Repository: mlgym/mlgym (language: python)

Issue:
Keep only one frontend project

Improve data structures for more efficient diagram rendering
* Determine inefficiencies within the redux data structures that lead to slow diagram updates
* Estimate the time complexity of the routines for rendering the diagrams in O-notation
* Improve the data structures respectively


Discussion / hints:

Fix patch:
diff --git a/src/ml_board/backend/websocket_api/websocket_server_dummy.py b/src/ml_board/backend/websocket_api/websocket_server_dummy.py
index 34d0eb80..7f0e6f61 100644
--- a/src/ml_board/backend/websocket_api/websocket_server_dummy.py
+++ b/src/ml_board/backend/websocket_api/websocket_server_dummy.py
@@ -96,7 +96,7 @@ def on_client_disconnected():
     host = "localhost"
     async_mode = None
 
-    log_file_path = "/home/mluebberin/repositories/github/private_workspace/mlgym/src/ml_gym/backend/streaming/log.txt"
+    log_file_path = "./event_storage_less_data.log"
 
     message_delay = 0.1  # in seconds
 
diff --git a/src/ml_board/frontend/dashboard/.gitignore b/src/ml_board/frontend/Dashboard/.gitignore
similarity index 100%
rename from src/ml_board/frontend/dashboard/.gitignore
rename to src/ml_board/frontend/Dashboard/.gitignore
diff --git a/src/ml_board/frontend/dashboard/README.md b/src/ml_board/frontend/Dashboard/README.md
similarity index 93%
rename from src/ml_board/frontend/dashboard/README.md
rename to src/ml_board/frontend/Dashboard/README.md
index b87cb004..79291fc9 100644
--- a/src/ml_board/frontend/dashboard/README.md
+++ b/src/ml_board/frontend/Dashboard/README.md
@@ -1,6 +1,6 @@
 # Getting Started with Create React App
 
-This project was bootstrapped with [Create React App](https://github.com/facebook/create-react-app).
+This project was bootstrapped with [Create React App](https://github.com/facebook/create-react-app), using the [Redux](https://redux.js.org/) and [Redux Toolkit](https://redux-toolkit.js.org/) TS template.
 
 ## Available Scripts
 
diff --git a/src/ml_board/frontend/Dashboard/ReduxDataStructures.md b/src/ml_board/frontend/Dashboard/ReduxDataStructures.md
new file mode 100644
index 00000000..500c5221
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/ReduxDataStructures.md
@@ -0,0 +1,218 @@
+# Redux Data Structures
+
+In this document, we specify the redux data structures used within the MLboard frontend. Since messages come in frequently, also the react components need to be redrawn at the same rate. 
+Therefore, we need data structures that allow for efficient updates of incoming messages and need little to no operations to reshape the data for the visual components. 
+
+## Job Status
+
+The incoming `job_status` message has the following format:
+
+```python
+{
+    "event_type": "job_status",
+    "creation_ts": "1",
+    "event_id": <int>
+    "payload": { 
+        "job_id":<str>,          # format <grid_search_id>-<job index>
+        "job_type": <str>        # <CALC, TERMINATE>
+        "status": <str>          # <INIT, RUNNING, DONE>
+        "grid_search_id": <str>  # <timestamp>, 
+        "experiment_id": <int>,
+        "starting_time": <unix_timestamp>,
+        "finishing_time": <unix_timestamp>,
+        "error": <str>,
+        "stacktrace": <str>,
+        "device": <str>
+    }
+}
+```
+
+### Redux data structure 
+
+Here is how the **jobs slice** is implemented:
+
+```tsx
+export interface Job {
+  job_id          : string; // format <grid_search_id>-<job index>
+  job_type?       : string; // <CALC, TERMINATE>
+  status?         : string; // <INIT, RUNNING, DONE>
+  grid_search_id? : string; // <timestamp>
+  experiment_id?  : string;
+  starting_time?  : number;
+  finishing_time? : number;
+  error?          : string;
+  stacktrace?     : string;
+  device?         : string;
+}
+
+export interface JobsState {
+  [jID: string]: Job;
+}
+```
+
+Here is how the slice looks in the redux state:
+
+```python
+jobs: {
+    <job_id>: {
+        "job_id":<str>,          # format <grid_search_id>-<job index>
+        "job_type": <str>        # <CALC, TERMINATE>
+        "status": <str>          # <INIT, RUNNING, DONE>
+        "grid_search_id": <str>  # <timestamp>, 
+        "experiment_id": <str>,
+        "starting_time": <number>,
+        "finishing_time": <number>,
+        "error": <str>,
+        "stacktrace": <str>,
+        "device": <str>
+    }
+    ...
+    <job_id>: {
+        ...
+    }
+}
+```
+
+### Complexity
+
+**Insert message complexity:**
+
+**Data retrieval complexity of single line chart:**
+
+**Data retrieval complexity for data table:**
+
+**Data retrieval complexity of single table row:**
+
+
+
+
+
+
+
+## Evaluation Result & Experiment Status
+
+The `evaluation_result` messages coming in via the websocket have the following format:
+
+```python
+{
+    "event_type": "evaluation_result",
+    "creation_ts": <unix timestamp>,
+    "event_id": <int>
+    "payload": {
+        "epoch": <int>,
+        "grid_search_id": <timestamp>, 
+        "experiment_id": <int>,
+        "metric_scores": [
+            {
+                "metric": <str>, 
+                "split": <str>,
+                "score": <float>
+            }, 
+            ...
+        ],
+        "loss_scores": [
+            {
+                "loss": <str>,, 
+                "split": <str>,,
+                "score": <float>
+            },
+            ...
+        ]
+    }
+}
+```
+
+The incoming `experiment_status` message has the following format:
+
+```python
+{
+    "event_type": "experiment_status",
+    "creation_ts": "1",
+    "event_id": <int>
+    "payload": { 
+        "grid_search_id": <timestamp>, 
+        "experiment_id": <int>,
+        "status": <str> # <TRAINING, EVALUATING>,
+        "num_epochs": <int>,
+        "current_epoch": <int>,
+        "splits":  [<str>, ...], # e.g., ["train", "val", "test"],
+        "current_split": <str>, # e.g., "val"
+        "num_batches": <int>,
+        "current_batch": <int>
+    }
+}
+```
+It's highly inefficient to store every message as is, and traverse through all of them to render the charts. Hence, the messages are parsed the moment they are received, and saved into experiments slice in the redux state.
+
+### Redux data structure
+
+Here is how the **experiments slice** is implemented:
+
+```tsx
+export interface Epoch {
+  id            : number;
+  [eID: string] : number;
+}
+
+export interface Experiment {
+  grid_search_id : string; 
+  experiment_id  : string;
+  chart_ids?     : string[]; //format ${split}@@${metric}
+  status?        : string;   // <TRAINING, EVALUATING>,
+  current_split? : string;
+  splits?        : string[]; //e.g.: ["train", "val", "test"],
+  num_epochs?    : number;
+  current_epoch? : number;
+  num_batches?   : number;
+  current_batch? : number;
+  color?         : string;
+  // used to keep split data -- VV    To avoid compilation error      VV
+  [split_metric: string] : Epoch[] | number | string | string[] | undefined;
+  // -------------------------- ^^^^^^ To avoid compilation error ^^^^^^
+}
+
+export interface ExperimentsState {
+  [eID: string]: Experiment;
+}
+```
+
+Here is how the slice looks in the redux state:
+
+```python
+experiments: {
+    <experiment_id>: {
+        "grid_search_id": <str>, # is a timestamp
+        "experiment_id": <str>,  # e.g.: 0,1,2,...
+        "status": <str>          # <TRAINING, EVALUATING>,
+        "num_epochs": <int>,
+        "current_epoch": <int>,
+        "splits": [<str>, ...], # e.g.: ["train", "val", "test"],
+        "current_split": <str>, # e.g.: "val"
+        "num_batches": <int>,
+        "current_batch": <int>,
+        "color": <str>,
+        "chart_ids": [<str>, ...], # format ${split}@@${metric}
+        [<split_metric>]:  [
+          {
+            <experiment_id>: <float>,
+            id: <int>
+          },
+          ...
+        ],
+    }
+    ...
+    <experiment_id>: {
+        ...
+    }
+}
+```
+
+### Complexity
+
+**Insert message complexity:**
+
+**Data retrieval complexity of single line chart:**
+
+**Data retrieval complexity for data table:**
+
+**Data retrieval complexity of single table row:**
diff --git a/src/ml_board/frontend/Dashboard/documentations/Redux_Data_Structures.md b/src/ml_board/frontend/Dashboard/documentations/Redux_Data_Structures.md
new file mode 100644
index 00000000..eb160697
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/documentations/Redux_Data_Structures.md
@@ -0,0 +1,122 @@
+# Redux Data Structures
+
+In this section, we specify the redux data structures used within the MLboard frontend.
+
+We will be taking `evaluation_result` as an example to show the process.
+
+The `evaluation_result` messages coming in via the websocket have the following format:
+
+```python
+{
+    "event_type": "evaluation_result",
+    "creation_ts": <unix timestamp>,
+    "event_id": <int>
+    "payload": {
+        "epoch": <int>,
+        "grid_search_id": <timestamp>, 
+        "experiment_id": <int>,
+        "metric_scores": [
+            {
+                "metric": <str>, 
+                "split": <str>,
+                "score": <float>
+            }, 
+            ...
+        ],
+        "loss_scores": [
+            {
+                "loss": <str>,, 
+                "split": <str>,,
+                "score": <float>
+            },
+            ...
+        ]
+    }
+}
+```
+
+The messages from websocket are handled by event handlers stored in `path: src/websocket/event_handlers`. For Experiment Results, we have `handleExperimentStatusData`. Here we take the previous redux state, restructure the new data, update the previous redux state and make it ready to be stored/updated in redux.<br/>
+This restructuring is happening in a thread seperate from UI thread.<br/>
+Here, the redux data is structured as follows:
+
+```python
+    {
+        "ExperimentsReducer": {
+            "evalResult": {
+                "grid_search_id": <str>,
+                "experiments": {
+                    [split]_[metric]: {
+                        "data": {
+                            "labels": <list>,
+                            "datasets": [
+                                "exp_id": <int>,
+                                "label": <str>,
+                                "data": <list>
+                                "fill": <bool>,
+                                "backgroundColor": <str>,
+                                "borderColor": <str>
+                            ]
+                        },
+                        "options": {
+                            "plugins": {
+                                "title": {
+                                    "display": <bool>,
+                                    "text": <str>,
+                                    "color": <str>,
+                                    "font": {
+                                        "weight": <str>,
+                                        "size": <str>
+                                    }
+                                }
+                            }
+                        },
+                        "ids_to_track_and_find_exp_id": <list>
+                    },
+                    [split]_[loss]: {
+                        "data": {
+                            "labels": <list>,
+                            "datasets": [
+                                "exp_id": <int>,
+                                "label": <str>,
+                                "data": <list>
+                                "fill": <bool>,
+                                "backgroundColor": <str>,
+                                "borderColor": <str>
+                            ]
+                        },
+                        "options": {
+                            "plugins": {
+                                "title": {
+                                    "display": <bool>,
+                                    "text": <str>,
+                                    "color": <str>,
+                                    "font": {
+                                        "weight": <str>,
+                                        "size": <str>
+                                    }
+                                }
+                            }
+                        },
+                        "ids_to_track_and_find_exp_id": <list>
+                    }
+                }
+            }
+        }
+    }
+```
+
+We would loop over metric_scores & loss_scores and get all the split-metric & split-loss pairs and add all the new pairs to experiment dict. If the pair is already present, then we update it with new or existing experiment_ids.<br/>
+
+Each pair has 3 dicts - data, options, ids_to_track_and_find_exp_id.<br/>
+
+Here, data & options are structured as per the react-chartjs-2 library needs the data. So, keeping such structure in redux itself will help in redering the data by directly accessing redux state without any prepocessing.<br/>
+
+Labels are the range of min to max epochs. Datasets are the list of each experiment data & properties for react-chartjs-2 library.<br/>
+
+ids_to_track_and_find_exp_id array is used to keep track of experiments present at a certain index in data->datasets dict. So that we can update the [split]-[metric_OR_loss]->data->datasets->[exp_index]->data array when we encounter an experiment_id which is already present.<br/>
+
+options are used for setting styling the title of the chart. It is structured as per the requirements of the react library.<br/>
+
+Then `handleExperimentStatusData` returns the whole updated redux sate back to the SocketClass, which will invoke the callback function (`dataCallback`) of the `worker.js` - `workerOnMessageCallback`. This method will invoke the postMessage API which will send the data from webworker to UI (here, to `AppNew.js`).
+
+In `AppNew.js`, the messages from webworkers are handled in `workerOnMessageHandler`. From this method, we save the dict directly into redux using the method: `this.props.saveEvalResultData(data);`
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/documentations/WebWorkers.md b/src/ml_board/frontend/Dashboard/documentations/WebWorkers.md
new file mode 100644
index 00000000..ed635a7b
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/documentations/WebWorkers.md
@@ -0,0 +1,58 @@
+# Web-Workers
+
+In this project, we have used web-workers which gives us the advantage of working on the tasks seperately from the main UI thread.<br/>
+
+Initialising the WebSocket in the main thread would slow down the website and make it feel laggy since constantly it would be handling the server data that is pushed in through the WebSocket.<br/>
+
+One way to do this efficiently is by initialising the WebSocket inside a WebWorker. WebWorker does not execute in the main thread instead it will be executed in a separate thread in parallel to the main thread which handles the rendering and handling of user actions.
+
+To get a detailed understanding of these two Web API’s you can go through the following:<br/><br/>
+
+WebSockets — https://blog.logrocket.com/websockets-tutorial-how-to-go-real-time-with-node-and-react-8e4693fbf843/ <br/><br/>
+
+WebWorkers:<br/>
+Video — https://youtu.be/Gcp7triXFjg <br/>
+Blog — https://developer.mozilla.org/en-US/docs/Web/API/Web_Workers_API <br/><br/>
+
+WebSockets inside WebWorkers — https://jpsam7.medium.com/react-app-with-websocket-implemented-inside-webworker-aba6374e54f0 <br/><br/>
+
+We will be getting streamable data from the our endpoint (can be localhost or a custom url).
+
+The code to achieve this is split across 4 files.
+1. AppNew.js
+2. DedicatedWorkerClass.js
+3. SocketClass.js
+4. worker.js
+
+## AppNew.js
+`path: ./src/app/AppNew.js` <br/><br/>
+- Here, from the `componentDidMount` lifecycle method we trigger the `createWorker` function, which will create an instance of `DedicatedWorkerClass` and also sends a message to the worker "`START`" stating to initialise the WebSocket. `DedicatedWorkerClass` is a wrapper around the actual worker API.
+
+- Inside `createWorker` we give the constructor of `DedicatedWorkerClass` the function `workerOnMessageHandler`.
+This method is responsible for handling the messages sent from the worker to UI and do appropriate actions on the data returned. Here, we will be saving the data in redux state.
+
+## DedicatedWorkerClass.js
+`path: ./src/webworkers/DedicatedWorkerClass.js` <br/><br/>
+- Inside the constructor of DedicatedWorkerClass we initialise the worker object. The name of the worker file doesn’t necessarily have to be `worker.js` you can name it as per your use case. 
+
+## worker.js
+`path: ./src/webworkers/worker.js`
+- In this file, the `onmessage` method will set the `onmessage` handler of worker object. This event handler will be triggered whenever the main thread sends any message using the `postMessage` API (eg: I have sent redux data from `AppNew.js` to update it with new data from websocket). Before we transfer the control to `doAction` method we can validate the request data using `validateEventData` to make sure it follows the data communication pattern we have defined (For now I have sent true by default).
+
+- We send the function `workerOnMessageCallback` as one of the parameters for the SocketClass. This function will be used by the Socket to post the data it is retrieving.
+
+- We are following this pattern wherein we are sending a function to the Socket is that the `postMessage` function will not be available outside the worker scope.
+
+- So when we try to access `postMessage` from inside SocketClass it will be `undefined`. Hence we pass a function callback which will be used to send the message from socket to worker and hence to the UI.
+
+## SocketClass.js
+`path: ./src/websocket/SocketClass.js`
+- The init function of `SocketClass` in called from `worker.js` which initialises the webSocket with the streaming data URL endpoint.
+
+- Once the WebSocket connection is opened, we subscribe to the `mlgym_event` of the websocket connection to the server.
+
+- After we have subscribed to the data we will start receiving information from the back-end continuously. We handle these messages using `handleEventMessage` handler. It processes the data as required by the UI. (For example, `EVALUATION_RESULT` are handled by an event handler: `handleEvaluationResultData`)
+
+- We send this info to the main thread using the `dataCallback` function which is the `workerOnMessageCallback` function in `worker.js` which uses the `postMessage` API of WebWorker to send the data back to the main thread (here, the data goes back to `workerOnMessageHandler` in `AppNew.js` via `onMessage` method from `DedicatedWorkerClass.js`).
+
+### And that’s how we get streaming data through WebSocket and WebWorker without blocking the main thread and slowing down the application. <br/><br/>
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/package-lock.json b/src/ml_board/frontend/Dashboard/package-lock.json
similarity index 85%
rename from src/ml_board/frontend/dashboard/package-lock.json
rename to src/ml_board/frontend/Dashboard/package-lock.json
index c87bdab4..bc9211b5 100644
--- a/src/ml_board/frontend/dashboard/package-lock.json
+++ b/src/ml_board/frontend/Dashboard/package-lock.json
@@ -1,49 +1,37 @@
 {
-  "name": "dashboard",
+  "name": "front-end",
   "version": "0.1.0",
   "lockfileVersion": 2,
   "requires": true,
   "packages": {
     "": {
-      "name": "dashboard",
+      "name": "front-end",
       "version": "0.1.0",
       "dependencies": {
-        "@emotion/react": "^11.9.3",
-        "@emotion/styled": "^11.9.3",
-        "@fortawesome/free-solid-svg-icons": "^6.2.0",
-        "@fortawesome/react-fontawesome": "^0.2.0",
-        "@mui/icons-material": "^5.8.4",
-        "@mui/material": "^5.9.1",
-        "@mui/types": "^7.1.5",
-        "@reduxjs/toolkit": "^1.8.3",
-        "@testing-library/jest-dom": "^5.16.4",
-        "@testing-library/react": "^13.3.0",
-        "@testing-library/user-event": "^13.5.0",
-        "@types/jest": "^27.5.2",
-        "@types/node": "^16.11.45",
-        "@types/react": "^18.0.15",
-        "@types/react-dom": "^18.0.6",
-        "ag-grid-community": "^28.0.2",
-        "ag-grid-react": "^28.0.0",
-        "bootstrap": "^5.2.0",
-        "re-resizable": "^6.9.9",
+        "@reduxjs/toolkit": "^1.9.0",
+        "ag-grid-community": "^28.2.1",
+        "ag-grid-react": "^28.2.1",
+        "chart.js": "^4.1.1",
+        "history": "^4.7.2",
+        "lodash.clonedeep": "^4.5.0",
         "react": "^18.2.0",
-        "react-bootstrap": "^2.4.0",
+        "react-chartjs-2": "^5.1.0",
         "react-dom": "^18.2.0",
-        "react-redux": "^8.0.2",
+        "react-redux": "^8.0.5",
         "react-router-dom": "^6.3.0",
         "react-scripts": "5.0.1",
-        "recharts": "^2.1.13",
-        "redux": "^4.2.0",
-        "redux-thunk": "^2.4.1",
-        "socket.io-client": "^4.5.1",
-        "typescript": "^4.7.4",
+        "recharts": "^2.1.16",
+        "socket.io-client": "^4.5.3",
+        "typescript": "^4.8.4",
         "web-vitals": "^2.1.4"
       },
       "devDependencies": {
-        "@types/react-redux": "^7.1.24",
-        "@types/redux": "^3.6.0",
-        "@types/redux-thunk": "^2.1.0"
+        "@types/history": "^4.7.3",
+        "@types/lodash.clonedeep": "^4.5.7",
+        "@types/node": "^17.0.45",
+        "@types/react": "^18.0.25",
+        "@types/react-dom": "^18.0.8",
+        "sass": "^1.56.1"
       }
     },
     "node_modules/@ampproject/remapping": {
@@ -70,28 +58,28 @@
       }
     },
     "node_modules/@babel/compat-data": {
-      "version": "7.18.8",
-      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.18.8.tgz",
-      "integrity": "sha512-HSmX4WZPPK3FUxYp7g2T6EyO8j96HlZJlxmKPSh6KAcqwyDrfx7hKjXpAW/0FhFfTJsR0Yt4lAjLI2coMptIHQ==",
+      "version": "7.20.1",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.20.1.tgz",
+      "integrity": "sha512-EWZ4mE2diW3QALKvDMiXnbZpRvlj+nayZ112nK93SnhqOtpdsbVD4W+2tEoT3YNBAG9RBR0ISY758ZkOgsn6pQ==",
       "engines": {
         "node": ">=6.9.0"
       }
     },
     "node_modules/@babel/core": {
-      "version": "7.18.9",
-      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.18.9.tgz",
-      "integrity": "sha512-1LIb1eL8APMy91/IMW+31ckrfBM4yCoLaVzoDhZUKSM4cu1L1nIidyxkCgzPAgrC5WEz36IPEr/eSeSF9pIn+g==",
+      "version": "7.20.2",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.20.2.tgz",
+      "integrity": "sha512-w7DbG8DtMrJcFOi4VrLm+8QM4az8Mo+PuLBKLp2zrYRCow8W/f9xiXm5sN53C8HksCyDQwCKha9JiDoIyPjT2g==",
       "dependencies": {
         "@ampproject/remapping": "^2.1.0",
         "@babel/code-frame": "^7.18.6",
-        "@babel/generator": "^7.18.9",
-        "@babel/helper-compilation-targets": "^7.18.9",
-        "@babel/helper-module-transforms": "^7.18.9",
-        "@babel/helpers": "^7.18.9",
-        "@babel/parser": "^7.18.9",
-        "@babel/template": "^7.18.6",
-        "@babel/traverse": "^7.18.9",
-        "@babel/types": "^7.18.9",
+        "@babel/generator": "^7.20.2",
+        "@babel/helper-compilation-targets": "^7.20.0",
+        "@babel/helper-module-transforms": "^7.20.2",
+        "@babel/helpers": "^7.20.1",
+        "@babel/parser": "^7.20.2",
+        "@babel/template": "^7.18.10",
+        "@babel/traverse": "^7.20.1",
+        "@babel/types": "^7.20.2",
         "convert-source-map": "^1.7.0",
         "debug": "^4.1.0",
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+      "integrity": "sha512-HnLZJDwYBE+hpG25AQBO8RUWBJRaCsI9ksQJEp3aCOFCaG5kqaToAYXFRAHxzRluM2cQbGzdQF5rjKPWPA1fug==",
       "requires": {
         "@types/trusted-types": "^2.0.2",
-        "workbox-core": "6.5.3"
+        "workbox-core": "6.5.4"
       }
     },
     "wrap-ansi": {
diff --git a/src/ml_board/frontend/Dashboard/package.json b/src/ml_board/frontend/Dashboard/package.json
new file mode 100644
index 00000000..ea213df6
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/package.json
@@ -0,0 +1,54 @@
+{
+  "name": "front-end",
+  "version": "0.1.0",
+  "private": true,
+  "dependencies": {
+    "@reduxjs/toolkit": "^1.9.0",
+    "ag-grid-community": "^28.2.1",
+    "ag-grid-react": "^28.2.1",
+    "chart.js": "^4.1.1",
+    "history": "^4.7.2",
+    "lodash.clonedeep": "^4.5.0",
+    "react": "^18.2.0",
+    "react-chartjs-2": "^5.1.0",
+    "react-dom": "^18.2.0",
+    "react-redux": "^8.0.5",
+    "react-router-dom": "^6.3.0",
+    "react-scripts": "5.0.1",
+    "recharts": "^2.1.16",
+    "socket.io-client": "^4.5.3",
+    "typescript": "^4.8.4",
+    "web-vitals": "^2.1.4"
+  },
+  "scripts": {
+    "start": "react-scripts start",
+    "build": "react-scripts build",
+    "test": "react-scripts test",
+    "eject": "react-scripts eject"
+  },
+  "eslintConfig": {
+    "extends": [
+      "react-app"
+    ]
+  },
+  "browserslist": {
+    "production": [
+      ">0.2%",
+      "not dead",
+      "not op_mini all"
+    ],
+    "development": [
+      "last 1 chrome version",
+      "last 1 firefox version",
+      "last 1 safari version"
+    ]
+  },
+  "devDependencies": {
+    "@types/history": "^4.7.3",
+    "@types/lodash.clonedeep": "^4.5.7",
+    "@types/node": "^17.0.45",
+    "@types/react": "^18.0.25",
+    "@types/react-dom": "^18.0.8",
+    "sass": "^1.56.1"
+  }
+}
diff --git a/src/ml_board/frontend/Dashboard/public/favicon.ico b/src/ml_board/frontend/Dashboard/public/favicon.ico
new file mode 100644
index 00000000..a3638370
Binary files /dev/null and b/src/ml_board/frontend/Dashboard/public/favicon.ico differ
diff --git a/src/ml_board/frontend/Dashboard/public/index.html b/src/ml_board/frontend/Dashboard/public/index.html
new file mode 100644
index 00000000..f1873a5d
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/public/index.html
@@ -0,0 +1,18 @@
+<!DOCTYPE html>
+<html lang="en">
+  <head>
+    <meta charset="utf-8" />
+    <link rel="icon" href="%PUBLIC_URL%/favicon.ico" />
+    <meta name="viewport" content="width=device-width, initial-scale=1" />
+    <meta name="theme-color" content="#000000" />
+    <meta
+      name="description"
+      content="Machine Learning Gym"
+    />
+    <title>MLGym</title>
+  </head>
+  <body>
+    <noscript>You need to enable JavaScript to run this app.</noscript>
+    <div id="root"></div>
+  </body>
+</html>
diff --git a/src/ml_board/frontend/Dashboard/src/app/App.scss b/src/ml_board/frontend/Dashboard/src/app/App.scss
new file mode 100644
index 00000000..0acb0388
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/app/App.scss
@@ -0,0 +1,26 @@
+// $header-height: 3rem;
+// $nav-width: 68px;
+// $first-color: #4723D9;
+// $first-color-light: #AFA5D9;
+// $white-color: #F7F6FB;
+// $body-font: 'Nunito', sans-serif;
+// $normal-font-size: 1rem;
+// $z-fixed: 100;
+
+.App {
+  text-align: center;
+  display: grid;
+  grid-template-columns: max-content auto;
+  grid-template-rows: 100vh;
+
+  .tabContent {
+    display: grid;
+    grid-template-columns: auto;
+    grid-template-rows: auto 150px;
+
+    .mainView {
+      height: 100%;
+      overflow: auto;
+    }
+  }
+}
diff --git a/src/ml_board/frontend/Dashboard/src/app/App.tsx b/src/ml_board/frontend/Dashboard/src/app/App.tsx
new file mode 100644
index 00000000..03a44f9c
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/app/App.tsx
@@ -0,0 +1,75 @@
+import { useEffect } from 'react';
+import { Route, Routes } from 'react-router-dom';
+import Graphs from '../components/graphs/Graphs';
+import { saveEvalResultData } from '../redux/experiments/experimentsSlice';
+import DedicatedWorker from '../webworkers/DedicatedWorker';
+import './App.scss';
+
+import Dashboard from '../components/dashboard/Dashboard';
+import Filter from '../components/filter/Filter';
+import Settings from '../components/settings/Settings';
+import Tabs from '../components/tabs/Tabs';
+import Throughput from '../components/throughputs/Throughput';
+import { upsertExperiment } from '../redux/experiments/yetAnotherExperimentSlice';
+import { upsertJob } from '../redux/jobs/jobSlice';
+import { DataToRedux } from '../webworkers/worker_utils';
+import { useAppDispatch } from './hooks';
+
+
+export default function App() {
+    const dispatch = useAppDispatch();
+    
+    useEffect(() => {
+        // TODO: is DedicatedWorker really needed? 
+        const mlgymWorker = new DedicatedWorker(Object(workerOnMessageHandler));
+        // NOTE: this is better than calling "useAppSelector(selectEvalResult)" as it will force the App function to get called everytime the state changes
+        // TODO: maybe find a better way later other than starting the worker with the empty redux state?
+        const evalResult = {
+            grid_search_id: null,
+            experiments: {},
+            colors_mapped_to_exp_id: [[],[]]
+        }
+        mlgymWorker.postMessage(evalResult);
+
+        // TODO: close the worker here?
+        // return () =>{ }
+    }, [dispatch])
+
+    // TODO: maybe useCallback
+    const workerOnMessageHandler = (data: DataToRedux) => {
+        if (typeof (data) === "string") {
+            console.log(data);
+        }
+        else {
+            if(data && data.evaluationResultsData && data.evaluationResultsData.grid_search_id !== null && data.evaluationResultsData.experiments !== undefined){
+                dispatch(saveEvalResultData(data.evaluationResultsData));
+            }
+            else if (data && data.jobStatusData) {
+                dispatch(upsertJob(data.jobStatusData))
+            }
+            else if(data && data.experimentStatusData)
+            {
+                dispatch(upsertExperiment(data.experimentStatusData))
+            }
+        }
+    }
+
+    return (
+        <div className="App">
+            <Tabs />
+            <div className='tabContent'>
+                <div className='mainView'>
+                    <Routes>
+                        <Route path="/" element={<Graphs />} />
+                        <Route path="/analysisboard" element={<Graphs />} />
+                        <Route path="/dashboard" element={<Dashboard />} />
+                        <Route path="/throughput" element={<Throughput />} />
+                        <Route path="/settings" element={<Settings />} />
+                        <Route path="*" element={<div>404</div>} />
+                    </Routes>
+                </div>
+                <Filter />
+            </div>
+        </div>
+    );
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/app/hooks.ts b/src/ml_board/frontend/Dashboard/src/app/hooks.ts
similarity index 63%
rename from src/ml_board/frontend/dashboard/src/app/hooks.ts
rename to src/ml_board/frontend/Dashboard/src/app/hooks.ts
index 31ae3a27..e5d9b816 100644
--- a/src/ml_board/frontend/dashboard/src/app/hooks.ts
+++ b/src/ml_board/frontend/Dashboard/src/app/hooks.ts
@@ -1,6 +1,6 @@
 import { TypedUseSelectorHook, useDispatch, useSelector } from 'react-redux';
-import type { RootState, AppDispatch } from './store';
+import type { RootState, AppDispatch } from '../redux/store';
 
 // Use throughout your app instead of plain `useDispatch` and `useSelector`
-export const useAppDispatch = (): AppDispatch => useDispatch<AppDispatch>();
+export const useAppDispatch = () => useDispatch<AppDispatch>();
 export const useAppSelector: TypedUseSelectorHook<RootState> = useSelector;
diff --git a/src/ml_board/frontend/Dashboard/src/components/dashboard/Dashboard.tsx b/src/ml_board/frontend/Dashboard/src/components/dashboard/Dashboard.tsx
new file mode 100644
index 00000000..6b87e8c3
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/dashboard/Dashboard.tsx
@@ -0,0 +1,142 @@
+import { useAppSelector } from "../../app/hooks";
+import { Experiment, selectExperiments } from "../../redux/experiments/yetAnotherExperimentSlice";
+import { selectAllJobs } from "../../redux/jobs/jobSlice";
+import { selectColorMap, selectFilter } from "../../redux/status/statusSlice";
+import Table from "./table/Table";
+
+
+interface TableRow {
+  // Job
+  job_id: string; // format <grid_search_id>-<job index>
+  job_type?: string; // <CALC, TERMINATE>
+  job_status?: string; // <INIT, RUNNING, DONE>
+  starting_time?: number;
+  finishing_time?: number;
+  error?: string;
+  stacktrace?: string;
+  device?: string;
+  // Experiment
+  experiment_id: string;
+  model_status?: string;   // <TRAINING, EVALUATING>,
+  current_split?: string;
+  splits?: string[]; //e.g.: ["train", "val", "test"],
+  num_epochs?: number;
+  current_epoch?: number;
+  num_batches?: number;
+  current_batch?: number;
+  // special Experiment keys for "latest_split_metric"
+  F1?: string;
+  Precision?: string;
+  Recall?: string;
+  // calculations
+  epoch_progress?: number;
+  batch_progress?: number;
+  // TODO: maybe get color???
+  color?: string;
+}
+
+
+export default function Dashboard() {
+  // filter them based on the regEx in the status slice
+  const re = new RegExp(useAppSelector(selectFilter));
+  const colorMap = useAppSelector(selectColorMap);
+
+  // prepare array for rows
+  const rows: TableRow[] = [];
+
+  // get all Job[] and Dictionary<Experiment>
+  const jobs = useAppSelector(selectAllJobs);
+  const experiments = useAppSelector(selectExperiments);
+  // loop over all job
+  for (const job of jobs) {
+    const expID = job.experiment_id as string;
+    const experiment = experiments[expID] as Experiment;
+    if (experiment !== undefined) {
+      // calc the progresses here for better code readablity 
+      let epoch_progress = -1;
+      if (experiment.current_epoch !== undefined && experiment.num_epochs !== undefined) {
+        epoch_progress = experiment.current_epoch / experiment.num_epochs;
+      }
+      let batch_progress = -1;
+      if (experiment.current_batch !== undefined && experiment.num_batches !== undefined) {
+        epoch_progress = experiment.current_batch / experiment.num_batches;
+      }
+    }
+
+    // // if the scores/"latest_split_metric" needs handling before showing them in the table? (I don't think so)
+    // const scores = {
+    //   F1: experiment.F1 as string,
+    //   Precision: experiment.Precision as string,
+    //   Recall: experiment.Recall as string,
+    // }
+
+    // create the TableRow and push it
+    rows.push({
+      ...job,
+      ...experiment,
+      // epoch_progress: epoch_progress,
+      // batch_progress: batch_progress,
+      // color: colorMap[experiment.experiment_id],
+      // ...scores
+    });
+  }
+  console.log(rows.at(-1));
+
+
+
+  // // loop over all job ids
+  // const job_ids = useAppSelector(selectJobIds);
+  // for (const jID of job_ids) {
+  //   // get job and the experiment
+  //   const job: Job = useAppSelector(state => selectJobById(state, jID)) as Job;
+  //   const expID = job.experiment_id as string;
+  //   const experiment: Experiment = useAppSelector(state => selectExperimentById(state, expID)) as Experiment;
+
+  //   // calc the progresses here for better code readablity 
+  //   let epoch_progress = -1;
+  //   if (experiment.current_epoch !== undefined && experiment.num_epochs !== undefined) {
+  //     epoch_progress = experiment.current_epoch / experiment.num_epochs;
+  //   }
+  //   let batch_progress = -1;
+  //   if (experiment.current_batch !== undefined && experiment.num_batches !== undefined) {
+  //     epoch_progress = experiment.current_batch / experiment.num_batches;
+  //   }
+
+  //   // // if the scores/"latest_split_metric" needs handling before showing them in the table? (I don't think so)
+  //   // const scores = {
+  //   //   F1: experiment.F1 as string,
+  //   //   Precision: experiment.Precision as string,
+  //   //   Recall: experiment.Recall as string,
+  //   // }
+
+  //   // create the TableRow and push it
+  //   rows.push({
+  //     ...job,
+  //     ...experiment,
+  //     epoch_progress: epoch_progress,
+  //     batch_progress: batch_progress,
+  //     color: colorMap[experiment.experiment_id],
+  //     // ...scores
+  //   });
+  // }
+
+
+  // REMOVED because the type 'undefined' is not a valid JSX element
+  // // TODO: this might be redundant???
+  // const iActiveTab = useAppSelector(selectTab);
+  // if ("Dashboard" !== iActiveTab)
+  //   return;
+
+  // TODO: get the colNames from the redux state ???
+  // IMPORTANT NOTE: these names have to match the keys of the row object exactly in order to appear in the table
+  const colNames = ["job_id", "job_type", "job_status", "experiment_id", "starting_time", "finishing_time",
+    "epoch_progress", "batch_progress", "model_status", "current_split", "splits", "error",
+    "stacktrace", "device", "current_epoch", "num_epochs", "F1", "Precision", "Recall"];
+
+  return (
+    <div>
+      Dashboard
+      <Table colNames={colNames.filter((colName: string) => re.test(colName))} rows={rows} />
+    </div>
+  );
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/dashboard/table/Table.scss b/src/ml_board/frontend/Dashboard/src/components/dashboard/table/Table.scss
new file mode 100644
index 00000000..0c5b62a1
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/dashboard/table/Table.scss
@@ -0,0 +1,4 @@
+#ag-grid-container {
+    width: 100%;
+    height: 100%;
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/dashboard/table/Table.tsx b/src/ml_board/frontend/Dashboard/src/components/dashboard/table/Table.tsx
new file mode 100644
index 00000000..970d7ee4
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/dashboard/table/Table.tsx
@@ -0,0 +1,59 @@
+import 'ag-grid-community/styles/ag-grid.css'; // Core grid CSS, always needed
+import 'ag-grid-community/styles/ag-theme-alpine.css'; // Optional theme CSS
+import { AgGridReact } from "ag-grid-react";
+// styles
+import './Table.scss';
+
+
+interface columnDefinition {
+  field: string;
+  sortable?: boolean;
+  filter?: boolean
+}
+
+
+function Table({ colNames, rows }: { colNames: string[], rows: any[] }) {
+
+  // change the array of strings to array of colum definitions
+  const colDefs: columnDefinition[] = colNames.map(
+    (colName: string) => ({
+      field: colName,
+      sortable: true,
+      filter: true
+    })
+  );
+
+  return (
+    <div className="ag-theme-alpine" id="ag-grid-container">
+      <AgGridReact
+        defaultColDef={{ resizable: true }}
+        // {/* provide column definitions */}
+        columnDefs={colDefs}
+        // {/* specify auto group column definition */}
+        // autoGroupColumnDef={this.autoGroupColumnDef}
+        // {/* row data provided via props from the file store */}
+        rowData={rows}
+        // // enable tree data
+        // treeData={true}
+        // // {/* return tree hierarchy from supplied data */}
+        // getDataPath={data => data.filePath}
+        // // {/* expand tree by default */}
+        // groupDefaultExpanded={-1}
+        // // {/* fit grid columns */}
+        onGridReady={params => params.api.sizeColumnsToFit()}
+        // // {/* provide context menu callback */}
+        // getContextMenuItems={this.getContextMenuItems}
+        // // {/* provide row drag end callback */}
+        // onRowDragEnd={this.onRowDragEnd}
+        // // {/* return id required for tree data and immutable data */}
+        getRowId={(params: any) => params.data.job_id}
+        // // {/* specify our FileCellRenderer component */}
+        // components={this.components}
+        animateRows={true} // Optional - set to 'true' to have rows animate when sorted
+      >
+      </AgGridReact>
+    </div>
+  )
+}
+
+export default Table;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/filter/Filter.tsx b/src/ml_board/frontend/Dashboard/src/components/filter/Filter.tsx
new file mode 100644
index 00000000..712bfd04
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/filter/Filter.tsx
@@ -0,0 +1,21 @@
+import { useAppDispatch } from "../../app/hooks";
+import { changeFilter } from "../../redux/status/statusSlice";
+
+function Filter() {
+  const dispatch = useAppDispatch();
+  const defaultValue = ".*";
+
+  const OnChange = (event: React.ChangeEvent<HTMLTextAreaElement>) => {
+    const value = event.currentTarget.value || defaultValue;
+    // TODO: check the rules here!
+    dispatch(changeFilter(value));
+  }
+
+  return (
+    <div className="filterArea" style={{ padding: 20, background: "#cccccc" }}>
+      <textarea onChange={OnChange} placeholder={defaultValue} style={{ height: "50px", width: "500px" }} />
+    </div>
+  )
+}
+
+export default Filter;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/graphs/Graphs.css b/src/ml_board/frontend/Dashboard/src/components/graphs/Graphs.css
new file mode 100644
index 00000000..6ce8170f
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/graphs/Graphs.css
@@ -0,0 +1,28 @@
+.home-main {
+    width: 100%;
+    display: flex;
+    flex-direction: row;
+    align-items: center;
+    justify-content: center;
+    flex-wrap: wrap;
+}
+
+.home-child {
+    width: 40%;
+    height: 70%;
+    margin-left: 20px;
+    margin-right: 20px;
+}
+
+.home-main-h2 {
+    display: flex;
+    flex-direction: row;
+    align-items: center;
+    justify-content: center;
+    background-color: lightblue;
+    color: darkblue;
+    font-size: 30px;
+    font-weight: bold;
+    padding: 10px;
+    margin-bottom: 10px;
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/graphs/Graphs.tsx b/src/ml_board/frontend/Dashboard/src/components/graphs/Graphs.tsx
new file mode 100644
index 00000000..fe4f2a30
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/graphs/Graphs.tsx
@@ -0,0 +1,57 @@
+import { Line } from "react-chartjs-2";
+import { useSelector } from 'react-redux';
+// import { reduxState } from "../../redux/store";
+import { CategoryScale, Chart as ChartJS, Filler, Legend, LinearScale, LineElement, PointElement, Title, Tooltip } from 'chart.js';
+import './Graphs.css';
+ChartJS.register(
+    CategoryScale,
+    LinearScale,
+    PointElement,
+    LineElement,
+    Title,
+    Tooltip,
+    Legend,
+    Filler
+)
+
+function Graphs () {
+    // TODO Vijul: alway useAppSelector never useSelector
+    const evalResult = useSelector((state: any) => state.experimentsSlice.evalResult);
+
+    // TODO: const chartIds = useAppSelector(selectChartIds);
+    // TODO: const charts = useAppSelector(selectCharts);
+    // TODO: const chartsCount = useAppSelector(selectChartsCount);
+
+    return(
+        <div>
+            <div className="home-main-h2">
+                Training Scores & Loss
+            </div>
+            {
+                // TODO: chartsCount > 0 ?
+                Object.keys(evalResult.experiments).length > 0 ?
+                <div className="home-main">
+                    {
+                        // TODO: chartIds.map((loss_or_metric, index) => {
+                        Object.keys(evalResult.experiments).map((loss_or_metric, index) => {
+                            return(
+                                <div className="home-child" key={index}>
+                                    <Line 
+                                        // TODO: data={charts[loss_or_metric].data} 
+                                        // TODO: options={charts[loss_or_metric].options}
+                                        data={evalResult.experiments[loss_or_metric].data} 
+                                        options={evalResult.experiments[loss_or_metric].options}
+                                    />
+                                </div>
+                            )
+                        })
+                    }
+                </div>
+                :
+                null
+            } 
+        </div>
+    );
+}
+
+export default Graphs;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/settings/Settings.tsx b/src/ml_board/frontend/Dashboard/src/components/settings/Settings.tsx
new file mode 100644
index 00000000..dc4995e7
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/settings/Settings.tsx
@@ -0,0 +1,9 @@
+function Settings() {
+  return (
+    <div>
+      Settings
+    </div>
+  )
+}
+
+export default Settings;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/tabs/Tabs.scss b/src/ml_board/frontend/Dashboard/src/components/tabs/Tabs.scss
new file mode 100644
index 00000000..00001180
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/tabs/Tabs.scss
@@ -0,0 +1,34 @@
+$white:#F7F6FB;
+
+.homeTabs {
+  display: grid;
+  grid-template-columns: 200px;
+  grid-template-rows: repeat(auto-fit, 50px);
+  place-items: center;
+  background: #4723D9;
+  height: 100vh;
+  width: max-content;
+
+  .homeTab {
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    width: 100%;
+    height: 30px;
+    font-size: 20px;
+    margin: auto 0;
+
+    .tabIcon {
+      width: 30px;
+      height: 30px;
+      margin-right: 10px;
+      fill: $white;
+    }
+
+    .tabLabel {
+      width: 100px;
+      text-align: left;
+      color: $white;
+    }
+  }
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/tabs/Tabs.tsx b/src/ml_board/frontend/Dashboard/src/components/tabs/Tabs.tsx
new file mode 100644
index 00000000..843b5cd1
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/tabs/Tabs.tsx
@@ -0,0 +1,63 @@
+// external deps
+import { Link } from "react-router-dom";
+
+// internal deps
+import { flag } from '../../svg/Icons';
+// import { dashboard       } from '../icons/Icons';
+import { cellTowerIcon, chartsMixedIcon, slidersIcon } from '../../svg/Icons';
+
+// state-selectors
+import { useAppSelector } from '../../app/hooks';
+import { selectTab } from '../../redux/status/statusSlice';
+
+// actions
+import { useAppDispatch } from '../../app/hooks';
+import { changeTab } from '../../redux/status/statusSlice';
+import type { AppDispatch } from '../../redux/store';
+
+// styles
+import './Tabs.scss';
+
+interface Tab {
+  icon  : JSX.Element;
+  route : string;
+  name  : string;
+  id    :string; // class name
+}
+
+function Tabs() {
+  let currentTab = useAppSelector (selectTab);
+  const dispatch = useAppDispatch ();
+
+  let tabs: Tab[] = [
+    // { icon: logo,            route: "",              name: ""           },
+    { icon: flag,            route: "dashboard",     name: "Dashboard"  , id:"Dashboard" },
+    { icon: chartsMixedIcon, route: "analysisboard", name: "Graphs"     , id:"Chartboard" },
+    { icon: cellTowerIcon,   route: "throughput",    name: "Throughput" , id:"Throughput" },
+    { icon: slidersIcon,     route: "settings",      name: "Settings"   , id:"Settings" }
+
+  ];
+
+  return (
+    <div className='homeTabs'>
+      {tabs.map ((val: Tab, _: number) => renderTab (val, val.id, currentTab, dispatch))}
+    </div>
+  )
+}
+
+let renderTab = (val: Tab, id:string, iActiveTab: string, dispatch: AppDispatch) => {
+  let isActive = iActiveTab === id;
+  let className  = 'homeTab';
+  if (isActive) className += ' active';
+
+  return (
+    <Link to={`/${val.route}`} key={`homeTab#${id}`}>
+      <div className={className} onClick={() => dispatch (changeTab (id))}>
+        <div className='tabIcon'> {val.icon}</div>
+        <div className='tabLabel'>{val.name}</div>
+      </div>
+    </Link>
+  );
+}
+
+export default Tabs;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/components/throughputs/Throughput.tsx b/src/ml_board/frontend/Dashboard/src/components/throughputs/Throughput.tsx
new file mode 100644
index 00000000..1dc20fc2
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/components/throughputs/Throughput.tsx
@@ -0,0 +1,9 @@
+function Throughput() {
+  return (
+    <div>
+      Throughput
+    </div>
+  )
+}
+
+export default Throughput;
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/index.css b/src/ml_board/frontend/Dashboard/src/index.scss
similarity index 71%
rename from src/ml_board/frontend/dashboard/src/index.css
rename to src/ml_board/frontend/Dashboard/src/index.scss
index ec2585e8..d35460c6 100644
--- a/src/ml_board/frontend/dashboard/src/index.css
+++ b/src/ml_board/frontend/Dashboard/src/index.scss
@@ -5,9 +5,14 @@ body {
     sans-serif;
   -webkit-font-smoothing: antialiased;
   -moz-osx-font-smoothing: grayscale;
-}
 
-code {
-  font-family: source-code-pro, Menlo, Monaco, Consolas, 'Courier New',
-    monospace;
+  .icon {
+    width: 100%;
+    height: 100%;
+  }
+  
+  a {
+    text-decoration: none;
+    color: inherit;
+  }
 }
diff --git a/src/ml_board/frontend/Dashboard/src/index.tsx b/src/ml_board/frontend/Dashboard/src/index.tsx
new file mode 100644
index 00000000..6690b9a7
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/index.tsx
@@ -0,0 +1,29 @@
+// external deps
+import React             from 'react';
+import { createRoot    } from 'react-dom/client';
+import { Provider      } from 'react-redux';
+import { BrowserRouter } from 'react-router-dom';
+
+// internal deps
+import { store         } from './redux/store';
+import App               from './app/App';
+
+// styles
+import './index.scss';
+
+const container = document.getElementById ('root')!;
+const root      = createRoot (container);
+
+root.render(
+  // NOTE: Multiple componentDidMount calls may be caused by using <React.StrictMode> around your component. After removing it double calls are gone. This is intended behavior to help detect unexpected side effects. You can read more about it in the `docs`. It happens only in development environment, while in production componentDidMount is called only once even with <React.StrictMode>
+  // However, Strict Mode is also a common problem and this question comes up high in google results.
+  // `docs`: https://reactjs.org/docs/strict-mode.html#detecting-unexpected-side-effects
+
+  // <React.StrictMode>
+    <Provider store={store}>
+      <BrowserRouter>
+        <App />
+      </BrowserRouter>
+    </Provider>
+  // </React.StrictMode>
+);
diff --git a/src/ml_board/frontend/Dashboard/src/redux/charts/chatsSlice.tsx b/src/ml_board/frontend/Dashboard/src/redux/charts/chatsSlice.tsx
new file mode 100644
index 00000000..e1fb5fd0
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/redux/charts/chatsSlice.tsx
@@ -0,0 +1,34 @@
+import { createEntityAdapter, createSlice } from "@reduxjs/toolkit";
+import { RootState } from "../store";
+
+
+const chartsAdapter = createEntityAdapter({});
+
+// interface ChartsState {
+//     // The unique IDs of each chart.
+//     ids: [];
+//     // A lookup table mapping chart IDs to the corresponding chart objects
+//     entities: {};
+// }
+
+const initialState = chartsAdapter.getInitialState({});
+
+export const chartsSlice = createSlice({
+    name: 'charts',
+    initialState,
+    reducers: {
+        upsertChart: chartsAdapter.upsertOne //(state, action.payload);
+    }
+});
+
+
+export const { upsertChart } = chartsSlice.actions;
+
+// create a set of memoized selectors
+export const {
+    selectIds: selectChartIds,
+    selectEntities: selectCharts,
+    selectTotal : selectChartsCount,
+} = chartsAdapter.getSelectors((state: RootState) => state.charts)
+
+export default chartsSlice.reducer;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/redux/experiments/experimentsSlice.tsx b/src/ml_board/frontend/Dashboard/src/redux/experiments/experimentsSlice.tsx
new file mode 100644
index 00000000..c443bc74
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/redux/experiments/experimentsSlice.tsx
@@ -0,0 +1,42 @@
+import { createSlice } from '@reduxjs/toolkit';
+import { RootState } from '../store';
+
+const initialState = {
+    // TODO Vijul: no need for this indentation layer "evalResult"?
+    evalResult: {
+        // TODO: move this outside to the status slice for example? (ASK MAX)
+        grid_search_id: null,
+        experiments: {},
+        // TODO: move this outside to the status slice
+        colors_mapped_to_exp_id: [[], []]
+    }
+}
+
+// const initialState = {
+//     experiments: {},
+//     // TODO: move this outside to the status slice
+//     colors_mapped_to_exp_id: [[], []]
+// }
+
+
+// TODO Vijul: Renameing this to charts and the whole file too???
+// const chartsSlice = createSlice({
+const experimentsSlice = createSlice({
+    // name: "charts",
+    name: "experimentsSlice",
+    initialState: initialState,
+    reducers: {
+        saveEvalResultData: (state, param) => {
+            // note that inside the slice reducer the "state" is NOT the "RootState", it's only the sliced state
+            // state = param.payload
+            state.evalResult = param.payload
+        }
+    }
+});
+
+// export const selectEvalResult = (state: RootState) => state.charts
+export const selectEvalResult = (state: RootState) => state.experimentsSlice.evalResult
+
+const { actions, reducer } = experimentsSlice
+export const { saveEvalResultData } = actions;
+export default reducer;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/redux/experiments/yetAnotherExperimentSlice.tsx b/src/ml_board/frontend/Dashboard/src/redux/experiments/yetAnotherExperimentSlice.tsx
new file mode 100644
index 00000000..2292b939
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/redux/experiments/yetAnotherExperimentSlice.tsx
@@ -0,0 +1,65 @@
+import { createEntityAdapter, createSlice, EntityState } from "@reduxjs/toolkit";
+import { RootState } from "../store";
+
+export interface Experiment {
+    experiment_id: string;
+    model_status?: string;   // <TRAINING, EVALUATING>,
+    current_split?: string;
+    splits?: string[]; //e.g.: ["train", "val", "test"],
+    num_epochs?: number;
+    current_epoch?: number;
+    num_batches?: number;
+    current_batch?: number;
+    // this is the lastest metric value per split (number, the rest is to avoid compilation error)
+    [latest_split_metric: string]: number | string | string[] | undefined;
+}
+
+const experimentsAdapter = createEntityAdapter<Experiment>({
+    selectId: ({ experiment_id }: Experiment) => experiment_id,
+    // sortComparer: ({ experiment_id: id1 }: Experiment, { experiment_id: id2 }: Experiment) => id1.localeCompare(id2),
+});
+
+// interface ExperimentsState {
+//     // The unique IDs of each experiment.
+//     ids: [];
+//     // A lookup table mapping experiment IDs to the corresponding Experiment objects
+//     entities: {};
+// }
+
+const initialState: EntityState<Experiment> = experimentsAdapter.getInitialState({});
+
+export const experimentsSlice = createSlice({
+    name: 'experiments',
+    initialState,
+    reducers: {
+        // TODO: Override to add the latest_split_metric
+        upsertExperiment: experimentsAdapter.upsertOne //(state, action.payload);
+        // upsertExperiment:(state, action: PayloadAction<Experiment>) => {
+        // const { experiment_id } = action.payload;
+        // const experiment = state.entities[experiment_id];
+        // if (experiment === undefined) {
+        //   experimentAdapter.addOne(state, action.payload);
+        // } else {
+        //   experimentAdapter.updateOne(state,)
+        //   mergeExperiments(experiment, action.payload);
+        // }
+        // if (state[action.payload.experiment_id] === undefined) {
+        //   state[action.payload.experiment_id] = { ...action.payload, color: getRandColor() };
+        // } else {
+        //   state[action.payload.experiment_id] =
+        //     mergeExperiments(state[action.payload.experiment_id], action.payload);
+        // }
+        // }
+    }
+});
+
+
+export const { upsertExperiment } = experimentsSlice.actions;
+
+// create a set of memoized selectors
+export const {
+    selectById: selectExperimentById,
+    selectEntities: selectExperiments,
+} = experimentsAdapter.getSelectors((state: RootState) => state.experiments)
+
+export default experimentsSlice.reducer;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/redux/jobs/jobSlice.tsx b/src/ml_board/frontend/Dashboard/src/redux/jobs/jobSlice.tsx
new file mode 100644
index 00000000..89b86ab6
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/redux/jobs/jobSlice.tsx
@@ -0,0 +1,61 @@
+import { createEntityAdapter, createSlice, EntityState } from "@reduxjs/toolkit";
+import { RootState } from "../store";
+
+
+// A.K.A JobStatusPayload
+export interface Job {
+    job_id: string; // format <grid_search_id>-<job index>
+    job_type?: string; // <CALC, TERMINATE>
+    job_status?: string; // <INIT, RUNNING, DONE>
+    // grid_search_id?: string;
+    experiment_id?: string;
+    starting_time?: number;
+    finishing_time?: number;
+    error?: string;
+    stacktrace?: string;
+    device?: string;
+}
+
+const jobsAdapter = createEntityAdapter<Job>({
+    selectId: ({ job_id }: Job) => job_id,
+    sortComparer: ({ job_id: id1 }: Job, { job_id: id2 }: Job) => id1.localeCompare(id2),
+});
+
+// interface JobsState {
+//     // The unique IDs of each job.
+//     ids: [];
+//     // A lookup table mapping job IDs to the corresponding Job objects
+//     entities: {};
+// }
+
+const initialState: EntityState<Job> = jobsAdapter.getInitialState({});
+
+export const jobsSlice = createSlice({
+    name: 'jobs',
+    initialState,
+    reducers: {
+        upsertJob: jobsAdapter.upsertOne //(state, action.payload);
+        // upsertJob: (state, action: PayloadAction<Job>) => {
+        //     if (state[action.payload.job_id] === undefined) {
+        //         state[action.payload.job_id] = action.payload
+        //     } else {
+        //         state[action.payload.job_id] = {
+        //             ...state[action.payload.job_id], ...action.payload
+        //         };
+        //     }
+        // }
+    }
+});
+
+
+export const { upsertJob } = jobsSlice.actions;
+
+// create a set of memoized selectors
+export const {
+    // selectAll: selectAllJobs,
+    selectById: selectJobById,
+    selectIds: selectJobIds,
+    selectAll: selectAllJobs,
+} = jobsAdapter.getSelectors((state: RootState) => state.jobs)
+
+export default jobsSlice.reducer;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/redux/status/statusSlice.ts b/src/ml_board/frontend/Dashboard/src/redux/status/statusSlice.ts
new file mode 100644
index 00000000..7ea30c62
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/redux/status/statusSlice.ts
@@ -0,0 +1,43 @@
+import { createSlice, PayloadAction } from '@reduxjs/toolkit';
+import { RootState } from '../store';
+
+export interface StatusState {
+  currentFilter: string;
+  idTab: string;
+  wsConnected: boolean;
+  grid_search_id?: string;
+  color_map: { [expID: string]: string }; // expID mapped to a color
+}
+
+const initialState: StatusState = {
+  currentFilter: '.*',
+  idTab: "Dashboard",
+  wsConnected: false,
+  color_map: {},
+};
+
+export const statusSlice = createSlice({
+  name: 'status',
+  initialState,
+  reducers: {
+    changeFilter: (state, action: PayloadAction<string>) => {
+      state.currentFilter = action.payload;
+    },
+    changeTab: (state, { payload }: PayloadAction<string>) => {
+      state.idTab = payload;
+    },
+    changeSocketConnection: (state, action: PayloadAction<boolean>) => {
+      state.wsConnected = action.payload
+    },
+    setGridSearchId: (state, action: PayloadAction<string>) => {
+      state.grid_search_id = action.payload;
+    },
+  }
+});
+
+export const { changeFilter, changeTab, changeSocketConnection } = statusSlice.actions;
+export const selectFilter = (state: RootState) => state.status.currentFilter;
+export const selectTab = (state: RootState) => state.status.idTab;
+export const isConnected  = (state: RootState) => state.status.wsConnected;
+export const selectColorMap = (state: RootState) => state.status.color_map;
+export default statusSlice.reducer;
diff --git a/src/ml_board/frontend/Dashboard/src/redux/store.tsx b/src/ml_board/frontend/Dashboard/src/redux/store.tsx
new file mode 100644
index 00000000..47642aa0
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/redux/store.tsx
@@ -0,0 +1,34 @@
+import { configureStore } from '@reduxjs/toolkit';
+// import { ThunkAction    } from '@reduxjs/toolkit';
+// import { Action         } from '@reduxjs/toolkit';
+import { evalResultCustomData } from '../webworkers/event_handlers/evaluationResultDataHandler';
+import charts from './charts/chatsSlice';
+import experimentsSlice from './experiments/experimentsSlice';
+import experiments from './experiments/yetAnotherExperimentSlice';
+import jobs from './jobs/jobSlice';
+import status from './status/statusSlice';
+
+
+export const store = configureStore({
+  reducer: {
+    status,
+    experimentsSlice,
+    jobs,
+    experiments,
+    charts,
+  }
+});
+
+export type reduxState = {
+  experimentsSlice: {
+    evalResult: evalResultCustomData
+  }
+}
+export type AppDispatch = typeof store.dispatch;
+export type RootState = ReturnType<typeof store.getState>;
+// export type AppThunk<ReturnType = void> = ThunkAction<
+//   ReturnType,
+//   RootState,
+//   unknown,
+//   Action<string>
+// >;
diff --git a/src/ml_board/frontend/Dashboard/src/svg/Icons.tsx b/src/ml_board/frontend/Dashboard/src/svg/Icons.tsx
new file mode 100644
index 00000000..9896534c
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/svg/Icons.tsx
@@ -0,0 +1,95 @@
+export const logo = (
+  <svg width="190" height="55" viewBox="0 0 190 55" xmlns="http://www.w3.org/2000/svg">
+    <path d="M118.11 26.6798C118.008 26.4466 117.84 26.2485 117.627 26.1098C117.414 25.9712 117.164 25.8981 116.91 25.8998C112 23.0898 112.7 18.8998 114.06 10.6198C114.52 7.78982 114.95 4.61982 113.44 1.99982C112.854 1.04587 111.923 0.354596 110.84 0.0698153C110.374 -0.0324168 109.891 -0.0222454 109.43 0.0994866C108.97 0.221219 108.544 0.451007 108.19 0.769815C108.01 0.899815 108.11 1.21982 108.34 1.13982C109.34 0.799815 110.61 1.65982 111.27 2.38982C112.19 3.38982 112.19 5.05982 112.16 6.38982C112.09 9.47982 111.09 12.5198 110.71 15.5798C110.237 18.3641 110.538 21.225 111.58 23.8498C112.149 25.1606 113.031 26.3111 114.15 27.1998C113.062 28.0825 112.192 29.2051 111.61 30.4798C110.569 33.1049 110.268 35.9655 110.74 38.7498C111.12 41.8098 112.12 44.8498 112.19 47.9498C112.19 49.2198 112.19 50.9498 111.3 51.8998C110.64 52.6198 109.39 53.4798 108.37 53.1398C108.14 53.0698 108.04 53.3798 108.22 53.5098C108.57 53.8359 108.995 54.0705 109.457 54.1926C109.919 54.3148 110.405 54.3207 110.87 54.2098C111.943 53.9263 112.864 53.2381 113.44 52.2898C114.95 49.6898 114.52 46.5198 114.06 43.6598C113.19 38.3598 111.51 31.4698 116.91 28.3798C117.164 28.3815 117.414 28.3085 117.627 28.1698C117.84 28.0312 118.008 27.833 118.11 27.5998C118.181 27.4536 118.215 27.2923 118.21 27.1298C118.225 26.973 118.19 26.8156 118.11 26.6798V26.6798Z"/>
+    <path d="M95.51 25.25H71.26V28.2H95.51V25.25Z" />
+    <path d="M70.2 13H69.17C68.2643 13 67.53 13.7343 67.53 14.64V38.82C67.53 39.7257 68.2643 40.46 69.17 40.46H70.2C71.1057 40.46 71.84 39.7257 71.84 38.82V14.64C71.84 13.7343 71.1057 13 70.2 13Z" />
+    <path d="M63.17 17.05H62.16C61.2763 17.05 60.56 17.7663 60.56 18.65V34.8C60.56 35.6837 61.2763 36.4 62.16 36.4H63.17C64.0536 36.4 64.77 35.6837 64.77 34.8V18.65C64.77 17.7663 64.0536 17.05 63.17 17.05Z" />
+    <path d="M60.78 25.25H58V28.2H60.78V25.25Z" />
+    <path d="M97.6 13H96.57C95.6642 13 94.93 13.7343 94.93 14.64V38.82C94.93 39.7257 95.6642 40.46 96.57 40.46H97.6C98.5057 40.46 99.24 39.7257 99.24 38.82V14.64C99.24 13.7343 98.5057 13 97.6 13Z" />
+    <path d="M104.63 17.05H103.62C102.736 17.05 102.02 17.7663 102.02 18.65V34.8C102.02 35.6837 102.736 36.4 103.62 36.4H104.63C105.514 36.4 106.23 35.6837 106.23 34.8V18.65C106.23 17.7663 105.514 17.05 104.63 17.05Z" />
+    <path d="M108.77 25.25H105.99V28.2H108.77V25.25Z" />
+    <path d="M48.67 27.9198C48.7738 28.1514 48.9423 28.3482 49.1551 28.4866C49.3679 28.6249 49.6162 28.6989 49.87 28.6998C55.28 31.7898 53.6 38.6998 52.73 43.9798C52.27 46.8098 51.84 49.9798 53.34 52.6098C53.9269 53.5524 54.8485 54.2383 55.92 54.5298C56.3856 54.632 56.8688 54.6219 57.3296 54.5001C57.7905 54.3784 58.2157 54.1486 58.57 53.8298C58.75 53.6998 58.65 53.3798 58.42 53.4598C57.42 53.7998 56.15 52.9398 55.48 52.2198C54.57 51.2198 54.57 49.5398 54.59 48.2198C54.67 45.1198 55.66 42.0798 56.05 39.0198C56.5182 36.2353 56.2174 33.3759 55.18 30.7498C54.5934 29.4695 53.7087 28.3482 52.6 27.4798C53.7108 26.5809 54.5946 25.4334 55.18 24.1298C56.2164 21.5035 56.5171 18.6443 56.05 15.8598C55.66 12.7998 54.67 9.75981 54.59 6.65981C54.59 5.38981 54.59 3.65982 55.48 2.70982C56.15 1.98981 57.4 1.12982 58.42 1.46982C58.65 1.53982 58.75 1.22982 58.57 1.09982C58.2198 0.774445 57.7948 0.54037 57.3326 0.418281C56.8704 0.296192 56.3852 0.28985 55.92 0.399815C54.8508 0.678419 53.9281 1.35436 53.34 2.28981C51.84 4.88981 52.27 8.05982 52.73 10.9198C53.6 16.2198 55.28 23.1098 49.87 26.1998C49.6162 26.2007 49.3679 26.2747 49.1551 26.4131C48.9423 26.5514 48.7738 26.7482 48.67 26.9798C48.6037 27.1276 48.5696 27.2878 48.57 27.4498C48.5596 27.6127 48.5942 27.7753 48.67 27.9198Z" />
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+    <path d="M19.2764 23.665C19.2764 21.9209 19.1156 20.7458 18.7939 20.1396C18.4847 19.5212 17.9466 19.2119 17.1797 19.2119C16.2643 19.2119 15.5345 19.6077 14.9902 20.3994C14.4583 21.1911 14.1924 22.2796 14.1924 23.665V31.3838H14.5264C15.2809 31.3838 15.7819 31.4766 16.0293 31.6621C16.2891 31.8353 16.4189 32.1693 16.4189 32.6641C16.4189 33.1094 16.3138 33.4434 16.1035 33.666C15.8932 33.8887 15.5716 34 15.1387 34H12.7822C12.2503 34 11.8854 33.8763 11.6875 33.6289C11.502 33.3815 11.4092 32.8496 11.4092 32.0332V31.4951V23.665V22.2178C11.4092 21.29 11.1989 20.5602 10.7783 20.0283C10.3577 19.484 9.78255 19.2119 9.05273 19.2119C8.49609 19.2119 7.98275 19.3789 7.5127 19.7129C7.05501 20.0345 6.65918 20.5169 6.3252 21.1602V31.3838H7.01172C7.75391 31.3838 8.25488 31.4766 8.51465 31.6621C8.77441 31.8477 8.9043 32.1816 8.9043 32.6641C8.9043 33.1712 8.79915 33.5238 8.58887 33.7217C8.37858 33.9072 7.97656 34 7.38281 34H2.44727C1.96484 34 1.60612 33.8949 1.37109 33.6846C1.14844 33.4619 1.03711 33.1217 1.03711 32.6641C1.03711 32.1693 1.17936 31.8353 1.46387 31.6621C1.76074 31.4766 2.32975 31.3838 3.1709 31.3838H3.54199V19.4902H3.20801C2.34212 19.4902 1.74837 19.3913 1.42676 19.1934C1.11751 18.9954 0.962891 18.6491 0.962891 18.1543C0.962891 17.7214 1.08659 17.3997 1.33398 17.1895C1.58138 16.9668 1.95247 16.8555 2.44727 16.8555H5.28613C5.69434 16.8555 5.96029 16.9297 6.08398 17.0781C6.22005 17.2142 6.30046 17.5111 6.3252 17.9688C6.83236 17.4245 7.37663 17.0225 7.95801 16.7627C8.53939 16.5029 9.19499 16.373 9.9248 16.373C10.7907 16.373 11.502 16.5648 12.0586 16.9482C12.6276 17.3193 13.0482 17.8883 13.3203 18.6553C13.8398 17.876 14.4398 17.3008 15.1201 16.9297C15.8005 16.5586 16.5798 16.373 17.458 16.373C19.0537 16.373 20.2165 16.8926 20.9463 17.9316C21.6885 18.9707 22.0596 20.653 22.0596 22.9785V31.3838H22.3564C23.1234 31.3838 23.6367 31.4766 23.8965 31.6621C24.1562 31.8477 24.2861 32.1816 24.2861 32.6641C24.2861 33.1094 24.1748 33.4434 23.9521 33.666C23.7295 33.8887 23.4017 34 22.9688 34H20.7236C20.2288 34 19.8639 33.8516 19.6289 33.5547C19.3939 33.2578 19.2764 32.7878 19.2764 32.1445V23.665ZM33.9717 12.3838H30.8174C29.6175 12.3838 28.863 12.291 28.5537 12.1055C28.2568 11.9076 28.1084 11.555 28.1084 11.0479C28.1084 10.6025 28.2321 10.2686 28.4795 10.0459C28.7393 9.82324 29.1104 9.71191 29.5928 9.71191H35.7158C36.0498 9.71191 36.3096 9.77995 36.4951 9.91602C36.6807 10.0521 36.7734 10.2376 36.7734 10.4727V31.3838H42.5996C43.0697 31.3838 43.4098 31.4889 43.6201 31.6992C43.8428 31.8971 43.9541 32.2188 43.9541 32.6641C43.9541 33.1712 43.849 33.5238 43.6387 33.7217C43.4284 33.9072 43.0326 34 42.4512 34H28.7578C28.2754 34 27.9043 33.8887 27.6445 33.666C27.3971 33.4434 27.2734 33.1094 27.2734 32.6641C27.2734 32.2311 27.4033 31.9095 27.6631 31.6992C27.9229 31.4889 28.3125 31.3838 28.832 31.3838H33.9717V12.3838Z" />
+  </svg>
+);
+
+export const Logo =(
+  <svg width="70" height="55" xmlns="http://www.w3.org/2000/svg">
+    <path id="svg_1" fill="#F7F6FB" d="m69.76354,26.6798c-0.102,-0.2332 -0.27,-0.4313 -0.483,-0.57c-0.213,-0.1386 -0.463,-0.2117 -0.717,-0.21c-4.91,-2.81 -4.21,-7 -2.85,-15.28c0.46,-2.82998 0.89,-5.99998 -0.62,-8.61998c-0.586,-0.95395 -1.517,-1.64522 -2.6,-1.93c-0.466,-0.10224 -0.949,-0.09207 -1.41,0.02967c-0.46,0.12173 -0.886,0.35152 -1.24,0.67033c-0.18,0.13 -0.08,0.45 0.15,0.37c1,-0.34001 2.27,0.52 2.93,1.25c0.92,1 0.92,2.67 0.89,4c-0.07,3.09 -1.07,6.12998 -1.45,9.18998c-0.473,2.7843 -0.172,5.6452 0.87,8.27c0.569,1.3108 1.451,2.4613 2.57,3.35c-1.088,0.8827 -1.958,2.0053 -2.54,3.28c-1.041,2.6251 -1.342,5.4857 -0.87,8.27c0.38,3.06 1.38,6.1 1.45,9.2c0,1.27 0,3 -0.89,3.95c-0.66,0.72 -1.91,1.58 -2.93,1.24c-0.23,-0.07 -0.33,0.24 -0.15,0.37c0.35,0.3261 0.775,0.5607 1.237,0.6828c0.462,0.1222 0.948,0.1281 1.413,0.0172c1.073,-0.2835 1.994,-0.9717 2.57,-1.92c1.51,-2.6 1.08,-5.77 0.62,-8.63c-0.87,-5.3 -2.55,-12.19 2.85,-15.28c0.254,0.0017 0.504,-0.0713 0.717,-0.21c0.213,-0.1386 0.381,-0.3368 0.483,-0.57c0.071,-0.1462 0.105,-0.3075 0.1,-0.47c0.015,-0.1568 -0.02,-0.3142 -0.1,-0.45l0,0z"/>
+    <path id="svg_2" fill="#F7F6FB" d="m47.16354,25.25l-24.25,0l0,2.95l24.25,0l0,-2.95z"/>
+    <path id="svg_3" fill="#F7F6FB" d="m21.85354,13l-1.03,0c-0.9057,0 -1.64,0.7343 -1.64,1.64l0,24.18c0,0.9057 0.7343,1.64 1.64,1.64l1.03,0c0.9057,0 1.64,-0.7343 1.64,-1.64l0,-24.18c0,-0.9057 -0.7343,-1.64 -1.64,-1.64z"/>
+    <path id="svg_4" fill="#F7F6FB" d="m14.82354,17.05l-1.01,0c-0.8837,0 -1.6,0.7163 -1.6,1.6l0,16.15c0,0.8837 0.7163,1.6 1.6,1.6l1.01,0c0.8836,0 1.6,-0.7163 1.6,-1.6l0,-16.15c0,-0.8837 -0.7164,-1.6 -1.6,-1.6z"/>
+    <path id="svg_5" fill="#F7F6FB" d="m12.43354,25.25l-2.78,0l0,2.95l2.78,0l0,-2.95z"/>
+    <path id="svg_6" fill="#F7F6FB" d="m49.25354,13l-1.03,0c-0.9058,0 -1.64,0.7343 -1.64,1.64l0,24.18c0,0.9057 0.7342,1.64 1.64,1.64l1.03,0c0.9057,0 1.64,-0.7343 1.64,-1.64l0,-24.18c0,-0.9057 -0.7343,-1.64 -1.64,-1.64z"/>
+    <path id="svg_7" fill="#F7F6FB" d="m56.28354,17.05l-1.01,0c-0.884,0 -1.6,0.7163 -1.6,1.6l0,16.15c0,0.8837 0.716,1.6 1.6,1.6l1.01,0c0.884,0 1.6,-0.7163 1.6,-1.6l0,-16.15c0,-0.8837 -0.716,-1.6 -1.6,-1.6z"/>
+    <path id="svg_8" fill="#F7F6FB" d="m60.42354,25.25l-2.78,0l0,2.95l2.78,0l0,-2.95z"/>
+    <path id="svg_9" fill="#F7F6FB" d="m0.32354,27.9198c0.1038,0.2316 0.2723,0.4284 0.4851,0.5668c0.2128,0.1383 0.4611,0.2123 0.7149,0.2132c5.41,3.09 3.73,10 2.86,15.28c-0.46,2.83 -0.89,6 0.61,8.63c0.5869,0.9426 1.5085,1.6285 2.58,1.92c0.4656,0.1022 0.9488,0.0921 1.4096,-0.0297c0.4609,-0.1217 0.8861,-0.3515 1.2404,-0.6703c0.18,-0.13 0.08,-0.45 -0.15,-0.37c-1,0.34 -2.27,-0.52 -2.94,-1.24c-0.91,-1 -0.91,-2.68 -0.89,-4c0.08,-3.1 1.07,-6.14 1.46,-9.2c0.4682,-2.7845 0.1674,-5.6439 -0.87,-8.27c-0.5866,-1.2803 -1.4713,-2.4016 -2.58,-3.27c1.1108,-0.8989 1.9946,-2.0464 2.58,-3.35c1.0364,-2.6263 1.3371,-5.4855 0.87,-8.27c-0.39,-3.06 -1.38,-6.09999 -1.46,-9.19999c0,-1.27 0,-2.99999 0.89,-3.94999c0.67,-0.72001 1.92,-1.58 2.94,-1.24c0.23,0.07 0.33,-0.24 0.15,-0.37c-0.3502,-0.32537 -0.7752,-0.55945 -1.2374,-0.68154c-0.4622,-0.12209 -0.9474,-0.12843 -1.4126,-0.01846c-1.0692,0.2786 -1.9919,0.95454 -2.58,1.88999c-1.5,2.6 -1.07,5.77001 -0.61,8.62999c0.87,5.3 2.55,12.19 -2.86,15.28c-0.2538,0.0009 -0.5021,0.0749 -0.7149,0.2133c-0.2128,0.1383 -0.3813,0.3351 -0.4851,0.5667c-0.0663,0.1478 -0.1004,0.308 -0.1,0.47c-0.0104,0.1629 0.0242,0.3255 0.1,0.47z"/>
+</svg>
+);
+
+export const flag = (
+  <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512">
+    <path d="M64 32C64 14.3 49.7 0 32 0S0 14.3 0 32V64 368 480c0 17.7 14.3 32 32 32s32-14.3 32-32V352l64.3-16.1c41.1-10.3 84.6-5.5 122.5 13.4c44.2 22.1 95.5 24.8 141.7 7.4l34.7-13c12.5-4.7 20.8-16.6 20.8-30V66.1c0-23-24.2-38-44.8-27.7l-9.6 4.8c-46.3 23.2-100.8 23.2-147.1 0c-35.1-17.6-75.4-22-113.5-12.5L64 48V32z"/>
+  </svg>
+);
+
+export const dashboard = (
+  <svg className="icon dashboard" version="1.0" xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512" preserveAspectRatio="xMidYMid meet">
+    <g transform="translate(0,512) scale(0.1,-0.1)" fill="#000000" stroke="none">
+      <path fill="#508AA8" d="M3028 5106 c-102 -37 -182 -109 -227 -205 l-26 -56 0 -1220 0 -1220 29 -60 c38 -76 105 -143 181 -181 l60 -29 900 0 900 0 57 27 c76 35 138 95 179 170 l34 63 0 1230 0 1230 -27 55 c-35 71 -107 143 -178 178 l-55 27 -895 2 c-719 2 -902 0 -932 -11z"/>
+      <path fill="#00100B" d="M263 2976 c-99 -32 -178 -99 -230 -198 l-28 -53 0 -1230 0 -1230 27 -55 c35 -71 107 -143 178 -178 l55 -27 910 0 910 0 63 34 c75 41 135 103 170 179 l27 57 0 1220 0 1220 -29 60 c-38 76 -105 143 -181 181 l-60 29 -885 2 c-712 1 -893 -1 -927 -11z"/>
+    </g>
+  </svg>
+);
+
+export const chartsMixedIcon = (
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512">
+  <path d="M0 416c0-17.7 14.3-32 32-32l54.7 0c12.3-28.3 40.5-48 73.3-48s61 19.7 73.3 48L480 384c17.7 0 32 14.3 32 32s-14.3 32-32 32l-246.7 0c-12.3 28.3-40.5 48-73.3 48s-61-19.7-73.3-48L32 448c-17.7 0-32-14.3-32-32zm192 0c0-17.7-14.3-32-32-32s-32 14.3-32 32s14.3 32 32 32s32-14.3
+   32-32zM384 256c0-17.7-14.3-32-32-32s-32 14.3-32 32s14.3 32 32 32s32-14.3 32-32zm-32-80c32.8 0 61 19.7 73.3 48l54.7 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l-54.7 0c-12.3 28.3-40.5 48-73.3 48s-61-19.7-73.3-48L32 288c-17.7 0-32-14.3-32-32s14.3-32 32-32l246.7 0c12.3-28.3 40.5-48 
+   73.3-48zM192 64c-17.7 0-32 14.3-32 32s14.3 32 32 32s32-14.3 32-32s-14.3-32-32-32zm73.3 0L480 64c17.7 0 32 14.3 32 32s-14.3 32-32 32l-214.7 0c-12.3 28.3-40.5 48-73.3 48s-61-19.7-73.3-48L32 128C14.3 128 0 113.7 0 96S14.3 64 32 64l86.7 0C131 35.7 159.2 16 192 16s61 19.7 73.3 48z"/>
+  </svg>
+);
+
+export const cellTowerIcon = (
+  <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 576 512">
+    <path d="M62.6 2.3C46.2-4.3 27.6 3.6 20.9 20C7.4 53.4 0 89.9 0 128s7.4 74.6 20.9 108c6.6 16.4 25.3 24.3 41.7 17.7S86.9 228.4 80.3 212C69.8 186.1 64 157.8 64 128s5.8-58.1 16.3-84C86.9 27.6 79 9 62.6 2.3zm450.8 0C497 9 489.1 27.6 495.7 44C506.2 69.9 512 98.2 512 128s-5.8 58.1-16.3 
+    84c-6.6 16.4 1.3 35 17.7 41.7s35-1.3 41.7-17.7c13.5-33.4 20.9-69.9 20.9-108s-7.4-74.6-20.9-108C548.4 3.6 529.8-4.3 513.4 2.3zM340.1 165.2c7.5-10.5 11.9-23.3 11.9-37.2c0-35.3-28.7-64-64-64s-64 28.7-64 64c0 13.9 4.4 26.7 11.9 37.2L98.9 466.8c-7.3 16.1-.2 35.1 15.9 42.4s35.1 .2 
+    42.4-15.9L177.7 448H398.3l20.6 45.2c7.3 16.1 26.3 23.2 42.4 15.9s23.2-26.3 15.9-42.4L340.1 165.2zM369.2 384H206.8l14.5-32H354.7l14.5 32zM288 205.3L325.6 288H250.4L288 205.3zM163.3 73.6c5.3-12.1-.2-26.3-12.4-31.6s-26.3 .2-31.6 12.4C109.5 77 104 101.9 104 128s5.5 51 15.3 73.6c5.3 
+    12.1 19.5 17.7 31.6 12.4s17.7-19.5 12.4-31.6C156 165.8 152 147.4 152 128s4-37.8 11.3-54.4zM456.7 54.4c-5.3-12.1-19.5-17.7-31.6-12.4s-17.7 19.5-12.4 31.6C420 90.2 424 108.6 424 128s-4 37.8-11.3 54.4c-5.3 12.1 .2 26.3 12.4 31.6s26.3-.2 31.6-12.4C466.5 179 472 154.1 472 128s-5.5-51-15.3-73.6z" />
+  </svg>
+);
+
+export const slidersIcon = (
+  <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512">
+    <path d="M0 416c0-17.7 14.3-32 32-32l54.7 0c12.3-28.3 40.5-48 73.3-48s61 19.7 73.3 48L480 384c17.7 0 32 14.3 32 32s-14.3 32-32 32l-246.7 0c-12.3 28.3-40.5 48-73.3 48s-61-19.7-73.3-48L32 448c-17.7 0-32-14.3-32-32zm192 0c0-17.7-14.3-32-32-32s-32 14.3-32 32s14.3 32 32 32s32-14.3 32-32zM384 
+    256c0-17.7-14.3-32-32-32s-32 14.3-32 32s14.3 32 32 32s32-14.3 32-32zm-32-80c32.8 0 61 19.7 73.3 48l54.7 0c17.7 0 32 14.3 32 32s-14.3 32-32 32l-54.7 0c-12.3 28.3-40.5 48-73.3 48s-61-19.7-73.3-48L32 288c-17.7 0-32-14.3-32-32s14.3-32 32-32l246.7 0c12.3-28.3 40.5-48 73.3-48zM192 64c-17.7 0-32 
+    14.3-32 32s14.3 32 32 32s32-14.3 32-32s-14.3-32-32-32zm73.3 0L480 64c17.7 0 32 14.3 32 32s-14.3 32-32 32l-214.7 0c-12.3 28.3-40.5 48-73.3 48s-61-19.7-73.3-48L32 128C14.3 128 0 113.7 0 96S14.3 64 32 64l86.7 0C131 35.7 159.2 16 192 16s61 19.7 73.3 48z"/>
+  </svg>
+);
+
+// https://mui.com/material-ui/material-icons/
+export const ModelTraining = (
+  <svg focusable="false" aria-hidden="true" viewBox="0 0 24 24" data-testid="ModelTrainingIcon">
+    <path d="M15.5 13.5c0 2-2.5 3.5-2.5 5h-2c0-1.5-2.5-3-2.5-5 0-1.93 1.57-3.5 3.5-3.5s3.5 1.57 3.5 3.5zm-2.5 6h-2V21h2v-1.5zm6-6.5c0 1.68-.59 3.21-1.58 4.42l1.42 1.42C20.18 17.27 21 15.23 21 13c0-2.74-1.23-5.19-3.16-6.84l-1.42 1.42C17.99 8.86 19 10.82 19 13zm-3-8-4-4v3c-4.97 0-9 4.03-9 9 0 2.23.82 4.27 2.16 5.84l1.42-1.42C5.59 16.21 5 14.68 5 13c0-3.86 3.14-7 7-7v3l4-4z" />
+  </svg>
+);
+
+export const StackedLineChart = (
+  <svg focusable="false" aria-hidden="true" viewBox="0 0 24 24" data-testid="StackedLineChartIcon">
+    <path d="m2 19.99 7.5-7.51 4 4 7.09-7.97L22 9.92l-8.5 9.56-4-4-6 6.01-1.5-1.5zm1.5-4.5 6-6.01 4 4L22 3.92l-1.41-1.41-7.09 7.97-4-4L2 13.99l1.5 1.5z"/>
+  </svg>
+);
+
+export const CellTower = (
+<svg focusable="false" aria-hidden="true" viewBox="0 0 24 24" data-testid="CellTowerIcon">
+  <path d="m7.3 14.7 1.2-1.2c-1-1-1.5-2.3-1.5-3.5 0-1.3.5-2.6 1.5-3.5L7.3 5.3c-1.3 1.3-2 3-2 4.7s.7 3.4 2 4.7zM19.1 2.9l-1.2 1.2c1.6 1.6 2.4 3.8 2.4 5.9 0 2.1-.8 4.3-2.4 5.9l1.2 1.2c2-2 2.9-4.5 2.9-7.1 0-2.6-1-5.1-2.9-7.1z"></path>
+  <path d="M6.1 4.1 4.9 2.9C3 4.9 2 7.4 2 10c0 2.6 1 5.1 2.9 7.1l1.2-1.2c-1.6-1.6-2.4-3.8-2.4-5.9 0-2.1.8-4.3 2.4-5.9zm10.6 10.6c1.3-1.3 2-3 2-4.7-.1-1.7-.7-3.4-2-4.7l-1.2 1.2c1 1 1.5 2.3 1.5 3.5 0 1.3-.5 2.6-1.5 3.5l1.2 1.2zM14.5 10c0-1.38-1.12-2.5-2.5-2.5S9.5 8.62 9.5 10c0 .76.34 1.42.87 1.88L7 22h2l.67-2h4.67l.66 2h2l-3.37-10.12c.53-.46.87-1.12.87-1.88zm-4.17 8L12 13l1.67 5h-3.34z"/>
+</svg>
+);
+
+export const Tune = (
+<svg focusable="false" aria-hidden="true" viewBox="0 0 24 24" data-testid="TuneIcon">
+  <path d="M3 17v2h6v-2H3zM3 5v2h10V5H3zm10 16v-2h8v-2h-8v-2h-2v6h2zM7 9v2H3v2h4v2h2V9H7zm14 4v-2H11v2h10zm-6-4h2V7h4V5h-4V3h-2v6z"/>
+</svg>
+);
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/svg/logoOnly.svg b/src/ml_board/frontend/Dashboard/src/svg/logoOnly.svg
new file mode 100644
index 00000000..78dc19a9
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/svg/logoOnly.svg
@@ -0,0 +1,15 @@
+<svg width="70" height="55" xmlns="http://www.w3.org/2000/svg" fill="none">
+
+ <g>
+  <title>Layer 1</title>
+  <path id="svg_1" fill="currentcolor" d="m69.76354,26.6798c-0.102,-0.2332 -0.27,-0.4313 -0.483,-0.57c-0.213,-0.1386 -0.463,-0.2117 -0.717,-0.21c-4.91,-2.81 -4.21,-7 -2.85,-15.28c0.46,-2.82998 0.89,-5.99998 -0.62,-8.61998c-0.586,-0.95395 -1.517,-1.64522 -2.6,-1.93c-0.466,-0.10224 -0.949,-0.09207 -1.41,0.02967c-0.46,0.12173 -0.886,0.35152 -1.24,0.67033c-0.18,0.13 -0.08,0.45 0.15,0.37c1,-0.34001 2.27,0.52 2.93,1.25c0.92,1 0.92,2.67 0.89,4c-0.07,3.09 -1.07,6.12998 -1.45,9.18998c-0.473,2.7843 -0.172,5.6452 0.87,8.27c0.569,1.3108 1.451,2.4613 2.57,3.35c-1.088,0.8827 -1.958,2.0053 -2.54,3.28c-1.041,2.6251 -1.342,5.4857 -0.87,8.27c0.38,3.06 1.38,6.1 1.45,9.2c0,1.27 0,3 -0.89,3.95c-0.66,0.72 -1.91,1.58 -2.93,1.24c-0.23,-0.07 -0.33,0.24 -0.15,0.37c0.35,0.3261 0.775,0.5607 1.237,0.6828c0.462,0.1222 0.948,0.1281 1.413,0.0172c1.073,-0.2835 1.994,-0.9717 2.57,-1.92c1.51,-2.6 1.08,-5.77 0.62,-8.63c-0.87,-5.3 -2.55,-12.19 2.85,-15.28c0.254,0.0017 0.504,-0.0713 0.717,-0.21c0.213,-0.1386 0.381,-0.3368 0.483,-0.57c0.071,-0.1462 0.105,-0.3075 0.1,-0.47c0.015,-0.1568 -0.02,-0.3142 -0.1,-0.45l0,0z"/>
+  <path id="svg_2" fill="currentcolor" d="m47.16354,25.25l-24.25,0l0,2.95l24.25,0l0,-2.95z"/>
+  <path id="svg_3" fill="currentcolor" d="m21.85354,13l-1.03,0c-0.9057,0 -1.64,0.7343 -1.64,1.64l0,24.18c0,0.9057 0.7343,1.64 1.64,1.64l1.03,0c0.9057,0 1.64,-0.7343 1.64,-1.64l0,-24.18c0,-0.9057 -0.7343,-1.64 -1.64,-1.64z"/>
+  <path id="svg_4" fill="currentcolor" d="m14.82354,17.05l-1.01,0c-0.8837,0 -1.6,0.7163 -1.6,1.6l0,16.15c0,0.8837 0.7163,1.6 1.6,1.6l1.01,0c0.8836,0 1.6,-0.7163 1.6,-1.6l0,-16.15c0,-0.8837 -0.7164,-1.6 -1.6,-1.6z"/>
+  <path id="svg_5" fill="currentcolor" d="m12.43354,25.25l-2.78,0l0,2.95l2.78,0l0,-2.95z"/>
+  <path id="svg_6" fill="currentcolor" d="m49.25354,13l-1.03,0c-0.9058,0 -1.64,0.7343 -1.64,1.64l0,24.18c0,0.9057 0.7342,1.64 1.64,1.64l1.03,0c0.9057,0 1.64,-0.7343 1.64,-1.64l0,-24.18c0,-0.9057 -0.7343,-1.64 -1.64,-1.64z"/>
+  <path id="svg_7" fill="currentcolor" d="m56.28354,17.05l-1.01,0c-0.884,0 -1.6,0.7163 -1.6,1.6l0,16.15c0,0.8837 0.716,1.6 1.6,1.6l1.01,0c0.884,0 1.6,-0.7163 1.6,-1.6l0,-16.15c0,-0.8837 -0.716,-1.6 -1.6,-1.6z"/>
+  <path id="svg_8" fill="currentcolor" d="m60.42354,25.25l-2.78,0l0,2.95l2.78,0l0,-2.95z"/>
+  <path id="svg_9" fill="currentcolor" d="m0.32354,27.9198c0.1038,0.2316 0.2723,0.4284 0.4851,0.5668c0.2128,0.1383 0.4611,0.2123 0.7149,0.2132c5.41,3.09 3.73,10 2.86,15.28c-0.46,2.83 -0.89,6 0.61,8.63c0.5869,0.9426 1.5085,1.6285 2.58,1.92c0.4656,0.1022 0.9488,0.0921 1.4096,-0.0297c0.4609,-0.1217 0.8861,-0.3515 1.2404,-0.6703c0.18,-0.13 0.08,-0.45 -0.15,-0.37c-1,0.34 -2.27,-0.52 -2.94,-1.24c-0.91,-1 -0.91,-2.68 -0.89,-4c0.08,-3.1 1.07,-6.14 1.46,-9.2c0.4682,-2.7845 0.1674,-5.6439 -0.87,-8.27c-0.5866,-1.2803 -1.4713,-2.4016 -2.58,-3.27c1.1108,-0.8989 1.9946,-2.0464 2.58,-3.35c1.0364,-2.6263 1.3371,-5.4855 0.87,-8.27c-0.39,-3.06 -1.38,-6.09999 -1.46,-9.19999c0,-1.27 0,-2.99999 0.89,-3.94999c0.67,-0.72001 1.92,-1.58 2.94,-1.24c0.23,0.07 0.33,-0.24 0.15,-0.37c-0.3502,-0.32537 -0.7752,-0.55945 -1.2374,-0.68154c-0.4622,-0.12209 -0.9474,-0.12843 -1.4126,-0.01846c-1.0692,0.2786 -1.9919,0.95454 -2.58,1.88999c-1.5,2.6 -1.07,5.77001 -0.61,8.62999c0.87,5.3 2.55,12.19 -2.86,15.28c-0.2538,0.0009 -0.5021,0.0749 -0.7149,0.2133c-0.2128,0.1383 -0.3813,0.3351 -0.4851,0.5667c-0.0663,0.1478 -0.1004,0.308 -0.1,0.47c-0.0104,0.1629 0.0242,0.3255 0.1,0.47z"/>
+ </g>
+</svg>
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/svg/logoText.svg b/src/ml_board/frontend/Dashboard/src/svg/logoText.svg
new file mode 100644
index 00000000..264b0732
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/svg/logoText.svg
@@ -0,0 +1,13 @@
+<svg width="190" height="55" viewBox="0 0 190 55" xmlns="http://www.w3.org/2000/svg">
+<path fill="currentColor" d="M118.11 26.6798C118.008 26.4466 117.84 26.2485 117.627 26.1098C117.414 25.9712 117.164 25.8981 116.91 25.8998C112 23.0898 112.7 18.8998 114.06 10.6198C114.52 7.78982 114.95 4.61982 113.44 1.99982C112.854 1.04587 111.923 0.354596 110.84 0.0698153C110.374 -0.0324168 109.891 -0.0222454 109.43 0.0994866C108.97 0.221219 108.544 0.451007 108.19 0.769815C108.01 0.899815 108.11 1.21982 108.34 1.13982C109.34 0.799815 110.61 1.65982 111.27 2.38982C112.19 3.38982 112.19 5.05982 112.16 6.38982C112.09 9.47982 111.09 12.5198 110.71 15.5798C110.237 18.3641 110.538 21.225 111.58 23.8498C112.149 25.1606 113.031 26.3111 114.15 27.1998C113.062 28.0825 112.192 29.2051 111.61 30.4798C110.569 33.1049 110.268 35.9655 110.74 38.7498C111.12 41.8098 112.12 44.8498 112.19 47.9498C112.19 49.2198 112.19 50.9498 111.3 51.8998C110.64 52.6198 109.39 53.4798 108.37 53.1398C108.14 53.0698 108.04 53.3798 108.22 53.5098C108.57 53.8359 108.995 54.0705 109.457 54.1926C109.919 54.3148 110.405 54.3207 110.87 54.2098C111.943 53.9263 112.864 53.2381 113.44 52.2898C114.95 49.6898 114.52 46.5198 114.06 43.6598C113.19 38.3598 111.51 31.4698 116.91 28.3798C117.164 28.3815 117.414 28.3085 117.627 28.1698C117.84 28.0312 118.008 27.833 118.11 27.5998C118.181 27.4536 118.215 27.2923 118.21 27.1298C118.225 26.973 118.19 26.8156 118.11 26.6798V26.6798Z"/>
+<path fill="currentColor" d="M95.51 25.25H71.26V28.2H95.51V25.25Z" />
+<path fill="currentColor" d="M70.2 13H69.17C68.2643 13 67.53 13.7343 67.53 14.64V38.82C67.53 39.7257 68.2643 40.46 69.17 40.46H70.2C71.1057 40.46 71.84 39.7257 71.84 38.82V14.64C71.84 13.7343 71.1057 13 70.2 13Z" />
+<path fill="currentColor" d="M63.17 17.05H62.16C61.2763 17.05 60.56 17.7663 60.56 18.65V34.8C60.56 35.6837 61.2763 36.4 62.16 36.4H63.17C64.0536 36.4 64.77 35.6837 64.77 34.8V18.65C64.77 17.7663 64.0536 17.05 63.17 17.05Z" />
+<path fill="currentColor" d="M60.78 25.25H58V28.2H60.78V25.25Z" />
+<path fill="currentColor" d="M97.6 13H96.57C95.6642 13 94.93 13.7343 94.93 14.64V38.82C94.93 39.7257 95.6642 40.46 96.57 40.46H97.6C98.5057 40.46 99.24 39.7257 99.24 38.82V14.64C99.24 13.7343 98.5057 13 97.6 13Z" />
+<path fill="currentColor" d="M104.63 17.05H103.62C102.736 17.05 102.02 17.7663 102.02 18.65V34.8C102.02 35.6837 102.736 36.4 103.62 36.4H104.63C105.514 36.4 106.23 35.6837 106.23 34.8V18.65C106.23 17.7663 105.514 17.05 104.63 17.05Z" />
+<path fill="currentColor" d="M108.77 25.25H105.99V28.2H108.77V25.25Z" />
+<path fill="currentColor" d="M48.67 27.9198C48.7738 28.1514 48.9423 28.3482 49.1551 28.4866C49.3679 28.6249 49.6162 28.6989 49.87 28.6998C55.28 31.7898 53.6 38.6998 52.73 43.9798C52.27 46.8098 51.84 49.9798 53.34 52.6098C53.9269 53.5524 54.8485 54.2383 55.92 54.5298C56.3856 54.632 56.8688 54.6219 57.3296 54.5001C57.7905 54.3784 58.2157 54.1486 58.57 53.8298C58.75 53.6998 58.65 53.3798 58.42 53.4598C57.42 53.7998 56.15 52.9398 55.48 52.2198C54.57 51.2198 54.57 49.5398 54.59 48.2198C54.67 45.1198 55.66 42.0798 56.05 39.0198C56.5182 36.2353 56.2174 33.3759 55.18 30.7498C54.5934 29.4695 53.7087 28.3482 52.6 27.4798C53.7108 26.5809 54.5946 25.4334 55.18 24.1298C56.2164 21.5035 56.5171 18.6443 56.05 15.8598C55.66 12.7998 54.67 9.75981 54.59 6.65981C54.59 5.38981 54.59 3.65982 55.48 2.70982C56.15 1.98981 57.4 1.12982 58.42 1.46982C58.65 1.53982 58.75 1.22982 58.57 1.09982C58.2198 0.774445 57.7948 0.54037 57.3326 0.418281C56.8704 0.296192 56.3852 0.28985 55.92 0.399815C54.8508 0.678419 53.9281 1.35436 53.34 2.28981C51.84 4.88981 52.27 8.05982 52.73 10.9198C53.6 16.2198 55.28 23.1098 49.87 26.1998C49.6162 26.2007 49.3679 26.2747 49.1551 26.4131C48.9423 26.5514 48.7738 26.7482 48.67 26.9798C48.6037 27.1276 48.5696 27.2878 48.57 27.4498C48.5596 27.6127 48.5942 27.7753 48.67 27.9198Z" />
+<path fill="currentColor" d="M131.873 19.6016C130.253 19.6016 128.929 20.1025 127.902 21.1045C126.876 22.1064 126.362 23.4053 126.362 25.001C126.362 26.5719 126.876 27.8646 127.902 28.8789C128.929 29.8809 130.253 30.3818 131.873 30.3818C133.481 30.3818 134.799 29.8809 135.825 28.8789C136.864 27.8646 137.384 26.5719 137.384 25.001C137.384 23.43 136.864 22.1374 135.825 21.123C134.799 20.1087 133.481 19.6016 131.873 19.6016ZM139.926 33.0166C139.926 34.7484 139.839 35.973 139.666 36.6904C139.493 37.4202 139.196 38.0573 138.775 38.6016C138.083 39.5169 137.112 40.2096 135.862 40.6797C134.613 41.1621 133.141 41.4033 131.446 41.4033C130.036 41.4033 129.003 41.2673 128.348 40.9951C127.704 40.723 127.383 40.29 127.383 39.6963C127.383 39.3128 127.537 38.9727 127.847 38.6758C128.168 38.3913 128.546 38.249 128.979 38.249C129.312 38.249 129.826 38.2923 130.519 38.3789C131.211 38.4779 131.737 38.5273 132.096 38.5273C133.926 38.5273 135.225 38.1068 135.992 37.2656C136.759 36.4245 137.143 34.9834 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+</svg>
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/websocket/SocketClass.tsx b/src/ml_board/frontend/Dashboard/src/websocket/SocketClass.tsx
new file mode 100644
index 00000000..0a1658ed
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/websocket/SocketClass.tsx
@@ -0,0 +1,55 @@
+import socketIO from 'socket.io-client';
+
+const DEFAULT_URL = 'http://localhost:7000/'; // or http://127.0.0.1:7000/'
+
+interface SocketClassInterface {
+    defaultURL: string,
+    dataCallback: Function
+}
+
+export interface DataFromSocket {
+    event_type: string,
+    creation_ts: number,
+    payload: JSON // | EvaluationResultPayload // JSON because the some types have a key renamed :(
+}
+
+class SocketClass implements SocketClassInterface {
+
+    defaultURL: string
+    dataCallback: Function
+
+    constructor(dataCallback: Function, socketURL = null) {
+        this.defaultURL = socketURL || DEFAULT_URL
+        this.dataCallback = dataCallback
+    }
+
+    init = () => {
+
+        let socket = socketIO(this.defaultURL, { autoConnect: true });
+        let runId = "mlgym_event_subscribers";
+
+        socket.open();
+
+        socket.on('connect', () => {
+            socket.emit('join', { rooms: [runId] });
+        });
+
+        socket.on('mlgym_event', (msg) => {
+            const parsedMsg: DataFromSocket = JSON.parse(msg);
+            if (this.dataCallback) {
+                this.dataCallback(parsedMsg);
+            }
+        });
+
+        socket.on('connect_error', (err) => {
+            console.log("connection error", err);
+        })
+
+        socket.on('disconnect', () => {
+            console.log("disconnected");
+        });
+
+    }
+}
+
+export default SocketClass;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/DedicatedWorker.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/DedicatedWorker.tsx
new file mode 100644
index 00000000..9d7bc790
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/DedicatedWorker.tsx
@@ -0,0 +1,29 @@
+type DedicatedWorkerInterface = {
+    worker: Worker
+    onMessageCtxNFunc: Function
+}
+
+class DedicatedWorker implements DedicatedWorkerInterface{
+    
+    worker: Worker
+    onMessageCtxNFunc: Function
+
+    constructor(onMessageCtxNFunc: Function) {
+        if(window.Worker) {
+            this.worker = new Worker(new URL('./worker_utils.tsx', import.meta.url));
+            this.worker.onmessage = (e: MessageEvent) => {
+                this.onMessageCtxNFunc.apply(this.onMessageCtxNFunc, [e.data])
+            }
+            this.onMessageCtxNFunc = onMessageCtxNFunc
+        }
+        else {
+            throw new Error('WebWorker not supported by browser. Please use an updated browser.');
+        }
+    }
+
+    postMessage(data = {}) {
+        this.worker.postMessage(data)
+    }
+}
+
+export default DedicatedWorker;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/ExperimentStatusHandler.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/ExperimentStatusHandler.tsx
new file mode 100644
index 00000000..ecc50cb6
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/ExperimentStatusHandler.tsx
@@ -0,0 +1,18 @@
+import { Experiment } from "../../redux/experiments/yetAnotherExperimentSlice";
+
+// interface data_experiment_status {
+//     "grid_search_id": "2022-11-23--20-08-38",
+//     "experiment_id": 6,
+//     "status": "evaluation",
+//     "num_epochs": 100,
+//     "current_epoch": 0,
+//     "splits": ["train", "val", "test"],
+//     "current_split": "train",
+//     "num_batches": 8400,
+//     "current_batch": 840
+// }
+export default function handleExperimentStatusData(data: any): Experiment {
+    data.model_status = data.status;
+    delete data.status
+    return data;
+}
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/JobStatusHandler.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/JobStatusHandler.tsx
new file mode 100644
index 00000000..4fcfb4ea
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/JobStatusHandler.tsx
@@ -0,0 +1,22 @@
+import { Job } from "../../redux/jobs/jobSlice";
+
+// interface data_job_status {
+//     "job_id": "2022-11-23--20-08-38-17",
+//     "job_type": 1,
+//     "status": "RUNNING",
+//     "grid_search_id": "2022-11-23--20-08-38",
+//     "experiment_id": 17,
+//     "starting_time": 1669234123.8701758,
+//     "finishing_time": -1,
+//     "device": "cuda:4",
+//     "error": null,
+//     "stacktrace": null
+// }
+
+
+// data should be like Job but I'm chaning the key name from "status" to "job_status"
+export default function handleJobStatusData(data: any): Job {
+    data.job_status = data.status;
+    delete data.status
+    return data;
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/evaluationResultDataHandler.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/evaluationResultDataHandler.tsx
new file mode 100644
index 00000000..52b9dffc
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/evaluationResultDataHandler.tsx
@@ -0,0 +1,192 @@
+export interface evalResultCustomData {
+    grid_search_id: string, //TODO: move it to the statusSlice?
+    experiments: {
+        [key: string]: {
+            data: {
+                labels: Array<number>,
+                datasets: Array<{
+                    exp_id: number,
+                    label: string,
+                    data: Array<number>,
+                    fill: Boolean,
+                    backgroundColor: string,
+                    borderColor: string
+                }>
+            },
+            options: {
+                plugins: {
+                    title: {
+                        display: Boolean,
+                        text: string,
+                        color: string,
+                        font: {
+                            weight: string,
+                            size: string
+                        }
+                    }
+                }
+            },
+            ids_to_track_and_find_exp_id: Array<number>
+        }
+    },
+    colors_mapped_to_exp_id: {
+        [key: number]: string
+    }
+}
+
+export interface EvaluationResultPayload {
+    epoch: number,
+    grid_search_id: string,
+    experiment_id: number,
+    metric_scores: Array<{
+        metric: string,
+        split: string,
+        score: number
+    }>,
+    loss_scores: Array<{
+        loss: string,
+        split: string,
+        score: number
+    }>
+}
+
+export default function handleEvaluationResultData(evalResultCustomData: evalResultCustomData, evalResultSocketData: EvaluationResultPayload) {
+    let exp = undefined;
+    if (evalResultCustomData.grid_search_id !== null) {
+        exp = evalResultCustomData.experiments;
+    }
+    else {
+        evalResultCustomData.grid_search_id = evalResultSocketData.grid_search_id;
+        exp = {}
+    }
+
+    if (evalResultCustomData.colors_mapped_to_exp_id[evalResultSocketData.experiment_id] === undefined) {
+        let random_color = getRandomColor();
+        evalResultCustomData.colors_mapped_to_exp_id[evalResultSocketData.experiment_id] = random_color;
+    }
+
+    for (let i = 0; i < evalResultSocketData.loss_scores.length; i++) {
+        let d = evalResultSocketData.loss_scores[i]
+        if (exp[d.split + "_" + d.loss] === undefined) {
+            exp[d.split + "_" + d.loss] = {
+                data: {
+                    labels: [],
+                    datasets: []
+                },
+                options: {
+                    plugins: {
+                        title: {
+                            display: true,
+                            text: (d.split + " " + d.loss.split("_").join(" ")).toLowerCase(),
+                            color: 'black',
+                            font: {
+                                weight: 'bold',
+                                size: '20px'
+                            }
+                        }
+                    }
+                },
+                ids_to_track_and_find_exp_id: []
+            }
+        }
+
+        let prevIndex = null;
+        if (exp[d.split + "_" + d.loss].ids_to_track_and_find_exp_id.includes(evalResultSocketData.experiment_id)) {
+            prevIndex = exp[d.split + "_" + d.loss].ids_to_track_and_find_exp_id.indexOf(evalResultSocketData.experiment_id)
+        }
+        else {
+            exp[d.split + "_" + d.loss].ids_to_track_and_find_exp_id.push(evalResultSocketData.experiment_id);
+        }
+
+        if (!exp[d.split + "_" + d.loss].data.labels.includes(evalResultSocketData.epoch)) {
+            exp[d.split + "_" + d.loss].data.labels.push(evalResultSocketData.epoch);
+        }
+
+        if (prevIndex !== null) {
+            exp[d.split + "_" + d.loss].data.datasets[prevIndex].data = [...exp[d.split + "_" + d.loss].data.datasets[prevIndex].data, d.score]
+        }
+        else {
+            exp[d.split + "_" + d.loss].data.datasets.push({
+                exp_id: evalResultSocketData.experiment_id,
+                label: "experiment_" + evalResultSocketData.experiment_id.toString(),
+                data: [d.score],
+                fill: false,
+                backgroundColor: evalResultCustomData.colors_mapped_to_exp_id[evalResultSocketData.experiment_id],
+                borderColor: evalResultCustomData.colors_mapped_to_exp_id[evalResultSocketData.experiment_id]
+            });
+        }
+        exp[d.split + "_" + d.loss].data.datasets.sort((a, b) => (a.exp_id > b.exp_id) ? 1 : -1)
+        exp[d.split + "_" + d.loss].ids_to_track_and_find_exp_id.sort((a, b) => (a > b) ? 1 : -1)
+    }
+
+    for (let i = 0; i < evalResultSocketData.metric_scores.length; i++) {
+        let d = evalResultSocketData.metric_scores[i]
+        if (exp[d.split + "_" + d.metric] === undefined) {
+            exp[d.split + "_" + d.metric] = {
+                data: {
+                    labels: [],
+                    datasets: []
+                },
+                options: {
+                    plugins: {
+                        title: {
+                            display: true,
+                            text: (d.split + " " + d.metric.split("_").join(" ")).toLowerCase(),
+                            color: 'black',
+                            font: {
+                                weight: 'bold',
+                                size: '20px'
+                            }
+                        }
+                    }
+                },
+                ids_to_track_and_find_exp_id: []
+            }
+        }
+
+        let prevIndex = null;
+        if (exp[d.split + "_" + d.metric].ids_to_track_and_find_exp_id.includes(evalResultSocketData.experiment_id)) {
+            prevIndex = exp[d.split + "_" + d.metric].ids_to_track_and_find_exp_id.indexOf(evalResultSocketData.experiment_id)
+        }
+        else {
+            exp[d.split + "_" + d.metric].ids_to_track_and_find_exp_id.push(evalResultSocketData.experiment_id);
+        }
+
+        if (!exp[d.split + "_" + d.metric].data.labels.includes(evalResultSocketData.epoch)) {
+            exp[d.split + "_" + d.metric].data.labels.push(evalResultSocketData.epoch);
+        }
+
+        if (prevIndex !== null) {
+            exp[d.split + "_" + d.metric].data.datasets[prevIndex].data = [...exp[d.split + "_" + d.metric].data.datasets[prevIndex].data, d.score]
+        }
+        else {
+            exp[d.split + "_" + d.metric].data.datasets.push({
+                exp_id: evalResultSocketData.experiment_id,
+                label: "experiment_" + evalResultSocketData.experiment_id.toString(),
+                data: [d.score],
+                fill: false,
+                backgroundColor: evalResultCustomData.colors_mapped_to_exp_id[evalResultSocketData.experiment_id],
+                borderColor: evalResultCustomData.colors_mapped_to_exp_id[evalResultSocketData.experiment_id]
+            });
+        }
+
+        exp[d.split + "_" + d.metric].data.datasets.sort((a, b) => (a.exp_id > b.exp_id) ? 1 : -1)
+        exp[d.split + "_" + d.metric].ids_to_track_and_find_exp_id.sort((a, b) => (a > b) ? 1 : -1)
+    }
+
+    evalResultCustomData.experiments = exp;
+    // console.log("In Handle Exp evalResultCustomData = ",evalResultCustomData);
+
+    return evalResultCustomData;
+
+}
+
+// TODO: should be moved to the statusSlice maybe ?
+function getRandomColor() {
+    let letters = '0123456789ABCDEF'.split('');
+    let color = '#';
+    for (let i = 0; i < 6; i++) {
+        color += letters[Math.floor(Math.random() * 16)];
+    }
+    return color;
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/experimentConfigDataHandler.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/experimentConfigDataHandler.tsx
new file mode 100644
index 00000000..590af384
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/experimentConfigDataHandler.tsx
@@ -0,0 +1,5 @@
+const handleExperimentConfigData = (data: any) => {
+    return "Done";
+}
+
+export default handleExperimentConfigData;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/experimentStatusDataHandler.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/experimentStatusDataHandler.tsx
new file mode 100644
index 00000000..c9c2eb25
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/event_handlers/experimentStatusDataHandler.tsx
@@ -0,0 +1,5 @@
+const handleExperimentStatusData = (data: any) => {
+    return "Done";
+}
+
+export default handleExperimentStatusData;
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/socketEventConstants.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/socketEventConstants.tsx
new file mode 100644
index 00000000..bb6ce092
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/socketEventConstants.tsx
@@ -0,0 +1,13 @@
+export const EVENT_TYPE = Object.freeze({
+    JOB_STATUS: "job_status",
+    JOB_SCHEDULED: "job_scheduled",
+    EVALUATION_RESULT: "evaluation_result",
+    EXPERIMENT_CONFIG: "experiment_config",
+    EXPERIMENT_STATUS: "experiment_status",
+    UNKNOWN_EVENT: "Unknown event type. No event handler for such event type.",
+});
+
+export const SOCKET_STATUS = Object.freeze({
+    SOCKET_CONN_SUCCESS: "Socket Connection Successful",
+    SOCKET_CONN_FAIL: "Socket Connection Failed"
+});
\ No newline at end of file
diff --git a/src/ml_board/frontend/Dashboard/src/webworkers/worker_utils.tsx b/src/ml_board/frontend/Dashboard/src/webworkers/worker_utils.tsx
new file mode 100644
index 00000000..5c074ea4
--- /dev/null
+++ b/src/ml_board/frontend/Dashboard/src/webworkers/worker_utils.tsx
@@ -0,0 +1,55 @@
+import { Experiment } from '../redux/experiments/yetAnotherExperimentSlice';
+import { Job } from '../redux/jobs/jobSlice';
+import SocketClass, { DataFromSocket } from '../websocket/SocketClass';
+import handleEvaluationResultData, { evalResultCustomData, EvaluationResultPayload } from './event_handlers/evaluationResultDataHandler';
+import handleExperimentStatusData from './event_handlers/ExperimentStatusHandler';
+import handleJobStatusData from './event_handlers/JobStatusHandler';
+import { EVENT_TYPE, SOCKET_STATUS } from './socketEventConstants';
+
+export interface DataToRedux {
+    jobStatusData?: Job,
+    experimentStatusData?: Experiment,
+    evaluationResultsData?: evalResultCustomData,
+}
+
+const workerOnMessageCallback = (evalResultCustomData:evalResultCustomData, parsedSocketData:DataFromSocket)=>{
+
+    const eventType = parsedSocketData.event_type.toLowerCase();
+    const dataToRedux: DataToRedux = {};
+    switch (eventType) {
+        case EVENT_TYPE.JOB_STATUS:
+            dataToRedux.jobStatusData = handleJobStatusData(parsedSocketData.payload);
+            break;
+        case EVENT_TYPE.JOB_SCHEDULED:
+            console.log("Job scheduled found")
+            break;
+        case EVENT_TYPE.EVALUATION_RESULT:
+            // TODO: get the "latest_split_metric" in the experimentsSlice too
+            dataToRedux.evaluationResultsData = handleEvaluationResultData(evalResultCustomData, parsedSocketData.payload as unknown as EvaluationResultPayload);
+            break;
+        case EVENT_TYPE.EXPERIMENT_CONFIG:
+            console.log("Exp config found")
+            break;
+        case EVENT_TYPE.EXPERIMENT_STATUS:
+            dataToRedux.experimentStatusData = handleExperimentStatusData(parsedSocketData.payload);
+            break;
+        default: throw new Error(EVENT_TYPE.UNKNOWN_EVENT);
+    }
+    // this is sent as a reply ONLY AFTER the first time
+    postMessage(dataToRedux);
+}
+
+onmessage = (e) => {
+    const reduxData = e.data
+    let result = null;
+    try {
+        const webSocket = new SocketClass(Object((parsedSocketData:DataFromSocket)=>workerOnMessageCallback(reduxData,parsedSocketData)));
+        webSocket.init();
+        result = SOCKET_STATUS.SOCKET_CONN_SUCCESS;
+    }
+    catch (e) {
+        result = SOCKET_STATUS.SOCKET_CONN_FAIL;
+    }
+    // this is sent as a reply ONLY IN the first time
+    postMessage(result);
+}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/tsconfig.json b/src/ml_board/frontend/Dashboard/tsconfig.json
similarity index 88%
rename from src/ml_board/frontend/dashboard/tsconfig.json
rename to src/ml_board/frontend/Dashboard/tsconfig.json
index a273b0cf..9d4cb470 100644
--- a/src/ml_board/frontend/dashboard/tsconfig.json
+++ b/src/ml_board/frontend/Dashboard/tsconfig.json
@@ -1,6 +1,6 @@
 {
   "compilerOptions": {
-    "target": "es5",
+    "target": "es2015",
     "lib": [
       "dom",
       "dom.iterable",
@@ -13,6 +13,7 @@
     "strict": true,
     "forceConsistentCasingInFileNames": true,
     "noFallthroughCasesInSwitch": true,
+    "useUnknownInCatchVariables": false,
     "module": "esnext",
     "moduleResolution": "node",
     "resolveJsonModule": true,
diff --git a/src/ml_board/frontend/dashboard/package.json b/src/ml_board/frontend/dashboard/package.json
deleted file mode 100644
index ce15098e..00000000
--- a/src/ml_board/frontend/dashboard/package.json
+++ /dev/null
@@ -1,67 +0,0 @@
-{
-  "name": "dashboard",
-  "version": "0.1.0",
-  "private": true,
-  "dependencies": {
-    "@emotion/react": "^11.9.3",
-    "@emotion/styled": "^11.9.3",
-    "@fortawesome/free-solid-svg-icons": "^6.2.0",
-    "@fortawesome/react-fontawesome": "^0.2.0",
-    "@mui/icons-material": "^5.8.4",
-    "@mui/material": "^5.9.1",
-    "@mui/types": "^7.1.5",
-    "@reduxjs/toolkit": "^1.8.3",
-    "@testing-library/jest-dom": "^5.16.4",
-    "@testing-library/react": "^13.3.0",
-    "@testing-library/user-event": "^13.5.0",
-    "@types/jest": "^27.5.2",
-    "@types/node": "^16.11.45",
-    "@types/react": "^18.0.15",
-    "@types/react-dom": "^18.0.6",
-    "ag-grid-community": "^28.0.2",
-    "ag-grid-react": "^28.0.0",
-    "bootstrap": "^5.2.0",
-    "re-resizable": "^6.9.9",
-    "react": "^18.2.0",
-    "react-bootstrap": "^2.4.0",
-    "react-dom": "^18.2.0",
-    "react-redux": "^8.0.2",
-    "react-router-dom": "^6.3.0",
-    "react-scripts": "5.0.1",
-    "recharts": "^2.1.13",
-    "redux": "^4.2.0",
-    "redux-thunk": "^2.4.1",
-    "socket.io-client": "^4.5.1",
-    "typescript": "^4.7.4",
-    "web-vitals": "^2.1.4"
-  },
-  "scripts": {
-    "start": "react-scripts start",
-    "build": "react-scripts build",
-    "test": "react-scripts test",
-    "eject": "react-scripts eject"
-  },
-  "eslintConfig": {
-    "extends": [
-      "react-app",
-      "react-app/jest"
-    ]
-  },
-  "browserslist": {
-    "production": [
-      ">0.2%",
-      "not dead",
-      "not op_mini all"
-    ],
-    "development": [
-      "last 1 chrome version",
-      "last 1 firefox version",
-      "last 1 safari version"
-    ]
-  },
-  "devDependencies": {
-    "@types/react-redux": "^7.1.24",
-    "@types/redux": "^3.6.0",
-    "@types/redux-thunk": "^2.1.0"
-  }
-}
diff --git a/src/ml_board/frontend/dashboard/public/favicon.ico b/src/ml_board/frontend/dashboard/public/favicon.ico
deleted file mode 100644
index a11777cc..00000000
Binary files a/src/ml_board/frontend/dashboard/public/favicon.ico and /dev/null differ
diff --git a/src/ml_board/frontend/dashboard/public/index.html b/src/ml_board/frontend/dashboard/public/index.html
deleted file mode 100644
index aa069f27..00000000
--- a/src/ml_board/frontend/dashboard/public/index.html
+++ /dev/null
@@ -1,43 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-  <head>
-    <meta charset="utf-8" />
-    <link rel="icon" href="%PUBLIC_URL%/favicon.ico" />
-    <meta name="viewport" content="width=device-width, initial-scale=1" />
-    <meta name="theme-color" content="#000000" />
-    <meta
-      name="description"
-      content="Web site created using create-react-app"
-    />
-    <link rel="apple-touch-icon" href="%PUBLIC_URL%/logo192.png" />
-    <!--
-      manifest.json provides metadata used when your web app is installed on a
-      user's mobile device or desktop. See https://developers.google.com/web/fundamentals/web-app-manifest/
-    -->
-    <link rel="manifest" href="%PUBLIC_URL%/manifest.json" />
-    <!--
-      Notice the use of %PUBLIC_URL% in the tags above.
-      It will be replaced with the URL of the `public` folder during the build.
-      Only files inside the `public` folder can be referenced from the HTML.
-
-      Unlike "/favicon.ico" or "favicon.ico", "%PUBLIC_URL%/favicon.ico" will
-      work correctly both with client-side routing and a non-root public URL.
-      Learn how to configure a non-root public URL by running `npm run build`.
-    -->
-    <title>React App</title>
-  </head>
-  <body>
-    <noscript>You need to enable JavaScript to run this app.</noscript>
-    <div id="root"></div>
-    <!--
-      This HTML file is a template.
-      If you open it directly in the browser, you will see an empty page.
-
-      You can add webfonts, meta tags, or analytics to this file.
-      The build step will place the bundled scripts into the <body> tag.
-
-      To begin the development, run `npm start` or `yarn start`.
-      To create a production bundle, use `npm run build` or `yarn build`.
-    -->
-  </body>
-</html>
diff --git a/src/ml_board/frontend/dashboard/public/logo192.png b/src/ml_board/frontend/dashboard/public/logo192.png
deleted file mode 100644
index fc44b0a3..00000000
Binary files a/src/ml_board/frontend/dashboard/public/logo192.png and /dev/null differ
diff --git a/src/ml_board/frontend/dashboard/public/logo512.png b/src/ml_board/frontend/dashboard/public/logo512.png
deleted file mode 100644
index a4e47a65..00000000
Binary files a/src/ml_board/frontend/dashboard/public/logo512.png and /dev/null differ
diff --git a/src/ml_board/frontend/dashboard/public/manifest.json b/src/ml_board/frontend/dashboard/public/manifest.json
deleted file mode 100644
index 080d6c77..00000000
--- a/src/ml_board/frontend/dashboard/public/manifest.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-  "short_name": "React App",
-  "name": "Create React App Sample",
-  "icons": [
-    {
-      "src": "favicon.ico",
-      "sizes": "64x64 32x32 24x24 16x16",
-      "type": "image/x-icon"
-    },
-    {
-      "src": "logo192.png",
-      "type": "image/png",
-      "sizes": "192x192"
-    },
-    {
-      "src": "logo512.png",
-      "type": "image/png",
-      "sizes": "512x512"
-    }
-  ],
-  "start_url": ".",
-  "display": "standalone",
-  "theme_color": "#000000",
-  "background_color": "#ffffff"
-}
diff --git a/src/ml_board/frontend/dashboard/public/robots.txt b/src/ml_board/frontend/dashboard/public/robots.txt
deleted file mode 100644
index e9e57dc4..00000000
--- a/src/ml_board/frontend/dashboard/public/robots.txt
+++ /dev/null
@@ -1,3 +0,0 @@
-# https://www.robotstxt.org/robotstxt.html
-User-agent: *
-Disallow:
diff --git a/src/ml_board/frontend/dashboard/src/App.css b/src/ml_board/frontend/dashboard/src/App.css
deleted file mode 100644
index fa06d5c7..00000000
--- a/src/ml_board/frontend/dashboard/src/App.css
+++ /dev/null
@@ -1,108 +0,0 @@
-/* .App {
-  text-align: center;
-}
-
-.App-logo {
-  height: 40vmin;
-  pointer-events: none;
-}
-
-@media (prefers-reduced-motion: no-preference) {
-  .App-logo {
-    animation: App-logo-spin infinite 20s linear;
-  }
-}
-
-.App-header {
-  background-color: #282c34;
-  min-height: 100vh;
-  display: flex;
-  flex-direction: column;
-  align-items: center;
-  justify-content: center;
-  font-size: calc(10px + 2vmin);
-  color: white;
-}
-
-.App-link {
-  color: #61dafb;
-}
-
-@keyframes App-logo-spin {
-  from {
-    transform: rotate(0deg);
-  }
-  to {
-    transform: rotate(360deg);
-  }
-} */
-
-
-@import url("https://fonts.googleapis.com/css2?family=Nunito:wght@400;600;700&display=swap");
-@import url('https://cdn.jsdelivr.net/npm/boxicons@latest/css/boxicons.min.css');
-
-
-:root {
-  --header-height: 3rem;
-  --nav-width: 68px;
-  --first-color: #4723D9;
-  --first-color-light: #AFA5D9;
-  --white-color: #F7F6FB;
-  --body-font: 'Nunito', sans-serif;
-  --normal-font-size: 1rem;
-  --z-fixed: 100
-}
-
-/* *,
-::before,
-::after {
-  box-sizing: border-box
-} */
-
-body {
-  position: relative;
-  margin: var(--header-height) 0 0 0;
-  /* padding: 0 1rem; */
-  font-family: var(--body-font);
-  font-size: var(--normal-font-size);
-  transition: .5s
-}
-
-a {
-  text-decoration: none
-}
-
-
-.header {
-    width: 100%;
-    height: var(--header-height);
-    position: fixed;
-    top: 0;
-    left: 0;
-    display: flex;
-    align-items: center;
-    justify-content: space-between;
-    padding: 0 1rem;
-    background-color: var(--white-color);
-    z-index: var(--z-fixed);
-    transition: .5s
-}
-
-.header_toggle {
-    color: var(--first-color);
-    font-size: 1.5rem;
-    cursor: pointer
-}
-
-.header_img {
-    width: 35px;
-    height: 35px;
-    display: flex;
-    justify-content: center;
-    border-radius: 50%;
-    overflow: hidden
-}
-
-.header_img img {
-    width: 40px
-}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/App.tsx b/src/ml_board/frontend/dashboard/src/App.tsx
deleted file mode 100644
index 6c3dd27e..00000000
--- a/src/ml_board/frontend/dashboard/src/App.tsx
+++ /dev/null
@@ -1,213 +0,0 @@
-import { useState, useEffect } from 'react';
-import logo from './logo.svg';
-import './App.css';
-import Template from './template/template';
-import FlowBoard from './routes/flow_board'
-import AnalysisBoard from './routes/analysis_board'
-import Settings from './routes/settings'
-import Throughput from './routes/throughput_board'
-import io from 'socket.io-client';
-import { BrowserRouter, Route, Routes, useSearchParams } from 'react-router-dom';
-import { useAppDispatch } from "./app/hooks"
-import { IOStatsType, FilterConfigType } from "./app/datatypes"
-import { jobStatusAdded } from "./features/jobsStatus/jobsStatusSlice"
-import { modelStatusAdded } from "./features/modelsStatus/modelsStatusSlice"
-import { experimentConfigAdded } from "./features/experimentConfig/experimentConfigSlice"
-import { modelEvaluationAdded } from "./features/modelEvaluations/modelEvaluationsSlice"
-import { AlertMessage } from "./features/alertMessage/alertMessage"
-import 'bootstrap/dist/css/bootstrap.min.css';
-
-
-
-export type AlertMessageType = {
-  alertId: number
-  heading: string;
-  message: string;
-  invalid: boolean;
-};
-
-export type CmdSettingsType = {
-  wsEndpoint: string;
-  restEndpoint: string;
-  runId: string;
-};
-
-export default function App() {
-
-  const [alertMessages, setAlertMessages] = useState<Array<AlertMessageType>>([]);
-  const [searchParams, setSearchParams] = useSearchParams();
-  const [cmdSettings, setcmdSettings] = useState<CmdSettingsType>({ "wsEndpoint": "", "restEndpoint": "", "runId": "" });
-  const [sideBarExpanded, setSideBarExpanded] = useState<boolean>(false);
-  const [selectedPageId, setSelectedPageId] = useState<number>(0)
-  const [ioStats, setIOStats] = useState<IOStatsType>({ isConnected: false, msgTS: [], lastPing: 0, lastPong: 0 });
-
-  const [filterConfig, setFilterConfig] = useState<FilterConfigType>({ metricFilterRegex: ".*", tmpMetricFilterRegex: ".*" })
-
-  const appDispatch = useAppDispatch()
-
-
-  // ============ IOSTATS functions ============
-  const setLastPing = (ts: number) => {
-    setIOStats(oldIOStats => ({
-      ...oldIOStats,
-      msgTS: [...oldIOStats["msgTS"]],
-      lastPing: ts
-    }))
-  }
-
-  const setLastPong = (ts: number) => {
-    setIOStats(oldIOStats => ({
-      ...oldIOStats,
-      msgTS: [...oldIOStats["msgTS"]],
-      lastPong: ts
-    }))
-  }
-
-  const setIsConnected = (val: boolean) => {
-    setIOStats(oldIOStats => ({
-      ...oldIOStats,
-      msgTS: [...oldIOStats["msgTS"]],
-      isConnected: val
-    }))
-  }
-
-  const addMsgTs = (ts: number) => {
-    setIOStats(oldIOStats => ({
-      ...oldIOStats,
-      msgTS: [...oldIOStats["msgTS"], ts],
-    }))
-  }
-
-  // ============ MLgym Messages functions ============
-
-  const eventTypeToActionCreator: any = {
-    "job_status": jobStatusAdded,
-    "experiment_status": modelStatusAdded,
-    "evaluation_result": modelEvaluationAdded,
-    "experiment_config": experimentConfigAdded
-  }
-
-  useEffect(() => { // setting state within useEffect: https://stackoverflow.com/questions/53715465/can-i-set-state-inside-a-useeffect-hook
-    if (searchParams.has("rest_endpoint") && searchParams.has("ws_endpoint")) {
-      const restEndpoint = searchParams.get("rest_endpoint")
-      const wsEndpoint = searchParams.get("ws_endpoint")
-      const runId = searchParams.get("run_id")
-      if (restEndpoint !== null && wsEndpoint !== null && runId !== null) {
-        const c: CmdSettingsType = { "wsEndpoint": wsEndpoint, "restEndpoint": restEndpoint, "runId": runId }
-        setcmdSettings(() => c)
-        console.log("connecting to ... " + wsEndpoint)
-        const socket = io(wsEndpoint);
-
-        socket.on('connect', () => {
-          setIsConnected(true);
-          socket.emit('join', { rooms: [runId] });
-        });
-
-        socket.on('disconnect', () => {
-          setIsConnected(false);
-        });
-
-        socket.on('connect_error', function (err) {
-          // handle server error here
-          console.log('Error connecting to server');
-          const message = "Cannot conntect to " + wsEndpoint + " ... " + err
-          addAlertMessage("Websocket Error", message)
-        });
-
-        socket.on('mlgym_event', (msg) => {
-          addMsgTs(new Date().getTime())
-          const msgRep = msg // JSON.parse(msg)
-          const eventType: string = msgRep["data"]["event_type"]
-          if (eventType in eventTypeToActionCreator) {
-            const actionCreator = eventTypeToActionCreator[eventType]
-            appDispatch(actionCreator(msgRep))
-          } else {
-            console.log("WARNING: eventy type " + eventType + " not supported!")
-          }
-        });
-
-        socket.on('pong', () => {
-          setLastPong(new Date().getTime())
-        });
-
-        const interval = setInterval(() => {
-          setLastPing(new Date().getTime())
-          socket.emit('ping');
-        }, 1000);
-
-        return () => {
-          socket.off('connect');
-          socket.off('disconnect');
-          socket.off('mlgym_event');
-          socket.off('pong');
-          clearInterval(interval);
-        };
-      }
-    }
-    addAlertMessage("Initial search params insufficient", "Please use the URL provided via the command line to access MLboard. The URL provides the endpoints and run id via the query parameters.")
-  }, []);
-
-
-
-  const toggleSideBar = () => {
-    setSideBarExpanded(!sideBarExpanded);
-  };
-
-
-
-  // const msgs_rep = msgs.map(m => (<div> {JSON.stringify(m)}</div>))
-
-  const removeAlertMessage = (alertId: number) => {
-    const updatedAlertMessages = [...alertMessages];
-    updatedAlertMessages[alertId].invalid = true
-    setAlertMessages(updatedAlertMessages)
-  };
-
-  const addAlertMessage = (heading: string, message: string) => {
-    // setting state within useEffect: https://stackoverflow.com/questions/53715465/can-i-set-state-inside-a-useeffect-hook
-    setAlertMessages(alertMessages => [...alertMessages, { "alertId": alertMessages.length, "heading": heading, "message": message, "invalid": false }])
-  }
-
-
-  const alertMessageComponents = alertMessages.filter(alertMessage => !alertMessage.invalid).map((alertMessage) => <AlertMessage
-    alertId={alertMessage.alertId}
-    heading={alertMessage.heading}
-    message={alertMessage.message}
-    removeAlertMessage={() => removeAlertMessage(alertMessage.alertId)} />
-  );
-
-  return (
-    <div className="App">
-      {
-        alertMessageComponents
-      }
-      <Template toggleSidebar={toggleSideBar}
-        sideBarExpanded={sideBarExpanded}
-        setSelectedPageId={setSelectedPageId}
-        selectedPageId={selectedPageId}
-        filterConfig={filterConfig}
-        setFilterConfig={setFilterConfig}
-      >
-
-        <Routes>
-          <Route
-            path="/flowboard"
-            element={<FlowBoard />}
-          />
-          <Route
-            path="/analysisboard"
-            element={<AnalysisBoard filterConfig={filterConfig} />}
-          />
-          <Route
-            path="/throughput"
-            element={<Throughput ioStats={ioStats} />}
-          />
-          <Route
-            path="/settings"
-            element={<Settings />}
-          />
-
-        </Routes>
-      </Template>
-    </div>);
-}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/app/datatypes.ts b/src/ml_board/frontend/dashboard/src/app/datatypes.ts
deleted file mode 100644
index 38f68554..00000000
--- a/src/ml_board/frontend/dashboard/src/app/datatypes.ts
+++ /dev/null
@@ -1,162 +0,0 @@
-// =================== API TYPES ======================
-
-interface BaseMessageType {
-    event_id: number;
-}
-
-interface EventInfoType {
-    event_type: string;
-    creation_ts: number;
-}
-
-
-// Job status
-
-export type JobStatusPayloadType = {
-    job_id: number;
-    job_type: string; //<CALC, TERMINATE>
-    status: string; //<INIT, RUNNING, DONE>,
-    experiment_id: string; // <path_to_model>
-    starting_time: number;
-    finishing_time: number;
-    error?: string;
-    stacktrace?: string;
-    device?: string // "GPU {1, ..., n}" or "CPU"
-}
-
-export type JobStatusInnerType = {
-    payload: JobStatusPayloadType
-} & EventInfoType
-
-
-export type JobStatusType = { data: JobStatusInnerType, } & BaseMessageType
-
-
-// Model status
-
-export type ModelStatusPayloadType = {
-    experiment_id: string;
-    status: string; // <TRAINING, EVALUATING>,,
-    num_epochs: number; //<CALC, TERMINATE>
-    current_epoch: number;
-    splits: Array<string>;
-    current_split: string;
-    num_batches: number;
-    current_batch: number
-}
-
-
-export type ModelStatusInnerType = {
-    payload: ModelStatusPayloadType
-} & EventInfoType
-
-export type ModelStatusType = { data: ModelStatusInnerType, } & BaseMessageType
-
-// EXPERIMENT CONFIG
-
-export type ExperimentConfigPayloadType = {
-    grid_search_id: string;
-    experiment_id: string;
-    job_id: number;
-    config: any;
-}
-
-export type ExperimentConfigInnerType = {
-    payload: ExperimentConfigPayloadType
-} & EventInfoType
-
-export type ExperimentConfigType = { data: ExperimentConfigInnerType, } & BaseMessageType
-
-// MODEL EVALUATION
-export type MetricScoreType = {
-    metric: string;
-    split: string;
-    score: number
-}
-
-export type LossScoreType = {
-    loss: string;
-    split: string;
-    score: number
-}
-
-export type ModelEvaluationPayloadType = {
-    epoch: number;
-    experiment_id: string;
-    metric_scores: Array<MetricScoreType>;
-    loss_scores: Array<LossScoreType>;
-}
-
-export type ModelEvaluationInnerType = {
-    payload: ModelEvaluationPayloadType
-} & EventInfoType
-
-export type ModelEvaluationType = { data: ModelEvaluationInnerType, } & BaseMessageType
-
-// AG GRID TYPES
-
-export type JobStatusRowType = {
-    job_id: number;
-    job_type: string; //<CALC, TERMINATE>
-    job_status: string; //<INIT, RUNNING, DONE>,
-    experiment_id: string; // <path_to_model>
-    starting_time: number;
-    finishing_time: number;
-    error?: string;
-    stacktrace?: string;
-    device?: string // "GPU {1, ..., n}" or "CPU"
-}
-
-export type ModelStatusRowType = {
-    experiment_id: string;
-    model_status: string; // <TRAINING, EVALUATING>,,
-    num_epochs: number; //<CALC, TERMINATE>
-    current_epoch: number;
-    splits: Array<string>;
-    current_split: string;
-    epoch_progress: number;
-    batch_progress: number
-}
-
-export type ModelEvaluationRowType = {
-    f1_score_macro: number;
-    precision_macro: number;
-    recall_macro: number;
-}
-
-
-
-// REDUX STORE
-
-export type JobStatusMessageCollectionType = {
-    messages: Array<JobStatusType>;
-    job_id_to_latest_message_index: { [id: number]: number; }
-}
-
-export type ModelStatusMessageCollectionType = {
-    messages: Array<ModelStatusType>;
-    experiment_id_to_latest_message_index: { [id: string]: number; }
-}
-
-export type ExperimentConfigMessageCollectionType = {
-    messages: Array<ModelStatusType>;
-    experiment_id_to_message_index: { [id: string]: number; }
-}
-
-export type ModelEvaluationMessageCollectionType = {
-    messages: Array<ModelEvaluationType>;
-    experiment_id_to_latest_message_index: { [id: string]: number; }
-};
-
-
-export type IOStatsType = {
-    msgTS: Array<number>;
-    lastPing: number;
-    lastPong: number;
-    isConnected: boolean;
-};
-
-export type FilterConfigType = {
-    metricFilterRegex: string;
-    tmpMetricFilterRegex: string;
-};
diff --git a/src/ml_board/frontend/dashboard/src/app/store.tsx b/src/ml_board/frontend/dashboard/src/app/store.tsx
deleted file mode 100644
index cc3681c7..00000000
--- a/src/ml_board/frontend/dashboard/src/app/store.tsx
+++ /dev/null
@@ -1,21 +0,0 @@
-import { Action, configureStore, ThunkAction } from '@reduxjs/toolkit';
-import experimentConfigReducer from '../features/experimentConfig/experimentConfigSlice';
-import RegExReducer from '../features/globalConfig/RegExSlice';
-import jobStatusReducer from '../features/jobsStatus/jobsStatusSlice';
-import modelEvaluationReducer from '../features/modelEvaluations/modelEvaluationsSlice';
-import modelStatusReducer from '../features/modelsStatus/modelsStatusSlice';
-
-
-export const store = configureStore({
-  reducer: {
-    jobsStatus: jobStatusReducer,
-    modelsStatus: modelStatusReducer,
-    modelsEvaluation: modelEvaluationReducer,
-    experimentConfig: experimentConfigReducer,
-    RegEx : RegExReducer
-  }
-});
-
-export type AppDispatch = typeof store.dispatch;
-export type RootState = ReturnType<typeof store.getState>;
-export type AppThunk<ReturnType = void> = ThunkAction<ReturnType, RootState, unknown, Action<string>>;
diff --git a/src/ml_board/frontend/dashboard/src/features/alertMessage/alertMessage.css b/src/ml_board/frontend/dashboard/src/features/alertMessage/alertMessage.css
deleted file mode 100644
index c53e97dd..00000000
--- a/src/ml_board/frontend/dashboard/src/features/alertMessage/alertMessage.css
+++ /dev/null
@@ -1,11 +0,0 @@
-.alertMessageContainer {
-    position: absolute;
-    left: 50%;
-    top: 30%;
-    transform: translate(-50%, -50%);
-    width: 50%
-}
-
-.alertMessage {
-    width: 100%
-}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/features/alertMessage/alertMessage.tsx b/src/ml_board/frontend/dashboard/src/features/alertMessage/alertMessage.tsx
deleted file mode 100644
index a550817d..00000000
--- a/src/ml_board/frontend/dashboard/src/features/alertMessage/alertMessage.tsx
+++ /dev/null
@@ -1,26 +0,0 @@
-import "./alertMessage.css";
-
-
-import Alert from 'react-bootstrap/Alert';
-
-export type AlertMessagePropsType = {
-    alertId: number
-    heading: string;
-    message: string;
-    removeAlertMessage: () => void;
-};
-
-export const AlertMessage: React.FC<AlertMessagePropsType> = ({ alertId, heading, message, removeAlertMessage }) => {
-
-    return (
-        <div className="alertMessageContainer">
-            <Alert className="alertMessage" variant="danger" onClose={() => removeAlertMessage()} dismissible>
-                <Alert.Heading>{heading}</Alert.Heading>
-                <p>
-                    {message}
-                </p>
-            </Alert>
-        </div>
-    )
-};
-
diff --git a/src/ml_board/frontend/dashboard/src/features/experimentConfig/experimentConfigSlice.tsx b/src/ml_board/frontend/dashboard/src/features/experimentConfig/experimentConfigSlice.tsx
deleted file mode 100644
index 03645e8a..00000000
--- a/src/ml_board/frontend/dashboard/src/features/experimentConfig/experimentConfigSlice.tsx
+++ /dev/null
@@ -1,42 +0,0 @@
-import { createSlice } from '@reduxjs/toolkit'
-import { ExperimentConfigMessageCollectionType, ExperimentConfigType} from '../../app/datatypes'
-import type { RootState } from '../../app/store';
-
-const initialState = {
-    messages: [],
-    experiment_id_to_message_index: {}
-} as ExperimentConfigMessageCollectionType
-
-
-const experimentConfigSlice = createSlice({
-    name: 'experimentConfig',
-    initialState,
-    reducers: {
-        experimentConfigAdded(state, action) {
-            const experiment_id: number = action.payload.data.payload.experiment_id
-            if (experiment_id in state.experiment_id_to_message_index) {
-                const row_id = state.experiment_id_to_message_index[experiment_id]
-                // prevents possible race condition
-                if (state.messages[row_id].event_id < action.payload.event_id) {
-                    state.messages[row_id] = action.payload
-                }
-            } else {
-                state.messages.push(action.payload)
-                state.experiment_id_to_message_index[experiment_id] = state.messages.length - 1
-            }
-        }
-    }
-})
-
-export const { experimentConfigAdded } = experimentConfigSlice.actions
-
-// export const experimentConfigRowsSelector = (state: RootState) => state.experimentConfig.messages.map((s: ExperimentConfigType) => (
-//     {
-//         experiment_id: s.data.payload.experiment_id,
-//         grid_search_id: s.data.payload.grid_search_id,
-//         job_id: s.data.payload.job_id,
-//         config: s.data.payload.config,
-//     } as ExperimentConfigRowType
-// ));
-
-export default experimentConfigSlice.reducer
diff --git a/src/ml_board/frontend/dashboard/src/features/globalConfig/RegExSlice.tsx b/src/ml_board/frontend/dashboard/src/features/globalConfig/RegExSlice.tsx
deleted file mode 100644
index b2037213..00000000
--- a/src/ml_board/frontend/dashboard/src/features/globalConfig/RegExSlice.tsx
+++ /dev/null
@@ -1,16 +0,0 @@
-import { createSlice } from "@reduxjs/toolkit";
-
-export const RegExSlice = createSlice({
-    name: "RegEx",
-    initialState: {
-        value: ".*"
-    },
-    reducers: {
-        setRegEx(state, action) {
-            state.value = action.payload.toLowerCase()
-        }
-    }
-});
-
-export const { setRegEx } = RegExSlice.actions;
-export default RegExSlice.reducer;
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/features/globalConfig/globalConfig.css b/src/ml_board/frontend/dashboard/src/features/globalConfig/globalConfig.css
deleted file mode 100644
index 741f16d1..00000000
--- a/src/ml_board/frontend/dashboard/src/features/globalConfig/globalConfig.css
+++ /dev/null
@@ -1,26 +0,0 @@
-.global-config {
-    position: fixed;
-    bottom: 0;
-    width: 100%;
-    text-align: center;
-    padding-left: calc(var(--nav-width));
-    /* border: 1px solid black; */
-
-}
-
-.resizable-global-config {
-    display: flex;
-    align-items: flex-start;
-    justify-content: center;
-    border: solid 1px #ddd;
-    background: #f0f0f0;
-
-    margin-top: 1%;
-    padding-top: 1%;
-    padding-bottom: 1%;
-}
-
-.filter-text-area {
-    display: inline !important;
-    width: 60% !important;
-}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/features/globalConfig/globalConfig.tsx b/src/ml_board/frontend/dashboard/src/features/globalConfig/globalConfig.tsx
deleted file mode 100644
index 9bbc82bc..00000000
--- a/src/ml_board/frontend/dashboard/src/features/globalConfig/globalConfig.tsx
+++ /dev/null
@@ -1,69 +0,0 @@
-import { faXmarkCircle } from "@fortawesome/free-solid-svg-icons";
-import { FontAwesomeIcon } from '@fortawesome/react-fontawesome';
-import CheckCircleIcon from '@mui/icons-material/CheckCircle';
-import { Resizable } from "re-resizable";
-import { useState } from 'react';
-import Form from 'react-bootstrap/Form';
-import { FilterConfigType } from "../../app/datatypes";
-import { useAppDispatch } from "../../app/hooks";
-import "./globalConfig.css";
-import { setRegEx } from "./RegExSlice";
-
-
-type GlobalConfigPropsType = {
-    filterConfig: FilterConfigType;
-    setFilterConfig: (filterConfig: FilterConfigType) => void;
-    ConfigResized: (size: any) => void;
-}
-
-const GlobalConfig: React.FC<GlobalConfigPropsType> = ({ filterConfig, setFilterConfig, ConfigResized }) => {
-
-    const appDispatch = useAppDispatch()    
-
-    const [textarea_height, setTextAreaHeight] = useState(1);
-    const [textarea_check, setTextAreaCheck] = useState(true);
-
-    const handleChange = (event: { target: { value: any; }; }) => {
-        //TODO: do we need tmpMetricFilterRegex? it's there as a place holder for when until pressing the button/submitting the form
-        // setFilterConfig({ ...filterConfig, tmpMetricFilterRegex: event.target.value });
-        setFilterConfig({ ...filterConfig, metricFilterRegex: event.target.value.length ? event.target.value : ".*" });
-        // setFilterConfig({ metricFilterRegex: event.target.value, tmpMetricFilterRegex: event.target.value });
-        setTextAreaCheck(event.target.value.length);
-        setTextAreaHeight(event.target.value.split('\n').length);
-        appDispatch(setRegEx(event.target.value.length ? event.target.value : ".*"));
-    }
-
-    const handleSubmit = (event: { preventDefault: () => void; }) => {
-        console.log("Never gets called now because no need to submit!");
-        setFilterConfig({ ...filterConfig, "metricFilterRegex": filterConfig.tmpMetricFilterRegex });
-        event.preventDefault();
-    }
-
-    return (
-        <>
-            <div className='global-config'>
-                <Resizable className='resizable-global-config' minHeight="50px" maxHeight="50vh"
-                    onResizeStop={(event, direction, elementRef, delta) => ConfigResized(elementRef.style.height)} >
-                    <Form className="form" style={{ flexGrow: 1 }} onSubmit={handleSubmit}>
-                        <Form.Group className="d-flex justify-content-center align-items-center mb-3" controlId="formMetricFilter">
-                            <Form.Control as="textarea"
-                                rows={textarea_height}
-                                className="filter-text-area"
-                                // value={filterConfig.tmpMetricFilterRegex}
-                                value={filterConfig.metricFilterRegex}
-                                onChange={handleChange} />
-                            {textarea_check ?
-                                // <FontAwesomeIcon icon={faCheckCircle} color="green" size={'xl'} />
-                                <CheckCircleIcon color="success" fontSize='large' />
-                                :
-                                <FontAwesomeIcon icon={faXmarkCircle} color="red" bounce={true} size={'xl'} />}
-                        </Form.Group>
-                        {/* <Button variant="primary" type="submit"> Apply </Button> */}
-                    </Form>
-                </Resizable>
-            </div >
-        </>
-    );
-}
-
-export default GlobalConfig;
diff --git a/src/ml_board/frontend/dashboard/src/features/jobsStatus/jobsStatusSlice.tsx b/src/ml_board/frontend/dashboard/src/features/jobsStatus/jobsStatusSlice.tsx
deleted file mode 100644
index aa789c4c..00000000
--- a/src/ml_board/frontend/dashboard/src/features/jobsStatus/jobsStatusSlice.tsx
+++ /dev/null
@@ -1,50 +0,0 @@
-import { createSlice } from '@reduxjs/toolkit'
-import { JobStatusMessageCollectionType, JobStatusType, JobStatusRowType} from '../../app/datatypes'
-import type { RootState } from '../../app/store';
-
-
-
-const initialState = {
-    messages: [],
-    job_id_to_latest_message_index: {}
-} as JobStatusMessageCollectionType
-
-
-const jobsStatusSlice = createSlice({
-    name: 'jobsStatus',
-    initialState,
-    reducers: {
-        jobStatusAdded(state, action) {
-            const job_id: number = action.payload.data.payload.job_id
-            if (job_id in state.job_id_to_latest_message_index) {
-                const row_id = state.job_id_to_latest_message_index[job_id]
-                // prevents possible race condition
-                if (state.messages[row_id].event_id < action.payload.event_id) {
-                    state.messages[row_id] = action.payload
-                }
-            } else {
-                state.messages.push(action.payload)
-                state.job_id_to_latest_message_index[job_id] = state.messages.length - 1
-            }
-        }
-    }
-})
-
-export const { jobStatusAdded } = jobsStatusSlice.actions
-
-export const jobStatusRowsSelector = (state: RootState) => state.jobsStatus.messages.map((s: JobStatusType) => (
-    {
-        job_id: s.data.payload.job_id,
-        job_type: s.data.payload.job_type,
-        job_status: s.data.payload.status,
-        experiment_id: s.data.payload.experiment_id,
-        starting_time: s.data.payload.starting_time,
-        finishing_time: s.data.payload.finishing_time,
-        error: s.data.payload.error,
-        stacktrace: s.data.payload.stacktrace,
-        device: s.data.payload.device,
-    } as JobStatusRowType
-));
-
-
-export default jobsStatusSlice.reducer
diff --git a/src/ml_board/frontend/dashboard/src/features/modelEvaluations/modelEvaluationsSlice.tsx b/src/ml_board/frontend/dashboard/src/features/modelEvaluations/modelEvaluationsSlice.tsx
deleted file mode 100644
index 1b27b222..00000000
--- a/src/ml_board/frontend/dashboard/src/features/modelEvaluations/modelEvaluationsSlice.tsx
+++ /dev/null
@@ -1,50 +0,0 @@
-import { createSlice } from '@reduxjs/toolkit';
-import { ModelEvaluationMessageCollectionType } from '../../app/datatypes';
-
-const initialState = {
-    messages: [],
-    experiment_id_to_latest_message_index: {}
-} as ModelEvaluationMessageCollectionType
-
-
-
-
-const modelEvaluationsSlice = createSlice({
-    name: 'modelEvaluations',
-    initialState,
-    reducers: {
-        modelEvaluationAdded(state, action) {
-            const experiment_id: number = action.payload.data.payload.experiment_id
-            if (experiment_id in state.experiment_id_to_latest_message_index) {
-                const row_id = state.experiment_id_to_latest_message_index[experiment_id]
-                // prevents possible race condition
-                if (state.messages[row_id].event_id < action.payload.event_id) {
-                    state.messages[row_id] = action.payload
-                }
-            } else {
-                state.messages.push(action.payload)
-                state.experiment_id_to_latest_message_index[experiment_id] = state.messages.length - 1
-            }
-        }
-    }
-})
-
-export const { modelEvaluationAdded } = modelEvaluationsSlice.actions
-
-// export const modelEvaluationRowsSelector = (state: RootState) => state.modelsStatus.messages.map((s: ModelEvaluationType) => (
-//     {
-//         experiment_id: s.data.payload.experiment_id,
-//         model_status: s.data.payload.status,
-//         num_epochs: s.data.payload.num_epochs,
-//         current_epoch: s.data.payload.current_epoch,
-//         splits: s.data.payload.splits,
-//         current_split: s.data.payload.current_split,
-//         epoch_progress: s.data.payload.current_epoch / s.data.payload.num_epochs,
-//         batch_progress: s.data.payload.current_batch / s.data.payload.num_batches,
-//     } as ModelStatusRowType
-// ));
-
-// export const metricStatusRowsSelector = (state: RootState) =>
-//     state.modelsEvaluation.messages.map((element) => element.data.payload.metric_scores);
-
-export default modelEvaluationsSlice.reducer
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/features/modelsStatus/modelsStatusSlice.tsx b/src/ml_board/frontend/dashboard/src/features/modelsStatus/modelsStatusSlice.tsx
deleted file mode 100644
index 8e06db99..00000000
--- a/src/ml_board/frontend/dashboard/src/features/modelsStatus/modelsStatusSlice.tsx
+++ /dev/null
@@ -1,48 +0,0 @@
-import { createSlice } from '@reduxjs/toolkit'
-import { ModelStatusMessageCollectionType, ModelStatusType, ModelStatusRowType } from '../../app/datatypes'
-import type { RootState } from '../../app/store';
-
-const initialState = {
-    messages: [],
-    experiment_id_to_latest_message_index: {}
-} as ModelStatusMessageCollectionType
-
-
-
-
-const modelsStatusSlice = createSlice({
-    name: 'modelsStatus',
-    initialState,
-    reducers: {
-        modelStatusAdded(state, action) {
-            const experiment_id: number = action.payload.data.payload.experiment_id
-            if (experiment_id in state.experiment_id_to_latest_message_index) {
-                const row_id = state.experiment_id_to_latest_message_index[experiment_id]
-                // prevents possible race condition
-                if (state.messages[row_id].event_id < action.payload.event_id) {
-                    state.messages[row_id] = action.payload
-                }
-            } else {
-                state.messages.push(action.payload)
-                state.experiment_id_to_latest_message_index[experiment_id] = state.messages.length - 1
-            }
-        }
-    }
-})
-
-export const { modelStatusAdded } = modelsStatusSlice.actions
-
-export const modelStatusRowsSelector = (state: RootState) => state.modelsStatus.messages.map((s: ModelStatusType) => (
-    {
-        experiment_id: s.data.payload.experiment_id,
-        model_status: s.data.payload.status,
-        num_epochs: s.data.payload.num_epochs,
-        current_epoch: s.data.payload.current_epoch,
-        splits: s.data.payload.splits,
-        current_split: s.data.payload.current_split,
-        epoch_progress: s.data.payload.current_epoch / s.data.payload.num_epochs,
-        batch_progress: s.data.payload.current_batch / s.data.payload.num_batches,
-    } as ModelStatusRowType
-));
-
-export default modelsStatusSlice.reducer
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/index.tsx b/src/ml_board/frontend/dashboard/src/index.tsx
deleted file mode 100644
index 9f21d84b..00000000
--- a/src/ml_board/frontend/dashboard/src/index.tsx
+++ /dev/null
@@ -1,28 +0,0 @@
-import React from 'react';
-import ReactDOM from 'react-dom/client';
-import { Provider } from 'react-redux';
-import App from './App';
-import { store } from './app/store';
-import './index.css';
-import reportWebVitals from './reportWebVitals';
-import { BrowserRouter } from 'react-router-dom';
-
-
-const root = ReactDOM.createRoot(
-  document.getElementById('root') as HTMLElement
-);
-root.render(
-  <BrowserRouter>
-    <React.StrictMode>
-      <Provider store={store}>
-        <App />
-      </Provider>
-    </React.StrictMode>
-  </BrowserRouter>
-
-);
-
-// If you want to start measuring performance in your app, pass a function
-// to log results (for example: reportWebVitals(console.log))
-// or send to an analytics endpoint. Learn more: https://bit.ly/CRA-vitals
-reportWebVitals();
diff --git a/src/ml_board/frontend/dashboard/src/logo.svg b/src/ml_board/frontend/dashboard/src/logo.svg
deleted file mode 100644
index 9dfc1c05..00000000
--- a/src/ml_board/frontend/dashboard/src/logo.svg
+++ /dev/null
@@ -1,1 +0,0 @@
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 841.9 595.3"><g fill="#61DAFB"><path d="M666.3 296.5c0-32.5-40.7-63.3-103.1-82.4 14.4-63.6 8-114.2-20.2-130.4-6.5-3.8-14.1-5.6-22.4-5.6v22.3c4.6 0 8.3.9 11.4 2.6 13.6 7.8 19.5 37.5 14.9 75.7-1.1 9.4-2.9 19.3-5.1 29.4-19.6-4.8-41-8.5-63.5-10.9-13.5-18.5-27.5-35.3-41.6-50 32.6-30.3 63.2-46.9 84-46.9V78c-27.5 0-63.5 19.6-99.9 53.6-36.4-33.8-72.4-53.2-99.9-53.2v22.3c20.7 0 51.4 16.5 84 46.6-14 14.7-28 31.4-41.3 49.9-22.6 2.4-44 6.1-63.6 11-2.3-10-4-19.7-5.2-29-4.7-38.2 1.1-67.9 14.6-75.8 3-1.8 6.9-2.6 11.5-2.6V78.5c-8.4 0-16 1.8-22.6 5.6-28.1 16.2-34.4 66.7-19.9 130.1-62.2 19.2-102.7 49.9-102.7 82.3 0 32.5 40.7 63.3 103.1 82.4-14.4 63.6-8 114.2 20.2 130.4 6.5 3.8 14.1 5.6 22.5 5.6 27.5 0 63.5-19.6 99.9-53.6 36.4 33.8 72.4 53.2 99.9 53.2 8.4 0 16-1.8 22.6-5.6 28.1-16.2 34.4-66.7 19.9-130.1 62-19.1 102.5-49.9 102.5-82.3zm-130.2-66.7c-3.7 12.9-8.3 26.2-13.5 39.5-4.1-8-8.4-16-13.1-24-4.6-8-9.5-15.8-14.4-23.4 14.2 2.1 27.9 4.7 41 7.9zm-45.8 106.5c-7.8 13.5-15.8 26.3-24.1 38.2-14.9 1.3-30 2-45.2 2-15.1 0-30.2-.7-45-1.9-8.3-11.9-16.4-24.6-24.2-38-7.6-13.1-14.5-26.4-20.8-39.8 6.2-13.4 13.2-26.8 20.7-39.9 7.8-13.5 15.8-26.3 24.1-38.2 14.9-1.3 30-2 45.2-2 15.1 0 30.2.7 45 1.9 8.3 11.9 16.4 24.6 24.2 38 7.6 13.1 14.5 26.4 20.8 39.8-6.3 13.4-13.2 26.8-20.7 39.9zm32.3-13c5.4 13.4 10 26.8 13.8 39.8-13.1 3.2-26.9 5.9-41.2 8 4.9-7.7 9.8-15.6 14.4-23.7 4.6-8 8.9-16.1 13-24.1zM421.2 430c-9.3-9.6-18.6-20.3-27.8-32 9 .4 18.2.7 27.5.7 9.4 0 18.7-.2 27.8-.7-9 11.7-18.3 22.4-27.5 32zm-74.4-58.9c-14.2-2.1-27.9-4.7-41-7.9 3.7-12.9 8.3-26.2 13.5-39.5 4.1 8 8.4 16 13.1 24 4.7 8 9.5 15.8 14.4 23.4zM420.7 163c9.3 9.6 18.6 20.3 27.8 32-9-.4-18.2-.7-27.5-.7-9.4 0-18.7.2-27.8.7 9-11.7 18.3-22.4 27.5-32zm-74 58.9c-4.9 7.7-9.8 15.6-14.4 23.7-4.6 8-8.9 16-13 24-5.4-13.4-10-26.8-13.8-39.8 13.1-3.1 26.9-5.8 41.2-7.9zm-90.5 125.2c-35.4-15.1-58.3-34.9-58.3-50.6 0-15.7 22.9-35.6 58.3-50.6 8.6-3.7 18-7 27.7-10.1 5.7 19.6 13.2 40 22.5 60.9-9.2 20.8-16.6 41.1-22.2 60.6-9.9-3.1-19.3-6.5-28-10.2zM310 490c-13.6-7.8-19.5-37.5-14.9-75.7 1.1-9.4 2.9-19.3 5.1-29.4 19.6 4.8 41 8.5 63.5 10.9 13.5 18.5 27.5 35.3 41.6 50-32.6 30.3-63.2 46.9-84 46.9-4.5-.1-8.3-1-11.3-2.7zm237.2-76.2c4.7 38.2-1.1 67.9-14.6 75.8-3 1.8-6.9 2.6-11.5 2.6-20.7 0-51.4-16.5-84-46.6 14-14.7 28-31.4 41.3-49.9 22.6-2.4 44-6.1 63.6-11 2.3 10.1 4.1 19.8 5.2 29.1zm38.5-66.7c-8.6 3.7-18 7-27.7 10.1-5.7-19.6-13.2-40-22.5-60.9 9.2-20.8 16.6-41.1 22.2-60.6 9.9 3.1 19.3 6.5 28.1 10.2 35.4 15.1 58.3 34.9 58.3 50.6-.1 15.7-23 35.6-58.4 50.6zM320.8 78.4z"/><circle cx="420.9" cy="296.5" r="45.7"/><path d="M520.5 78.1z"/></g></svg>
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/react-app-env.d.ts b/src/ml_board/frontend/dashboard/src/react-app-env.d.ts
deleted file mode 100644
index 6431bc5f..00000000
--- a/src/ml_board/frontend/dashboard/src/react-app-env.d.ts
+++ /dev/null
@@ -1,1 +0,0 @@
-/// <reference types="react-scripts" />
diff --git a/src/ml_board/frontend/dashboard/src/reportWebVitals.ts b/src/ml_board/frontend/dashboard/src/reportWebVitals.ts
deleted file mode 100644
index 49a2a16e..00000000
--- a/src/ml_board/frontend/dashboard/src/reportWebVitals.ts
+++ /dev/null
@@ -1,15 +0,0 @@
-import { ReportHandler } from 'web-vitals';
-
-const reportWebVitals = (onPerfEntry?: ReportHandler) => {
-  if (onPerfEntry && onPerfEntry instanceof Function) {
-    import('web-vitals').then(({ getCLS, getFID, getFCP, getLCP, getTTFB }) => {
-      getCLS(onPerfEntry);
-      getFID(onPerfEntry);
-      getFCP(onPerfEntry);
-      getLCP(onPerfEntry);
-      getTTFB(onPerfEntry);
-    });
-  }
-};
-
-export default reportWebVitals;
diff --git a/src/ml_board/frontend/dashboard/src/routes/analysis_board.css b/src/ml_board/frontend/dashboard/src/routes/analysis_board.css
deleted file mode 100644
index dea2638c..00000000
--- a/src/ml_board/frontend/dashboard/src/routes/analysis_board.css
+++ /dev/null
@@ -1,4 +0,0 @@
-.diagram-cell {
-    float: left;
-    overflow: hidden;
-}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/routes/analysis_board.tsx b/src/ml_board/frontend/dashboard/src/routes/analysis_board.tsx
deleted file mode 100644
index 6136948d..00000000
--- a/src/ml_board/frontend/dashboard/src/routes/analysis_board.tsx
+++ /dev/null
@@ -1,147 +0,0 @@
-import "./analysis_board.css";
-
-import React from "react";
-import {
-    CartesianGrid, Legend, Line, LineChart, Tooltip, XAxis,
-    YAxis
-} from "recharts";
-import { FilterConfigType, ModelEvaluationPayloadType, ModelEvaluationType } from "../app/datatypes";
-import { useAppSelector } from "../app/hooks";
-import type { RootState } from '../app/store';
-
-
-function selectColor(index: number) {
-    const hue = index * 137.508; // use golden angle approximation
-    return `hsl(${hue},50%,75%)`;
-}
-
-type AnalysisBoardProps = {
-    filterConfig: FilterConfigType
-};
-
-
-
-export const modelEvaluationSelector = (state: RootState) => state.modelsEvaluation.messages.reduce((results: any, s: ModelEvaluationType) => {
-    // results: {metric_key_1: [{name: 0, experiment_id_1: 0.1, ..., experiment_id_n: 0.4}, {name: 1, experiment_id_2: ...}, ...]}
-
-    const modelEvaluationPayload: ModelEvaluationPayloadType = s.data.payload
-
-    const { epoch, experiment_id: eId, loss_scores: lossScores, metric_scores: metricScores } = modelEvaluationPayload
-    // const epoch = modelEvaluationPayload.epoch
-    // const eId = modelEvaluationPayload.experiment_id
-    // const lossScores = modelEvaluationPayload.loss_scores
-    // const metricScores = modelEvaluationPayload.metric_scores
-
-    for (const metricScore of metricScores) {
-        const fullMetricName = metricScore.split + "/" + metricScore.metric
-        if (!results[fullMetricName]) {
-            results[fullMetricName] = {}
-        }
-        if (!results[fullMetricName][epoch])
-            results[fullMetricName][epoch] = { name: epoch }
-        results[fullMetricName][epoch] = { ...results[fullMetricName][epoch], [eId]: metricScore.score }
-    }
-
-    for (const lossScore of lossScores) {
-        const fullLossName = lossScore.split + "/" + lossScore.loss
-        if (!results[fullLossName]) {
-            results[fullLossName] = {}
-        }
-        if (!results[fullLossName][epoch])
-            results[fullLossName][epoch] = { name: epoch }
-        results[fullLossName][epoch] = { ...results[fullLossName][epoch], [eId]: lossScore.score }
-    }
-
-    // format : {metric_key_1: [{experiment_id_1: score_x, experiment_id_2: score_y, ... }, {}, ...]}
-
-
-
-    return results
-}, {});
-
-export const sortedModelEvaluationSelector = (state: RootState) => { // sorts the scores by epoch so that they are plotted in the correct order within the line charts
-    const results: any = modelEvaluationSelector(state)
-
-    var resultsSorted = Object.keys(results).reduce((tmpResult, scoreKey) => {
-        return {
-            ...tmpResult, [scoreKey]: Object.keys(results[scoreKey]).sort(function (a, b) { return parseInt(a) - parseInt(b); }).reduce((scoreResult: any, epochKey) => {
-                return [...scoreResult, results[scoreKey][epochKey]]
-            }, [])
-        };
-    }, {})
-
-    return resultsSorted;
-}
-
-export const filteredModelEvaluationSelector = (state: RootState) => {
-    // results: {experiment_id_1: [0.9, 0.3, ...]}
-    const results: any = sortedModelEvaluationSelector(state);
-    const re = new RegExp(useAppSelector((state: RootState) => state.RegEx.value))
-    var filteredResults = Object.keys(results).filter(scoreKey => re.test(scoreKey)).reduce((obj: any, key) => {
-        return { ...obj, [key]: results[key] }
-    }, {})
-    return filteredResults;
-};
-
-type EvaluationLineChartPropsType = {
-    scoreKey: string
-    scoreResult: any;
-    experimentIds: Array<string>;
-}
-
-type EvaluationChartLinePropsType = {
-    dataKey: string;
-    lineColor: string;
-}
-
-const EvaluationChart: React.FC<EvaluationLineChartPropsType> = ({ scoreKey, scoreResult, experimentIds }) => {
-
-    const lines = experimentIds.map((eID: string, index: number) => <Line
-        dataKey={eID}
-        stroke={selectColor(index)}
-        key={"line#" + index}
-    />)
-
-    return (
-        <div id="analysis-board-container">
-            <div>{scoreKey}</div>
-            <LineChart
-                width={500}
-                height={300}
-                data={scoreResult}
-                margin={{ top: 5, right: 30, left: 20, bottom: 5 }}
-            >
-                <CartesianGrid strokeDasharray="3 3" />
-                <XAxis dataKey="name" />
-                <YAxis />
-                <Tooltip />
-                <Legend />
-                {lines}
-            </LineChart>
-        </div>
-    )
-}
-
-
-
-const AnalysisBoard: React.FC<AnalysisBoardProps> = ({ filterConfig }) => {
-
-    const scoreResults = useAppSelector((state: RootState) => filteredModelEvaluationSelector(state))
-    const scoreKeys: any = Object.keys(scoreResults)
-    const experimentIds = Object.keys(scoreResults[scoreKeys[0]][0]).filter(function (item) { return item !== "name" })
-
-    const charts = scoreKeys.map((scoreKey: any) =>
-        <div className="diagram-cell">
-            <EvaluationChart key={scoreKey} scoreKey={scoreKey} scoreResult={scoreResults[scoreKey]} experimentIds={experimentIds} />
-            </div>)
-
-
-    return (
-        <>
-            {/* <h1> Analysis Board </h1> */}
-            {charts}
-        </>
-    );
-}
-
-export default AnalysisBoard;
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/routes/flow_board.tsx b/src/ml_board/frontend/dashboard/src/routes/flow_board.tsx
deleted file mode 100644
index ec67f121..00000000
--- a/src/ml_board/frontend/dashboard/src/routes/flow_board.tsx
+++ /dev/null
@@ -1,132 +0,0 @@
-import 'ag-grid-community/styles/ag-grid.css'; // Core grid CSS, always needed
-import 'ag-grid-community/styles/ag-theme-alpine.css'; // Optional theme CSS
-import { AgGridReact } from "ag-grid-react";
-import React from "react";
-import { connect } from "react-redux";
-import type { RootState } from '../app/store';
-import { jobStatusRowsSelector } from '../features/jobsStatus/jobsStatusSlice';
-
-import { JobStatusRowType, ModelEvaluationRowType, ModelStatusRowType } from '../app/datatypes';
-import { useAppSelector } from '../app/hooks';
-
-type FlowBoardPropsType = {
-    jobStatusRows: any
-};
-
-
-
-const statusRowsSelector = (state: RootState) => {
-    const jobStatusRows = jobStatusRowsSelector(state)
-
-    const fullRows = jobStatusRows.map((jobStatusRow: JobStatusRowType) => {
-        const latest_message_index = state.modelsStatus.experiment_id_to_latest_message_index[jobStatusRow.experiment_id]
-        const latest_message_index2 = state.modelsEvaluation.experiment_id_to_latest_message_index[jobStatusRow.experiment_id]
-        var returnValue = jobStatusRow;
-
-        if (!(latest_message_index === undefined)) {
-            const modelStatusMessage = state.modelsStatus.messages[latest_message_index].data.payload
-            const modelStatusRow = {
-                experiment_id: modelStatusMessage.experiment_id,
-                model_status: modelStatusMessage.status,
-                num_epochs: modelStatusMessage.num_epochs,
-                current_epoch: modelStatusMessage.current_epoch,
-                splits: modelStatusMessage.splits,
-                current_split: modelStatusMessage.current_split,
-                epoch_progress: modelStatusMessage.current_epoch / modelStatusMessage.num_epochs,
-                batch_progress: modelStatusMessage.current_batch / modelStatusMessage.num_batches,
-            } as ModelStatusRowType
-
-            returnValue = { ...returnValue, ...modelStatusRow }
-        }
-
-        if (!(latest_message_index2 === undefined)) {
-            const modelEvaluationMsg = state.modelsEvaluation.messages[latest_message_index].data.payload
-            const modelEvaluationRow = {
-                f1_score_macro: modelEvaluationMsg.metric_scores[0].score,
-                precision_macro: modelEvaluationMsg.metric_scores[1].score,
-                recall_macro: modelEvaluationMsg.metric_scores[2].score,
-            } as ModelEvaluationRowType
-
-            returnValue = { ...returnValue, ...modelEvaluationRow }
-        }
-
-        return returnValue;
-    });
-
-    return fullRows
-}
-
-
-
-const FlowBoard: React.FC<FlowBoardPropsType> = (jobStatusRows: any) => {
-
-    // class FlowBoard extends Component<FlowBoardPropsType> {
-    //     render() {
-    //const jobStatusRows = useAppSelector(statusRowsSelector)
-
-    const colNames = ["job_id", "job_type", "job_status", "experiment_id", "starting_time", "finishing_time",
-        "epoch_progress", "batch_progress", "model_status", "current_split", "splits", "error",
-        "stacktrace", "device", "current_epoch", "num_epochs", "f1_score_macro", "precision_macro", "recall_macro"]
-
-
-    const re = new RegExp(useAppSelector((state: RootState) => state.RegEx.value))
-
-    const colDefs = colNames.filter(
-        (colName: string) => re.test(colName)
-    ).map(
-        (colName: string) => ({ field: colName })
-    )
-
-
-
-    return (
-        <>
-            {/* <h1> Flow Board </h1> */}
-            <div className="ag-theme-alpine" id="ag-grid-container">
-                <AgGridReact
-                    defaultColDef={{ resizable: true }}
-                    // {/* provide column definitions */}
-                    columnDefs={colDefs}
-                    // {/* specify auto group column definition */}
-                    // autoGroupColumnDef={this.autoGroupColumnDef}
-                    // {/* row data provided via props from the file store */}
-                    rowData={jobStatusRows.jobStatusRows}
-                    // // enable tree data
-                    // treeData={true}
-                    // // {/* return tree hierarchy from supplied data */}
-                    // getDataPath={data => data.filePath}
-                    // // {/* expand tree by default */}
-                    // groupDefaultExpanded={-1}
-                    // // {/* fit grid columns */}
-                    onGridReady={params => params.api.sizeColumnsToFit()}
-                    // // {/* provide context menu callback */}
-                    // getContextMenuItems={this.getContextMenuItems}
-                    // // {/* provide row drag end callback */}
-                    // onRowDragEnd={this.onRowDragEnd}
-                    // // {/* return id required for tree data and immutable data */}
-                    getRowId={(params: any) => params.data.job_id}
-                    // // {/* specify our FileCellRenderer component */}
-                    // components={this.components}
-                    animateRows={true} // Optional - set to 'true' to have rows animate when sorted
-                >
-                </AgGridReact>
-            </div>
-        </>
-    );
-}
-// }
-
-const mapStateToProps = (state: RootState) => {
-    return { "jobStatusRows": statusRowsSelector(state) }
-};
-
-const mapDispatchToProps = (appDispatch: any) => ({
-    actions: {}
-});
-
-export default connect(
-    mapStateToProps,
-    mapDispatchToProps,
-    null,
-    { forwardRef: true } // must be supplied for react/redux when using AgGridReact
-)(FlowBoard);
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/routes/settings.tsx b/src/ml_board/frontend/dashboard/src/routes/settings.tsx
deleted file mode 100644
index 4eb2c084..00000000
--- a/src/ml_board/frontend/dashboard/src/routes/settings.tsx
+++ /dev/null
@@ -1,16 +0,0 @@
-import React from "react";
-import {useAppSelector} from "../app/hooks"
-
-type SettingsProps = {
-};
-
-
-const Settings: React.FC<SettingsProps> = ({ }) => {
-    return (
-        <>
-        <h1> Settings </h1>
-        </>
-    );
-}
-
-export default Settings;
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/routes/throughput_board.tsx b/src/ml_board/frontend/dashboard/src/routes/throughput_board.tsx
deleted file mode 100644
index 342d6965..00000000
--- a/src/ml_board/frontend/dashboard/src/routes/throughput_board.tsx
+++ /dev/null
@@ -1,35 +0,0 @@
-import React from "react";
-import { IOStatsType, JobStatusType } from "../app/datatypes"
-
-type ThroughputProps = {
-    ioStats: IOStatsType
-};
-
-
-const getThroughput = (ioStats: IOStatsType, measurementDuration: number) => {
-    const currentTime = new Date().getTime()
-    const threshold = currentTime - measurementDuration * 1000
-    const msgTs = ioStats.msgTS
-
-    let i = msgTs.length - 1
-    while (i > 0 && msgTs[i] > threshold) {
-        i--
-    }
-    return ((msgTs.length - i - 1) / measurementDuration)
-};
-
-
-const Throughput: React.FC<ThroughputProps> = ({ ioStats }) => {
-
-    return (
-        <div id="throughput-board-container">
-            <h1> Throughput Board </h1>
-            <div>Connected: {ioStats.isConnected ? "yes" : "no"}</div>
-            <div>Messages received: {ioStats.msgTS.length}</div>
-            <div>ping: {ioStats.lastPong - ioStats.lastPing}ms</div>
-            <div>throughput: {getThroughput(ioStats, 5)}</div>
-        </div>
-    )
-}
-
-export default Throughput;
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/setupTests.ts b/src/ml_board/frontend/dashboard/src/setupTests.ts
deleted file mode 100644
index 8f2609b7..00000000
--- a/src/ml_board/frontend/dashboard/src/setupTests.ts
+++ /dev/null
@@ -1,5 +0,0 @@
-// jest-dom adds custom jest matchers for asserting on DOM nodes.
-// allows you to do things like:
-// expect(element).toHaveTextContent(/react/i)
-// learn more: https://github.com/testing-library/jest-dom
-import '@testing-library/jest-dom';
diff --git a/src/ml_board/frontend/dashboard/src/store/actionTypes.ts b/src/ml_board/frontend/dashboard/src/store/actionTypes.ts
deleted file mode 100644
index 7cff77fc..00000000
--- a/src/ml_board/frontend/dashboard/src/store/actionTypes.ts
+++ /dev/null
@@ -1,1 +0,0 @@
-export const ADD_JOB_STATUS_MESSAGE = "ADD_JOB_STATUS_MESSAGE"
diff --git a/src/ml_board/frontend/dashboard/src/template/ExpandCollapseButton.css b/src/ml_board/frontend/dashboard/src/template/ExpandCollapseButton.css
deleted file mode 100644
index 71cf432a..00000000
--- a/src/ml_board/frontend/dashboard/src/template/ExpandCollapseButton.css
+++ /dev/null
@@ -1,25 +0,0 @@
-@import url("https://fonts.googleapis.com/css2?family=Nunito:wght@400;600;700&display=swap");
-@import url('https://cdn.jsdelivr.net/npm/boxicons@latest/css/boxicons.min.css');
-
-.nav_link {
-    display: grid;
-    grid-template-columns: max-content max-content;
-    align-items: center;
-    column-gap: 1rem;
-    padding: .5rem 0 .5rem 1.5rem;
-
-    position: relative;
-    color: var(--first-color-light);
-    margin-bottom: 1.5rem;
-    transition: .3s
-}
-
-.nav_link:hover {
-    color: var(--white-color)
-}
-
-.nav_link.expand-collapse-button {
-
-    position: fixed;
-    bottom: 1%;
-}
\ No newline at end of file
diff --git a/src/ml_board/frontend/dashboard/src/template/ExpandCollapseButton.tsx b/src/ml_board/frontend/dashboard/src/template/ExpandCollapseButton.tsx
deleted file mode 100644
index 89fd859f..00000000
--- a/src/ml_board/frontend/dashboard/src/template/ExpandCollapseButton.tsx
+++ /dev/null
@@ -1,21 +0,0 @@
-import React from "react";
-import "./ExpandCollapseButton.css";
-import KeyboardDoubleArrowRightIcon from '@mui/icons-material/KeyboardDoubleArrowRight';
-import KeyboardDoubleArrowLeftIcon from '@mui/icons-material/KeyboardDoubleArrowLeft';
-
-type ExpandCollapseButtonPropsType = {
-    sideBarExpanded: boolean;
-    toggleSidebar: () => void;
-};
-
-
-const ExpandCollapseButton: React.FC<ExpandCollapseButtonPropsType> = ({ sideBarExpanded, toggleSidebar }) => {
-    if (sideBarExpanded) {
-        return (<div className="nav_link expand-collapse-button"><KeyboardDoubleArrowLeftIcon onClick={toggleSidebar} /></div>);
-    } else {
-        return (<div className="nav_link expand-collapse-button"><KeyboardDoubleArrowRightIcon onClick={toggleSidebar} /></div>);
-    }
-};
-
-export default ExpandCollapseButton;
-
diff --git a/src/ml_board/frontend/dashboard/src/template/SideBar.css b/src/ml_board/frontend/dashboard/src/template/SideBar.css
deleted file mode 100644
index 688b6a32..00000000
--- a/src/ml_board/frontend/dashboard/src/template/SideBar.css
+++ /dev/null
@@ -1,89 +0,0 @@
-.left-navbar {
-    position: fixed;
-    width: var(--nav-width);
-    height: 100vh;
-    background-color: var(--first-color);
-    transition: .5s;
-    z-index: var(--z-fixed);
-    padding: 1rem 1rem 0 0
-}
-
-.nav_list {
-    overflow: hidden;
-}
-
-.nav_logo {
-    display: grid;
-    grid-template-columns: max-content max-content;
-    align-items: center;
-    column-gap: 1rem;
-    padding: .5rem 0 .5rem 1.5rem;
-
-
-    margin-bottom: 2rem;
-}
-
-.nav_logo-icon {
-    font-size: 1.25rem;
-    color: var(--white-color)
-}
-
-.nav_logo-name {
-    color: var(--white-color);
-    font-weight: 700
-}
-
-
-.nav_icon {
-    font-size: 1.25rem
-}
-
-.show {
-    left: 0;
-
-
-    width: calc(var(--nav-width) + 156px);
-}
-
-.active {
-    color: var(--white-color)
-}
-
-.active::before {
-    content: '';
-    position: absolute;
-    left: 0;
-    width: 2px;
-    height: 32px;
-    background-color: var(--white-color)
-}
-
-
-/* 
-.height-100 {
-    height: 100vh
-} */
-
-
-
-
-
-
-
-
-
-#ag-grid-container {
-    width: 100% - calc(var(--nav-width));
-    height: 100%;
-}
-
-#analysis-board-container {
-    text-align: center;
-    margin-top: 1em;
-}
-
-#throughput-board-container {
-    text-align: center;
-    margin-top: 1em;
-}
-
diff --git a/src/ml_board/frontend/dashboard/src/template/SideBar.tsx b/src/ml_board/frontend/dashboard/src/template/SideBar.tsx
deleted file mode 100644
index 4898c6dd..00000000
--- a/src/ml_board/frontend/dashboard/src/template/SideBar.tsx
+++ /dev/null
@@ -1,43 +0,0 @@
-import React from "react";
-import "./SideBar.css";
-import StackedLineChartIcon from '@mui/icons-material/StackedLineChart';
-import TuneIcon from '@mui/icons-material/Tune';
-import ModelTrainingIcon from '@mui/icons-material/ModelTraining';
-import CellTowerIcon from '@mui/icons-material/CellTower';
-import { Link } from 'react-router-dom';
-import ExpandCollapseButton from "./ExpandCollapseButton";
-
-type SideBarPropsType = {
-    children?: React.ReactNode;
-    sideBarExpanded: boolean;
-    toggleSidebar: () => void;
-    setSelectedPageId: (page_id: number) => void;
-    selectedPageId: number
-};
-
-const SideBar: React.FC<SideBarPropsType> = ({ toggleSidebar, sideBarExpanded, setSelectedPageId, selectedPageId }) => {
-    return (
-        <div className={"left-navbar " + (sideBarExpanded && "show") }>
-            <nav className={"nav_list nav " + (sideBarExpanded && "show")}>
-                <a href="#" className="nav_logo"> <i className='bx bx-layer nav_logo-icon'></i>  <span className="nav_logo-name">MLgym</span>  </a>
-                <Link to="/flowboard" className={(selectedPageId === 0) ? "nav_link active" : "nav_link"} onClick={() => { setSelectedPageId(0) }}>
-                    <ModelTrainingIcon /> <span className="nav_name">Flow Board</span>
-                </Link>
-                <Link to="/analysisboard" className={(selectedPageId === 1) ? "nav_link active" : "nav_link"} onClick={() => { setSelectedPageId(1) }}>
-                    <StackedLineChartIcon /> <span className="nav_name">Analysis Board</span>
-                </Link>
-                <Link to="/throughput" className={(selectedPageId === 2) ? "nav_link active" : "nav_link"} onClick={() => { setSelectedPageId(2) }}>
-                    <CellTowerIcon /> <span className="nav_name">Throughput Board</span>
-                </Link>
-                <Link to="/settings" className={(selectedPageId === 3) ? "nav_link active" : "nav_link"} onClick={() => { setSelectedPageId(3) }}>
-                    <TuneIcon /> <span className="nav_name">Settings</span>
-                </Link>
-                <ExpandCollapseButton sideBarExpanded={sideBarExpanded} toggleSidebar={toggleSidebar} />
-            </nav >
-        </div >
-    );
-}
-
-
-export default SideBar;
-
diff --git a/src/ml_board/frontend/dashboard/src/template/template.css b/src/ml_board/frontend/dashboard/src/template/template.css
deleted file mode 100644
index 88e60fc9..00000000
--- a/src/ml_board/frontend/dashboard/src/template/template.css
+++ /dev/null
@@ -1,18 +0,0 @@
-@import url("https://fonts.googleapis.com/css2?family=Nunito:wght@400;600;700&display=swap");
-@import url('https://cdn.jsdelivr.net/npm/boxicons@latest/css/boxicons.min.css');
-
-
-.flex-container {
-    display: flex;
-    flex-direction: column;
-    height: 100vh;
-}
-
-.children-content {
-    width: 100% - calc(var(--nav-width));
-    /* margin: auto; */
-    /* padding-left: calc(var(--nav-width) + 1rem) */
-    margin-left: calc(var(--nav-width));
-    height: 100%;
-    overflow: auto;
-}
diff --git a/src/ml_board/frontend/dashboard/src/template/template.tsx b/src/ml_board/frontend/dashboard/src/template/template.tsx
deleted file mode 100644
index d8fbf4e3..00000000
--- a/src/ml_board/frontend/dashboard/src/template/template.tsx
+++ /dev/null
@@ -1,42 +0,0 @@
-import React, { useState } from "react";
-import "./template.css";
-import GlobalConfig from "../features/globalConfig/globalConfig";
-import SideBar from "./SideBar";
-import { FilterConfigType } from "../app/datatypes"
-
-type TemplatePropsType = {
-    children?: React.ReactNode;
-    sideBarExpanded: boolean;
-    toggleSidebar: () => void;
-    setSelectedPageId: (page_id: number) => void;
-    selectedPageId: number
-    filterConfig: FilterConfigType
-    setFilterConfig: (filterConfig: FilterConfigType) => void
-};
-
-
-
-const Template: React.FC<TemplatePropsType> = ({ toggleSidebar, sideBarExpanded, setSelectedPageId, selectedPageId, filterConfig, setFilterConfig, children }) => {
-
-    const [size, setSize] = useState("0px");
-    function ConfigResized(size: string) {
-        setSize(size)
-    }
-
-    return (
-        <>
-            <SideBar toggleSidebar={toggleSidebar} sideBarExpanded={sideBarExpanded} setSelectedPageId={setSelectedPageId} selectedPageId={selectedPageId} />
-
-            <div className="flex-container">
-                <div className="children-content" style={{ height: `calc(100vh - ${size})` }}>
-                    {children}
-                </div>
-                <GlobalConfig filterConfig={filterConfig} setFilterConfig={setFilterConfig} ConfigResized={ConfigResized} />
-            </div>
-        </>
-
-    );
-};
-
-export default Template;
-


Test patch:
diff --git a/src/ml_board/frontend/dashboard/src/App.test.tsx b/src/ml_board/frontend/dashboard/src/App.test.tsx
deleted file mode 100644
index 2a68616d..00000000
--- a/src/ml_board/frontend/dashboard/src/App.test.tsx
+++ /dev/null
@@ -1,9 +0,0 @@
-import React from 'react';
-import { render, screen } from '@testing-library/react';
-import App from './App';
-
-test('renders learn react link', () => {
-  render(<App />);
-  const linkElement = screen.getByText(/learn react/i);
-  expect(linkElement).toBeInTheDocument();
-});