+    - name: cvat-output-path
+      value: workflow-data/output/sample_output
+      hint: Path to store output artifacts in default object storage (i.e s3). In CVAT, this parameter will be pre-populated.
+      displayName: Workflow output path
+      visibility: private
+
+    - name: cvat-finetune-checkpoint
+      value: ''
+      hint: Select the last fine-tune checkpoint for this model. It may take up to 5 minutes for a recent checkpoint show here. Leave empty if this is the first time you're training this model.
+      displayName: Checkpoint path
+      visibility: public
+
+    - name: cvat-num-classes
+      displayName: Number of classes
+      hint: Number of classes (i.e in CVAT taks) + 1 for background
+      value: '81'
+      visibility: private
+
+    - name: hyperparameters
+      displayName: Hyperparameters
+      visibility: public
+      type: textarea.textarea
+      value: |-
+        stage-1-epochs=1    #  Epochs for network heads
+        stage-2-epochs=2    #  Epochs for finetune layers
+        stage-3-epochs=3    #  Epochs for all layers
+      hint: "Please refer to our <a href='https://docs.onepanel.ai/docs/getting-started/use-cases/computervision/annotation/cvat/cvat_annotation_model#arguments-optional' target='_blank'>documentation</a> for more information on parameters. Number of classes will be automatically populated if you had 'sys-num-classes' parameter in a workflow."
+
+    - name: dump-format
+      value: cvat_coco
+      displayName: CVAT dump format
+      visibility: public
+
+    - name: tf-image
+      visibility: public
+      value: tensorflow/tensorflow:1.13.1-py3
+      type: select.select
+      displayName: Select TensorFlow image
+      hint: Select the GPU image if you are running on a GPU node pool
+      options:
+        - name: 'TensorFlow 1.13.1 CPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-py3'
+        - name: 'TensorFlow 1.13.1 GPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-gpu-py3'
+
+    - displayName: Node pool
+      hint: Name of node pool or group to run this workflow task
+      type: select.select
+      visibility: public
+      name: sys-node-pool
+      value: Standard_D4s_v3
+      required: true
+      options:
+        - name: 'CPU: 2, RAM: 8GB'
+          value: Standard_D2s_v3
+        - name: 'CPU: 4, RAM: 16GB'
+          value: Standard_D4s_v3
+        - name: 'GPU: 1xK80, CPU: 6, RAM: 56GB'
+          value: Standard_NC6
+templates:
+  - name: main
+    dag:
+      tasks:
+        - name: train-model
+          template: tensorflow
+    # Uncomment the lines below if you want to send Slack notifications
+    #    - arguments:
+    #        artifacts:
+    #        - from: '{{tasks.train-model.outputs.artifacts.sys-metrics}}'
+    #          name: metrics
+    #        parameters:
+    #        - name: status
+    #          value: '{{tasks.train-model.status}}'
+    #      dependencies:
+    #      - train-model
+    #      name: notify-in-slack
+    #      template: slack-notify-success
+  - name: tensorflow
+    container:
+      args:
+        - |
+          apt-get update \
+          && apt-get install -y git wget libglib2.0-0 libsm6 libxext6 libxrender-dev \
+          && pip install -r requirements.txt \
+          && pip install boto3 pyyaml google-cloud-storage \
+          && git clone https://github.com/waleedka/coco \
+          && cd coco/PythonAPI \
+          && python setup.py build_ext install \
+          && rm -rf build \
+          && cd ../../ \
+          && wget https://github.com/matterport/Mask_RCNN/releases/download/v2.0/mask_rcnn_coco.h5 \
+          && python setup.py install && ls \
+          && python samples/coco/cvat.py train --dataset=/mnt/data/datasets \
+            --model=workflow_maskrcnn \
+            --extras="{{workflow.parameters.hyperparameters}}"  \
+            --ref_model_path="{{workflow.parameters.cvat-finetune-checkpoint}}"  \
+            --num_classes="{{workflow.parameters.cvat-num-classes}}" \
+          && cd /mnt/src/ \
+          && python prepare_dataset.py /mnt/data/datasets/annotations/instances_default.json
+      command:
+        - sh
+        - -c
+      image: '{{workflow.parameters.tf-image}}'
+      volumeMounts:
+        - mountPath: /mnt/data
+          name: data
+        - mountPath: /mnt/output
+          name: output
+      workingDir: /mnt/src
+    nodeSelector:
+      beta.kubernetes.io/instance-type: '{{workflow.parameters.sys-node-pool}}'
+    sidecars:
+      - name: tensorboard
+        image: tensorflow/tensorflow:2.3.0
+        command: [sh, -c]
+        env:
+          - name: ONEPANEL_INTERACTIVE_SIDECAR
+            value: 'true'
+        args: ["tensorboard --logdir /mnt/output/"]
+        ports:
+          - containerPort: 6006
+            name: tensorboard
+    inputs:
+      artifacts:
+        - name: data
+          path: /mnt/data/datasets/
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-annotation-path}}'
+        - git:
+            repo: '{{workflow.parameters.source}}'
+            revision: "no-boto"
+          name: src
+          path: /mnt/src
+    outputs:
+      artifacts:
+        - name: model
+          optional: true
+          path: /mnt/output
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-output-path}}/{{workflow.name}}'
+# Uncomment the lines below if you want to send Slack notifications
+#- container:
+#    args:
+#    - SLACK_USERNAME=Onepanel SLACK_TITLE="{{workflow.name}} {{inputs.parameters.status}}"
+#      SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd
+#      SLACK_MESSAGE=$(cat /tmp/metrics.json)} ./slack-notify
+#    command:
+#    - sh
+#    - -c
+#    image: technosophos/slack-notify
+#  inputs:
+#    artifacts:
+#    - name: metrics
+#      optional: true
+#      path: /tmp/metrics.json
+#    parameters:
+#    - name: status
+#  name: slack-notify-success
+volumeClaimTemplates:
+  - metadata:
+      creationTimestamp: null
+      name: data
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
+  - metadata:
+      creationTimestamp: null
+      name: output
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
--- a/db/yaml/tfod/20201115134934.yaml
+++ b/db/yaml/tfod/20201115134934.yaml
@@ -0,0 +1,221 @@
+entrypoint: main
+arguments:
+  parameters:
+    - name: source
+      value: https://github.com/tensorflow/models.git
+      displayName: Model source code
+      type: hidden
+      visibility: private
+
+    - name: trainingsource
+      value: https://github.com/onepanelio/cvat-training.git
+      type: hidden
+      visibility: private
+
+    - name: revision
+      value: v1.13.0
+      type: hidden
+      visibility: private
+
+    - name: cvat-annotation-path
+      value: annotation-dump/sample_dataset
+      displayName: Dataset path
+      hint: Path to annotated data in default object storage (i.e S3). In CVAT, this parameter will be pre-populated.
+      visibility: private
+
+    - name: cvat-output-path
+      value: workflow-data/output/sample_output
+      hint: Path to store output artifacts in default object storage (i.e s3). In CVAT, this parameter will be pre-populated.
+      displayName: Workflow output path
+      visibility: private
+
+    - name: cvat-model
+      value: frcnn-res50-coco
+      displayName: Model
+      hint: TF Detection API's model to use for training.
+      type: select.select
+      visibility: public
+      options:
+        - name: 'Faster RCNN-ResNet 101-COCO'
+          value: frcnn-res101-coco
+        - name: 'Faster RCNN-ResNet 101-Low Proposal-COCO'
+          value: frcnn-res101-low
+        - name: 'Faster RCNN-ResNet 50-COCO'
+          value: frcnn-res50-coco
+        - name: 'Faster RCNN-NAS-COCO'
+          value: frcnn-nas-coco
+        - name: 'SSD MobileNet V1-COCO'
+          value: ssd-mobilenet-v1-coco2
+        - name: 'SSD MobileNet V2-COCO'
+          value: ssd-mobilenet-v2-coco
+        - name: 'SSDLite MobileNet-COCO'
+          value: ssdlite-mobilenet-coco
+
+    - name: hyperparameters
+      value: |-
+        num-steps=10000
+      displayName: Hyperparameters
+      visibility: public
+      type: textarea.textarea
+      hint: "Please refer to our <a href='https://docs.onepanel.ai/docs/getting-started/use-cases/computervision/annotation/cvat/cvat_annotation_model#arguments-optional' target='_blank'>documentation</a> for more information on parameters. Number of classes will be automatically populated if you had 'sys-num-classes' parameter in a workflow."
+
+    - name: cvat-finetune-checkpoint
+      value: ''
+      hint: Select the last fine-tune checkpoint for this model. It may take up to 5 minutes for a recent checkpoint show here. Leave empty if this is the first time you're training this model.
+      displayName: Checkpoint path
+      visibility: public
+
+    - name: cvat-num-classes
+      value: '81'
+      hint: Number of classes
+      displayName: Number of classes
+      visibility: private
+
+    - name: tf-image
+      value: tensorflow/tensorflow:1.13.1-py3
+      type: select.select
+      displayName: Select TensorFlow image
+      visibility: public
+      hint: Select the GPU image if you are running on a GPU node pool
+      options:
+        - name: 'TensorFlow 1.13.1 CPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-py3'
+        - name: 'TensorFlow 1.13.1 GPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-gpu-py3'
+
+    - displayName: Node pool
+      hint: Name of node pool or group to run this workflow task
+      type: select.select
+      name: sys-node-pool
+      value: Standard_D4s_v3
+      visibility: public
+      required: true
+      options:
+        - name: 'CPU: 2, RAM: 8GB'
+          value: Standard_D2s_v3
+        - name: 'CPU: 4, RAM: 16GB'
+          value: Standard_D4s_v3
+        - name: 'GPU: 1xK80, CPU: 6, RAM: 56GB'
+          value: Standard_NC6
+    - name: dump-format
+      value: cvat_tfrecord
+      visibility: public
+templates:
+  - name: main
+    dag:
+      tasks:
+        - name: train-model
+          template: tensorflow
+    # Uncomment the lines below if you want to send Slack notifications
+    #    - arguments:
+    #        artifacts:
+    #        - from: '{{tasks.train-model.outputs.artifacts.sys-metrics}}'
+    #          name: metrics
+    #        parameters:
+    #        - name: status
+    #          value: '{{tasks.train-model.status}}'
+    #      dependencies:
+    #      - train-model
+    #      name: notify-in-slack
+    #      template: slack-notify-success
+  - name: tensorflow
+    container:
+      args:
+        - |
+          apt-get update && \
+          apt-get install -y python3-pip git wget unzip libglib2.0-0 libsm6 libxext6 libxrender-dev && \
+          pip install pillow lxml Cython contextlib2 jupyter matplotlib numpy scipy boto3 pycocotools pyyaml google-cloud-storage && \
+          cd /mnt/src/tf/research && \
+          export PYTHONPATH=$PYTHONPATH:`pwd`:`pwd`/slim && \
+          cd /mnt/src/train && \
+          python convert_workflow.py \
+            --extras="{{workflow.parameters.hyperparameters}}" \
+            --model="{{workflow.parameters.cvat-model}}" \
+            --num_classes="{{workflow.parameters.cvat-num-classes}}" \
+            --sys_finetune_checkpoint={{workflow.parameters.cvat-finetune-checkpoint}}
+      command:
+        - sh
+        - -c
+      image: '{{workflow.parameters.tf-image}}'
+      volumeMounts:
+        - mountPath: /mnt/data
+          name: data
+        - mountPath: /mnt/output
+          name: output
+      workingDir: /mnt/src
+    nodeSelector:
+      beta.kubernetes.io/instance-type: '{{workflow.parameters.sys-node-pool}}'
+    sidecars:
+      - name: tensorboard
+        image: tensorflow/tensorflow:2.3.0
+        command: [sh, -c]
+        tty: true
+        args: ["tensorboard --logdir /mnt/output/"]
+        ports:
+          - containerPort: 6006
+            name: tensorboard
+    inputs:
+      artifacts:
+        - name: data
+          path: /mnt/data/datasets/
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-annotation-path}}'
+        - name: models
+          path: /mnt/data/models/
+          optional: true
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-finetune-checkpoint}}'
+        - git:
+            repo: '{{workflow.parameters.source}}'
+            revision: '{{workflow.parameters.revision}}'
+          name: src
+          path: /mnt/src/tf
+        - git:
+            repo: '{{workflow.parameters.trainingsource}}'
+            revision: 'optional-artifacts'
+          name: tsrc
+          path: /mnt/src/train
+    outputs:
+      artifacts:
+        - name: model
+          optional: true
+          path: /mnt/output
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-output-path}}/{{workflow.name}}'
+# Uncomment the lines below if you want to send Slack notifications
+#- container:
+#    args:
+#    - SLACK_USERNAME=Onepanel SLACK_TITLE="{{workflow.name}} {{inputs.parameters.status}}"
+#      SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd
+#      SLACK_MESSAGE=$(cat /tmp/metrics.json)} ./slack-notify
+#    command:
+#    - sh
+#    - -c
+#    image: technosophos/slack-notify
+#  inputs:
+#    artifacts:
+#    - name: metrics
+#      optional: true
+#      path: /tmp/metrics.json
+#    parameters:
+#    - name: status
+#  name: slack-notify-success
+volumeClaimTemplates:
+  - metadata:
+      creationTimestamp: null
+      name: data
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
+  - metadata:
+      creationTimestamp: null
+      name: output
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
--- a/db/yaml/tfod/20201130130433.yaml
+++ b/db/yaml/tfod/20201130130433.yaml
@@ -0,0 +1,221 @@
+entrypoint: main
+arguments:
+  parameters:
+    - name: source
+      value: https://github.com/tensorflow/models.git
+      displayName: Model source code
+      type: hidden
+      visibility: private
+
+    - name: trainingsource
+      value: https://github.com/onepanelio/cvat-training.git
+      type: hidden
+      visibility: private
+
+    - name: revision
+      value: v1.13.0
+      type: hidden
+      visibility: private
+
+    - name: cvat-annotation-path
+      value: annotation-dump/sample_dataset
+      displayName: Dataset path
+      hint: Path to annotated data in default object storage (i.e S3). In CVAT, this parameter will be pre-populated.
+      visibility: private
+
+    - name: cvat-output-path
+      value: workflow-data/output/sample_output
+      hint: Path to store output artifacts in default object storage (i.e s3). In CVAT, this parameter will be pre-populated.
+      displayName: Workflow output path
+      visibility: private
+
+    - name: cvat-model
+      value: frcnn-res50-coco
+      displayName: Model
+      hint: TF Detection API's model to use for training.
+      type: select.select
+      visibility: public
+      options:
+        - name: 'Faster RCNN-ResNet 101-COCO'
+          value: frcnn-res101-coco
+        - name: 'Faster RCNN-ResNet 101-Low Proposal-COCO'
+          value: frcnn-res101-low
+        - name: 'Faster RCNN-ResNet 50-COCO'
+          value: frcnn-res50-coco
+        - name: 'Faster RCNN-NAS-COCO'
+          value: frcnn-nas-coco
+        - name: 'SSD MobileNet V1-COCO'
+          value: ssd-mobilenet-v1-coco2
+        - name: 'SSD MobileNet V2-COCO'
+          value: ssd-mobilenet-v2-coco
+        - name: 'SSDLite MobileNet-COCO'
+          value: ssdlite-mobilenet-coco
+
+    - name: hyperparameters
+      value: |-
+        num-steps=10000
+      displayName: Hyperparameters
+      visibility: public
+      type: textarea.textarea
+      hint: "Please refer to our <a href='https://docs.onepanel.ai/docs/getting-started/use-cases/computervision/annotation/cvat/cvat_annotation_model#arguments-optional' target='_blank'>documentation</a> for more information on parameters. Number of classes will be automatically populated if you had 'sys-num-classes' parameter in a workflow."
+
+    - name: cvat-finetune-checkpoint
+      value: ''
+      hint: Select the last fine-tune checkpoint for this model. It may take up to 5 minutes for a recent checkpoint show here. Leave empty if this is the first time you're training this model.
+      displayName: Checkpoint path
+      visibility: public
+
+    - name: cvat-num-classes
+      value: '81'
+      hint: Number of classes
+      displayName: Number of classes
+      visibility: private
+
+    - name: tf-image
+      value: tensorflow/tensorflow:1.13.1-py3
+      type: select.select
+      displayName: Select TensorFlow image
+      visibility: public
+      hint: Select the GPU image if you are running on a GPU node pool
+      options:
+        - name: 'TensorFlow 1.13.1 CPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-py3'
+        - name: 'TensorFlow 1.13.1 GPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-gpu-py3'
+
+    - displayName: Node pool
+      hint: Name of node pool or group to run this workflow task
+      type: select.select
+      name: sys-node-pool
+      value: Standard_D4s_v3
+      visibility: public
+      required: true
+      options:
+        - name: 'CPU: 2, RAM: 8GB'
+          value: Standard_D2s_v3
+        - name: 'CPU: 4, RAM: 16GB'
+          value: Standard_D4s_v3
+        - name: 'GPU: 1xK80, CPU: 6, RAM: 56GB'
+          value: Standard_NC6
+    - name: dump-format
+      value: cvat_tfrecord
+      visibility: public
+templates:
+  - name: main
+    dag:
+      tasks:
+        - name: train-model
+          template: tensorflow
+    # Uncomment the lines below if you want to send Slack notifications
+    #    - arguments:
+    #        artifacts:
+    #        - from: '{{tasks.train-model.outputs.artifacts.sys-metrics}}'
+    #          name: metrics
+    #        parameters:
+    #        - name: status
+    #          value: '{{tasks.train-model.status}}'
+    #      dependencies:
+    #      - train-model
+    #      name: notify-in-slack
+    #      template: slack-notify-success
+  - name: tensorflow
+    container:
+      args:
+        - |
+          apt-get update && \
+          apt-get install -y python3-pip git wget unzip libglib2.0-0 libsm6 libxext6 libxrender-dev && \
+          pip install pillow lxml Cython contextlib2 jupyter matplotlib numpy scipy boto3 pycocotools pyyaml google-cloud-storage && \
+          cd /mnt/src/tf/research && \
+          export PYTHONPATH=$PYTHONPATH:`pwd`:`pwd`/slim && \
+          cd /mnt/src/train && \
+          python convert_workflow.py \
+            --extras="{{workflow.parameters.hyperparameters}}" \
+            --model="{{workflow.parameters.cvat-model}}" \
+            --num_classes="{{workflow.parameters.cvat-num-classes}}" \
+            --sys_finetune_checkpoint={{workflow.parameters.cvat-finetune-checkpoint}}
+      command:
+        - sh
+        - -c
+      image: '{{workflow.parameters.tf-image}}'
+      volumeMounts:
+        - mountPath: /mnt/data
+          name: data
+        - mountPath: /mnt/output
+          name: output
+      workingDir: /mnt/src
+    nodeSelector:
+      beta.kubernetes.io/instance-type: '{{workflow.parameters.sys-node-pool}}'
+    sidecars:
+      - name: tensorboard
+        image: tensorflow/tensorflow:2.3.0
+        command: [sh, -c]
+        tty: true
+        args: ["tensorboard --logdir /mnt/output/"]
+        ports:
+          - containerPort: 6006
+            name: tensorboard
+    inputs:
+      artifacts:
+        - name: data
+          path: /mnt/data/datasets/
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-annotation-path}}'
+        - name: models
+          path: /mnt/data/models/
+          optional: true
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.parameters.cvat-finetune-checkpoint}}'
+        - git:
+            repo: '{{workflow.parameters.source}}'
+            revision: '{{workflow.parameters.revision}}'
+          name: src
+          path: /mnt/src/tf
+        - git:
+            repo: '{{workflow.parameters.trainingsource}}'
+            revision: 'optional-artifacts'
+          name: tsrc
+          path: /mnt/src/train
+    outputs:
+      artifacts:
+        - name: model
+          optional: true
+          path: /mnt/output
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-output-path}}/{{workflow.name}}'
+# Uncomment the lines below if you want to send Slack notifications
+#- container:
+#    args:
+#    - SLACK_USERNAME=Onepanel SLACK_TITLE="{{workflow.name}} {{inputs.parameters.status}}"
+#      SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd
+#      SLACK_MESSAGE=$(cat /tmp/metrics.json)} ./slack-notify
+#    command:
+#    - sh
+#    - -c
+#    image: technosophos/slack-notify
+#  inputs:
+#    artifacts:
+#    - name: metrics
+#      optional: true
+#      path: /tmp/metrics.json
+#    parameters:
+#    - name: status
+#  name: slack-notify-success
+volumeClaimTemplates:
+  - metadata:
+      creationTimestamp: null
+      name: data
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
+  - metadata:
+      creationTimestamp: null
+      name: output
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
--- a/db/yaml/tfod/20201208155115.yaml
+++ b/db/yaml/tfod/20201208155115.yaml
@@ -0,0 +1,223 @@
+entrypoint: main
+arguments:
+  parameters:
+    - name: source
+      value: https://github.com/tensorflow/models.git
+      displayName: Model source code
+      type: hidden
+      visibility: private
+
+    - name: trainingsource
+      value: https://github.com/onepanelio/cvat-training.git
+      type: hidden
+      visibility: private
+
+    - name: revision
+      value: v1.13.0
+      type: hidden
+      visibility: private
+
+    - name: cvat-annotation-path
+      value: annotation-dump/sample_dataset
+      displayName: Dataset path
+      hint: Path to annotated data in default object storage (i.e S3). In CVAT, this parameter will be pre-populated.
+      visibility: private
+
+    - name: cvat-output-path
+      value: workflow-data/output/sample_output
+      hint: Path to store output artifacts in default object storage (i.e s3). In CVAT, this parameter will be pre-populated.
+      displayName: Workflow output path
+      visibility: private
+
+    - name: cvat-model
+      value: frcnn-res50-coco
+      displayName: Model
+      hint: TF Detection API's model to use for training.
+      type: select.select
+      visibility: public
+      options:
+        - name: 'Faster RCNN-ResNet 101-COCO'
+          value: frcnn-res101-coco
+        - name: 'Faster RCNN-ResNet 101-Low Proposal-COCO'
+          value: frcnn-res101-low
+        - name: 'Faster RCNN-ResNet 50-COCO'
+          value: frcnn-res50-coco
+        - name: 'Faster RCNN-NAS-COCO'
+          value: frcnn-nas-coco
+        - name: 'SSD MobileNet V1-COCO'
+          value: ssd-mobilenet-v1-coco2
+        - name: 'SSD MobileNet V2-COCO'
+          value: ssd-mobilenet-v2-coco
+        - name: 'SSDLite MobileNet-COCO'
+          value: ssdlite-mobilenet-coco
+
+    - name: hyperparameters
+      value: |-
+        num-steps=10000
+      displayName: Hyperparameters
+      visibility: public
+      type: textarea.textarea
+      hint: "Please refer to our <a href='https://docs.onepanel.ai/docs/getting-started/use-cases/computervision/annotation/cvat/cvat_annotation_model#arguments-optional' target='_blank'>documentation</a> for more information on parameters. Number of classes will be automatically populated if you had 'sys-num-classes' parameter in a workflow."
+
+    - name: cvat-finetune-checkpoint
+      value: ''
+      hint: Select the last fine-tune checkpoint for this model. It may take up to 5 minutes for a recent checkpoint show here. Leave empty if this is the first time you're training this model.
+      displayName: Checkpoint path
+      visibility: public
+
+    - name: cvat-num-classes
+      value: '81'
+      hint: Number of classes
+      displayName: Number of classes
+      visibility: private
+
+    - name: tf-image
+      value: tensorflow/tensorflow:1.13.1-py3
+      type: select.select
+      displayName: Select TensorFlow image
+      visibility: public
+      hint: Select the GPU image if you are running on a GPU node pool
+      options:
+        - name: 'TensorFlow 1.13.1 CPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-py3'
+        - name: 'TensorFlow 1.13.1 GPU Image'
+          value: 'tensorflow/tensorflow:1.13.1-gpu-py3'
+
+    - displayName: Node pool
+      hint: Name of node pool or group to run this workflow task
+      type: select.select
+      name: sys-node-pool
+      value: Standard_D4s_v3
+      visibility: public
+      required: true
+      options:
+        - name: 'CPU: 2, RAM: 8GB'
+          value: Standard_D2s_v3
+        - name: 'CPU: 4, RAM: 16GB'
+          value: Standard_D4s_v3
+        - name: 'GPU: 1xK80, CPU: 6, RAM: 56GB'
+          value: Standard_NC6
+    - name: dump-format
+      value: cvat_tfrecord
+      visibility: public
+templates:
+  - name: main
+    dag:
+      tasks:
+        - name: train-model
+          template: tensorflow
+    # Uncomment the lines below if you want to send Slack notifications
+    #    - arguments:
+    #        artifacts:
+    #        - from: '{{tasks.train-model.outputs.artifacts.sys-metrics}}'
+    #          name: metrics
+    #        parameters:
+    #        - name: status
+    #          value: '{{tasks.train-model.status}}'
+    #      dependencies:
+    #      - train-model
+    #      name: notify-in-slack
+    #      template: slack-notify-success
+  - name: tensorflow
+    container:
+      args:
+        - |
+          apt-get update && \
+          apt-get install -y python3-pip git wget unzip libglib2.0-0 libsm6 libxext6 libxrender-dev && \
+          pip install pillow lxml Cython contextlib2 jupyter matplotlib numpy scipy boto3 pycocotools pyyaml google-cloud-storage && \
+          cd /mnt/src/tf/research && \
+          export PYTHONPATH=$PYTHONPATH:`pwd`:`pwd`/slim && \
+          cd /mnt/src/train && \
+          python convert_workflow.py \
+            --extras="{{workflow.parameters.hyperparameters}}" \
+            --model="{{workflow.parameters.cvat-model}}" \
+            --num_classes="{{workflow.parameters.cvat-num-classes}}" \
+            --sys_finetune_checkpoint={{workflow.parameters.cvat-finetune-checkpoint}}
+      command:
+        - sh
+        - -c
+      image: '{{workflow.parameters.tf-image}}'
+      volumeMounts:
+        - mountPath: /mnt/data
+          name: data
+        - mountPath: /mnt/output
+          name: output
+      workingDir: /mnt/src
+    nodeSelector:
+      beta.kubernetes.io/instance-type: '{{workflow.parameters.sys-node-pool}}'
+    sidecars:
+      - name: tensorboard
+        image: tensorflow/tensorflow:2.3.0
+        command: [sh, -c]
+        env:
+          - name: ONEPANEL_INTERACTIVE_SIDECAR
+            value: 'true'
+        args: ["tensorboard --logdir /mnt/output/"]
+        ports:
+          - containerPort: 6006
+            name: tensorboard
+    inputs:
+      artifacts:
+        - name: data
+          path: /mnt/data/datasets/
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-annotation-path}}'
+        - name: models
+          path: /mnt/data/models/
+          optional: true
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.parameters.cvat-finetune-checkpoint}}'
+        - git:
+            repo: '{{workflow.parameters.source}}'
+            revision: '{{workflow.parameters.revision}}'
+          name: src
+          path: /mnt/src/tf
+        - git:
+            repo: '{{workflow.parameters.trainingsource}}'
+            revision: 'optional-artifacts'
+          name: tsrc
+          path: /mnt/src/train
+    outputs:
+      artifacts:
+        - name: model
+          optional: true
+          path: /mnt/output
+          {{.ArtifactRepositoryType}}:
+            key: '{{workflow.namespace}}/{{workflow.parameters.cvat-output-path}}/{{workflow.name}}'
+# Uncomment the lines below if you want to send Slack notifications
+#- container:
+#    args:
+#    - SLACK_USERNAME=Onepanel SLACK_TITLE="{{workflow.name}} {{inputs.parameters.status}}"
+#      SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd
+#      SLACK_MESSAGE=$(cat /tmp/metrics.json)} ./slack-notify
+#    command:
+#    - sh
+#    - -c
+#    image: technosophos/slack-notify
+#  inputs:
+#    artifacts:
+#    - name: metrics
+#      optional: true
+#      path: /tmp/metrics.json
+#    parameters:
+#    - name: status
+#  name: slack-notify-success
+volumeClaimTemplates:
+  - metadata:
+      creationTimestamp: null
+      name: data
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
+  - metadata:
+      creationTimestamp: null
+      name: output
+    spec:
+      accessModes:
+        - ReadWriteOnce
+      resources:
+        requests:
+          storage: 200Gi
--- a/db/yaml/vscode/vscode_20200929144301.yaml
+++ b/db/yaml/vscode/vscode_20200929144301.yaml
@@ -0,0 +1,41 @@
+# Docker containers that are part of the Workspace
+containers:
+  - name: vscode
+    image: onepanel/vscode:1.0.0
+    command: ["/bin/bash", "-c", "pip install onepanel-sdk && /usr/bin/entrypoint.sh --bind-addr 0.0.0.0:8080 --auth none ."]
+    ports:
+      - containerPort: 8080
+        name: vscode
+    volumeMounts:
+      - name: data
+        mountPath: /data
+ports:
+  - name: vscode
+    port: 8080
+    protocol: TCP
+    targetPort: 8080
+routes:
+  - match:
+      - uri:
+          prefix: / #vscode runs at the default route
+    route:
+      - destination:
+          port:
+            number: 8080
+# DAG Workflow to be executed once a Workspace action completes (optional)
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  -  name: slack-notify
+#     container:
+#       image: technosophos/slack-notify
+#       args:
+#       - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#       command:
+#       - sh
+#       - -c
--- a/db/yaml/vscode/vscode_20201028145443.yaml
+++ b/db/yaml/vscode/vscode_20201028145443.yaml
@@ -0,0 +1,60 @@
+# Docker containers that are part of the Workspace
+containers:
+  - name: vscode
+    image: onepanel/vscode:1.0.0
+    command: ["/bin/bash", "-c", "pip install onepanel-sdk && /usr/bin/entrypoint.sh --bind-addr 0.0.0.0:8080 --auth none ."]
+    ports:
+      - containerPort: 8080
+        name: vscode
+    volumeMounts:
+      - name: data
+        mountPath: /data
+    lifecycle:
+      postStart:
+        exec:
+          command:
+            - /bin/sh
+            - -c
+            - >
+              condayml="/data/.environment.yml";
+              vscodetxt="/data/.vscode-extensions.txt";
+              if [ -f "$condayml" ]; then conda env update -f $condayml; fi;
+              if [ -f "$vscodetxt" ]; then cat $vscodetxt | xargs -n 1 code-server --install-extension; fi;
+      preStop:
+        exec:
+          command:
+            - /bin/sh
+            - -c
+            - >
+              conda env export > /data/.environment.yml -n base;
+              code-server --list-extensions | tail -n +2 > /data/.vscode-extensions.txt;
+ports:
+  - name: vscode
+    port: 8080
+    protocol: TCP
+    targetPort: 8080
+routes:
+  - match:
+      - uri:
+          prefix: / #vscode runs at the default route
+    route:
+      - destination:
+          port:
+            number: 8080
+# DAG Workflow to be executed once a Workspace action completes (optional)
+#postExecutionWorkflow:
+#  entrypoint: main
+#  templates:
+#  - name: main
+#    dag:
+#       tasks:
+#       - name: slack-notify
+#         template: slack-notify
+#  -  name: slack-notify
+#     container:
+#       image: technosophos/slack-notify
+#       args:
+#       - SLACK_USERNAME=onepanel SLACK_TITLE="Your workspace is ready" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE="Your workspace is now running" ./slack-notify
+#       command:
+#       - sh
+#       - -c
--- a/design-docs/Persist
+++ b/design-docs/Persist
@@ -0,0 +1,46 @@
+# Background
+A user may install pip packages, conda packages, jupyterlab extensions,
+or vscode extensions.
+
+To improve the user experience, we should save these packages
+when the user pauses and resumes the workspace.
+- And when the user changes the workspace machine.
+
+To achieve this end, we’re using lifecycle hooks for containers, via Kubernetes.
+
+We’ll add these hooks to workspace templates, to VSCode and JupyterLab.
+
+Note: We're not supporting CVAT Workspace persistence.
+- User does not have access to the terminal through the UI.
+
+# Problem(s)
+Originally, we attempted to tar up the packages of conda, vscode, and jupyter.
+This worked, but ate non-trivial amount of space. Roughly ~2 GB with a clean workspace,
+using our dockerfile image.
+- So we'd need to warn the user to have enough space for their volume mounts
+- We'd also have to warn the user that if there is not enough space, the packages
+may not persist.
+
+The other problem was we needed to extend the terminationGracePeriodSeconds of the
+pod.
+- K8s sets 30 seconds by default
+
+We use the preStop hook to do the back-up.
+- This operation runs for 2-3 minutes on a clean workspace image
+- For a user with more packages, it would take longer.
+- k8s will grant a 2 second increase once, if preStop is not done.
+
+Otherwise, k8s kills the preStop hook and the container.
+
+We thought about exposing the terminationGracePeriodSeconds to the user,
+allow them to change this value as needed.
+
+And lastly, k8s will wait the entire grace period.
+- Even if the preStop hook finishes early, k8s will wait to kill the container.
+- In testing, k8s waited 20 minutes before terminating the container
+
+So we decided to export the list of installed packages, as a text file.
+- Then, we re-install on workspace start-up with postStart hook.
+
+# References
+- https://github.com/onepanelio/core/issues/623
--- a/go.mod
+++ b/go.mod
@@ -3,21 +3,23 @@ module github.com/onepanelio/core
 go 1.14

 require (
-	github.com/Azure/go-autorest v14.0.0+incompatible // indirect
 	cloud.google.com/go/storage v1.6.0
+	github.com/Azure/go-autorest v14.0.0+incompatible // indirect
 	github.com/Azure/go-autorest/autorest/adal v0.8.2 // indirect
 	github.com/Masterminds/squirrel v1.1.0
-	github.com/argoproj/argo v0.0.0-20200331233432-4d1175eb68f6
-	github.com/argoproj/pkg v0.0.0-20200318225345-d3be5f29b1a8
+	github.com/argoproj/argo v0.0.0-20201001162359-6f738db0733d
+	github.com/argoproj/pkg v0.1.0
 	github.com/asaskevich/govalidator v0.0.0-20200428143746-21a406dcc535
+	github.com/dgrijalva/jwt-go v3.2.0+incompatible
 	github.com/elazarl/goproxy v0.0.0-20191011121108-aa519ddbe484 // indirect
 	github.com/evanphx/json-patch v4.5.0+incompatible // indirect
 	github.com/ghodss/yaml v1.0.0
 	github.com/go-sql-driver/mysql v1.5.0 // indirect
-	github.com/golang/protobuf v1.4.1
+	github.com/golang/protobuf v1.4.2
+	github.com/google/uuid v1.1.1
 	github.com/gorilla/handlers v1.4.2
 	github.com/grpc-ecosystem/go-grpc-middleware v1.2.0
-	github.com/grpc-ecosystem/grpc-gateway v1.14.4
+	github.com/grpc-ecosystem/grpc-gateway v1.14.6
 	github.com/hashicorp/go-uuid v1.0.2 // indirect
 	github.com/hashicorp/golang-lru v0.5.4 // indirect
 	github.com/jmoiron/sqlx v1.2.0
@@ -26,21 +28,27 @@ require (
 	github.com/minio/minio-go/v6 v6.0.45
 	github.com/pkg/errors v0.9.1
 	github.com/pressly/goose v2.6.0+incompatible
-	github.com/sirupsen/logrus v1.4.2
-	github.com/spf13/cobra v0.0.5 // indirect
-	github.com/stretchr/testify v1.4.0
+	github.com/sirupsen/logrus v1.6.0
+	github.com/stretchr/testify v1.6.1
 	github.com/tmc/grpc-websocket-proxy v0.0.0-20200122045848-3419fae592fc
-	golang.org/x/net v0.0.0-20200301022130-244492dfa37a
+	golang.org/x/net v0.0.0-20200602114024-627f9648deb9
 	golang.org/x/oauth2 v0.0.0-20200107190931-bf48bf16ab8d
 	google.golang.org/api v0.20.0
-	google.golang.org/genproto v0.0.0-20200430143042-b979b6f78d84
-	google.golang.org/grpc v1.28.0
-	google.golang.org/protobuf v1.22.0
+	google.golang.org/genproto v0.0.0-20200526211855-cb27e3aa2013
+	google.golang.org/grpc v1.29.1
+	google.golang.org/protobuf v1.23.1-0.20200526195155-81db48ad09cc
 	gopkg.in/yaml.v2 v2.2.8
 	gopkg.in/yaml.v3 v3.0.0-20200615113413-eeeca48fe776
 	istio.io/api v0.0.0-20200107183329-ed4b507c54e1
-	k8s.io/api v0.16.4
-	k8s.io/apimachinery v0.16.7-beta.0
-	k8s.io/client-go v0.16.4
+	k8s.io/api v0.18.2
+	k8s.io/apimachinery v0.18.2
+	k8s.io/client-go v0.18.2
+	sigs.k8s.io/structured-merge-diff v0.0.0-20190525122527-15d366b2352e // indirect
 	sigs.k8s.io/yaml v1.2.0
-)
+)
+
+replace (
+	k8s.io/api => k8s.io/api v0.17.8
+	k8s.io/apimachinery => k8s.io/apimachinery v0.17.8
+	k8s.io/client-go => k8s.io/client-go v0.17.8
+)
--- a/go.sum
+++ b/go.sum
@@ -1,3 +1,4 @@
+bou.ke/staticfiles v0.0.0-20190225145250-827d7f6389cd/go.mod h1:JpKWzdMX3ZBe8DYU+jWnZyYT4tJR9pMee/kPGvap41o=
 cloud.google.com/go v0.26.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
 cloud.google.com/go v0.34.0/go.mod h1:aQUYkXzVsufM+DwF1aE+0xfcU+56JwCaLick0ClmMTw=
 cloud.google.com/go v0.38.0/go.mod h1:990N+gfupTy94rShfmMCWGDn0LpTmnzTp2qbd1dvSRU=
@@ -26,6 +27,7 @@ cloud.google.com/go/storage v1.5.0/go.mod h1:tpKbwo567HUNpVclU5sGELwQWBDZ8gh0Zeo
 cloud.google.com/go/storage v1.6.0 h1:UDpwYIwla4jHGzZJaEJYx1tOejbgSoNqsAfHAUYe2r8=
 cloud.google.com/go/storage v1.6.0/go.mod h1:N7U0C8pVQ/+NIKOBQyamJIeKQKkZ+mxpohlUTyfDhBk=
 dmitri.shuralyov.com/gpu/mtl v0.0.0-20190408044501-666a987793e9/go.mod h1:H6x//7gZCb22OMCxBHrMx7a5I7Hp++hsVxbQ4BYO7hU=
+github.com/Azure/go-ansiterm v0.0.0-20170929234023-d6e3b3328b78/go.mod h1:LmzpDX56iTiv29bbRTIsUNlaFfuhWRQBWjQdVyAevI8=
 github.com/Azure/go-autorest v11.1.2+incompatible h1:viZ3tV5l4gE2Sw0xrasFHytCGtzYCrT+um/rrSQ1BfA=
 github.com/Azure/go-autorest v11.1.2+incompatible/go.mod h1:r+4oMnoxhatjLLJ6zxSWATqVooLgysK6ZNox3g/xq24=
 github.com/Azure/go-autorest v14.0.0+incompatible h1:r/ug62X9o8vikt53/nkAPmFmzfSrCCAplPH7wa+mK0U=
@@ -49,16 +51,20 @@ github.com/Azure/go-autorest/tracing v0.5.0/go.mod h1:r/s2XiOKccPW3HrqB+W0TQzfbt
 github.com/BurntSushi/toml v0.3.1 h1:WXkYYl6Yr3qBf1K79EBnL4mak0OimBfB0XUf9Vl28OQ=
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@@ -170,6 +302,7 @@ github.com/gogo/protobuf v1.3.1/go.mod h1:SlYgWuQ5SjCEi6WLHjHCa1yvBfUnHcTbrrZtXP
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@@ -210,6 +346,8 @@ github.com/google/gofuzz v0.0.0-20161122191042-44d81051d367/go.mod h1:HP5RmnzzSN
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@@ -221,10 +359,14 @@ github.com/google/renameio v0.1.0/go.mod h1:KWCgfxg9yswjAJkECMjeO8J8rahYeXnNhOm4
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@@ -235,15 +377,28 @@ github.com/gopherjs/gopherjs v0.0.0-20181017120253-0766667cb4d1 h1:EGx4pi6eqNxGa
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@@ -260,6 +415,7 @@ github.com/ianlancetaylor/demangle v0.0.0-20181102032728-5e5cf60278f6/go.mod h1:
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@@ -453,18 +717,28 @@ golang.org/x/crypto v0.0.0-20181203042331-505ab145d0a9/go.mod h1:6SG95UA2DQfeDnf
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@@ -498,10 +772,14 @@ golang.org/x/net v0.0.0-20170114055629-f2499483f923/go.mod h1:mL1N/T3taQHkDXs73r
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@@ -511,6 +789,8 @@ golang.org/x/net v0.0.0-20190613194153-d28f0bde5980/go.mod h1:z5CRVTTTmAJ677TzLL
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@@ -521,6 +801,8 @@ golang.org/x/net v0.0.0-20200222125558-5a598a2470a0/go.mod h1:z5CRVTTTmAJ677TzLL
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@@ -532,6 +814,7 @@ golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJ
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@@ -540,6 +823,7 @@ golang.org/x/sys v0.0.0-20170830134202-bb24a47a89ea/go.mod h1:STP8DvDyc/dI5b8T5h
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@@ -547,16 +831,25 @@ golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5h
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@@ -565,8 +858,11 @@ golang.org/x/sys v0.0.0-20200122134326-e047566fdf82/go.mod h1:h1NjWce9XRLGQEsW7w
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@@ -575,6 +871,7 @@ golang.org/x/text v0.3.1-0.20181227161524-e6919f6577db/go.mod h1:bEr9sfX3Q8Zfm5f
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@@ -615,13 +920,18 @@ golang.org/x/tools v0.0.0-20200204074204-1cc6d1ef6c74/go.mod h1:TB2adYChydJhpapK
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@@ -660,8 +970,12 @@ google.golang.org/genproto v0.0.0-20200224152610-e50cd9704f63/go.mod h1:55QSHmfG
 google.golang.org/genproto v0.0.0-20200317114155-1f3552e48f24/go.mod h1:55QSHmfGQM9UVYDPBsyGGes0y52j32PQ3BqQfXhyH3c=
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@@ -672,6 +986,8 @@ google.golang.org/grpc v1.27.0/go.mod h1:qbnxyOmOxrQa7FizSgH+ReBfzJrCY1pSN7KXBS8
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 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
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@@ -680,21 +996,30 @@ google.golang.org/protobuf v1.21.0 h1:qdOKuR/EIArgaWNjetjgTzgVTAZ+S/WXVrq9HW9zim
 google.golang.org/protobuf v1.21.0/go.mod h1:47Nbq4nVaFHyn7ilMalzfO3qCViNmqZ2kzikPIcrTAo=
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@@ -706,12 +1031,18 @@ gopkg.in/jcmturner/gokrb5.v5 v5.3.0/go.mod h1:oQz8Wc5GsctOTgCVyKad1Vw4TCWz5G6gfI
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@@ -719,8 +1050,11 @@ gopkg.in/yaml.v2 v2.2.4/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
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@@ -736,15 +1070,34 @@ k8s.io/api v0.0.0-20191004120003-3a12735a829a/go.mod h1:ceHJE/vDjU8jKnRV6Vqn/+vy
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+k8s.io/apiserver v0.18.2/go.mod h1:Xbh066NqrZO8cbsoenCwyDJ1OSi8Ag8I2lezeHxzwzw=
 k8s.io/client-go v0.0.0-20191225075139-73fd2ddc9180/go.mod h1:ksVkYlACXo9hR9AV+cYyCkuWL1xnWcGtAFxsfqMcozg=
 k8s.io/client-go v0.16.4 h1:sf+FEZXYhJNjpTZapQDLvvN+0kBeUTxCYxlXcVdhv2E=
 k8s.io/client-go v0.16.4/go.mod h1:ZgxhFDxSnoKY0J0U2/Y1C8obKDdlhGPZwA7oHH863Ok=
+k8s.io/client-go v0.17.8 h1:cuZSfjqVrNjoZ3wViQHljFPyWMOcgxUjjmQs5Rifbxk=
+k8s.io/client-go v0.17.8/go.mod h1:SJsDS64AAtt9VZyeaQMb4Ck5etCitZ/FwajWdzua5eY=
+k8s.io/client-go v0.18.2 h1:aLB0iaD4nmwh7arT2wIn+lMnAq7OswjaejkQ8p9bBYE=
+k8s.io/client-go v0.18.2/go.mod h1:Xcm5wVGXX9HAA2JJ2sSBUn3tCJ+4SVlCbl2MNNv+CIU=
+k8s.io/code-generator v0.17.5/go.mod h1:qdiSCSTKtS+3WtPelj2h57fylSQcPUlhMVm+TD9Dvqc=
+k8s.io/code-generator v0.18.2/go.mod h1:+UHX5rSbxmR8kzS+FAv7um6dtYrZokQvjHpDSYRVkTc=
+k8s.io/component-base v0.18.2/go.mod h1:kqLlMuhJNHQ9lz8Z7V5bxUUtjFZnrypArGl58gmDfUM=
 k8s.io/gengo v0.0.0-20190128074634-0689ccc1d7d6/go.mod h1:ezvh/TsK7cY6rbqRK0oQQ8IAqLxYwwyPxAX1Pzy0ii0=
+k8s.io/gengo v0.0.0-20190822140433-26a664648505/go.mod h1:ezvh/TsK7cY6rbqRK0oQQ8IAqLxYwwyPxAX1Pzy0ii0=
+k8s.io/gengo v0.0.0-20200114144118-36b2048a9120/go.mod h1:ezvh/TsK7cY6rbqRK0oQQ8IAqLxYwwyPxAX1Pzy0ii0=
 k8s.io/klog v0.0.0-20181102134211-b9b56d5dfc92/go.mod h1:Gq+BEi5rUBO/HRz0bTSXDUcqjScdoY3a9IHpCEIOOfk=
 k8s.io/klog v0.3.0/go.mod h1:Gq+BEi5rUBO/HRz0bTSXDUcqjScdoY3a9IHpCEIOOfk=
 k8s.io/klog v0.3.1/go.mod h1:Gq+BEi5rUBO/HRz0bTSXDUcqjScdoY3a9IHpCEIOOfk=
@@ -755,15 +1108,37 @@ k8s.io/kube-openapi v0.0.0-20190228160746-b3a7cee44a30/go.mod h1:BXM9ceUBTj2QnfH
 k8s.io/kube-openapi v0.0.0-20190816220812-743ec37842bf/go.mod h1:1TqjTSzOxsLGIKfj0lK8EeCP7K1iUG65v09OM0/WG5E=
 k8s.io/kube-openapi v0.0.0-20191107075043-30be4d16710a h1:UcxjrRMyNx/i/y8G7kPvLyy7rfbeuf1PYyBf973pgyU=
 k8s.io/kube-openapi v0.0.0-20191107075043-30be4d16710a/go.mod h1:1TqjTSzOxsLGIKfj0lK8EeCP7K1iUG65v09OM0/WG5E=
+k8s.io/kube-openapi v0.0.0-20200121204235-bf4fb3bd569c/go.mod h1:GRQhZsXIAJ1xR0C9bd8UpWHZ5plfAS9fzPjJuQ6JL3E=
+k8s.io/kube-openapi v0.0.0-20200316234421-82d701f24f9d/go.mod h1:F+5wygcW0wmRTnM3cOgIqGivxkwSWIWT5YdsDbeAOaU=
+k8s.io/kube-openapi v0.0.0-20200410145947-bcb3869e6f29 h1:NeQXVJ2XFSkRoPzRo8AId01ZER+j8oV4SZADT4iBOXQ=
+k8s.io/kube-openapi v0.0.0-20200410145947-bcb3869e6f29/go.mod h1:F+5wygcW0wmRTnM3cOgIqGivxkwSWIWT5YdsDbeAOaU=
 k8s.io/utils v0.0.0-20190221042446-c2654d5206da/go.mod h1:8k8uAuAQ0rXslZKaEWd0c3oVhZz7sSzSiPnVZayjIX0=
 k8s.io/utils v0.0.0-20190801114015-581e00157fb1/go.mod h1:sZAwmy6armz5eXlNoLmJcl4F1QuKu7sr+mFQ0byX7Ew=
+k8s.io/utils v0.0.0-20191114184206-e782cd3c129f/go.mod h1:sZAwmy6armz5eXlNoLmJcl4F1QuKu7sr+mFQ0byX7Ew=
 k8s.io/utils v0.0.0-20191218082557-f07c713de883 h1:TA8t8OLS8m3/0dtTckekO0pCQ7qMnD19fsZTQEgCSKQ=
 k8s.io/utils v0.0.0-20191218082557-f07c713de883/go.mod h1:sZAwmy6armz5eXlNoLmJcl4F1QuKu7sr+mFQ0byX7Ew=
+k8s.io/utils v0.0.0-20200324210504-a9aa75ae1b89/go.mod h1:sZAwmy6armz5eXlNoLmJcl4F1QuKu7sr+mFQ0byX7Ew=
+k8s.io/utils v0.0.0-20200327001022-6496210b90e8 h1:6JFbaLjRyBz8K2Jvt+pcT+N3vvwMZfg8MfVENwe9aag=
+k8s.io/utils v0.0.0-20200327001022-6496210b90e8/go.mod h1:sZAwmy6armz5eXlNoLmJcl4F1QuKu7sr+mFQ0byX7Ew=
+modernc.org/cc v1.0.0/go.mod h1:1Sk4//wdnYJiUIxnW8ddKpaOJCF37yAdqYnkxUpaYxw=
+modernc.org/golex v1.0.0/go.mod h1:b/QX9oBD/LhixY6NDh+IdGv17hgB+51fET1i2kPSmvk=
+modernc.org/mathutil v1.0.0/go.mod h1:wU0vUrJsVWBZ4P6e7xtFJEhFSNsfRLJ8H458uRjg03k=
+modernc.org/strutil v1.0.0/go.mod h1:lstksw84oURvj9y3tn8lGvRxyRC1S2+g5uuIzNfIOBs=
+modernc.org/xc v1.0.0/go.mod h1:mRNCo0bvLjGhHO9WsyuKVU4q0ceiDDDoEeWDJHrNx8I=
+moul.io/http2curl v1.0.1-0.20190925090545-5cd742060b0e/go.mod h1:nejbQVfXh96n9dSF6cH3Jsk/QI1Z2oEL7sSI2ifXFNA=
 rsc.io/binaryregexp v0.2.0/go.mod h1:qTv7/COck+e2FymRvadv62gMdZztPaShugOCi3I+8D8=
 rsc.io/quote/v3 v3.1.0/go.mod h1:yEA65RcK8LyAZtP9Kv3t0HmxON59tX3rD+tICJqUlj0=
 rsc.io/sampler v1.3.0/go.mod h1:T1hPZKmBbMNahiBKFy5HrXp6adAjACjK9JXDnKaTXpA=
+sigs.k8s.io/apiserver-network-proxy/konnectivity-client v0.0.7/go.mod h1:PHgbrJT7lCHcxMU+mDHEm+nx46H4zuuHZkDP6icnhu0=
+sigs.k8s.io/controller-tools v0.3.0/go.mod h1:enhtKGfxZD1GFEoMgP8Fdbu+uKQ/cq1/WGJhdVChfvI=
+sigs.k8s.io/structured-merge-diff v0.0.0-20190525122527-15d366b2352e h1:4Z09Hglb792X0kfOBBJUPFEyvVfQWrYT/l8h5EKA6JQ=
 sigs.k8s.io/structured-merge-diff v0.0.0-20190525122527-15d366b2352e/go.mod h1:wWxsB5ozmmv/SG7nM11ayaAW51xMvak/t1r0CSlcokI=
+sigs.k8s.io/structured-merge-diff/v2 v2.0.1/go.mod h1:Wb7vfKAodbKgf6tn1Kl0VvGj7mRH6DGaRcixXEJXTsE=
+sigs.k8s.io/structured-merge-diff/v3 v3.0.0-20200116222232-67a7b8c61874/go.mod h1:PlARxl6Hbt/+BC80dRLi1qAmnMqwqDg62YvvVkZjemw=
+sigs.k8s.io/structured-merge-diff/v3 v3.0.0 h1:dOmIZBMfhcHS09XZkMyUgkq5trg3/jRyJYFZUiaOp8E=
+sigs.k8s.io/structured-merge-diff/v3 v3.0.0/go.mod h1:PlARxl6Hbt/+BC80dRLi1qAmnMqwqDg62YvvVkZjemw=
 sigs.k8s.io/yaml v1.1.0/go.mod h1:UJmg0vDUVViEyp3mgSv9WPwZCDxu4rQW1olrI1uml+o=
 sigs.k8s.io/yaml v1.2.0 h1:kr/MCeFWJWTwyaHoR9c8EjH9OumOmoF9YGiZd7lFm/Q=
 sigs.k8s.io/yaml v1.2.0/go.mod h1:yfXDCHCao9+ENCvLSE62v9VSji2MKu5jeNfTrofGhJc=
+upper.io/db.v3 v3.6.3+incompatible h1:SJLWd7H56Vwm4rYa+cHAQDYWcvvOt1C/5PD/IIBZPW8=
 upper.io/db.v3 v3.6.3+incompatible/go.mod h1:FgTdD24eBjJAbPKsQSiHUNgXjOR4Lub3u1UMHSIh82Y=
--- a/img/onepanel.gif
+++ b/img/onepanel.gif
--- a/main.go
+++ b/main.go
@@ -4,20 +4,6 @@ import (
 	"context"
 	"flag"
 	"fmt"
-	"google.golang.org/grpc/codes"
-	"google.golang.org/grpc/status"
-	corev1 "k8s.io/api/core/v1"
-	apiv1 "k8s.io/apimachinery/pkg/apis/meta/v1"
-	"k8s.io/apimachinery/pkg/fields"
-	k8runtime "k8s.io/apimachinery/pkg/runtime"
-	"k8s.io/apimachinery/pkg/watch"
-	"k8s.io/client-go/tools/cache"
-	"math"
-	"net"
-	"net/http"
-	"path/filepath"
-	"strings"
-
 	"github.com/gorilla/handlers"
 	grpc_middleware "github.com/grpc-ecosystem/go-grpc-middleware"
 	grpc_logrus "github.com/grpc-ecosystem/go-grpc-middleware/logging/logrus"
@@ -34,6 +20,19 @@ import (
 	log "github.com/sirupsen/logrus"
 	"github.com/tmc/grpc-websocket-proxy/wsproxy"
 	"google.golang.org/grpc"
+	"google.golang.org/grpc/codes"
+	"google.golang.org/grpc/status"
+	corev1 "k8s.io/api/core/v1"
+	apiv1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/apimachinery/pkg/fields"
+	k8runtime "k8s.io/apimachinery/pkg/runtime"
+	"k8s.io/apimachinery/pkg/watch"
+	"k8s.io/client-go/tools/cache"
+	"math"
+	"net"
+	"net/http"
+	"path/filepath"
+	"strings"
 )

 var (
--- a/pkg/client.go
+++ b/pkg/client.go
@@ -4,6 +4,8 @@ import (
 	"fmt"
 	sq "github.com/Masterminds/squirrel"
 	argoprojv1alpha1 "github.com/argoproj/argo/pkg/client/clientset/versioned/typed/workflow/v1alpha1"
+	"github.com/jmoiron/sqlx"
+	"github.com/onepanelio/core/pkg/util/env"
 	"github.com/onepanelio/core/pkg/util/gcs"
 	"github.com/onepanelio/core/pkg/util/router"
 	"github.com/onepanelio/core/pkg/util/s3"
@@ -11,6 +13,8 @@ import (
 	"k8s.io/client-go/kubernetes"
 	"k8s.io/client-go/rest"
 	"k8s.io/client-go/tools/clientcmd"
+	"strconv"
+	"time"
 )

 type Config = rest.Config
@@ -18,6 +22,7 @@ type Config = rest.Config
 var sb = sq.StatementBuilder.PlaceholderFormat(sq.Dollar)

 type Client struct {
+	Token string
 	kubernetes.Interface
 	argoprojV1alpha1 argoprojv1alpha1.ArgoprojV1alpha1Interface
 	*DB
@@ -38,6 +43,37 @@ func NewConfig() (config *Config) {
 	return
 }

+// GetDefaultClient loads a default k8s client
+func GetDefaultClient() (*Client, error) {
+	kubeConfig := NewConfig()
+	client, err := NewClient(kubeConfig, nil, nil)
+	if err != nil {
+		return nil, err
+	}
+	config, err := client.GetSystemConfig()
+	if err != nil {
+		return nil, err
+	}
+
+	dbDriverName, dbDataSourceName := config.DatabaseConnection()
+	client.DB = NewDB(sqlx.MustConnect(dbDriverName, dbDataSourceName))
+
+	return client, nil
+}
+
+// GetDefaultClientWithDB loads a default k8s client with an existing DB
+func GetDefaultClientWithDB(db *DB) (*Client, error) {
+	kubeConfig := NewConfig()
+	client, err := NewClient(kubeConfig, nil, nil)
+	if err != nil {
+		return nil, err
+	}
+
+	client.DB = db
+
+	return client, nil
+}
+
 // NewClient creates a client to interact with the Onepanel system.
 // It includes access to the database, kubernetes, argo, and configuration.
 func NewClient(config *Config, db *DB, systemConfig SystemConfig) (client *Client, err error) {
@@ -49,6 +85,8 @@ func NewClient(config *Config, db *DB, systemConfig SystemConfig) (client *Clien
 		config.CertFile = ""
 	}

+	config.Timeout = getKubernetesTimeout()
+
 	kubeClient, err := kubernetes.NewForConfig(config)
 	if err != nil {
 		return
@@ -113,3 +151,18 @@ func (c *Client) GetWebRouter() (router.Web, error) {

 	return webRouter, err
 }
+
+// getKubernetesTimeout returns the timeout for kubernetes requests.
+// It uses the KUBERNETES_TIMEOUT environment variable and defaults to 60 seconds if not found or an error occurs
+// parsing the set timeout.
+func getKubernetesTimeout() time.Duration {
+	timeoutSeconds := env.Get("KUBERNETES_TIMEOUT", "60")
+
+	timeout, err := strconv.Atoi(timeoutSeconds)
+	if err != nil {
+		log.Warn("Unable to parse KUBERNETES_TIMEOUT environment variable. Defaulting to 60 seconds")
+		return 60 * time.Second
+	}
+
+	return time.Duration(timeout) * time.Second
+}
--- a/pkg/config_types.go
+++ b/pkg/config_types.go
@@ -3,13 +3,12 @@ package v1
 import (
 	"encoding/base64"
 	"fmt"
-	"strings"
-
 	"github.com/onepanelio/core/pkg/util/ptr"
 	log "github.com/sirupsen/logrus"
 	"gopkg.in/yaml.v3"
 	corev1 "k8s.io/api/core/v1"
 	k8yaml "sigs.k8s.io/yaml"
+	"strings"
 )

 // SystemConfig is configuration loaded from kubernetes config and secrets that includes information about the
@@ -38,6 +37,12 @@ func NewSystemConfig(configMap *ConfigMap, secret *Secret) (config SystemConfig,
 	}
 	config["databasePassword"] = string(databasePassword)

+	hmac, err := base64.StdEncoding.DecodeString(secret.Data["hmac"])
+	if err != nil {
+		return
+	}
+	config["hmac"] = string(hmac)
+
 	return
 }

@@ -183,6 +188,16 @@ func (s SystemConfig) UpdateNodePoolOptions(parameters []Parameter) ([]Parameter
 	return result, nil
 }

+// HMACKey gets the HMAC value, or nil.
+func (s SystemConfig) HMACKey() []byte {
+	hmac := s.GetValue("hmac")
+	if hmac == nil {
+		return []byte{}
+	}
+
+	return []byte(*hmac)
+}
+
 // ArtifactRepositoryS3Provider is meant to be used
 // by the CLI. CLI will marshal this struct into the correct
 // YAML structure for k8s configmap / secret.
--- a/pkg/filter.go
+++ b/pkg/filter.go
@@ -22,7 +22,7 @@ func ApplyLabelSelectQuery(labelSelector string, sb sq.SelectBuilder, filter Lab
 		return sb, err
 	}

-	sb = sb.Where("%v @> ?", labelSelector, labelsJSON)
+	sb = sb.Where(labelSelector+" @> ?", labelsJSON)

 	return sb, nil
 }
--- a/pkg/labels.go
+++ b/pkg/labels.go
@@ -8,8 +8,65 @@ import (
 	"github.com/onepanelio/core/pkg/util/mapping"
 	"github.com/onepanelio/core/pkg/util/types"
 	v1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"strings"
 )

+// SelectLabelsQuery represents the options available to filter a select labels query
+type SelectLabelsQuery struct {
+	Table     string
+	Alias     string
+	Namespace string
+	KeyLike   string
+	Skip      []string
+}
+
+// SkipKeysFromString parses keys encoded in a string and returns an array of keys
+// The separator is ";"
+func SkipKeysFromString(keys string) []string {
+	results := make([]string, 0)
+	for _, key := range strings.Split(keys, ";") {
+		if key == "" {
+			continue
+		}
+
+		results = append(results, key)
+	}
+
+	return results
+}
+
+// SelectLabels returns a SelectBuilder that selects key, value columns from the criteria specified in query
+func SelectLabels(query *SelectLabelsQuery) sq.SelectBuilder {
+	// Sample query
+	// SELECT DISTINCT labels.*
+	//	FROM workflow_executions w,
+	//	jsonb_each_text(w.labels) labels
+	// WHERE labels.key LIKE 'ca%'
+	// AND labels.key NOT IN ('catdog')
+	// AND namespace = 'onepanel'
+	// AND labels != 'null'::jsonb
+
+	fromTable := fmt.Sprintf("%s %s", query.Table, query.Alias)
+	fromJsonb := fmt.Sprintf("jsonb_each_text(%s.labels) labels", query.Alias)
+
+	bld := sb.Select("key", "value").
+		Distinct().
+		From(fromTable + ", " + fromJsonb).
+		Where("labels != 'null'::jsonb")
+
+	if query.Namespace != "" {
+		bld = bld.Where(sq.Eq{query.Alias + ".namespace": query.Namespace})
+	}
+	if query.KeyLike != "" {
+		bld = bld.Where(sq.Like{"labels.key": query.KeyLike})
+	}
+	if len(query.Skip) != 0 {
+		bld = bld.Where(sq.NotEq{"labels.key": query.Skip})
+	}
+
+	return bld
+}
+
 func (c *Client) ListLabels(resource string, uid string) (labels []*Label, err error) {
 	sb := sb.Select("labels").
 		From(TypeToTableName(resource))
@@ -49,6 +106,22 @@ func (c *Client) ListLabels(resource string, uid string) (labels []*Label, err e
 	return
 }

+// ListAvailableLabels lists the labels available for the resource specified by the query
+func (c *Client) ListAvailableLabels(query *SelectLabelsQuery) (result []*Label, err error) {
+	selectLabelsBuilder := SelectLabels(query)
+
+	// Don't select labels from Terminated workspaces.
+	if query.Table == "workspaces" {
+		selectLabelsBuilder = selectLabelsBuilder.Where(sq.NotEq{
+			"l.phase": "Terminated",
+		})
+	}
+
+	err = c.Selectx(&result, selectLabelsBuilder)
+
+	return
+}
+
 func (c *Client) AddLabels(namespace, resource, uid string, keyValues map[string]string) error {
 	source, meta, err := c.GetK8sLabelResource(namespace, resource, uid)
 	if err != nil {
--- a/pkg/types.go
+++ b/pkg/types.go
@@ -1,6 +1,9 @@
 package v1

 import (
+	"database/sql/driver"
+	"encoding/json"
+	"errors"
 	"time"

 	wfv1 "github.com/argoproj/argo/pkg/apis/workflow/v1alpha1"
@@ -133,3 +136,81 @@ func WorkflowTemplatesToVersionIDs(workflowTemplates []*WorkflowTemplate) (ids [

 	return
 }
+
+// Metrics is a convenience type to work with multiple Metric(s)
+type Metrics []*Metric
+
+// Add adds the new metric to the metrics.
+// If there is already metrics with the same name, and override is true
+// the existing metrics will all be updated to the input value. Otherwise, they will be left unchanged.
+func (m *Metrics) Add(input *Metric, override bool) {
+	foundExisting := false
+
+	for _, metric := range *m {
+		if metric.Name == input.Name && override {
+			foundExisting = true
+
+			metric.Value = input.Value
+			metric.Format = input.Format
+		}
+	}
+
+	if !foundExisting {
+		*m = append(*m, input)
+	}
+}
+
+// Merge merges the metrics with other metrics
+// If there is already metrics with the same name and override is true
+// the existing metrics will all be updated to the input value. Otherwise they will be left unchanged.
+func (m *Metrics) Merge(input Metrics, override bool) {
+	for _, item := range input {
+		m.Add(item, override)
+	}
+}
+
+// Unmarshal unmarshal's the json in m to v, as in json.Unmarshal.
+// This is to support Metrics working with JSONB column types in sql
+func (m *Metrics) Unmarshal(v interface{}) error {
+	if len(*m) == 0 {
+		*m = make([]*Metric, 0)
+	}
+
+	v = m
+
+	return nil
+}
+
+// Value returns j as a value.  This does a validating unmarshal into another
+// RawMessage.  If j is invalid json, it returns an error.
+// Note that nil values will return "[]" - empty JSON.
+// This is to support Metrics working with JSONB column types in sql
+func (m Metrics) Value() (driver.Value, error) {
+	if m == nil {
+		return json.Marshal(make([]*Metric, 0))
+	}
+
+	return json.Marshal(m)
+}
+
+// Scan stores the src in m.  No validation is done.
+// This is to support Metrics working with JSONB column types in sql
+func (m *Metrics) Scan(src interface{}) error {
+	var source []byte
+	switch t := src.(type) {
+	case string:
+		source = []byte(t)
+	case []byte:
+		if len(t) == 0 {
+			source = []byte("[]")
+		} else {
+			source = t
+		}
+	case nil:
+		*m = make([]*Metric, 0)
+	default:
+		return errors.New("incompatible type for Metrics")
+	}
+
+	return json.Unmarshal(source, m)
+}
--- a/pkg/types_test.go
+++ b/pkg/types_test.go
@@ -0,0 +1,72 @@
+package v1
+
+import (
+	"github.com/stretchr/testify/assert"
+	"testing"
+)
+
+// TestMetrics_Add tests the Add method of the Metrics type
+func TestMetrics_Add(t *testing.T) {
+	var initial Metrics = []*Metric{{
+		Name:   "accuracy",
+		Value:  0.98,
+		Format: "",
+	}}
+
+	initial.Add(&Metric{
+		Name:   "success",
+		Value:  1.0,
+		Format: "%",
+	}, false)
+
+	assert.Len(t, initial, 2)
+
+	initial.Add(&Metric{
+		Name:   "accuracy",
+		Value:  0.99,
+		Format: "%",
+	}, false)
+
+	assert.Len(t, initial, 3)
+
+	initial.Add(&Metric{
+		Name:   "accuracy",
+		Value:  0.99,
+		Format: "%",
+	}, true)
+
+	assert.Len(t, initial, 3)
+	assert.True(t, initial[0].Value == 0.99)
+}
+
+// TestMetrics_Merge tests the Merge method of the Metrics Type
+func TestMetrics_Merge(t *testing.T) {
+	var initial Metrics = []*Metric{{
+		Name:   "accuracy",
+		Value:  0.98,
+		Format: "",
+	}, {
+		Name:   "success",
+		Value:  1.0,
+		Format: "%",
+	}}
+
+	var toMerge Metrics = []*Metric{{
+		Name:   "accuracy",
+		Value:  0.00,
+		Format: "",
+	}, {
+		Name:   "success",
+		Value:  1.0,
+		Format: "%",
+	}, {
+		Name:   "test",
+		Value:  0.5,
+		Format: "",
+	}}
+
+	initial.Merge(toMerge, true)
+
+	assert.Len(t, initial, 3)
+	assert.True(t, initial[0].Value == 0.00)
+}
--- a/pkg/util/env/env.go
+++ b/pkg/util/env/env.go
@@ -10,6 +10,8 @@ const (
 	DefaultEnvironmentVariableSecret = "onepanel-default-env"
 )

+// GetEnv gets the environment variable value, or returns fallback if the environment variable does not exist
+// Deprecated: use Get instead
 func GetEnv(key, fallback string) string {
 	if value, ok := os.LookupEnv(key); ok {
 		return value
@@ -17,6 +19,14 @@ func GetEnv(key, fallback string) string {
 	return fallback
 }

+// Get gets the environment variable value, or returns fallback if the environment variable does not exist
+func Get(key, fallback string) string {
+	if value, ok := os.LookupEnv(key); ok {
+		return value
+	}
+	return fallback
+}
+
 func PrependEnvVarToContainer(container *corev1.Container, name, value string) {
 	for _, e := range container.Env {
 		if e.Name == name {
--- a/pkg/util/sql/sql.go
+++ b/pkg/util/sql/sql.go
@@ -1,6 +1,8 @@
 package sql

-import "fmt"
+import (
+	"fmt"
+)

 // FormatColumnSelect returns a list of column names to be used in a SQL Select modified with optional alias and destination.
 //
--- a/pkg/util/types/types.go
+++ b/pkg/util/types/types.go
@@ -21,7 +21,12 @@ func (l *JSONLabels) Unmarshal(v interface{}) error {

 // Value returns j as a value.  This does a validating unmarshal into another
 // RawMessage.  If j is invalid json, it returns an error.
+// Note that nil values will return "{}" - empty JSON.
 func (l JSONLabels) Value() (driver.Value, error) {
+	if l == nil {
+		return json.Marshal(make(map[string]string))
+	}
+
 	return json.Marshal(l)
 }

--- a/pkg/workflow_execution.go
+++ b/pkg/workflow_execution.go
@@ -8,6 +8,9 @@ import (
 	"errors"
 	"fmt"
 	sq "github.com/Masterminds/squirrel"
+	"github.com/argoproj/argo/persist/sqldb"
+	"github.com/argoproj/argo/workflow/hydrator"
+	"github.com/google/uuid"
 	"github.com/onepanelio/core/pkg/util/gcs"
 	"github.com/onepanelio/core/pkg/util/label"
 	"github.com/onepanelio/core/pkg/util/ptr"
@@ -18,9 +21,11 @@ import (
 	"gopkg.in/yaml.v2"
 	"io"
 	"io/ioutil"
-	"k8s.io/apimachinery/pkg/api/resource"
+	networking "istio.io/api/networking/v1alpha3"
+	"k8s.io/apimachinery/pkg/util/intstr"
 	"k8s.io/apimachinery/pkg/watch"
 	"net/http"
+	yaml2 "sigs.k8s.io/yaml"
 	"strconv"
 	"strings"
 	"time"
@@ -48,6 +53,32 @@ var (
 	workflowTemplateVersionLabelKey = "onepanel.io/workflow-template-version"
 )

+// envVarValueInSidecars returns true if any of the sidecars contain an environment variable with the input name and value
+// false otherwise
+func envVarValueInSidecars(sidecars []wfv1.UserContainer, name, value string) bool {
+	for _, s := range sidecars {
+		for _, e := range s.Env {
+			if e.Name == name && e.Value == value {
+				return true
+			}
+		}
+	}
+
+	return false
+}
+
+// hasEnvVarValue returns true if any of the env vars have the given name and value
+// false otherwise
+func hasEnvVarValue(envVars []corev1.EnvVar, name, value string) bool {
+	for _, e := range envVars {
+		if e.Name == name && e.Value == value {
+			return true
+		}
+	}
+
+	return false
+}
+
 func typeWorkflow(wf *wfv1.Workflow) (workflow *WorkflowExecution) {
 	manifest, err := json.Marshal(wf)
 	if err != nil {
@@ -197,71 +228,48 @@ func injectArtifactRepositoryConfig(artifact *wfv1.Artifact, namespaceConfig *Na
 	}
 }

-// injectContainerResourceQuotas adds resource requests and limits if they exist
-// Code grabs the resource request information from the nodeSelector, compared against running nodes.
-// If the running node is not present, no resource information is retrieved.
-func (c *Client) injectContainerResourceQuotas(wf *wfv1.Workflow, template *wfv1.Template, systemConfig SystemConfig) error {
+// injectHostPortAndResourcesToContainer adds a hostPort to the template container, if a nodeSelector is present.
+// Kubernetes will ensure that multiple containers with the same hostPort do not share the same node.
+func (c *Client) injectHostPortAndResourcesToContainer(template *wfv1.Template, opts *WorkflowExecutionOptions, config SystemConfig) error {
 	if template.NodeSelector == nil {
 		return nil
 	}

-	supportedNodePoolLabels := []string{"beta.kubernetes.io/instance-type", "node.kubernetes.io/instance-type"}
-	nodePoolLabel := ""
-	var value string
-	for k, v := range template.NodeSelector {
-		for _, supportedNodePoolLabel := range supportedNodePoolLabels {
-			if k == supportedNodePoolLabel {
-				nodePoolLabel = k
-				value = v
-				break
-			}
-		}
-	}
-	if value == "" {
-		return nil
-	}
-	if strings.Contains(value, "{{workflow.") {
-		parts := strings.Split(strings.Replace(value, "}}", "", -1), ".")
-		paramName := parts[len(parts)-1]
-		for _, param := range wf.Spec.Arguments.Parameters {
-			if param.Name == paramName && param.Value != nil {
-				value = *param.Value
-				break
-			}
-		}
+	ports := []corev1.ContainerPort{
+		{Name: "node-capturer", HostPort: 80, ContainerPort: 80},
 	}

-	runningNodes, err := c.Interface.CoreV1().Nodes().List(ListOptions{})
-	if err != nil {
-		return err
+	// Add resource limits for GPUs
+	nodePoolVal := ""
+	for _, v := range template.NodeSelector {
+		nodePoolVal = v
+		break
 	}
-	for _, node := range runningNodes.Items {
-		if node.Labels[nodePoolLabel] == value {
-			cpu, memory, gpu, gpuManufacturer := CalculateResourceRequirements(node, nodePoolLabel, value)
-			if cpu != "" && memory != "" {
-				resourceList := corev1.ResourceRequirements{
-					Limits: nil,
-					Requests: map[corev1.ResourceName]resource.Quantity{
-						corev1.ResourceCPU:    resource.MustParse(cpu),
-						corev1.ResourceMemory: resource.MustParse(memory),
-					},
-				}
-				if gpu > 0 {
-					stringGpu := strconv.FormatInt(gpu, 10)
-					resourceList.Limits = make(map[corev1.ResourceName]resource.Quantity)
-					resourceList.Limits[corev1.ResourceName(gpuManufacturer)] = resource.MustParse(stringGpu)
-				}
-				if template.Container != nil {
-					template.Container.Resources = resourceList
-				}
-				if template.Script != nil {
-					template.Script.Container.Resources = resourceList
-				}
-				//process only one node
-				return nil
+	if strings.Contains(nodePoolVal, "{{workflow.") {
+		parts := strings.Split(strings.Replace(nodePoolVal, "}}", "", -1), ".")
+		paramName := parts[len(parts)-1]
+		for _, parameter := range opts.Parameters {
+			if parameter.Name == paramName {
+				nodePoolVal = *parameter.Value
 			}
 		}
 	}
+	n, err := config.NodePoolOptionByValue(nodePoolVal)
+	if err != nil {
+		return nil
+	}
+	if template.Container != nil {
+		template.Container.Ports = ports
+		if n != nil && n.Resources.Limits != nil {
+			template.Container.Resources = n.Resources
+		}
+	}
+	if template.Script != nil {
+		template.Script.Container.Ports = ports
+		if n != nil && n.Resources.Limits != nil {
+			template.Container.Resources = n.Resources
+		}
+	}
 	return nil
 }

@@ -324,7 +332,14 @@ func (c *Client) injectAutomatedFields(namespace string, wf *wfv1.Workflow, opts
 		if template.Metadata.Annotations == nil {
 			template.Metadata.Annotations = make(map[string]string)
 		}
-		template.Metadata.Annotations["sidecar.istio.io/inject"] = "false"
+
+		//For workflows with accessible sidecars, we need istio
+		//Istio does not prevent the main container from stopping
+		if envVarValueInSidecars(template.Sidecars, "ONEPANEL_INTERACTIVE_SIDECAR", "true") {
+			template.Metadata.Annotations["sidecar.istio.io/inject"] = "true"
+		} else {
+			template.Metadata.Annotations["sidecar.istio.io/inject"] = "false"
+		}

 		if template.Container != nil {
 			// Mount dev/shm
@@ -332,7 +347,7 @@ func (c *Client) injectAutomatedFields(namespace string, wf *wfv1.Workflow, opts
 				Name:      "sys-dshm",
 				MountPath: "/dev/shm",
 			})
-			err = c.injectContainerResourceQuotas(wf, template, systemConfig)
+			err = c.injectHostPortAndResourcesToContainer(template, opts, systemConfig)
 			if err != nil {
 				return err
 			}
@@ -340,7 +355,7 @@ func (c *Client) injectAutomatedFields(namespace string, wf *wfv1.Workflow, opts
 		}

 		if template.Script != nil {
-			err = c.injectContainerResourceQuotas(wf, template, systemConfig)
+			err = c.injectHostPortAndResourcesToContainer(template, opts, systemConfig)
 			if err != nil {
 				return err
 			}
@@ -458,6 +473,11 @@ func (c *Client) createWorkflow(namespace string, workflowTemplateID uint64, wor
 		return nil, err
 	}

+	newTemplateOrder, err := c.injectAccessForSidecars(namespace, wf)
+	if err != nil {
+		return nil, err
+	}
+	wf.Spec.Templates = newTemplateOrder
 	createdArgoWorkflow, err := c.ArgoprojV1alpha1().Workflows(namespace).Create(wf)
 	if err != nil {
 		return nil, err
@@ -487,49 +507,260 @@ func (c *Client) createWorkflow(namespace string, workflowTemplateID uint64, wor
 	return
 }

-func ensureWorkflowRunsOnDedicatedNode(wf *wfv1.Workflow, config SystemConfig) (*wfv1.Workflow, error) {
-	antiAffinityLabelKey := "onepanel.io/reserves-instance-type"
-	nodeSelectorVal := ""
-	addPodAffinity := false
-	for i := range wf.Spec.Templates {
-		template := &wf.Spec.Templates[i]
-		if template.NodeSelector == nil {
-			continue
-		}
+func (c *Client) injectAccessForSidecars(namespace string, wf *wfv1.Workflow) ([]wfv1.Template, error) {
+	var newTemplateOrder []wfv1.Template
+	taskSysSendStatusName := "sys-send-status"
+	taskSysSendExitStats := "sys-send-exit-stats"
+	for tIdx, t := range wf.Spec.Templates {
+		//Inject services, virtual routes
+		for si, s := range t.Sidecars {
+			//If ONEPANEL_INTERACTIVE_SIDECAR is true, sidecar needs to be accessible by HTTP
+			//Otherwise, we skip the sidecar
+			hasInjectIstio := hasEnvVarValue(s.Env, "ONEPANEL_INTERACTIVE_SIDECAR", "true")
+			if !hasInjectIstio {
+				continue
+			}

-		for _, v := range template.NodeSelector {
-			if strings.Contains(v, "{{workflow.") {
-				parts := strings.Split(strings.Replace(v, "}}", "", -1), ".")
-				paramName := parts[len(parts)-1]
-				for _, param := range wf.Spec.Arguments.Parameters {
-					if param.Name == paramName && param.Value != nil {
-						nodeSelectorVal = *param.Value
-						break
+			if len(s.Ports) == 0 {
+				msg := fmt.Sprintf("sidecar %s must have at least one port.", s.Name)
+				return nil, util.NewUserError(codes.InvalidArgument, msg)
+			}
+
+			t.Sidecars[si].MirrorVolumeMounts = ptr.Bool(true)
+			serviceNameUID := "s" + uuid.New().String() + "--" + namespace
+			serviceNameUIDDNSCompliant, err := uid2.GenerateUID(serviceNameUID, 63)
+			if err != nil {
+				return nil, util.NewUserError(codes.InvalidArgument, err.Error())
+			}
+
+			serviceName := serviceNameUIDDNSCompliant + "." + *c.systemConfig.Domain()
+
+			serviceTemplateName := uuid.New().String()
+			serviceTemplateNameAdd := "sys-k8s-service-template-add-" + serviceTemplateName
+			serviceTemplateNameDelete := "sys-k8s-service-template-delete-" + serviceTemplateName
+			serviceTaskName := "service-" + uuid.New().String()
+			serviceAddTaskName := "sys-add-" + serviceTaskName
+			serviceDeleteTaskName := "sys-delete-" + serviceTaskName
+			virtualServiceTemplateName := uuid.New().String()
+			virtualServiceTemplateNameAdd := "sys-k8s-virtual-service-template-add-" + virtualServiceTemplateName
+			virtualServiceTemplateNameDelete := "sys-k8s-virtual-service-template-delete-" + virtualServiceTemplateName
+			virtualServiceTaskName := "virtual-service-" + uuid.New().String()
+			virtualServiceAddTaskName := "sys-add-" + virtualServiceTaskName
+			virtualServiceDeleteTaskName := "sys-delete-" + virtualServiceTaskName
+			var servicePorts []corev1.ServicePort
+			var routes []*networking.HTTPRoute
+			for _, port := range s.Ports {
+				servicePort := corev1.ServicePort{
+					Name:       port.Name,
+					Protocol:   port.Protocol,
+					Port:       port.ContainerPort,
+					TargetPort: intstr.FromInt(int(port.ContainerPort)),
+				}
+				servicePorts = append(servicePorts, servicePort)
+				route := networking.HTTPRoute{
+					Match: []*networking.HTTPMatchRequest{
+						{
+							Uri: &networking.StringMatch{
+								MatchType: &networking.StringMatch_Prefix{
+									Prefix: "/"},
+							},
+						},
+					},
+					Route: []*networking.HTTPRouteDestination{
+						{
+							Destination: &networking.Destination{
+								Host: serviceNameUIDDNSCompliant,
+								Port: &networking.PortSelector{
+									Number: uint32(port.ContainerPort),
+								},
+							},
+						},
+					},
+				}
+				routes = append(routes, &route)
+			}
+			service := corev1.Service{
+				TypeMeta: metav1.TypeMeta{
+					APIVersion: "v1",
+					Kind:       "Service",
+				},
+				ObjectMeta: metav1.ObjectMeta{
+					Name: serviceNameUIDDNSCompliant,
+				},
+				Spec: corev1.ServiceSpec{
+					Ports: servicePorts,
+					Selector: map[string]string{
+						serviceTaskName: serviceNameUIDDNSCompliant,
+					},
+				},
+			}
+			//Istio needs to know which pod to setup the route to
+			if wf.Spec.Templates[tIdx].Metadata.Labels == nil {
+				wf.Spec.Templates[tIdx].Metadata.Labels = make(map[string]string)
+			}
+			wf.Spec.Templates[tIdx].Metadata.Labels[serviceTaskName] = serviceNameUIDDNSCompliant
+			serviceManifestBytes, err := yaml2.Marshal(service)
+			if err != nil {
+				return nil, err
+			}
+			serviceManifest := string(serviceManifestBytes)
+			templateServiceResource := wfv1.Template{
+				Name: serviceTemplateNameAdd,
+				Metadata: wfv1.Metadata{
+					Annotations: map[string]string{
+						"sidecar.istio.io/inject": "false",
+					},
+				},
+				Resource: &wfv1.ResourceTemplate{
+					Action:   "create",
+					Manifest: serviceManifest,
+				},
+			}
+			newTemplateOrder = append(newTemplateOrder, templateServiceResource)
+			//routes
+			virtualServiceNameUUID := "vs-" + uuid.New().String()
+			hosts := []string{serviceName}
+			wf.Spec.Templates[tIdx].Outputs.Parameters = append(wf.Spec.Templates[tIdx].Outputs.Parameters,
+				wfv1.Parameter{Name: "sys-sidecar-url--" + s.Name, Value: &serviceName},
+			)
+			virtualService := map[string]interface{}{
+				"apiVersion": "networking.istio.io/v1alpha3",
+				"kind":       "VirtualService",
+				"metadata": metav1.ObjectMeta{
+					Name: virtualServiceNameUUID,
+				},
+				"spec": networking.VirtualService{
+					Http:     routes,
+					Gateways: []string{"istio-system/ingressgateway"},
+					Hosts:    hosts,
+				},
+			}
+
+			virtualServiceManifestBytes, err := yaml2.Marshal(virtualService)
+			if err != nil {
+				return nil, err
+			}
+			virtualServiceManifest := string(virtualServiceManifestBytes)
+
+			templateRouteResource := wfv1.Template{
+				Name: virtualServiceTemplateNameAdd,
+				Metadata: wfv1.Metadata{
+					Annotations: map[string]string{
+						"sidecar.istio.io/inject": "false",
+					},
+				},
+				Resource: &wfv1.ResourceTemplate{
+					Action:   "create",
+					Manifest: virtualServiceManifest,
+				},
+			}
+			newTemplateOrder = append(newTemplateOrder, templateRouteResource)
+
+			for i2, t2 := range wf.Spec.Templates {
+				if t2.Name == wf.Spec.Entrypoint {
+					if t2.DAG != nil {
+						tasks := wf.Spec.Templates[i2].DAG.Tasks
+						t := tasks[0]
+						sysDepFound := false
+						for _, d := range t.Dependencies {
+							if d == taskSysSendStatusName {
+								sysDepFound = true
+								wf.Spec.Templates[i2].DAG.Tasks[0].Dependencies =
+									[]string{virtualServiceAddTaskName}
+							}
+						}
+						if sysDepFound == false {
+							wf.Spec.Templates[i2].DAG.Tasks[0].Dependencies = append(wf.Spec.Templates[i2].DAG.Tasks[0].Dependencies, virtualServiceAddTaskName)
+						}
+
+						wf.Spec.Templates[i2].DAG.Tasks = append(tasks, []wfv1.DAGTask{
+							{
+								Name:         serviceAddTaskName,
+								Template:     serviceTemplateNameAdd,
+								Dependencies: []string{taskSysSendStatusName},
+							},
+							{
+								Name:         virtualServiceAddTaskName,
+								Template:     virtualServiceTemplateNameAdd,
+								Dependencies: []string{serviceAddTaskName},
+							},
+						}...)
 					}
 				}
 			}
-			break
-		}
-		template.Metadata.Labels = map[string]string{antiAffinityLabelKey: nodeSelectorVal}
-		addPodAffinity = true
-	}
-	if addPodAffinity {
-		wf.Spec.Affinity = &corev1.Affinity{
-			PodAntiAffinity: &corev1.PodAntiAffinity{
-				RequiredDuringSchedulingIgnoredDuringExecution: []corev1.PodAffinityTerm{
-					{
-						LabelSelector: &metav1.LabelSelector{
-							MatchExpressions: []metav1.LabelSelectorRequirement{
-								{Key: antiAffinityLabelKey, Operator: "In", Values: []string{nodeSelectorVal}},
-							},
-						},
-						TopologyKey: "kubernetes.io/hostname",
+			//Inject clean-up for service and virtualservice
+			templateServiceDeleteResource := wfv1.Template{
+				Name: serviceTemplateNameDelete,
+				Metadata: wfv1.Metadata{
+					Annotations: map[string]string{
+						"sidecar.istio.io/inject": "false",
 					},
 				},
-			},
+				Resource: &wfv1.ResourceTemplate{
+					Action:   "delete",
+					Manifest: serviceManifest,
+				},
+			}
+			newTemplateOrder = append(newTemplateOrder, templateServiceDeleteResource)
+
+			templateRouteDeleteResource := wfv1.Template{
+				Name: virtualServiceTemplateNameDelete,
+				Metadata: wfv1.Metadata{
+					Annotations: map[string]string{
+						"sidecar.istio.io/inject": "false",
+					},
+				},
+				Resource: &wfv1.ResourceTemplate{
+					Action:   "delete",
+					Manifest: virtualServiceManifest,
+				},
+			}
+
+			newTemplateOrder = append(newTemplateOrder, templateRouteDeleteResource)
+
+			dagTasks := []wfv1.DAGTask{
+				{
+					Name:     serviceDeleteTaskName,
+					Template: serviceTemplateNameDelete,
+				},
+				{
+					Name:         virtualServiceDeleteTaskName,
+					Template:     virtualServiceTemplateNameDelete,
+					Dependencies: []string{serviceDeleteTaskName},
+				},
+			}
+			if wf.Spec.OnExit != "" {
+				for _, t := range wf.Spec.Templates {
+					if t.Name == wf.Spec.OnExit {
+						t.DAG.Tasks = append(t.DAG.Tasks, dagTasks...)
+						sysExitDepFound := false
+						for dti, dt := range t.DAG.Tasks {
+							if dt.Name == taskSysSendExitStats {
+								sysExitDepFound = true
+								t.DAG.Tasks[dti].Dependencies = append(t.DAG.Tasks[dti].Dependencies, virtualServiceDeleteTaskName)
+							}
+						}
+						if sysExitDepFound == false {
+							t.DAG.Tasks[0].Dependencies = append(t.DAG.Tasks[0].Dependencies, virtualServiceDeleteTaskName)
+						}
+						break
+					}
+				}
+			} else {
+				exitHandlerDAG := wfv1.Template{
+					Name: "exit-handler",
+					DAG: &wfv1.DAGTemplate{
+						Tasks: dagTasks,
+					},
+				}
+				wf.Spec.OnExit = "exit-handler"
+				wf.Spec.Templates = append(wf.Spec.Templates, exitHandlerDAG)
+			}
 		}
+		newTemplateOrder = append(newTemplateOrder, wf.Spec.Templates[tIdx])
+
 	}
-	return wf, nil
+	return newTemplateOrder, nil
 }

 func (c *Client) ValidateWorkflowExecution(namespace string, manifest []byte) (err error) {
@@ -544,11 +775,12 @@ func (c *Client) ValidateWorkflowExecution(namespace string, manifest []byte) (e
 	}

 	wftmplGetter := templateresolution.WrapWorkflowTemplateInterface(c.ArgoprojV1alpha1().WorkflowTemplates(namespace))
+	cwftmplGetter := templateresolution.WrapClusterWorkflowTemplateInterface(c.argoprojV1alpha1.ClusterWorkflowTemplates())
 	for _, wf := range workflows {
 		if err = c.injectAutomatedFields(namespace, &wf, &WorkflowExecutionOptions{}); err != nil {
 			return err
 		}
-		_, err = validate.ValidateWorkflow(wftmplGetter, &wf, validate.ValidateOpts{})
+		_, err = validate.ValidateWorkflow(wftmplGetter, cwftmplGetter, &wf, validate.ValidateOpts{})
 		if err != nil {
 			return
 		}
@@ -674,6 +906,7 @@ func (c *Client) createWorkflowExecutionDB(namespace string, workflowExecution *
 			"parameters":                   string(parametersJSON),
 			"is_archived":                  false,
 			"labels":                       workflowExecution.Labels,
+			"metrics":                      workflowExecution.Metrics,
 		}).
 		Suffix("RETURNING id").
 		RunWith(c.DB).
@@ -683,7 +916,7 @@ func (c *Client) createWorkflowExecutionDB(namespace string, workflowExecution *
 	return
 }

-func (c *Client) FinishWorkflowExecutionStatisticViaExitHandler(namespace, name string, workflowTemplateID int64, phase wfv1.NodePhase, startedAt time.Time) (err error) {
+func (c *Client) FinishWorkflowExecutionStatisticViaExitHandler(namespace, name string, phase wfv1.NodePhase, startedAt time.Time) (err error) {
 	_, err = sb.Update("workflow_executions").
 		SetMap(sq.Eq{
 			"started_at":  startedAt.UTC(),
@@ -692,7 +925,10 @@ func (c *Client) FinishWorkflowExecutionStatisticViaExitHandler(namespace, name
 			"finished_at": time.Now().UTC(),
 			"phase":       phase,
 		}).
-		Where(sq.Eq{"name": name}).
+		Where(sq.And{
+			sq.Eq{"name": name},
+			sq.NotEq{"phase": "Terminated"},
+		}).
 		RunWith(c.DB).
 		Exec()

@@ -734,6 +970,7 @@ func (c *Client) CronStartWorkflowExecutionStatisticInsert(namespace, uid string
 			"cron_workflow_id":             cronWorkflow.ID,
 			"parameters":                   string(parametersJSON),
 			"labels":                       cronWorkflow.Labels,
+			"metrics":                      Metrics{},
 		}).
 		Suffix("RETURNING id").
 		RunWith(c.DB).
@@ -1239,7 +1476,8 @@ func (c *Client) RetryWorkflowExecution(namespace, uid string) (workflow *Workfl
 		return
 	}

-	wf, err = argoutil.RetryWorkflow(c, c.ArgoprojV1alpha1().Workflows(namespace), wf)
+	h := hydrator.New(sqldb.ExplosiveOffloadNodeStatusRepo)
+	wf, err = argoutil.RetryWorkflow(c, h, c.ArgoprojV1alpha1().Workflows(namespace), wf, true, "")

 	workflow = typeWorkflow(wf)

@@ -1257,7 +1495,7 @@ func (c *Client) ResubmitWorkflowExecution(namespace, uid string) (workflow *Wor
 		return
 	}

-	wf, err = argoutil.SubmitWorkflow(c.ArgoprojV1alpha1().Workflows(namespace), c, namespace, wf, &argoutil.SubmitOpts{})
+	wf, err = argoutil.SubmitWorkflow(c.ArgoprojV1alpha1().Workflows(namespace), c, namespace, wf, &wfv1.SubmitOpts{})
 	if err != nil {
 		return
 	}
@@ -1268,7 +1506,9 @@ func (c *Client) ResubmitWorkflowExecution(namespace, uid string) (workflow *Wor
 }

 func (c *Client) ResumeWorkflowExecution(namespace, uid string) (workflow *WorkflowExecution, err error) {
-	err = argoutil.ResumeWorkflow(c.ArgoprojV1alpha1().Workflows(namespace), uid, "")
+	// TODO Review hydrator
+	h := hydrator.New(sqldb.ExplosiveOffloadNodeStatusRepo)
+	err = argoutil.ResumeWorkflow(c.ArgoprojV1alpha1().Workflows(namespace), h, uid, "")
 	if err != nil {
 		return
 	}
@@ -1302,7 +1542,8 @@ func (c *Client) TerminateWorkflowExecution(namespace, uid string) (err error) {
 		return err
 	}

-	err = argoutil.TerminateWorkflow(c.ArgoprojV1alpha1().Workflows(namespace), uid)
+	h := hydrator.New(sqldb.ExplosiveOffloadNodeStatusRepo)
+	err = argoutil.StopWorkflow(c.ArgoprojV1alpha1().Workflows(namespace), h, uid, "", "")

 	return
 }
@@ -1390,7 +1631,7 @@ func (c *Client) ListFiles(namespace, key string) (files []*File, err error) {

 			doneCh := make(chan struct{})
 			defer close(doneCh)
-			for objInfo := range s3Client.ListObjectsV2(config.ArtifactRepository.S3.Bucket, key, false, doneCh) {
+			for objInfo := range s3Client.ListObjects(config.ArtifactRepository.S3.Bucket, key, false, doneCh) {
 				if objInfo.Key == key {
 					continue
 				}
@@ -1464,20 +1705,22 @@ func filterOutCustomTypesFromManifest(manifest []byte) (result []byte, err error
 		return manifest, nil
 	}

-	specMap, ok := spec.(map[string]interface{})
-	if !ok {
+	specMap, err := convertMapToStringKeys(spec.(map[interface{}]interface{}))
+	if err != nil {
 		return manifest, nil
 	}
+	data["spec"] = specMap

 	arguments, ok := specMap["arguments"]
 	if !ok {
 		return manifest, nil
 	}

-	argumentsMap, ok := arguments.(map[string]interface{})
-	if !ok {
+	argumentsMap, err := convertMapToStringKeys(arguments.(map[interface{}]interface{}))
+	if err != nil {
 		return manifest, nil
 	}
+	specMap["arguments"] = argumentsMap

 	parameters, ok := argumentsMap["parameters"]
 	if !ok {
@@ -1493,8 +1736,8 @@ func filterOutCustomTypesFromManifest(manifest []byte) (result []byte, err error
 	parametersToKeep := make([]interface{}, 0)

 	for _, parameter := range parametersList {
-		paramMap, ok := parameter.(map[string]interface{})
-		if !ok {
+		paramMap, err := convertMapToStringKeys(parameter.(map[interface{}]interface{}))
+		if err != nil {
 			continue
 		}

@@ -1503,7 +1746,7 @@ func filterOutCustomTypesFromManifest(manifest []byte) (result []byte, err error
 			paramMap["value"] = "<value>"
 		}

-		parametersToKeep = append(parametersToKeep, parameter)
+		parametersToKeep = append(parametersToKeep, paramMap)

 		keysToDelete := make([]string, 0)
 		for key := range paramMap {
@@ -1858,13 +2101,13 @@ func injectWorkflowExecutionStatusCaller(wf *wfv1.Workflow, phase wfv1.NodePhase
 				for j, task := range t.DAG.Tasks {
 					if task.Dependencies == nil {
 						wf.Spec.Templates[i].DAG.Tasks[j].Dependencies = []string{containerTemplate.Name}
-						wf.Spec.Templates[i].DAG.Tasks = append(t.DAG.Tasks, wfv1.DAGTask{
-							Name:     containerTemplate.Name,
-							Template: containerTemplate.Name,
-						})
 					}
 				}
 			}
+			wf.Spec.Templates[i].DAG.Tasks = append(t.DAG.Tasks, wfv1.DAGTask{
+				Name:     containerTemplate.Name,
+				Template: containerTemplate.Name,
+			})
 			break
 		}
 	}
@@ -1901,14 +2144,14 @@ func workflowExecutionsSelectBuilderNoColumns(namespace, workflowTemplateUID, wo

 func workflowExecutionsSelectBuilder(namespace, workflowTemplateUID, workflowTemplateVersion string, includeSystem bool) sq.SelectBuilder {
 	sb := workflowExecutionsSelectBuilderNoColumns(namespace, workflowTemplateUID, workflowTemplateVersion, includeSystem)
-	sb = sb.Columns(getWorkflowExecutionColumns("we", "")...).
+	sb = sb.Columns(getWorkflowExecutionColumns("we")...).
 		Columns(`wtv.version "workflow_template.version"`, `wtv.created_at "workflow_template.created_at"`, `wt.name "workflow_template.name"`, `wt.uid "workflow_template.uid"`)

 	return sb
 }

 func (c *Client) getWorkflowExecutionAndTemplate(namespace string, uid string) (workflow *WorkflowExecution, err error) {
-	sb := sb.Select(getWorkflowExecutionColumns("we", "")...).
+	sb := sb.Select(getWorkflowExecutionColumns("we")...).
 		Columns(getWorkflowTemplateColumns("wt", "workflow_template")...).
 		Columns(`wtv.manifest "workflow_template.manifest"`, `wtv.version "workflow_template.version"`).
 		From("workflow_executions we").
@@ -1958,3 +2201,71 @@ func (c *Client) UpdateWorkflowExecutionStatus(namespace, uid string, status *Wo

 	return
 }
+
+// AddWorkflowExecutionMetrics merges the metrics provided with the ones present in the workflow execution identified by (namespace, uid)
+func (c *Client) AddWorkflowExecutionMetrics(namespace, uid string, metrics Metrics, override bool) (workflowExecution *WorkflowExecution, err error) {
+	workflowExecution, err = c.GetWorkflowExecution(namespace, uid)
+	if err != nil {
+		return nil, err
+	}
+	if workflowExecution == nil {
+		return nil, util.NewUserError(codes.NotFound, "Workflow execution not found")
+	}
+
+	workflowExecution.Metrics.Merge(metrics, override)
+
+	_, err = sb.Update("workflow_executions").
+		Set("metrics", workflowExecution.Metrics).
+		Where(sq.Eq{
+			"namespace": namespace,
+			"uid":       uid,
+		}).
+		RunWith(c.DB).
+		Exec()
+	if err != nil {
+		return nil, util.NewUserError(codes.Internal, "Error updating metrics.")
+	}
+
+	return
+}
+
+// UpdateWorkflowExecutionMetrics replaces the metrics of a workflow execution identified by (namespace, uid) with the input metrics.
+func (c *Client) UpdateWorkflowExecutionMetrics(namespace, uid string, metrics Metrics) (workflowExecution *WorkflowExecution, err error) {
+	workflowExecution, err = c.GetWorkflowExecution(namespace, uid)
+	if err != nil {
+		return nil, err
+	}
+	if workflowExecution == nil {
+		return nil, util.NewUserError(codes.NotFound, "Workflow execution not found")
+	}
+
+	workflowExecution.Metrics = metrics
+
+	_, err = sb.Update("workflow_executions").
+		Set("metrics", workflowExecution.Metrics).
+		Where(sq.Eq{
+			"namespace": namespace,
+			"uid":       uid,
+		}).
+		RunWith(c.DB).
+		Exec()
+	if err != nil {
+		return nil, util.NewUserError(codes.Internal, "Error updating metrics.")
+	}
+
+	return
+}
+
+func convertMapToStringKeys(input map[interface{}]interface{}) (output map[string]interface{}, err error) {
+	output = make(map[string]interface{})
+	for key, value := range input {
+		keyString, ok := key.(string)
+		if ok {
+			output[keyString] = value
+		} else {
+			return nil, fmt.Errorf("unable to parse key as a string")
+		}
+	}
+
+	return output, nil
+}
--- a/pkg/workflow_execution_types.go
+++ b/pkg/workflow_execution_types.go
@@ -25,6 +25,7 @@ type WorkflowExecution struct {
 	FinishedAt       *time.Time        `db:"finished_at"`
 	WorkflowTemplate *WorkflowTemplate `db:"workflow_template"`
 	Labels           types.JSONLabels
+	Metrics          Metrics
 	ArgoWorkflow     *wfv1.Workflow
 }

@@ -105,7 +106,18 @@ func (we *WorkflowExecution) GetParameterValue(name string) *string {
 // getWorkflowExecutionColumns returns all of the columns for workflowExecution modified by alias, destination.
 // see formatColumnSelect
 func getWorkflowExecutionColumns(aliasAndDestination ...string) []string {
-	columns := []string{"id", "created_at", "uid", "name", "parameters", "phase", "started_at", "finished_at", "labels"}
+	columns := []string{
+		"id",
+		"created_at",
+		"uid",
+		"name",
+		"parameters",
+		"phase",
+		"started_at",
+		"finished_at",
+		"labels",
+		"metrics",
+	}
 	return sql.FormatColumnSelect(columns, aliasAndDestination...)
 }

@@ -119,6 +131,7 @@ func getWorkflowExecutionColumnsMap(camelCase bool) map[string]string {
 		"parameters": "parameters",
 		"phase":      "phase",
 		"labels":     "labels",
+		"metrics":    "metrics",
 	}

 	if camelCase {
--- a/pkg/workflow_template.go
+++ b/pkg/workflow_template.go
@@ -27,22 +27,27 @@ type WorkflowTemplateFilter struct {
 	Labels []*Label
 }

-// applyLabelSelectQuery returns a query builder that adds where statements to filter by labels in the request,
-// if there are any
-func applyLabelSelectQuery(sb sq.SelectBuilder, request *request.Request) sq.SelectBuilder {
-	if request.Filter != nil {
-		filter, ok := request.Filter.(WorkflowTemplateFilter)
-		if ok && len(filter.Labels) > 0 {
-			labelsJSON, err := LabelsToJSONString(filter.Labels)
-			if err != nil {
-				log.Printf("[error] %v", err)
-			} else {
-				sb = sb.Where("wt.labels @> ?", labelsJSON)
-			}
-		}
+// GetLabels returns the labels in the filter
+func (wt *WorkflowTemplateFilter) GetLabels() []*Label {
+	return wt.Labels
+}
+
+func applyWorkflowTemplateFilter(sb sq.SelectBuilder, request *request.Request) (sq.SelectBuilder, error) {
+	if !request.HasFilter() {
+		return sb, nil
 	}

-	return sb
+	filter, ok := request.Filter.(WorkflowTemplateFilter)
+	if !ok {
+		return sb, nil
+	}
+
+	sb, err := ApplyLabelSelectQuery("wt.labels", sb, &filter)
+	if err != nil {
+		return sb, err
+	}
+
+	return sb, nil
 }

 // createWorkflowTemplateVersionDB inserts a record into workflow_template_versions using the current time accurate to nanoseconds
@@ -414,14 +419,18 @@ func (c *Client) listWorkflowTemplateVersions(namespace, uid string) (workflowTe
 	return
 }

-func (c *Client) selectWorkflowTemplatesQuery(namespace string, request *request.Request) (sb sq.SelectBuilder) {
+func (c *Client) selectWorkflowTemplatesQuery(namespace string, request *request.Request) (sb sq.SelectBuilder, err error) {
 	sb = c.workflowTemplatesSelectBuilder(namespace).
 		Column("COUNT(wtv.*) versions, MAX(wtv.id) workflow_template_version_id").
 		Join("workflow_template_versions wtv ON wtv.workflow_template_id = wt.id").
 		GroupBy("wt.id", "wt.created_at", "wt.uid", "wt.name", "wt.is_archived").
 		OrderBy("wt.created_at DESC")

-	sb = applyLabelSelectQuery(sb, request)
+	sb, err = applyWorkflowTemplateFilter(sb, request)
+	if err != nil {
+		return
+	}
+
 	sb = *request.ApplyPaginationToSelect(&sb)

 	return
@@ -432,11 +441,15 @@ func (c *Client) selectWorkflowTemplatesQuery(namespace string, request *request
 func (c *Client) selectWorkflowTemplatesDB(namespace string, request *request.Request) (workflowTemplates []*WorkflowTemplate, err error) {
 	workflowTemplates = make([]*WorkflowTemplate, 0)

-	sb := c.selectWorkflowTemplatesQuery(namespace, request).
-		Where(sq.Eq{
-			"wt.is_archived": false,
-			"wt.is_system":   false,
-		})
+	sb, err := c.selectWorkflowTemplatesQuery(namespace, request)
+	if err != nil {
+		return nil, err
+	}
+
+	sb = sb.Where(sq.Eq{
+		"wt.is_archived": false,
+		"wt.is_system":   false,
+	})

 	err = c.DB.Selectx(&workflowTemplates, sb)

@@ -448,7 +461,11 @@ func (c *Client) selectWorkflowTemplatesDB(namespace string, request *request.Re
 func (c *Client) selectAllWorkflowTemplatesDB(namespace string, request *request.Request) (workflowTemplates []*WorkflowTemplate, err error) {
 	workflowTemplates = make([]*WorkflowTemplate, 0)

-	sb := c.selectWorkflowTemplatesQuery(namespace, request)
+	sb, err := c.selectWorkflowTemplatesQuery(namespace, request)
+	if err != nil {
+		return nil, err
+	}
+
 	err = c.DB.Selectx(&workflowTemplates, sb)

 	return
@@ -465,7 +482,10 @@ func (c *Client) CountWorkflowTemplates(namespace string, request *request.Reque
 			"wt.is_system":   false,
 		})

-	sb = applyLabelSelectQuery(sb, request)
+	sb, err = applyWorkflowTemplateFilter(sb, request)
+	if err != nil {
+		return 0, err
+	}

 	err = sb.RunWith(c.DB).
 		QueryRow().
--- a/pkg/workspace.go
+++ b/pkg/workspace.go
@@ -11,12 +11,12 @@ import (
 	"github.com/ghodss/yaml"
 	"github.com/lib/pq"
 	"github.com/onepanelio/core/pkg/util"
+	"github.com/onepanelio/core/pkg/util/env"
 	"github.com/onepanelio/core/pkg/util/ptr"
 	"github.com/onepanelio/core/pkg/util/request"
 	log "github.com/sirupsen/logrus"
 	"google.golang.org/grpc/codes"
 	corev1 "k8s.io/api/core/v1"
-	"strconv"
 	"strings"
 	"time"
 )
@@ -225,7 +225,7 @@ func (c *Client) createWorkspace(namespace string, parameters []byte, workspace
 	templates := argoTemplate.Spec.Templates
 	for i, t := range templates {
 		if t.Name == WorkspaceStatefulSetResource {
-			resultManifest, err := c.addResourceRequestsAndLimitsToWorkspaceTemplate(t, argoTemplate, workspace)
+			resultManifest, err := c.addRuntimeFieldsToWorkspaceTemplate(t, workspace, systemConfig)
 			if err != nil {
 				return nil, err
 			}
@@ -267,9 +267,9 @@ func (c *Client) createWorkspace(namespace string, parameters []byte, workspace
 	return workspace, nil
 }

-// addResourceRequestsAndLimitsToWorkspaceTemplate will take the workspace statefulset resource
+// addRuntimeFieldsToWorkspaceTemplate will take the workspace statefulset resource
 // and attempt to figure out the resources it requests, based on the Node selected.
-func (c *Client) addResourceRequestsAndLimitsToWorkspaceTemplate(t wfv1.Template, argoTemplate *wfv1.WorkflowTemplate, workspace *Workspace) ([]byte, error) {
+func (c *Client) addRuntimeFieldsToWorkspaceTemplate(t wfv1.Template, workspace *Workspace, config SystemConfig) ([]byte, error) {
 	//due to placeholders, we can't unmarshal into a k8s statefulset
 	statefulSet := map[string]interface{}{}
 	if err := yaml.Unmarshal([]byte(t.Resource.Manifest), &statefulSet); err != nil {
@@ -287,26 +287,7 @@ func (c *Client) addResourceRequestsAndLimitsToWorkspaceTemplate(t wfv1.Template
 	if !ok {
 		return nil, errors.New("unable to type check statefulset manifest")
 	}
-	//Get node selected
-	labelKey := "sys-node-pool-label"
-	labelKeyVal := ""
-	for _, parameter := range argoTemplate.Spec.Arguments.Parameters {
-		if parameter.Name == labelKey {
-			labelKeyVal = *parameter.Value
-		}
-	}
-
-	nodePoolKey := "sys-node-pool"
-	nodePoolVal := ""
-	for _, parameter := range workspace.Parameters {
-		if parameter.Name == nodePoolKey {
-			nodePoolVal = *parameter.Value
-		}
-	}
-	extraContainer, err := generateExtraContainerWithResources(c, labelKeyVal, nodePoolVal)
-	if err != nil {
-		return nil, err
-	}
+	extraContainer := generateNodeCaptureContainer(workspace, config)
 	if extraContainer != nil {
 		containers, ok := templateSpec["containers"].([]interface{})
 		if !ok {
@@ -315,6 +296,29 @@ func (c *Client) addResourceRequestsAndLimitsToWorkspaceTemplate(t wfv1.Template

 		templateSpec["containers"] = append([]interface{}{extraContainer}, containers...)
 	}
+
+	containerJSON, err := json.Marshal(templateSpec["containers"])
+	if err != nil {
+		return nil, fmt.Errorf("unable to marshal containers from json spec")
+	}
+
+	containers := make([]*corev1.Container, 0)
+	if err := json.Unmarshal(containerJSON, &containers); err != nil {
+		return nil, err
+	}
+
+	for i := range containers {
+		container := containers[i]
+		env.AddDefaultEnvVarsToContainer(container)
+		env.PrependEnvVarToContainer(container, "ONEPANEL_API_URL", config["ONEPANEL_API_URL"])
+		env.PrependEnvVarToContainer(container, "ONEPANEL_FQDN", config["ONEPANEL_FQDN"])
+		env.PrependEnvVarToContainer(container, "ONEPANEL_DOMAIN", config["ONEPANEL_DOMAIN"])
+		env.PrependEnvVarToContainer(container, "ONEPANEL_PROVIDER", config["ONEPANEL_PROVIDER"])
+		env.PrependEnvVarToContainer(container, "ONEPANEL_RESOURCE_NAMESPACE", "{{workflow.namespace}}")
+		env.PrependEnvVarToContainer(container, "ONEPANEL_RESOURCE_UID", "{{workflow.parameters.sys-uid}}")
+	}
+	templateSpec["containers"] = containers
+
 	resultManifest, err := yaml.Marshal(statefulSet)
 	if err != nil {
 		return nil, err
@@ -322,93 +326,41 @@ func (c *Client) addResourceRequestsAndLimitsToWorkspaceTemplate(t wfv1.Template
 	return resultManifest, nil
 }

-// generateExtraContainerWithResources will add an extra container to a workspace.
-// The extra container will have the calculated resource request for the node selected by the workspace.
+// generateNodeCaptureContainer will add an extra container to a workspace.
+// The extra container have a hostPort set. Kubernetes will ensure the hostPort does not get conflict
+// between containers, scheduling a new node as needed.
 // The container will sleep once started, and generally consume negligible resources.
-//
-// The node that was selected has to be already running, in order to get the resource request correct.
-func generateExtraContainerWithResources(c *Client, labelKeyVal string, nodePoolVal string) (map[string]interface{}, error) {
-	runningNodes, err := c.Interface.CoreV1().Nodes().List(ListOptions{})
+func generateNodeCaptureContainer(workspace *Workspace, config SystemConfig) map[string]interface{} {
+	extraContainer := map[string]interface{}{
+		"image":   "alpine:latest",
+		"name":    "node-capturer",
+		"command": []interface{}{"/bin/sh"},
+		"args":    []interface{}{"-c", "while :; do sleep 2073600; done"},
+		"ports": []interface{}{
+			map[string]interface{}{
+				"name":          "node-capturer",
+				"hostPort":      80,
+				"containerPort": 80,
+			},
+		},
+	}
+
+	// Add resource limits for GPUs
+	nodePoolVal := ""
+	for _, parameter := range workspace.Parameters {
+		if parameter.Name == "sys-node-pool" {
+			nodePoolVal = *parameter.Value
+		}
+	}
+	n, err := config.NodePoolOptionByValue(nodePoolVal)
 	if err != nil {
-		return nil, err
+		return nil
 	}
-	for _, node := range runningNodes.Items {
-		cpu, memory, gpu, gpuManufacturer := CalculateResourceRequirements(node, labelKeyVal, nodePoolVal)
-		if cpu != "" && memory != "" {
-			extraContainer := map[string]interface{}{
-				"image":   "alpine:latest",
-				"name":    "resource-requester",
-				"command": []interface{}{"/bin/sh"},
-				"args":    []interface{}{"-c", "while :; do sleep 2073600; done"},
-				"resources": map[string]interface{}{
-					"requests": map[string]interface{}{
-						"cpu":    cpu,
-						"memory": memory,
-					},
-					"limits": map[string]interface{}{},
-				},
-			}
-
-			if gpu > 0 {
-				res, ok := extraContainer["resources"].(map[string]interface{})
-				if !ok {
-					return nil, errors.New("unable to type check extraContainer")
-				}
-				reqs, ok := res["requests"].(map[string]interface{})
-				if !ok {
-					return nil, errors.New("unable to type check extraContainer")
-				}
-				reqs[gpuManufacturer] = gpu
-
-				limits, ok := res["limits"].(map[string]interface{})
-				if !ok {
-					return nil, errors.New("unable to type check extraContainer")
-				}
-				limits[gpuManufacturer] = gpu
-
-			}
-			//process only one node
-			return extraContainer, err
-		}
+	if n != nil && n.Resources.Limits != nil {
+		extraContainer["resources"] = n.Resources
 	}
-	return nil, nil
-}

-// CalculateResourceRequirements will take the passed in Node and try to figure out the
-// allocatable capacity. Once the capacity is discovered, function figures out how to request 90%.
-// - We use 90% because manual calculation is error prone and not necessarily reliable.
-// Params:
-//  k8sInstanceTypeLabel - Such as 'beta.kubernetes.io/instance-type'
-//  nodeSelectorValue - Server/VM Type Name, Such as "Standard_NC6", on Azure.
-func CalculateResourceRequirements(node corev1.Node, k8sInstanceTypeLabel string, nodeSelectorValue string) (string, string, int64, string) {
-	var cpu string
-	var memory string
-	var gpu int64
-	gpuManufacturer := ""
-	if node.Labels[k8sInstanceTypeLabel] == nodeSelectorValue {
-		cpuInt := node.Status.Allocatable.Cpu().MilliValue()
-		cpu = strconv.FormatFloat(float64(cpuInt)*.9, 'f', 0, 64) + "m"
-		memoryInt := node.Status.Allocatable.Memory().MilliValue()
-		kiBase := 1024.0
-		ninetyPerc := float64(memoryInt) * .9
-		toKi := ninetyPerc / kiBase / kiBase
-		memory = strconv.FormatFloat(toKi, 'f', 0, 64) + "Ki"
-		//Check for Nvidia
-		gpuQuantity := node.Status.Allocatable["nvidia.com/gpu"]
-		if gpuQuantity.IsZero() == false {
-			gpu = gpuQuantity.Value()
-			gpuManufacturer = "nvidia.com/gpu"
-		}
-
-		//Check for AMD
-		//Source: https://github.com/RadeonOpenCompute/k8s-device-plugin/blob/master/example/pod/alexnet-gpu.yaml
-		gpuQuantity = node.Status.Allocatable["amd.com/gpu"]
-		if gpuQuantity.IsZero() == false {
-			gpu = gpuQuantity.Value()
-			gpuManufacturer = "amd.com/gpu"
-		}
-	}
-	return cpu, memory, gpu, gpuManufacturer
+	return extraContainer
 }

 // startWorkspace starts a workspace and related resources. It assumes a DB record already exists
@@ -462,7 +414,7 @@ func (c *Client) startWorkspace(namespace string, parameters []byte, workspace *
 	templates := argoTemplate.Spec.Templates
 	for i, t := range templates {
 		if t.Name == WorkspaceStatefulSetResource {
-			resultManifest, err := c.addResourceRequestsAndLimitsToWorkspaceTemplate(t, argoTemplate, workspace)
+			resultManifest, err := c.addRuntimeFieldsToWorkspaceTemplate(t, workspace, systemConfig)
 			if err != nil {
 				return nil, err
 			}
@@ -823,10 +775,9 @@ func (c *Client) updateWorkspace(namespace, uid, workspaceAction, resourceAction
 	workspace.WorkspaceTemplate = workspaceTemplate

 	templates := workspace.WorkspaceTemplate.WorkflowTemplate.ArgoWorkflowTemplate.Spec.Templates
-	argoTemplate := workspace.WorkspaceTemplate.WorkflowTemplate.ArgoWorkflowTemplate
 	for i, t := range templates {
 		if t.Name == WorkspaceStatefulSetResource {
-			resultManifest, err := c.addResourceRequestsAndLimitsToWorkspaceTemplate(t, argoTemplate, workspace)
+			resultManifest, err := c.addRuntimeFieldsToWorkspaceTemplate(t, workspace, config)
 			if err != nil {
 				return err
 			}
--- a/pkg/workspace_template.go
+++ b/pkg/workspace_template.go
@@ -9,7 +9,6 @@ import (
 	wfv1 "github.com/argoproj/argo/pkg/apis/workflow/v1alpha1"
 	"github.com/asaskevich/govalidator"
 	"github.com/onepanelio/core/pkg/util"
-	"github.com/onepanelio/core/pkg/util/env"
 	"github.com/onepanelio/core/pkg/util/ptr"
 	"github.com/onepanelio/core/pkg/util/request"
 	"github.com/onepanelio/core/pkg/util/router"
@@ -352,7 +351,7 @@ func createVirtualServiceManifest(spec *WorkspaceSpec) (virtualServiceManifest s
 	return
 }

-func createStatefulSetManifest(spec *WorkspaceSpec, config map[string]string, services []*Service) (statefulSetManifest string, err error) {
+func createStatefulSetManifest(spec *WorkspaceSpec) (statefulSetManifest string, err error) {
 	var volumeClaims []map[string]interface{}
 	volumeClaimsMapped := make(map[string]bool)
 	// Add volumeClaims that the user has added first
@@ -395,18 +394,6 @@ func createStatefulSetManifest(spec *WorkspaceSpec, config map[string]string, se
 	// Automatically map the remaining ones
 	for i, c := range spec.Containers {
 		container := &spec.Containers[i]
-		env.AddDefaultEnvVarsToContainer(container)
-		env.PrependEnvVarToContainer(container, "ONEPANEL_API_URL", config["ONEPANEL_API_URL"])
-		env.PrependEnvVarToContainer(container, "ONEPANEL_FQDN", config["ONEPANEL_FQDN"])
-		env.PrependEnvVarToContainer(container, "ONEPANEL_DOMAIN", config["ONEPANEL_DOMAIN"])
-		env.PrependEnvVarToContainer(container, "ONEPANEL_PROVIDER", config["ONEPANEL_PROVIDER"])
-		env.PrependEnvVarToContainer(container, "ONEPANEL_RESOURCE_NAMESPACE", "{{workflow.namespace}}")
-		env.PrependEnvVarToContainer(container, "ONEPANEL_RESOURCE_UID", "{{workflow.parameters.sys-name}}")
-
-		for _, service := range services {
-			envName := fmt.Sprintf("ONEPANEL_SERVICES_%v_API_URL", strings.ToUpper(service.Name))
-			env.PrependEnvVarToContainer(container, envName, service.URL)
-		}

 		for _, v := range c.VolumeMounts {
 			if volumeClaimsMapped[v.Name] {
@@ -541,7 +528,12 @@ func unmarshalWorkflowTemplate(spec *WorkspaceSpec, serviceManifest, virtualServ
 				continue
 			}

-			volumeClaimItems = append(volumeClaimItems, wfv1.Item{Type: wfv1.String, StrVal: v.Name})
+			// We wrap the name in quotes as it has to be JSON friendly
+			item, err := wfv1.ParseItem(`"` + v.Name + `"`)
+			if err != nil {
+				return "", err
+			}
+			volumeClaimItems = append(volumeClaimItems, item)

 			volumeClaimsMapped[v.Name] = true
 		}
@@ -972,12 +964,7 @@ func (c *Client) generateWorkspaceTemplateWorkflowTemplate(workspaceTemplate *Wo
 		return nil, err
 	}

-	services, err := c.ListServices(workspaceTemplate.Namespace)
-	if err != nil {
-		return nil, err
-	}
-
-	statefulSetManifest, err := createStatefulSetManifest(workspaceSpec, config, services)
+	statefulSetManifest, err := createStatefulSetManifest(workspaceSpec)
 	if err != nil {
 		return nil, err
 	}
@@ -1158,6 +1145,19 @@ func (c *Client) UpdateWorkspaceTemplate(namespace string, workspaceTemplate *Wo
 	return workspaceTemplate, nil
 }

+// UpdateWorkspaceTemplateManifest updates a workspace template by creating a new version where the only difference is the manifest
+func (c *Client) UpdateWorkspaceTemplateManifest(namespace, uid string, manifest string) (*WorkspaceTemplate, error) {
+	existingTemplate, err := c.GetWorkspaceTemplate(namespace, uid, 0)
+	if err != nil {
+		return nil, err
+	}
+
+	existingTemplate.UID = uid
+	existingTemplate.Manifest = manifest
+
+	return c.UpdateWorkspaceTemplate(namespace, existingTemplate)
+}
+
 // ListWorkspaceTemplates returns a list of workspace templates that are not archived, sorted by most recent created first
 func (c *Client) ListWorkspaceTemplates(namespace string, request *request.Request) (workspaceTemplates []*WorkspaceTemplate, err error) {
 	sb := c.workspaceTemplatesSelectBuilder(namespace).
--- a/server/auth/auth.go
+++ b/server/auth/auth.go
@@ -2,9 +2,14 @@ package auth

 import (
 	"context"
+	"crypto/md5"
+	"encoding/hex"
 	"errors"
 	"fmt"
 	"github.com/onepanelio/core/api"
+	"github.com/onepanelio/core/pkg/util"
+	log "github.com/sirupsen/logrus"
+	v12 "k8s.io/apimachinery/pkg/apis/meta/v1"
 	"net/http"
 	"strings"

@@ -27,6 +32,9 @@ const (
 func getBearerToken(ctx context.Context) (*string, bool) {
 	md, ok := metadata.FromIncomingContext(ctx)
 	if !ok {
+		log.WithFields(log.Fields{
+			"Method": "getBearerToken",
+		}).Error("Unable to get metadata from incoming context")
 		return nil, false
 	}

@@ -36,6 +44,9 @@ func getBearerToken(ctx context.Context) (*string, bool) {
 			return nil, false
 		}
 		t = strings.ReplaceAll(t, prefix, "")
+		if t == "null" {
+			return nil, false
+		}
 		return &t, true
 	}

@@ -55,20 +66,36 @@ func getBearerToken(ctx context.Context) (*string, bool) {
 		return &t, true
 	}

+	log.WithFields(log.Fields{
+		"Method": "getBearerToken",
+	}).Error("Unable to get BearerToken:", md)
+
 	return nil, false
 }

 func getClient(ctx context.Context, kubeConfig *v1.Config, db *v1.DB, sysConfig v1.SystemConfig) (context.Context, error) {
+	if kubeConfig == nil {
+		return nil, fmt.Errorf("getClient - nil passed in for kubeConfig")
+	}
+	if db == nil {
+		return nil, fmt.Errorf("getClient - nil passed in for db")
+	}
+
 	bearerToken, ok := getBearerToken(ctx)
 	if !ok {
 		return nil, status.Error(codes.Unauthenticated, `Missing or invalid "authorization" header.`)
 	}
+	if bearerToken == nil {
+		return nil, status.Error(codes.Unauthenticated, "Bearer token is nil")
+	}

 	kubeConfig.BearerToken = *bearerToken
+
 	client, err := v1.NewClient(kubeConfig, db, sysConfig)
 	if err != nil {
 		return nil, err
 	}
+	client.Token = kubeConfig.BearerToken

 	return context.WithValue(ctx, ContextClientKey, client), nil
 }
@@ -98,6 +125,43 @@ func IsAuthorized(c *v1.Client, namespace, verb, group, resource, name string) (
 	return
 }

+func verifyLogin(client *v1.Client, tokenRequest *api.GetAccessTokenRequest) (rawToken string, err error) {
+	accountsList, err := client.CoreV1().ServiceAccounts("onepanel").List(v1.ListOptions{})
+	if err != nil {
+		return "", err
+	}
+
+	authTokenSecretName := ""
+	for _, serviceAccount := range accountsList.Items {
+		if serviceAccount.Name != tokenRequest.Username {
+			continue
+		}
+		for _, secret := range serviceAccount.Secrets {
+			if strings.Contains(secret.Name, "-token-") {
+				authTokenSecretName = secret.Name
+				break
+			}
+		}
+	}
+	if authTokenSecretName == "" {
+		return "", util.NewUserError(codes.InvalidArgument, fmt.Sprintf("unknown service account '%v'", tokenRequest.Username))
+	}
+
+	secret, err := client.CoreV1().Secrets("onepanel").Get(authTokenSecretName, v12.GetOptions{})
+	if err != nil {
+		return "", err
+	}
+
+	currentTokenBytes := md5.Sum(secret.Data["token"])
+	currentTokenString := hex.EncodeToString(currentTokenBytes[:])
+
+	if tokenRequest.Token != fmt.Sprintf("%s", currentTokenString) {
+		return "", util.NewUserError(codes.InvalidArgument, "token doesn't match what's on record")
+	}
+
+	return string(secret.Data["token"]), nil
+}
+
 // UnaryInterceptor performs authentication checks.
 // The two main cases are:
 //   1. Is the token valid? This is used for logging in.
@@ -105,6 +169,41 @@ func IsAuthorized(c *v1.Client, namespace, verb, group, resource, name string) (
 func UnaryInterceptor(kubeConfig *v1.Config, db *v1.DB, sysConfig v1.SystemConfig) grpc.UnaryServerInterceptor {
 	return func(ctx context.Context, req interface{}, info *grpc.UnaryServerInfo, handler grpc.UnaryHandler) (resp interface{}, err error) {
 		// Check if the provided token is valid. This does not require a token in the header.
+		if info.FullMethod == "/api.AuthService/GetAccessToken" {
+			md, ok := metadata.FromIncomingContext(ctx)
+			if !ok {
+				return resp, errors.New("unable to get metadata from incoming context")
+			}
+
+			getAccessTokenRequest, ok := req.(*api.GetAccessTokenRequest)
+			if !ok {
+				return resp, errors.New("invalid request object for GetAccessTokenRequest")
+			}
+
+			defaultClient, err := v1.GetDefaultClientWithDB(db)
+			if err != nil {
+				return nil, err
+			}
+
+			rawToken, err := verifyLogin(defaultClient, getAccessTokenRequest)
+			if err != nil {
+				return nil, err
+			}
+
+			sysConfig, err := defaultClient.GetSystemConfig()
+			if err != nil {
+				return nil, err
+			}
+
+			md.Set("authorization", "Bearer "+rawToken)
+
+			ctx, err = getClient(ctx, kubeConfig, db, sysConfig)
+			if err != nil {
+				ctx = nil
+			}
+
+			return handler(ctx, req)
+		}
 		if info.FullMethod == "/api.AuthService/IsValidToken" {
 			md, ok := metadata.FromIncomingContext(ctx)
 			if !ok {
@@ -113,10 +212,29 @@ func UnaryInterceptor(kubeConfig *v1.Config, db *v1.DB, sysConfig v1.SystemConfi

 			tokenRequest, ok := req.(*api.IsValidTokenRequest)
 			if !ok {
-				return resp, errors.New("IsValidToken does not have correct request type")
+				return resp, errors.New("invalid request object for GetAccessTokenRequest")
+			}
+			getAccessTokenRequest := &api.GetAccessTokenRequest{
+				Username: tokenRequest.Username,
+				Token:    tokenRequest.Token,
 			}

-			md.Set("authorization", tokenRequest.Token.Token)
+			defaultClient, err := v1.GetDefaultClientWithDB(db)
+			if err != nil {
+				return nil, err
+			}
+
+			rawToken, err := verifyLogin(defaultClient, getAccessTokenRequest)
+			if err != nil {
+				return nil, err
+			}
+
+			sysConfig, err := defaultClient.GetSystemConfig()
+			if err != nil {
+				return nil, err
+			}
+
+			md.Set("authorization", "Bearer "+rawToken)

 			ctx, err = getClient(ctx, kubeConfig, db, sysConfig)
 			if err != nil {
--- a/server/auth_server.go
+++ b/server/auth_server.go
@@ -50,13 +50,13 @@ func (a *AuthServer) IsAuthorized(ctx context.Context, request *api.IsAuthorized
 	return res, nil
 }

-func (a *AuthServer) IsValidToken(ctx context.Context, req *api.IsValidTokenRequest) (res *api.IsValidTokenResponse, err error) {
+// GetAccessToken is an alias for IsValidToken. It returns a token given a username and hashed token.
+func (a *AuthServer) GetAccessToken(ctx context.Context, req *api.GetAccessTokenRequest) (res *api.GetAccessTokenResponse, err error) {
 	if ctx == nil {
-		return nil, status.Error(codes.Unauthenticated, "Unauthenticated.")
+		return nil, status.Error(codes.Unauthenticated, "unauthenticated")
 	}

 	client := getClient(ctx)
-
 	err = a.isValidToken(err, client)
 	if err != nil {
 		return nil, err
@@ -66,10 +66,51 @@ func (a *AuthServer) IsValidToken(ctx context.Context, req *api.IsValidTokenRequ
 	if err != nil {
 		return
 	}
-	res = &api.IsValidTokenResponse{}
-	res.Domain = config["ONEPANEL_DOMAIN"]

-	return res, nil
+	domain := config.Domain()
+	if domain == nil {
+		return nil, fmt.Errorf("domain is not set")
+	}
+
+	res = &api.GetAccessTokenResponse{
+		Domain:      *domain,
+		AccessToken: client.Token,
+		Username:    req.Username,
+	}
+
+	return
+}
+
+// IsValidToken returns the appropriate token information given an md5 version of the token
+// Deprecated: Use GetAccessToken instead
+func (a *AuthServer) IsValidToken(ctx context.Context, req *api.IsValidTokenRequest) (res *api.IsValidTokenResponse, err error) {
+	if ctx == nil {
+		return nil, status.Error(codes.Unauthenticated, "unauthenticated")
+	}
+
+	client := getClient(ctx)
+	err = a.isValidToken(err, client)
+	if err != nil {
+		return nil, err
+	}
+
+	config, err := client.GetSystemConfig()
+	if err != nil {
+		return
+	}
+
+	domain := config.Domain()
+	if domain == nil {
+		return nil, fmt.Errorf("domain is not set")
+	}
+
+	res = &api.IsValidTokenResponse{
+		Domain:   *domain,
+		Token:    client.Token,
+		Username: req.Username,
+	}
+
+	return
 }

 func (a *AuthServer) isValidToken(err error, client *v1.Client) error {
--- a/server/converter/converter.go
+++ b/server/converter/converter.go
@@ -37,6 +37,65 @@ func MappingToKeyValue(mapping map[string]string) []*api.KeyValue {
 	return keyValues
 }

+// MetricsToAPI converts Metrics to the API version
+func MetricsToAPI(metrics v1.Metrics) []*api.Metric {
+	result := make([]*api.Metric, 0)
+
+	for _, metric := range metrics {
+		newItem := &api.Metric{
+			Name:   metric.Name,
+			Value:  metric.Value,
+			Format: metric.Format,
+		}
+
+		result = append(result, newItem)
+	}
+
+	return result
+}
+
+// APIMetricsToCore converts []*api.Metric to v1.Metrics
+func APIMetricsToCore(metrics []*api.Metric) v1.Metrics {
+	result := v1.Metrics{}
+
+	for _, metric := range metrics {
+		m := v1.Metric{
+			Name:   metric.Name,
+			Value:  metric.Value,
+			Format: metric.Format,
+		}
+
+		// We don't override anything because we want the input to match how the user entered it
+		// So if there are entries with the same name, that's fine.
+		result.Add(&m, false)
+	}
+
+	return result
+}
+
+// LabelsToKeyValues converts []*v1.Label to []*api.Label
+func LabelsToKeyValues(labels []*v1.Label) []*api.KeyValue {
+	keyValues := make([]*api.KeyValue, 0)
+
+	for _, label := range labels {
+		keyValues = append(keyValues, LabelToKeyValue(label))
+	}
+
+	sort.Slice(keyValues, func(i, j int) bool {
+		return keyValues[i].Key < keyValues[j].Key
+	})
+
+	return keyValues
+}
+
+// LabelToKeyValue converts a *v1.Label to *api.Label
+func LabelToKeyValue(label *v1.Label) *api.KeyValue {
+	return &api.KeyValue{
+		Key:   label.Key,
+		Value: label.Value,
+	}
+}
+
 func ParameterOptionToAPI(option *v1.ParameterOption) *api.ParameterOption {
 	apiOption := &api.ParameterOption{
 		Name:  option.Name,
--- a/server/label_server.go
+++ b/server/label_server.go
@@ -5,23 +5,25 @@ import (
 	"github.com/onepanelio/core/api"
 	v1 "github.com/onepanelio/core/pkg"
 	"github.com/onepanelio/core/server/auth"
+	"github.com/onepanelio/core/server/converter"
 )

-func resourceIdentifierToArgoResource(identifier string) string {
+func getGroupAndResourceByIdentifier(identifier string) (group, resource string) {
+	group = "argoproj.io"
 	switch identifier {
 	case v1.TypeWorkflowTemplate:
-		return "workflowtemplates"
+		return group, "workflowtemplates"
 	case v1.TypeWorkflowTemplateVersion:
-		return "workflowtemplates"
+		return group, "workflowtemplates"
 	case v1.TypeWorkflowExecution:
-		return "workflows"
+		return group, "workflows"
 	case v1.TypeCronWorkflow:
-		return "cronworkflows"
+		return group, "cronworkflows"
 	case v1.TypeWorkspace:
-		return "statefulset"
+		return "onepanel.io", "workspaces"
 	}

-	return ""
+	return "", ""
 }

 func mapLabelsToKeyValue(labels []*v1.Label) []*api.KeyValue {
@@ -54,10 +56,10 @@ func NewLabelServer() *LabelServer {
 }

 func (s *LabelServer) GetLabels(ctx context.Context, req *api.GetLabelsRequest) (*api.GetLabelsResponse, error) {
-	argoResource := resourceIdentifierToArgoResource(req.Resource)
+	group, resource := getGroupAndResourceByIdentifier(req.Resource)

 	client := getClient(ctx)
-	allowed, err := auth.IsAuthorized(client, req.Namespace, "get", "argoproj.io", argoResource, "")
+	allowed, err := auth.IsAuthorized(client, req.Namespace, "get", group, resource, "")
 	if err != nil || !allowed {
 		return nil, err
 	}
@@ -73,10 +75,10 @@ func (s *LabelServer) GetLabels(ctx context.Context, req *api.GetLabelsRequest)
 }

 func (s *LabelServer) AddLabels(ctx context.Context, req *api.AddLabelsRequest) (*api.GetLabelsResponse, error) {
-	argoResource := resourceIdentifierToArgoResource(req.Resource)
+	group, resource := getGroupAndResourceByIdentifier(req.Resource)

 	client := getClient(ctx)
-	allowed, err := auth.IsAuthorized(client, req.Namespace, "create", "argoproj.io", argoResource, "")
+	allowed, err := auth.IsAuthorized(client, req.Namespace, "create", group, resource, "")
 	if err != nil || !allowed {
 		return nil, err
 	}
@@ -97,10 +99,10 @@ func (s *LabelServer) AddLabels(ctx context.Context, req *api.AddLabelsRequest)
 }

 func (s *LabelServer) ReplaceLabels(ctx context.Context, req *api.ReplaceLabelsRequest) (*api.GetLabelsResponse, error) {
-	argoResource := resourceIdentifierToArgoResource(req.Resource)
+	group, resource := getGroupAndResourceByIdentifier(req.Resource)

 	client := getClient(ctx)
-	allowed, err := auth.IsAuthorized(client, req.Namespace, "update", "argoproj.io", argoResource, "")
+	allowed, err := auth.IsAuthorized(client, req.Namespace, "update", group, resource, "")
 	if err != nil || !allowed {
 		return nil, err
 	}
@@ -121,11 +123,11 @@ func (s *LabelServer) ReplaceLabels(ctx context.Context, req *api.ReplaceLabelsR
 }

 func (s *LabelServer) DeleteLabel(ctx context.Context, req *api.DeleteLabelRequest) (*api.GetLabelsResponse, error) {
-	argoResource := resourceIdentifierToArgoResource(req.Resource)
+	group, resource := getGroupAndResourceByIdentifier(req.Resource)

 	client := getClient(ctx)
 	// update verb here since we are not deleting the resource, but labels
-	allowed, err := auth.IsAuthorized(client, req.Namespace, "update", "argoproj.io", argoResource, "")
+	allowed, err := auth.IsAuthorized(client, req.Namespace, "update", group, resource, "")
 	if err != nil || !allowed {
 		return nil, err
 	}
@@ -146,3 +148,29 @@ func (s *LabelServer) DeleteLabel(ctx context.Context, req *api.DeleteLabelReque
 		Labels: mapLabelsToKeyValue(labels),
 	}, nil
 }
+
+// GetAvailableLabels returns the labels available for a resource specified by the GetAvailableLabelsRequest
+func (s *LabelServer) GetAvailableLabels(ctx context.Context, req *api.GetAvailableLabelsRequest) (*api.GetLabelsResponse, error) {
+	group, resource := getGroupAndResourceByIdentifier(req.Resource)
+
+	client := getClient(ctx)
+	allowed, err := auth.IsAuthorized(client, req.Namespace, "get", group, resource, "")
+	if err != nil || !allowed {
+		return nil, err
+	}
+
+	labels, err := client.ListAvailableLabels(&v1.SelectLabelsQuery{
+		Table:     v1.TypeToTableName(req.Resource),
+		Alias:     "l",
+		Namespace: req.Namespace,
+		KeyLike:   req.KeyLike + "%",
+		Skip:      v1.SkipKeysFromString(req.SkipKeys),
+	})
+	if err != nil {
+		return nil, err
+	}
+
+	return &api.GetLabelsResponse{
+		Labels: converter.LabelsToKeyValues(labels),
+	}, nil
+}
--- a/server/workflow_server.go
+++ b/server/workflow_server.go
@@ -40,6 +40,7 @@ func apiWorkflowExecution(wf *v1.WorkflowExecution, router router.Web) (workflow
 		Phase:     string(wf.Phase),
 		Manifest:  wf.Manifest,
 		Labels:    converter.MappingToKeyValue(wf.Labels),
+		Metrics:   converter.MetricsToAPI(wf.Metrics),
 	}

 	if wf.StartedAt != nil && !wf.StartedAt.IsZero() {
@@ -143,8 +144,7 @@ func (s *WorkflowServer) AddWorkflowExecutionStatistics(ctx context.Context, req
 		return &empty.Empty{}, err
 	}

-	err = client.FinishWorkflowExecutionStatisticViaExitHandler(req.Namespace, req.Uid,
-		req.Statistics.WorkflowTemplateId, phase, workflow.Status.StartedAt.UTC())
+	err = client.FinishWorkflowExecutionStatisticViaExitHandler(req.Namespace, req.Uid, phase, workflow.Status.StartedAt.UTC())

 	if err != nil {
 		return &empty.Empty{}, err
@@ -328,13 +328,19 @@ func (s *WorkflowServer) ListWorkflowExecutions(ctx context.Context, req *api.Li
 		return nil, err
 	}

+	totalCount, err := client.CountWorkflowExecutions(req.Namespace, "", "", req.IncludeSystem, nil)
+	if err != nil {
+		return nil, err
+	}
+
 	paginator := resourceRequest.Pagination
 	return &api.ListWorkflowExecutionsResponse{
-		Count:              int32(len(apiWorkflowExecutions)),
-		WorkflowExecutions: apiWorkflowExecutions,
-		Page:               int32(paginator.Page),
-		Pages:              paginator.CalculatePages(count),
-		TotalCount:         int32(count),
+		Count:               int32(len(apiWorkflowExecutions)),
+		WorkflowExecutions:  apiWorkflowExecutions,
+		Page:                int32(paginator.Page),
+		Pages:               paginator.CalculatePages(count),
+		TotalCount:          int32(count),
+		TotalAvailableCount: int32(totalCount),
 	}, nil
 }

@@ -468,3 +474,37 @@ func (s *WorkflowServer) GetWorkflowExecutionStatisticsForNamespace(ctx context.
 		Stats: converter.WorkflowExecutionStatisticsReportToAPI(report),
 	}, nil
 }
+
+// AddWorkflowExecutionMetrics merges the input metrics for the workflow execution identified by (namespace,uid)
+func (s *WorkflowServer) AddWorkflowExecutionMetrics(ctx context.Context, req *api.AddWorkflowExecutionsMetricsRequest) (*api.WorkflowExecutionsMetricsResponse, error) {
+	client := getClient(ctx)
+
+	metrics := converter.APIMetricsToCore(req.Metrics)
+	workflowExecution, err := client.AddWorkflowExecutionMetrics(req.Namespace, req.Uid, metrics, req.Override)
+	if err != nil {
+		return nil, err
+	}
+
+	resp := &api.WorkflowExecutionsMetricsResponse{
+		Metrics: converter.MetricsToAPI(workflowExecution.Metrics),
+	}
+
+	return resp, nil
+}
+
+// UpdateWorkflowExecutionMetrics replaces the metrics with the input metrics for the workflow identified by (namespace, uid)
+func (s *WorkflowServer) UpdateWorkflowExecutionMetrics(ctx context.Context, req *api.UpdateWorkflowExecutionsMetricsRequest) (*api.WorkflowExecutionsMetricsResponse, error) {
+	client := getClient(ctx)
+
+	metrics := converter.APIMetricsToCore(req.Metrics)
+	workflowExecution, err := client.UpdateWorkflowExecutionMetrics(req.Namespace, req.Uid, metrics)
+	if err != nil {
+		return nil, err
+	}
+
+	resp := &api.WorkflowExecutionsMetricsResponse{
+		Metrics: converter.MetricsToAPI(workflowExecution.Metrics),
+	}
+
+	return resp, nil
+}
--- a/server/workflow_template_server.go
+++ b/server/workflow_template_server.go
@@ -43,6 +43,7 @@ func apiWorkflowTemplate(wft *v1.WorkflowTemplate) *api.WorkflowTemplate {
 	return res
 }

+// CreateWorkflowTemplate creates a workflow template and the initial version
 func (s *WorkflowTemplateServer) CreateWorkflowTemplate(ctx context.Context, req *api.CreateWorkflowTemplateRequest) (*api.WorkflowTemplate, error) {
 	client := getClient(ctx)
 	allowed, err := auth.IsAuthorized(client, req.Namespace, "create", "argoproj.io", "workflowtemplates", "")
@@ -205,13 +206,19 @@ func (s *WorkflowTemplateServer) ListWorkflowTemplates(ctx context.Context, req
 		return nil, err
 	}

+	totalCount, err := client.CountWorkflowTemplates(req.Namespace, nil)
+	if err != nil {
+		return nil, err
+	}
+
 	paginator := resourceRequest.Pagination
 	return &api.ListWorkflowTemplatesResponse{
-		Count:             int32(len(apiWorkflowTemplates)),
-		WorkflowTemplates: apiWorkflowTemplates,
-		Page:              int32(paginator.Page),
-		Pages:             paginator.CalculatePages(count),
-		TotalCount:        int32(count),
+		Count:               int32(len(apiWorkflowTemplates)),
+		WorkflowTemplates:   apiWorkflowTemplates,
+		Page:                int32(paginator.Page),
+		Pages:               paginator.CalculatePages(count),
+		TotalCount:          int32(count),
+		TotalAvailableCount: int32(totalCount),
 	}, nil
 }

--- a/server/workspace_server.go
+++ b/server/workspace_server.go
@@ -252,13 +252,19 @@ func (s *WorkspaceServer) ListWorkspaces(ctx context.Context, req *api.ListWorks
 		return nil, err
 	}

+	totalCount, err := client.CountWorkspaces(req.Namespace, nil)
+	if err != nil {
+		return nil, err
+	}
+
 	paginator := resourceRequest.Pagination
 	return &api.ListWorkspaceResponse{
-		Count:      int32(len(apiWorkspaces)),
-		Workspaces: apiWorkspaces,
-		Page:       int32(paginator.Page),
-		Pages:      paginator.CalculatePages(count),
-		TotalCount: int32(count),
+		Count:               int32(len(apiWorkspaces)),
+		Workspaces:          apiWorkspaces,
+		Page:                int32(paginator.Page),
+		Pages:               paginator.CalculatePages(count),
+		TotalCount:          int32(count),
+		TotalAvailableCount: int32(totalCount),
 	}, nil
 }

@@ -363,7 +369,7 @@ func (s *WorkspaceServer) RetryLastWorkspaceAction(ctx context.Context, req *api
 func (s *WorkspaceServer) GetWorkspaceStatisticsForNamespace(ctx context.Context, req *api.GetWorkspaceStatisticsForNamespaceRequest) (*api.GetWorkspaceStatisticsForNamespaceResponse, error) {
 	client := getClient(ctx)

-	allowed, err := auth.IsAuthorized(client, req.Namespace, "list", "argoproj.io", "workspaces", "")
+	allowed, err := auth.IsAuthorized(client, req.Namespace, "list", "onepanel.io", "workspaces", "")
 	if err != nil || !allowed {
 		return nil, err
 	}