From 8e63d8a1e56686aa1b1fcbe511beca221aa40ffd Mon Sep 17 00:00:00 2001
From: prishavall <124836866+prishavall@users.noreply.github.com>
Date: Thu, 14 Sep 2023 20:24:03 -0400
Subject: [PATCH 01/12] removed yml (#947)

Co-authored-by: Faris Durrani <afarisdurrani@gmail.com>
---
 yml_to_req.py | 37 -------------------------------------
 1 file changed, 37 deletions(-)
 delete mode 100644 yml_to_req.py

diff --git a/yml_to_req.py b/yml_to_req.py
deleted file mode 100644
index e4fb05d9a..000000000
--- a/yml_to_req.py
+++ /dev/null
@@ -1,37 +0,0 @@
-""" 
-Utility file to convert our environment.yml file to a requirements.txt for deployment purpose. 
-
-Credit to: https://gist.github.com/pemagrg1/f959c19ec18fee3ce2ff9b3b86b67c16
-
-"""
-
-import ruamel.yaml
-
-yaml = ruamel.yaml.YAML()
-data = yaml.load(open("conda/environment.yml"))
-
-requirements = []
-for dep in data["dependencies"]:
-    if isinstance(dep, str):
-        if dep == "pytorch":
-            requirements.append("torch")
-        elif dep.startswith("python"):
-            continue
-        else:
-            parsed_dep = dep.split("=")
-            if parsed_dep[0] == dep:
-                requirements.append(dep)
-            elif len(parsed_dep) > 2:
-                raise ValueError(
-                    "Misformat in environment.yml file. Make sure that you have <packageName>=<version> or <packageName> format"
-                )
-            else:
-                package_name, package_version = parsed_dep[0], parsed_dep[1]
-                requirements.append(f"{parsed_dep[0]}=={parsed_dep[1]}")
-    elif isinstance(dep, dict):
-        for preq in dep.get("pip", []):
-            requirements.append(preq)
-
-with open("requirements.txt", "w") as fp:
-    for requirement in requirements:
-        fp.write(requirement + "\n")

From 5f7b6390f9e0454ddf3ef10d709bd0f24d70afc3 Mon Sep 17 00:00:00 2001
From: Faris Durrani <afarisdurrani@gmail.com>
Date: Fri, 15 Sep 2023 15:03:34 -0400
Subject: [PATCH 02/12] React flow integration (#957)

* react flow tabular dnd init

* tabular dnd

* test

* importing uselazy

* adding types to nodes

* Generalized html tooltip

* got dnd with start

* adding params to nodes

* adding params to nodes

* parameter updating in data

* wrapping of layers

* Pulling in changes

* minor aesthetics

* pushing last code

* dummy

* Minor correction

* function to read layers

* Standardizing default datasets

* function to read layers

* Default layers for Iris

* Restricted implemented train types

* Added DnD to step and reading layers

* fixed implemented_da

* minor typo

* aesthetics for flow

* removed old dnd

* added nanoid, removed unused code

* added ImageFlow

* :art: Auto-generated directory tree for repository in Architecture.md

* settings.json removed change

* :art: Auto-generated directory tree for repository in Architecture.md

* nit

---------

Co-authored-by: karkir0003 <karkir0003@gmail.com>
Co-authored-by: farisdurrani <farisdurrani@users.noreply.github.com>
---
 .github/Architecture.md                       |  276 +-
 aws_write/poetry.lock                         |   49 +-
 frontend/package.json                         |    2 +
 frontend/src/common/components/DlpTooltip.tsx |   61 +
 .../src/common/components/HtmlTooltip.tsx     |   30 +
 .../Dashboard/components/TrainDataGrid.tsx    |    4 +-
 .../Train/components/CreateTrainspace.tsx     |    9 +-
 .../Train/constants/trainConstants.ts         |    8 +-
 .../features/Image/components/ImageFlow.tsx   |  313 +
 .../Image/components/ImageParametersStep.tsx  |  439 +-
 .../Image/constants/imageConstants.ts         |   55 +-
 .../Tabular/components/TabularFlow.tsx        |  313 +
 .../components/TabularParametersStep.tsx      |  447 +-
 .../Tabular/components/TabularTrainspace.tsx  |    3 +-
 .../Tabular/constants/tabularConstants.ts     |   34 +-
 frontend/yarn.lock                            |  364 +-
 poetry.lock                                   | 5516 +++++++++++++++++
 17 files changed, 6893 insertions(+), 1030 deletions(-)
 create mode 100644 frontend/src/common/components/DlpTooltip.tsx
 create mode 100644 frontend/src/common/components/HtmlTooltip.tsx
 create mode 100644 frontend/src/features/Train/features/Image/components/ImageFlow.tsx
 create mode 100644 frontend/src/features/Train/features/Tabular/components/TabularFlow.tsx
 create mode 100644 poetry.lock

diff --git a/.github/Architecture.md b/.github/Architecture.md
index 3e377957e..0e59b4cf4 100644
--- a/.github/Architecture.md
+++ b/.github/Architecture.md
@@ -4,44 +4,44 @@
 
 ```
 📦 backend
-|  |- 📂 aws_helpers:
-|  |  |- 📂 dynamo_db_utils:
-|  |  |  |- 📜 DynamoUnitTests.md
-|  |  |  |- 📜 dynamo_db_utils.py
-|  |  |  |- 📜 trainspace_db.py
-|  |  |  |- 📜 constants.py : list of helpful constants
-|  |  |  |- 📜 userprogress_db.py
-|  |  |- 📜 __init__.py
-|  |- 📂 ml:
-|  |  |- 📜 ml_trainer.py : train a classical machine learning learning model on the dataset
-|  |  |- 📜 __init__.py
-|  |  |- 📜 ml_model_parser.py
 |  |- 📂 dl:
-|  |  |- 📜 __init__.py
+|  |  |- 📜 dl_model_parser.py : parse the user specified pytorch model
 |  |  |- 📜 dl_trainer.py : train a deep learning model on the dataset
+|  |  |- 📜 __init__.py
 |  |  |- 📜 dl_model.py : torch model based on user specifications from drag and drop
-|  |  |- 📜 dl_model_parser.py : parse the user specified pytorch model
 |  |  |- 📜 detection.py
 |  |  |- 📜 dl_eval.py : Evaluation functions for deep learning models in Pytorch (eg: accuracy, loss, etc)
+|  |- 📂 ml:
+|  |  |- 📜 ml_trainer.py : train a classical machine learning learning model on the dataset
+|  |  |- 📜 ml_model_parser.py
+|  |  |- 📜 __init__.py
 |  |- 📂 common:
-|  |  |- 📜 default_datasets.py : store logic to load in default datasets from scikit-learn
+|  |  |- 📜 optimizer.py : what optimizer to use (ie: SGD or Adam for now)
+|  |  |- 📜 dataset.py : read in the dataset through URL or file upload
+|  |  |- 📜 loss_functions.py : loss function enum
 |  |  |- 📜 __init__.py
 |  |  |- 📜 preprocessing.py
-|  |  |- 📜 dataset.py : read in the dataset through URL or file upload
 |  |  |- 📜 constants.py : list of helpful constants
-|  |  |- 📜 optimizer.py : what optimizer to use (ie: SGD or Adam for now)
 |  |  |- 📜 ai_drive.py
+|  |  |- 📜 default_datasets.py : store logic to load in default datasets from scikit-learn
+|  |  |- 📜 utils.py : utility functions that could be helpful
 |  |  |- 📜 email_notifier.py : Endpoint to send email notification of training results via API Gateway + AWS SES
-|  |  |- 📜 loss_functions.py : loss function enum
 |  |  |- 📜 kernel.py
-|  |  |- 📜 utils.py : utility functions that could be helpful
-|  |- 📜 __init__.py
-|  |- 📜 middleware.py
-|  |- 📜 poetry.lock
+|  |- 📂 aws_helpers:
+|  |  |- 📂 dynamo_db_utils:
+|  |  |  |- 📜 DynamoUnitTests.md
+|  |  |  |- 📜 dynamo_db_utils.py
+|  |  |  |- 📜 constants.py : list of helpful constants
+|  |  |  |- 📜 trainspace_db.py
+|  |  |  |- 📜 userprogress_db.py
+|  |  |- 📜 __init__.py
 |  |- 📜 epoch_times.csv
 |  |- 📜 app.py : run the backend (entrypoint script)
-|  |- 📜 data.csv : data csv file for use in the playground
+|  |- 📜 __init__.py
 |  |- 📜 pyproject.toml
+|  |- 📜 data.csv : data csv file for use in the playground
+|  |- 📜 poetry.lock
+|  |- 📜 middleware.py
 ```
 
 ## Frontend Architecture
@@ -49,173 +49,177 @@
 ```
 📦 frontend
 |  |- 📂 src:
-|  |  |- 📂 backend_outputs:
-|  |  |  |- 📜 model.pt : Last model.pt output
-|  |  |  |- 📜 my_deep_learning_model.onnx : Last ONNX file output
-|  |  |  |- 📜 model.pkl
-|  |  |- 📂 pages:
-|  |  |  |- 📂 train:
-|  |  |  |  |- 📜 [train_space_id].tsx
-|  |  |  |  |- 📜 index.tsx
-|  |  |  |- 📜 feedback.tsx
-|  |  |  |- 📜 settings.tsx
-|  |  |  |- 📜 _app.tsx
-|  |  |  |- 📜 learn.tsx
-|  |  |  |- 📜 login.tsx
-|  |  |  |- 📜 wiki.tsx
-|  |  |  |- 📜 _document.tsx
-|  |  |  |- 📜 about.tsx
-|  |  |  |- 📜 forgot.tsx
-|  |  |  |- 📜 dashboard.tsx
-|  |  |  |- 📜 LearnContent.tsx
 |  |  |- 📂 features:
 |  |  |  |- 📂 Train:
-|  |  |  |  |- 📂 constants:
-|  |  |  |  |  |- 📜 trainConstants.ts
+|  |  |  |  |- 📂 redux:
+|  |  |  |  |  |- 📜 trainspaceSlice.ts
+|  |  |  |  |  |- 📜 trainspaceApi.ts
 |  |  |  |  |- 📂 features:
-|  |  |  |  |  |- 📂 Image:
-|  |  |  |  |  |  |- 📂 constants:
-|  |  |  |  |  |  |  |- 📜 imageConstants.ts
-|  |  |  |  |  |  |- 📂 components:
-|  |  |  |  |  |  |  |- 📜 ImageTrainspace.tsx
-|  |  |  |  |  |  |  |- 📜 ImageDatasetStep.tsx
-|  |  |  |  |  |  |  |- 📜 ImageReviewStep.tsx
-|  |  |  |  |  |  |  |- 📜 ImageParametersStep.tsx
-|  |  |  |  |  |  |- 📂 types:
-|  |  |  |  |  |  |  |- 📜 imageTypes.ts
-|  |  |  |  |  |  |- 📂 redux:
-|  |  |  |  |  |  |  |- 📜 imageActions.ts
-|  |  |  |  |  |  |  |- 📜 imageApi.ts
-|  |  |  |  |  |  |- 📜 index.ts
 |  |  |  |  |  |- 📂 Tabular:
+|  |  |  |  |  |  |- 📂 redux:
+|  |  |  |  |  |  |  |- 📜 tabularApi.ts
+|  |  |  |  |  |  |  |- 📜 tabularActions.ts
 |  |  |  |  |  |  |- 📂 constants:
 |  |  |  |  |  |  |  |- 📜 tabularConstants.ts
+|  |  |  |  |  |  |- 📂 types:
+|  |  |  |  |  |  |  |- 📜 tabularTypes.ts
 |  |  |  |  |  |  |- 📂 components:
-|  |  |  |  |  |  |  |- 📜 TabularParametersStep.tsx
+|  |  |  |  |  |  |  |- 📜 TabularReviewStep.tsx
 |  |  |  |  |  |  |  |- 📜 TabularDatasetStep.tsx
+|  |  |  |  |  |  |  |- 📜 TabularParametersStep.tsx
 |  |  |  |  |  |  |  |- 📜 TabularTrainspace.tsx
-|  |  |  |  |  |  |  |- 📜 TabularReviewStep.tsx
-|  |  |  |  |  |  |- 📂 types:
-|  |  |  |  |  |  |  |- 📜 tabularTypes.ts
+|  |  |  |  |  |  |  |- 📜 TabularFlow.tsx
+|  |  |  |  |  |  |- 📜 index.ts
+|  |  |  |  |  |- 📂 Image:
 |  |  |  |  |  |  |- 📂 redux:
-|  |  |  |  |  |  |  |- 📜 tabularActions.ts
-|  |  |  |  |  |  |  |- 📜 tabularApi.ts
+|  |  |  |  |  |  |  |- 📜 imageActions.ts
+|  |  |  |  |  |  |  |- 📜 imageApi.ts
+|  |  |  |  |  |  |- 📂 constants:
+|  |  |  |  |  |  |  |- 📜 imageConstants.ts
+|  |  |  |  |  |  |- 📂 types:
+|  |  |  |  |  |  |  |- 📜 imageTypes.ts
+|  |  |  |  |  |  |- 📂 components:
+|  |  |  |  |  |  |  |- 📜 ImageParametersStep.tsx
+|  |  |  |  |  |  |  |- 📜 ImageFlow.tsx
+|  |  |  |  |  |  |  |- 📜 ImageTrainspace.tsx
+|  |  |  |  |  |  |  |- 📜 ImageReviewStep.tsx
+|  |  |  |  |  |  |  |- 📜 ImageDatasetStep.tsx
 |  |  |  |  |  |  |- 📜 index.ts
-|  |  |  |  |- 📂 components:
-|  |  |  |  |  |- 📜 CreateTrainspace.tsx
-|  |  |  |  |  |- 📜 DatasetStepLayout.tsx
-|  |  |  |  |  |- 📜 TrainspaceLayout.tsx
+|  |  |  |  |- 📂 constants:
+|  |  |  |  |  |- 📜 trainConstants.ts
 |  |  |  |  |- 📂 types:
 |  |  |  |  |  |- 📜 trainTypes.ts
-|  |  |  |  |- 📂 redux:
-|  |  |  |  |  |- 📜 trainspaceApi.ts
-|  |  |  |  |  |- 📜 trainspaceSlice.ts
-|  |  |  |- 📂 Dashboard:
 |  |  |  |  |- 📂 components:
-|  |  |  |  |  |- 📜 TrainDoughnutChart.tsx
-|  |  |  |  |  |- 📜 TrainBarChart.tsx
-|  |  |  |  |  |- 📜 TrainDataGrid.tsx
+|  |  |  |  |  |- 📜 TrainspaceLayout.tsx
+|  |  |  |  |  |- 📜 DatasetStepLayout.tsx
+|  |  |  |  |  |- 📜 CreateTrainspace.tsx
+|  |  |  |- 📂 Feedback:
 |  |  |  |  |- 📂 redux:
-|  |  |  |  |  |- 📜 dashboardApi.ts
+|  |  |  |  |  |- 📜 feedbackApi.ts
+|  |  |  |- 📂 OpenAi:
+|  |  |  |  |- 📜 openAiUtils.ts
 |  |  |  |- 📂 LearnMod:
-|  |  |  |  |- 📜 LearningModulesContent.tsx
-|  |  |  |  |- 📜 Exercise.tsx
-|  |  |  |  |- 📜 ImageComponent.tsx
 |  |  |  |  |- 📜 ModulesSideBar.tsx
+|  |  |  |  |- 📜 ImageComponent.tsx
 |  |  |  |  |- 📜 MCQuestion.tsx
-|  |  |  |  |- 📜 FRQuestion.tsx
 |  |  |  |  |- 📜 ClassCard.tsx
-|  |  |  |- 📂 Feedback:
+|  |  |  |  |- 📜 FRQuestion.tsx
+|  |  |  |  |- 📜 Exercise.tsx
+|  |  |  |  |- 📜 LearningModulesContent.tsx
+|  |  |  |- 📂 Dashboard:
 |  |  |  |  |- 📂 redux:
-|  |  |  |  |  |- 📜 feedbackApi.ts
-|  |  |  |- 📂 OpenAi:
-|  |  |  |  |- 📜 openAiUtils.ts
+|  |  |  |  |  |- 📜 dashboardApi.ts
+|  |  |  |  |- 📂 components:
+|  |  |  |  |  |- 📜 TrainDoughnutChart.tsx
+|  |  |  |  |  |- 📜 TrainDataGrid.tsx
+|  |  |  |  |  |- 📜 TrainBarChart.tsx
 |  |  |- 📂 common:
+|  |  |  |- 📂 redux:
+|  |  |  |  |- 📜 backendApi.ts
+|  |  |  |  |- 📜 userLogin.ts
+|  |  |  |  |- 📜 train.ts
+|  |  |  |  |- 📜 store.ts
+|  |  |  |  |- 📜 hooks.ts
 |  |  |  |- 📂 styles:
 |  |  |  |  |- 📜 globals.css
 |  |  |  |  |- 📜 Home.module.css
 |  |  |  |- 📂 components:
 |  |  |  |  |- 📜 ClientOnlyPortal.tsx
 |  |  |  |  |- 📜 EmailInput.tsx
-|  |  |  |  |- 📜 TitleText.tsx
 |  |  |  |  |- 📜 NavBarMain.tsx
-|  |  |  |  |- 📜 Footer.tsx
 |  |  |  |  |- 📜 Spacer.tsx
+|  |  |  |  |- 📜 HtmlTooltip.tsx
+|  |  |  |  |- 📜 TitleText.tsx
+|  |  |  |  |- 📜 DlpTooltip.tsx
+|  |  |  |  |- 📜 Footer.tsx
 |  |  |  |- 📂 utils:
+|  |  |  |  |- 📜 dndHelpers.ts
 |  |  |  |  |- 📜 firebase.ts
 |  |  |  |  |- 📜 dateFormat.ts
-|  |  |  |  |- 📜 dndHelpers.ts
-|  |  |  |- 📂 redux:
-|  |  |  |  |- 📜 backendApi.ts
-|  |  |  |  |- 📜 userLogin.ts
-|  |  |  |  |- 📜 hooks.ts
-|  |  |  |  |- 📜 store.ts
-|  |  |  |  |- 📜 train.ts
+|  |  |- 📂 pages:
+|  |  |  |- 📂 train:
+|  |  |  |  |- 📜 [train_space_id].tsx
+|  |  |  |  |- 📜 index.tsx
+|  |  |  |- 📜 _document.tsx
+|  |  |  |- 📜 dashboard.tsx
+|  |  |  |- 📜 _app.tsx
+|  |  |  |- 📜 LearnContent.tsx
+|  |  |  |- 📜 forgot.tsx
+|  |  |  |- 📜 learn.tsx
+|  |  |  |- 📜 settings.tsx
+|  |  |  |- 📜 feedback.tsx
+|  |  |  |- 📜 about.tsx
+|  |  |  |- 📜 login.tsx
+|  |  |  |- 📜 wiki.tsx
+|  |  |- 📂 backend_outputs:
+|  |  |  |- 📜 model.pkl
+|  |  |  |- 📜 model.pt : Last model.pt output
+|  |  |  |- 📜 my_deep_learning_model.onnx : Last ONNX file output
 |  |  |- 📜 iris.csv : Sample CSV data
-|  |  |- 📜 next-env.d.ts
 |  |  |- 📜 constants.ts
 |  |  |- 📜 GlobalStyle.ts
-|  |- 📂 layer_docs:
-|  |  |- 📜 Linear.md : Doc for Linear layer
-|  |  |- 📜 Softmax.md : Doc for Softmax layer
-|  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
-|  |  |- 📜 ReLU.md : Doc for ReLU later
+|  |  |- 📜 next-env.d.ts
 |  |- 📂 public:
 |  |  |- 📂 images:
+|  |  |  |- 📂 wiki_images:
+|  |  |  |  |- 📜 maxpool2d.gif
+|  |  |  |  |- 📜 tanh_plot.png
+|  |  |  |  |- 📜 avgpool_maxpool.gif
+|  |  |  |  |- 📜 batchnorm_diagram.png
+|  |  |  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
+|  |  |  |  |- 📜 conv2d.gif
+|  |  |  |  |- 📜 conv2d2.gif
+|  |  |  |  |- 📜 tanh_equation.png
+|  |  |  |  |- 📜 dropout_diagram.png
+|  |  |  |  |- 📜 sigmoid_equation.png
+|  |  |  |- 📂 learn_mod_images:
+|  |  |  |  |- 📜 ReLUactivation.png
+|  |  |  |  |- 📜 binarystepactivation.png
+|  |  |  |  |- 📜 lossExampleEquation.png
+|  |  |  |  |- 📜 sigmoidactivation.png
+|  |  |  |  |- 📜 sigmoidfunction.png
+|  |  |  |  |- 📜 robotImage.jpg
+|  |  |  |  |- 📜 lossExample.png
+|  |  |  |  |- 📜 lossExampleTable.png
+|  |  |  |  |- 📜 neuronWithEquation.png
+|  |  |  |  |- 📜 LeakyReLUactivation.png
+|  |  |  |  |- 📜 neuron.png
+|  |  |  |  |- 📜 neuralnet.png
+|  |  |  |  |- 📜 tanhactivation.png
 |  |  |  |- 📂 logos:
 |  |  |  |  |- 📂 dlp_branding:
 |  |  |  |  |  |- 📜 dlp-logo.svg : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
 |  |  |  |  |  |- 📜 dlp-logo.png : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
 |  |  |  |  |- 📜 dsgt-logo-dark.png
 |  |  |  |  |- 📜 github.png
-|  |  |  |  |- 📜 dsgt-logo-light.png
-|  |  |  |  |- 📜 pandas-logo.png
-|  |  |  |  |- 📜 react-logo.png
+|  |  |  |  |- 📜 google.png
 |  |  |  |  |- 📜 python-logo.png
+|  |  |  |  |- 📜 dsgt-logo-white-back.png
+|  |  |  |  |- 📜 pandas-logo.png
+|  |  |  |  |- 📜 aws-logo.png
 |  |  |  |  |- 📜 flask-logo.png
+|  |  |  |  |- 📜 react-logo.png
+|  |  |  |  |- 📜 dsgt-logo-light.png
 |  |  |  |  |- 📜 pytorch-logo.png
-|  |  |  |  |- 📜 aws-logo.png
-|  |  |  |  |- 📜 google.png
-|  |  |  |  |- 📜 dsgt-logo-white-back.png
-|  |  |  |- 📂 learn_mod_images:
-|  |  |  |  |- 📜 lossExampleTable.png
-|  |  |  |  |- 📜 tanhactivation.png
-|  |  |  |  |- 📜 sigmoidactivation.png
-|  |  |  |  |- 📜 LeakyReLUactivation.png
-|  |  |  |  |- 📜 ReLUactivation.png
-|  |  |  |  |- 📜 robotImage.jpg
-|  |  |  |  |- 📜 lossExample.png
-|  |  |  |  |- 📜 binarystepactivation.png
-|  |  |  |  |- 📜 lossExampleEquation.png
-|  |  |  |  |- 📜 neuronWithEquation.png
-|  |  |  |  |- 📜 neuron.png
-|  |  |  |  |- 📜 neuralnet.png
-|  |  |  |  |- 📜 sigmoidfunction.png
-|  |  |  |- 📂 wiki_images:
-|  |  |  |  |- 📜 avgpool_maxpool.gif
-|  |  |  |  |- 📜 conv2d2.gif
-|  |  |  |  |- 📜 dropout_diagram.png
-|  |  |  |  |- 📜 batchnorm_diagram.png
-|  |  |  |  |- 📜 tanh_plot.png
-|  |  |  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
-|  |  |  |  |- 📜 maxpool2d.gif
-|  |  |  |  |- 📜 tanh_equation.png
-|  |  |  |  |- 📜 conv2d.gif
-|  |  |  |  |- 📜 sigmoid_equation.png
 |  |  |  |- 📜 demo_video.gif : GIF tutorial of a simple classification training session
+|  |  |- 📜 dlp-logo.ico : DLP Logo
 |  |  |- 📜 dlp-logo.svg : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
-|  |  |- 📜 robots.txt
+|  |  |- 📜 index.html : Base HTML file that will be initially rendered
 |  |  |- 📜 dlp-logo.png : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
 |  |  |- 📜 manifest.json : Default React file for choosing icon based on
-|  |  |- 📜 index.html : Base HTML file that will be initially rendered
-|  |  |- 📜 dlp-logo.ico : DLP Logo
+|  |  |- 📜 robots.txt
+|  |- 📂 layer_docs:
+|  |  |- 📜 Softmax.md : Doc for Softmax layer
+|  |  |- 📜 Linear.md : Doc for Linear layer
+|  |  |- 📜 softmax_equation.png : PNG file of Softmax equation
+|  |  |- 📜 ReLU.md : Doc for ReLU later
+|  |- 📜 .eslintrc.json
+|  |- 📜 .eslintignore
 |  |- 📜 package.json
 |  |- 📜 jest.config.js
-|  |- 📜 .eslintrc.json
 |  |- 📜 tsconfig.json
+|  |- 📜 next.config.js
 |  |- 📜 yarn.lock
-|  |- 📜 .eslintignore
 |  |- 📜 next-env.d.ts
-|  |- 📜 next.config.js
 ```
 
diff --git a/aws_write/poetry.lock b/aws_write/poetry.lock
index dcd0e9fbd..3a6814ec1 100644
--- a/aws_write/poetry.lock
+++ b/aws_write/poetry.lock
@@ -225,7 +225,7 @@ name = "boto3"
 version = "1.28.9"
 description = "The AWS SDK for Python"
 optional = false
-python-versions = ">= 3.7"
+python-versions = "*"
 files = [
     {file = "boto3-1.28.9-py3-none-any.whl", hash = "sha256:01f078047eb4d238c6b9c6cc623f2af33b4ae67980c5326691e35cb5493ff6c7"},
     {file = "boto3-1.28.9.tar.gz", hash = "sha256:4cc0c6005be910e52077227e670930ab55a41ba86cdb6d1c052571d08cd4d32c"},
@@ -236,24 +236,21 @@ botocore = ">=1.31.9,<1.32.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.6.0,<0.7.0"
 
-[package.extras]
-crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
-
 [[package]]
 name = "botocore"
 version = "1.31.9"
 description = "Low-level, data-driven core of boto 3."
 optional = false
-python-versions = ">= 3.7"
+python-versions = "*"
 files = [
     {file = "botocore-1.31.9-py3-none-any.whl", hash = "sha256:e56ccd3536a90094ea5b176b5dd33bfe4f049efdf71af468ea1661bd424c787d"},
     {file = "botocore-1.31.9.tar.gz", hash = "sha256:bd849d3ac95f1781385ed831d753a04a3ec870a59d6598175aaedd71dc2baf5f"},
 ]
 
 [package.dependencies]
-jmespath = ">=0.7.1,<2.0.0"
-python-dateutil = ">=2.1,<3.0.0"
-urllib3 = ">=1.25.4,<1.27"
+docutils = ">=0.10"
+jmespath = ">=0.7.1,<1.0.0"
+python-dateutil = {version = ">=2.1,<3.0.0", markers = "python_version >= \"2.7\""}
 
 [package.extras]
 crt = ["awscrt (==0.16.26)"]
@@ -929,13 +926,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jmespath"
-version = "1.0.1"
+version = "0.10.0"
 description = "JSON Matching Expressions"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
 files = [
-    {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
-    {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
+    {file = "jmespath-0.10.0-py2.py3-none-any.whl", hash = "sha256:cdf6525904cc597730141d61b36f2e4b8ecc257c420fa2f4549bac2c2d0cb72f"},
+    {file = "jmespath-0.10.0.tar.gz", hash = "sha256:b85d0567b8666149a93172712e68920734333c0ce7e89b78b3e987f71e5ed4f9"},
 ]
 
 [[package]]
@@ -2336,20 +2333,17 @@ files = [
 
 [[package]]
 name = "s3transfer"
-version = "0.6.1"
+version = "0.1.13"
 description = "An Amazon S3 Transfer Manager"
 optional = false
-python-versions = ">= 3.7"
+python-versions = "*"
 files = [
-    {file = "s3transfer-0.6.1-py3-none-any.whl", hash = "sha256:3c0da2d074bf35d6870ef157158641178a4204a6e689e82546083e31e0311346"},
-    {file = "s3transfer-0.6.1.tar.gz", hash = "sha256:640bb492711f4c0c0905e1f62b6aaeb771881935ad27884852411f8e9cacbca9"},
+    {file = "s3transfer-0.1.13-py2.py3-none-any.whl", hash = "sha256:c7a9ec356982d5e9ab2d4b46391a7d6a950e2b04c472419f5fdec70cc0ada72f"},
+    {file = "s3transfer-0.1.13.tar.gz", hash = "sha256:90dc18e028989c609146e241ea153250be451e05ecc0c2832565231dacdf59c1"},
 ]
 
 [package.dependencies]
-botocore = ">=1.12.36,<2.0a.0"
-
-[package.extras]
-crt = ["botocore[crt] (>=1.20.29,<2.0a.0)"]
+botocore = ">=1.3.0,<2.0.0"
 
 [[package]]
 name = "send2trash"
@@ -2561,19 +2555,20 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "1.26.16"
+version = "2.0.4"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+python-versions = ">=3.7"
 files = [
-    {file = "urllib3-1.26.16-py2.py3-none-any.whl", hash = "sha256:8d36afa7616d8ab714608411b4a3b13e58f463aee519024578e062e141dce20f"},
-    {file = "urllib3-1.26.16.tar.gz", hash = "sha256:8f135f6502756bde6b2a9b28989df5fbe87c9970cecaa69041edcce7f0589b14"},
+    {file = "urllib3-2.0.4-py3-none-any.whl", hash = "sha256:de7df1803967d2c2a98e4b11bb7d6bd9210474c46e8a0401514e3a42a75ebde4"},
+    {file = "urllib3-2.0.4.tar.gz", hash = "sha256:8d22f86aae8ef5e410d4f539fde9ce6b2113a001bb4d189e0aed70642d602b11"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)", "brotlipy (>=0.6.0)"]
-secure = ["certifi", "cryptography (>=1.3.4)", "idna (>=2.0.0)", "ipaddress", "pyOpenSSL (>=0.14)", "urllib3-secure-extra"]
-socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
diff --git a/frontend/package.json b/frontend/package.json
index 37c4248e8..ba917dcc9 100644
--- a/frontend/package.json
+++ b/frontend/package.json
@@ -42,6 +42,7 @@
     "jszip": "^3.10.1",
     "local-storage-fallback": "^4.1.2",
     "lodash.camelcase": "^4.3.0",
+    "nanoid": "^5.0.1",
     "next": "^13.2.4",
     "next-redux-wrapper": "^8.1.0",
     "openai": "^3.3.0",
@@ -65,6 +66,7 @@
     "react-select": "^5.3.2",
     "react-syntax-highlighter": "^15.5.0",
     "react-toastify": "^9.0.7",
+    "reactflow": "^11.7.4",
     "socket.io-client": "^4.5.1",
     "styled-components": "^5.3.5",
     "typescript": "^5.0.2",
diff --git a/frontend/src/common/components/DlpTooltip.tsx b/frontend/src/common/components/DlpTooltip.tsx
new file mode 100644
index 000000000..73e22914c
--- /dev/null
+++ b/frontend/src/common/components/DlpTooltip.tsx
@@ -0,0 +1,61 @@
+import React from "react";
+import IconButton from "@mui/material/IconButton";
+import Tooltip, { tooltipClasses } from "@mui/material/Tooltip";
+import { styled } from "@mui/material/styles";
+
+interface DlpTooltipProps {
+  children: React.ReactNode;
+  title: React.ReactNode;
+  isIcon?: boolean;
+  onClick?: () => void;
+  className?: string;
+  disabled?: boolean;
+}
+
+const DlpTooltip = (props: DlpTooltipProps) => {
+  const { children, title, isIcon, onClick, className, disabled } = props;
+
+  if (isIcon) {
+    return (
+      <Tooltip title={title} className={className}>
+        <span>
+          <IconButton
+            onClick={onClick}
+            style={{ width: "fit-content", aspectRatio: 1 }}
+            disabled={disabled}
+            className={className}
+          >
+            {children}
+          </IconButton>
+        </span>
+      </Tooltip>
+    );
+  }
+
+  return styled(
+    ({
+      className,
+      title,
+      children,
+      ...props
+    }: {
+      className?: string;
+      children: React.ReactElement;
+      title: React.ReactNode;
+    }) => (
+      <Tooltip title={title} {...props} classes={{ popper: className }}>
+        {children}
+      </Tooltip>
+    )
+  )(({ theme }) => ({
+    [`& .${tooltipClasses.tooltip}`]: {
+      backgroundColor: "rgba(255, 255, 255, 0.95)",
+      color: "rgba(0, 0, 0, 0.87)",
+      maxWidth: 220,
+      fontSize: theme.typography.pxToRem(12),
+      border: "none",
+    },
+  }));
+};
+
+export default DlpTooltip;
diff --git a/frontend/src/common/components/HtmlTooltip.tsx b/frontend/src/common/components/HtmlTooltip.tsx
new file mode 100644
index 000000000..4aa66cae9
--- /dev/null
+++ b/frontend/src/common/components/HtmlTooltip.tsx
@@ -0,0 +1,30 @@
+import { tooltipClasses, Tooltip } from "@mui/material";
+import { styled } from "@mui/material/styles";
+import React from "react";
+
+const HtmlTooltip = styled(
+  ({
+    className,
+    title,
+    children,
+    ...props
+  }: {
+    className?: string;
+    children: React.ReactElement;
+    title: React.ReactNode;
+  }) => (
+    <Tooltip title={title} {...props} classes={{ popper: className }}>
+      {children}
+    </Tooltip>
+  )
+)(({ theme }) => ({
+  [`& .${tooltipClasses.tooltip}`]: {
+    backgroundColor: "rgba(255, 255, 255, 0.95)",
+    color: "rgba(0, 0, 0, 0.87)",
+    maxWidth: 220,
+    fontSize: theme.typography.pxToRem(12),
+    border: "none",
+  },
+}));
+
+export default HtmlTooltip;
diff --git a/frontend/src/features/Dashboard/components/TrainDataGrid.tsx b/frontend/src/features/Dashboard/components/TrainDataGrid.tsx
index d7ac75e76..a00815848 100644
--- a/frontend/src/features/Dashboard/components/TrainDataGrid.tsx
+++ b/frontend/src/features/Dashboard/components/TrainDataGrid.tsx
@@ -16,7 +16,7 @@ import { useRouter } from "next/router";
 import { useAppDispatch } from "@/common/redux/hooks";
 import {
   ALL_TRAINSPACE_SETTINGS,
-  DATA_SOURCE_ARR,
+  IMPLEMENTED_DATA_SOURCE_ARR,
 } from "@/features/Train/constants/trainConstants";
 import { formatDate } from "@/common/utils/dateFormat";
 import { removeTrainspaceData } from "@/features/Train/redux/trainspaceSlice";
@@ -178,7 +178,7 @@ const NewTrainSpaceMenu = ({
         open={open}
         onClose={handleClose}
       >
-        {DATA_SOURCE_ARR.map((source) => (
+        {IMPLEMENTED_DATA_SOURCE_ARR.map((source) => (
           <MenuItem
             key={source}
             value={source}
diff --git a/frontend/src/features/Train/components/CreateTrainspace.tsx b/frontend/src/features/Train/components/CreateTrainspace.tsx
index f832ee157..81350c6a8 100644
--- a/frontend/src/features/Train/components/CreateTrainspace.tsx
+++ b/frontend/src/features/Train/components/CreateTrainspace.tsx
@@ -7,7 +7,7 @@ import { useAppDispatch } from "@/common/redux/hooks";
 import { useRouter } from "next/router";
 import {
   ALL_TRAINSPACE_SETTINGS,
-  DATA_SOURCE_ARR,
+  IMPLEMENTED_DATA_SOURCE_ARR,
 } from "../constants/trainConstants";
 import { createTrainspaceData } from "../redux/trainspaceSlice";
 const CreateTrainspace = () => {
@@ -18,9 +18,7 @@ const CreateTrainspace = () => {
     control,
     setValue,
   } = useForm<BaseTrainspaceData>({
-    defaultValues: {
-      name: "My Trainspace",
-    },
+    defaultValues: { name: "My Trainspace" },
   });
   const dispatch = useAppDispatch();
   const router = useRouter();
@@ -32,6 +30,7 @@ const CreateTrainspace = () => {
       setValue("dataSource", router.query.source as DATA_SOURCE);
     }
   }, [router.isReady]);
+
   return (
     <Grid
       container
@@ -76,7 +75,7 @@ const CreateTrainspace = () => {
               value={value ?? ""}
               helperText={errors.dataSource ? "Data Source is required" : ""}
             >
-              {DATA_SOURCE_ARR.map((source) => (
+              {IMPLEMENTED_DATA_SOURCE_ARR.map((source) => (
                 <MenuItem key={source} value={source}>
                   {ALL_TRAINSPACE_SETTINGS[source].name}
                 </MenuItem>
diff --git a/frontend/src/features/Train/constants/trainConstants.ts b/frontend/src/features/Train/constants/trainConstants.ts
index 4ee59a95c..05b16c52c 100644
--- a/frontend/src/features/Train/constants/trainConstants.ts
+++ b/frontend/src/features/Train/constants/trainConstants.ts
@@ -19,13 +19,11 @@ export const DATA_SOURCE_ARR = [
 
 export const ALL_TRAINSPACE_SETTINGS = {
   TABULAR: TABULAR_TRAINSPACE_SETTINGS,
-  PRETRAINED: TABULAR_TRAINSPACE_SETTINGS,
   IMAGE: IMAGE_TRAINSPACE_SETTINGS,
-  AUDIO: TABULAR_TRAINSPACE_SETTINGS,
-  TEXTUAL: TABULAR_TRAINSPACE_SETTINGS,
-  CLASSICAL_ML: TABULAR_TRAINSPACE_SETTINGS,
-  OBJECT_DETECTION: TABULAR_TRAINSPACE_SETTINGS,
 };
+export const IMPLEMENTED_DATA_SOURCE_ARR = Object.keys(
+  ALL_TRAINSPACE_SETTINGS
+) as (keyof typeof ALL_TRAINSPACE_SETTINGS)[];
 
 export const ALL_STEP_SETTINGS = {
   TABULAR: TABULAR_STEP_SETTINGS,
diff --git a/frontend/src/features/Train/features/Image/components/ImageFlow.tsx b/frontend/src/features/Train/features/Image/components/ImageFlow.tsx
new file mode 100644
index 000000000..03d250c47
--- /dev/null
+++ b/frontend/src/features/Train/features/Image/components/ImageFlow.tsx
@@ -0,0 +1,313 @@
+import HtmlTooltip from "@/common/components/HtmlTooltip";
+import InfoIcon from "@mui/icons-material/Info";
+import {
+  Button,
+  Card,
+  Divider,
+  Paper,
+  Stack,
+  TextField,
+  Typography,
+} from "@mui/material";
+import React, { useEffect } from "react";
+import ReactFlow, {
+  Background,
+  BackgroundVariant,
+  Controls,
+  Edge,
+  Handle,
+  Node,
+  NodeTypes,
+  Position,
+  addEdge,
+  useEdgesState,
+  useNodesState,
+} from "reactflow";
+import "reactflow/dist/style.css";
+import {
+  ALL_LAYERS,
+  DEFAULT_LAYERS,
+  STEP_SETTINGS,
+} from "../constants/imageConstants";
+import { ParameterData } from "../types/imageTypes";
+import assert from "assert";
+import { nanoid } from "nanoid/non-secure";
+import { toast } from "react-toastify";
+
+interface ImageFlowProps {
+  setLayers?: (layers: ParameterData["layers"]) => void;
+}
+
+export default function ImageFlow(props: ImageFlowProps) {
+  const { setLayers } = props;
+
+  const initialNodes: Node<LayerNodeData>[] = [
+    ROOT_NODE,
+    ...DEFAULT_LAYERS.MNIST.map((layer, i) => ({
+      id: `${layer.value}-${i}`,
+      type: "textUpdater",
+      position: {
+        x: DEFAULT_X_POSITION,
+        y: (i + 1) * 100,
+      },
+      data: {
+        label: STEP_SETTINGS.PARAMETERS.layers[layer.value].label,
+        value: layer.value,
+        parameters: layer.parameters.slice(),
+        onChange: onChange,
+      },
+    })),
+  ];
+  const initialEdges: Edge[] = createInitialEdges();
+
+  const [nodes, setNodes, onNodesChange] = useNodesState(initialNodes);
+  const [edges, setEdges, onEdgesChange] = useEdgesState(initialEdges);
+
+  useEffect(() => {
+    if (setLayers) {
+      const layers = handleExportLayers();
+      setLayers(layers);
+    }
+  }, [nodes, edges]);
+
+  function handleExportLayers(): ParameterData["layers"] {
+    const layers: ParameterData["layers"] = [];
+    const visited = new Set<string>(["root"]);
+
+    const directedEdges: Record<string, Node<LayerNodeData>> = {};
+    edges.forEach((edge) => {
+      const sourceNode = nodes.find((node) => node.id === edge.source);
+      const targetNode = nodes.find((node) => node.id === edge.target);
+      if (sourceNode && targetNode) {
+        directedEdges[sourceNode.id] = targetNode;
+      }
+    });
+
+    let nextNode = directedEdges["root"];
+
+    // appending all layers from the graph
+    while (nextNode) {
+      assert(nextNode.data.value !== "root");
+
+      if (visited.has(nextNode.id)) {
+        toast.error("Cycle detected in layers");
+        return layers;
+      }
+      visited.add(nextNode.id);
+      layers.push({
+        value: nextNode.data.value,
+        parameters: nextNode.data.parameters || [],
+      });
+      nextNode = directedEdges[nextNode.id];
+    }
+
+    return layers;
+  }
+
+  function onChange(args: OnChangeArgs) {
+    setNodes((nds) =>
+      nds.map((node) => {
+        if (node.id !== args.id) return node;
+        if (!node.data.parameters) return node;
+
+        node.data.parameters[args.parameterIndex] = args.newValue;
+        return node;
+      })
+    );
+  }
+
+  return (
+    <>
+      <Paper sx={{ mb: 2 }}>
+        <Stack alignItems="center" spacing={2} padding={2}>
+          <Typography variant="h2" fontSize={25}>
+            Layers
+          </Typography>
+          <Stack
+            direction="row"
+            gap={1}
+            flexWrap="wrap"
+            justifyContent="space-between"
+          >
+            {STEP_SETTINGS.PARAMETERS.layerValues.map((value) => (
+              <Button
+                key={value}
+                variant="outlined"
+                color="primary"
+                onClick={() => {
+                  setNodes((cur) => [
+                    ...cur,
+                    {
+                      id: `${value}-${nanoid()}`,
+                      type: "textUpdater",
+                      position: {
+                        x: DEFAULT_X_POSITION,
+                        y: Math.random() * 50,
+                      },
+                      data: {
+                        label: STEP_SETTINGS.PARAMETERS.layers[value].label,
+                        value: value,
+                        onChange: onChange,
+                        parameters: STEP_SETTINGS.PARAMETERS.layers[
+                          value
+                        ].parameters.map(() => 0),
+                      },
+                    },
+                  ]);
+                }}
+              >
+                {value}
+              </Button>
+            ))}
+          </Stack>
+        </Stack>
+      </Paper>
+      <div style={{ width: "100%", height: 500 }}>
+        <ReactFlow
+          nodes={nodes}
+          edges={edges}
+          onNodesChange={onNodesChange}
+          onEdgesChange={onEdgesChange}
+          onConnect={(params) => setEdges((eds) => addEdge(params, eds))}
+          nodeTypes={nodeTypes}
+        >
+          <Controls />
+          <Background gap={12} size={1} variant={BackgroundVariant.Dots} />
+        </ReactFlow>
+      </div>
+    </>
+  );
+}
+
+interface TextUpdaterNodeProps {
+  id: string;
+  data: LayerNodeData;
+  isConnectable: boolean;
+}
+
+function TextUpdaterNode(props: TextUpdaterNodeProps) {
+  const { data, isConnectable, id } = props;
+  assert(data.value !== "root");
+  const layer = STEP_SETTINGS.PARAMETERS.layers[data.value];
+
+  return (
+    <>
+      <Handle
+        type="target"
+        position={Position.Top}
+        isConnectable={isConnectable}
+      />
+      <div>
+        <Card sx={{ p: 3 }}>
+          <Stack
+            direction="row"
+            justifyContent="space-between"
+            alignItems="center"
+            spacing={3}
+          >
+            <HtmlTooltip
+              title={
+                <React.Fragment>
+                  <Typography color="inherit">{layer.label}</Typography>
+                  {layer.description}
+                </React.Fragment>
+              }
+            >
+              <InfoIcon>Info</InfoIcon>
+            </HtmlTooltip>
+
+            <Typography variant="h3" fontSize={18}>
+              {layer.label}
+            </Typography>
+            <Stack direction="row" alignItems="center" spacing={3}>
+              <Stack
+                direction="row"
+                alignItems="center"
+                justifyContent="flex-end"
+                spacing={2}
+                divider={<Divider orientation="vertical" flexItem />}
+              >
+                {layer.parameters.map((parameter, index) => (
+                  <TextField
+                    onBlur={(e) =>
+                      data.onChange({
+                        id: id,
+                        newValue: Number(e.target.value),
+                        parameterIndex: index,
+                      })
+                    }
+                    key={index}
+                    label={parameter.label}
+                    defaultValue={data.parameters?.[index]}
+                    size="small"
+                    type={parameter.type}
+                    required
+                  />
+                ))}
+              </Stack>
+            </Stack>
+          </Stack>
+        </Card>
+      </div>
+      <Handle
+        type="source"
+        position={Position.Bottom}
+        id="b"
+        isConnectable={isConnectable}
+      />
+    </>
+  );
+}
+
+interface OnChangeArgs {
+  id: string;
+  newValue: number;
+  parameterIndex: number;
+}
+
+interface LayerNodeData {
+  label:
+    | (typeof STEP_SETTINGS.PARAMETERS.layers)[ALL_LAYERS]["label"]
+    | "Start";
+  value: ALL_LAYERS | "root";
+  parameters?: number[];
+  onChange: (args: OnChangeArgs) => void;
+}
+
+const DEFAULT_X_POSITION = 10;
+
+const ROOT_NODE: Node<LayerNodeData> = {
+  id: `root`,
+  type: "input",
+  position: { x: DEFAULT_X_POSITION, y: 0 },
+  deletable: false,
+  data: {
+    label: "Start",
+    value: "root",
+    parameters: [],
+    onChange: () => undefined,
+  },
+};
+const nodeTypes: NodeTypes = { textUpdater: TextUpdaterNode };
+
+function createInitialEdges(): Edge[] {
+  const edges: Edge[] = [];
+  const defaultLayers = DEFAULT_LAYERS.MNIST;
+
+  // connecting root to first layer
+  edges.push({
+    id: `eroot-0`,
+    source: "root",
+    target: `${defaultLayers[0].value}-0`,
+  });
+
+  // connecting all layers
+  for (let i = 0; i < defaultLayers.length - 1; i++) {
+    edges.push({
+      id: `e${i}-${i + 1}`,
+      source: `${defaultLayers[i].value}-${i}`,
+      target: `${defaultLayers[i + 1].value}-${i + 1}`,
+    });
+  }
+  return edges;
+}
diff --git a/frontend/src/features/Train/features/Image/components/ImageParametersStep.tsx b/frontend/src/features/Train/features/Image/components/ImageParametersStep.tsx
index 332572cb5..2c8311b2d 100644
--- a/frontend/src/features/Train/features/Image/components/ImageParametersStep.tsx
+++ b/frontend/src/features/Train/features/Image/components/ImageParametersStep.tsx
@@ -1,25 +1,39 @@
-import React, { useEffect, useMemo, useState } from "react";
-import { useLazyGetColumnsFromDatasetQuery } from "@/features/Train/redux/trainspaceApi";
 import { useAppDispatch, useAppSelector } from "@/common/redux/hooks";
-import { styled } from "@mui/material/styles";
-import Tooltip, { tooltipClasses } from "@mui/material/Tooltip";
 import InfoIcon from "@mui/icons-material/Info";
+import Tooltip, { tooltipClasses } from "@mui/material/Tooltip";
+import { styled } from "@mui/material/styles";
+import React, { useEffect, useMemo, useState } from "react";
 
+import ClientOnlyPortal from "@/common/components/ClientOnlyPortal";
+import {
+  useCustomKeyboardSensor,
+  useCustomPointerSensor,
+} from "@/common/utils/dndHelpers";
+import {
+  Active,
+  DndContext,
+  DragOverlay,
+  closestCenter,
+  useDraggable,
+  useSensors,
+} from "@dnd-kit/core";
+import {
+  SortableContext,
+  sortableKeyboardCoordinates,
+  useSortable,
+  verticalListSortingStrategy,
+} from "@dnd-kit/sortable";
+import { CSS } from "@dnd-kit/utilities";
+import DeleteIcon from "@mui/icons-material/Delete";
 import {
-  Autocomplete,
   Card,
   Container,
   Divider,
-  FormControl,
   FormControlLabel,
   FormGroup,
-  FormLabel,
   IconButton,
   MenuItem,
   Paper,
-  Radio,
-  RadioGroup,
-  Slider,
   Stack,
   Switch,
   TextField,
@@ -32,30 +46,10 @@ import {
   useFieldArray,
   useForm,
 } from "react-hook-form";
-import { ParameterData, TrainspaceData } from "../types/imageTypes";
-import { STEP_SETTINGS } from "../constants/imageConstants";
-import { CSS } from "@dnd-kit/utilities";
-import {
-  SortableContext,
-  sortableKeyboardCoordinates,
-  useSortable,
-  verticalListSortingStrategy,
-} from "@dnd-kit/sortable";
-import {
-  Active,
-  DndContext,
-  DragOverlay,
-  closestCenter,
-  useDraggable,
-  useSensors,
-} from "@dnd-kit/core";
-import DeleteIcon from "@mui/icons-material/Delete";
-import {
-  useCustomKeyboardSensor,
-  useCustomPointerSensor,
-} from "@/common/utils/dndHelpers";
-import ClientOnlyPortal from "@/common/components/ClientOnlyPortal";
+import { DEFAULT_LAYERS, STEP_SETTINGS } from "../constants/imageConstants";
 import { updateImageTrainspaceData } from "../redux/imageActions";
+import { ParameterData, TrainspaceData } from "../types/imageTypes";
+import ImageFlow from "./ImageFlow";
 
 const HtmlTooltip = styled(
   ({
@@ -100,6 +94,7 @@ const ImageParametersStep = ({
     handleSubmit,
     formState: { errors, isDirty },
     control,
+    setValue,
   } = useForm<ParameterData>({
     defaultValues: {
       criterion: trainspace?.parameterData?.criterion ?? "CELOSS",
@@ -135,34 +130,17 @@ const ImageParametersStep = ({
           parameters: [32, 32],
         },
       ],
-      layers: trainspace?.parameterData?.layers ?? [
-        {
-          value: "CONV2D",
-          parameters: [1, 5, 3, 1, 1],
-        },
-        {
-          value: "MAXPOOL2D",
-          parameters: [3, 1],
-        },
-        {
-          value: "FLATTEN",
-          parameters: [1, -1],
-        },
-        {
-          value: "LINEAR",
-          parameters: [500, 10],
-        },
-        {
-          value: "SIGMOID",
-          parameters: [],
-        },
-      ],
+      layers: trainspace?.parameterData?.layers ?? DEFAULT_LAYERS.MNIST,
     },
   });
   useEffect(() => {
     setIsModified(isDirty);
   }, [isDirty]);
-  if (!trainspace) return <></>;
+
+  if (!trainspace) return null;
+
+  const [layers, setLayers] = React.useState<ParameterData["layers"]>([]);
+
   return (
     <Stack spacing={3}>
       <Controller
@@ -236,8 +214,11 @@ const ImageParametersStep = ({
       />
       <TrainTransformsDnd control={control} errors={errors} />
       <TestTransformsDnd control={control} errors={errors} />
-      <LayersDnd control={control} errors={errors} />
+      <Paper>
+        <ImageFlow setLayers={setLayers} />
+      </Paper>
       {renderStepperButtons((trainspaceData) => {
+        setValue("layers", layers);
         handleSubmit((data) => {
           dispatch(
             updateImageTrainspaceData({
@@ -255,350 +236,6 @@ const ImageParametersStep = ({
   );
 };
 
-const LayersDnd = ({
-  control,
-  errors,
-}: {
-  control: Control<ParameterData, unknown>;
-  errors: FieldErrors<ParameterData>;
-}) => {
-  const { fields, move, insert, remove } = useFieldArray({
-    control: control,
-    name: "layers",
-  });
-  const genLayerInvIds = () =>
-    Object.fromEntries(
-      STEP_SETTINGS.PARAMETERS.layerValues.map((layerValue) => [
-        layerValue,
-        Math.floor(Math.random() * Date.now()),
-      ])
-    );
-  const [layerInvIds, setLayerInvIds] = useState<{
-    [layerValue: string]: number;
-  }>(genLayerInvIds());
-  const [dndActive, setDndActive] = useState<Active | null>(null);
-  const [invHovering, setInvHovering] = useState<boolean>(false);
-
-  const dndActiveItem = useMemo(() => {
-    if (!dndActive) return;
-    if (dndActive.data.current && "inventory" in dndActive.data.current) {
-      const value = dndActive.data.current.inventory
-        .value as (typeof STEP_SETTINGS.PARAMETERS.layerValues)[number];
-      return {
-        id: layerInvIds[value],
-        value: value,
-        parameters: STEP_SETTINGS.PARAMETERS.layers[value].parameters.map(
-          () => ""
-        ) as ""[],
-      };
-    } else if (dndActive.data.current && "sortable" in dndActive.data.current) {
-      return fields[dndActive.data.current.sortable.index];
-    }
-  }, [dndActive]);
-  const sensors = useSensors(
-    useCustomPointerSensor(),
-    useCustomKeyboardSensor({ coordinateGetter: sortableKeyboardCoordinates })
-  );
-  return (
-    <DndContext
-      sensors={sensors}
-      collisionDetection={closestCenter}
-      onDragStart={({ active }) => {
-        if (dndActive !== null) return;
-        setDndActive(active);
-      }}
-      onDragOver={({ over }) => {
-        if (!over || !over.data.current) {
-          setInvHovering(false);
-          return;
-        }
-        if (!invHovering) {
-          setInvHovering(true);
-        }
-      }}
-      onDragEnd={({ active, over }) => {
-        if (dndActive && dndActive.data.current && dndActiveItem) {
-          if (
-            "inventory" in dndActive.data.current &&
-            over?.data.current &&
-            "sortable" in over.data.current
-          ) {
-            insert(over.data.current.sortable.index, {
-              value: dndActiveItem.value,
-              parameters: dndActiveItem.parameters as number[],
-            });
-          } else if (
-            "sortable" in dndActive.data.current &&
-            over?.data.current &&
-            "sortable" in over.data.current
-          ) {
-            move(
-              fields.findIndex((field) => field.id === active.id),
-              fields.findIndex((field) => field.id === over.id)
-            );
-          }
-        }
-        setLayerInvIds(genLayerInvIds());
-        setInvHovering(false);
-        setDndActive(null);
-      }}
-      onDragCancel={({ active }) => {
-        if (active.data.current && "inventory" in active.data.current) {
-          const index = fields.findIndex((field) => field.id === active.id);
-          if (index !== -1) {
-            remove(fields.findIndex((field) => field.id === active.id));
-          }
-        }
-        setLayerInvIds(genLayerInvIds());
-        setInvHovering(false);
-        setDndActive(null);
-      }}
-    >
-      <Paper elevation={1} style={{ backgroundColor: "transparent" }}>
-        <Stack alignItems={"center"} spacing={2} padding={2}>
-          <Typography variant="h2" fontSize={25}>
-            Layers
-          </Typography>
-          <Stack direction={"row"} spacing={3}>
-            {STEP_SETTINGS.PARAMETERS.layerValues.map((value) => (
-              <LayerInventoryComponent
-                id={layerInvIds[value]}
-                key={value}
-                value={value}
-              />
-            ))}
-          </Stack>
-        </Stack>
-      </Paper>
-
-      <Container>
-        <Stack spacing={0}>
-          <SortableContext
-            items={
-              dndActiveItem &&
-              dndActive?.data.current &&
-              "inventory" in dndActive.data.current
-                ? [dndActiveItem, ...fields]
-                : fields
-            }
-            strategy={verticalListSortingStrategy}
-          >
-            {fields.length > 0 ? (
-              [
-                dndActiveItem &&
-                dndActive?.data.current &&
-                "inventory" in dndActive.data.current &&
-                invHovering ? (
-                  <LayerComponent
-                    key={dndActiveItem.id}
-                    id={dndActiveItem.id}
-                    data={dndActiveItem as ParameterData["layers"][number]}
-                  />
-                ) : null,
-                ...fields.map((field, index) => (
-                  <LayerComponent
-                    key={field.id}
-                    id={field.id}
-                    data={field}
-                    formProps={{
-                      index: index,
-                      control: control,
-                      errors: errors,
-                      remove: () => remove(index),
-                    }}
-                  />
-                )),
-              ]
-            ) : (
-              <Card>This is Unimplemented</Card>
-            )}
-          </SortableContext>
-        </Stack>
-      </Container>
-
-      <ClientOnlyPortal selector="#portal">
-        <DragOverlay style={{ width: undefined }}>
-          {dndActiveItem ? (
-            dndActive?.data.current && "sortable" in dndActive.data.current ? (
-              <LayerComponent
-                data={dndActiveItem as ParameterData["layers"][number]}
-                formProps={{
-                  index: dndActive.data.current.sortable.index,
-                  control: control,
-                  errors: errors,
-                }}
-              />
-            ) : (
-              <LayerComponent
-                data={dndActiveItem as ParameterData["layers"][number]}
-              />
-            )
-          ) : null}
-        </DragOverlay>
-      </ClientOnlyPortal>
-    </DndContext>
-  );
-};
-
-const LayerComponent = ({
-  id,
-  data,
-  formProps,
-}: {
-  id?: string | number;
-  data: ParameterData["layers"][number];
-  formProps?: {
-    index: number;
-    control: Control<ParameterData, unknown>;
-    errors: FieldErrors<ParameterData>;
-    remove?: () => void;
-  };
-}) => {
-  const {
-    attributes,
-    listeners,
-    setNodeRef,
-    isDragging,
-    transform,
-    transition,
-  } = id
-    ? useSortable({ id })
-    : {
-        attributes: undefined,
-        listeners: undefined,
-        setNodeRef: undefined,
-        isDragging: undefined,
-        transform: undefined,
-        transition: undefined,
-      };
-  const style = transform
-    ? {
-        opacity: isDragging ? 0.4 : undefined,
-        transform: CSS.Transform.toString(transform),
-        transition: transition,
-      }
-    : undefined;
-  return (
-    <div ref={setNodeRef}>
-      <Card
-        sx={{ p: 3 }}
-        style={{ ...{ display: "inline-block" }, ...style }}
-        {...attributes}
-        {...listeners}
-      >
-        <Stack
-          direction={"row"}
-          justifyContent={"space-between"}
-          alignItems={"center"}
-          spacing={3}
-        >
-          <HtmlTooltip
-            title={
-              <React.Fragment>
-                <Typography color="inherit">
-                  {STEP_SETTINGS.PARAMETERS.layers[data.value].label}
-                </Typography>
-                {STEP_SETTINGS.PARAMETERS.layers[data.value].description}
-              </React.Fragment>
-            }
-          >
-            <InfoIcon>Info</InfoIcon>
-          </HtmlTooltip>
-          <Typography variant="h3" fontSize={18}>
-            {STEP_SETTINGS.PARAMETERS.layers[data.value].label}
-          </Typography>
-          <Stack direction={"row"} alignItems={"center"} spacing={3}>
-            <Stack
-              direction={"row"}
-              alignItems={"center"}
-              justifyContent={"flex-end"}
-              spacing={2}
-              divider={<Divider orientation="vertical" flexItem />}
-            >
-              {STEP_SETTINGS.PARAMETERS.layers[data.value].parameters.map(
-                (parameter, index) => (
-                  <div key={index} data-no-dnd>
-                    {formProps ? (
-                      <Controller
-                        name={`layers.${formProps.index}.parameters.${index}`}
-                        control={formProps.control}
-                        rules={{ required: true }}
-                        render={({ field: { onChange, value } }) => (
-                          <TextField
-                            label={parameter.label}
-                            size={"small"}
-                            style={{ minWidth: "124px" }}
-                            type={parameter.type}
-                            onChange={onChange}
-                            value={value}
-                            required
-                            error={
-                              formProps.errors.layers?.[formProps.index]
-                                ?.parameters?.[index]
-                                ? true
-                                : false
-                            }
-                          />
-                        )}
-                      />
-                    ) : (
-                      <TextField
-                        label={parameter.label}
-                        size={"small"}
-                        type={parameter.type}
-                        value={""}
-                        required
-                      />
-                    )}
-                  </div>
-                )
-              )}
-            </Stack>
-            <div data-no-dnd>
-              <IconButton onClick={formProps?.remove}>
-                <DeleteIcon />
-              </IconButton>
-            </div>
-          </Stack>
-        </Stack>
-      </Card>
-    </div>
-  );
-};
-
-const LayerInventoryComponent = ({
-  id,
-  value,
-}: {
-  id: number;
-  value: (typeof STEP_SETTINGS.PARAMETERS.layerValues)[number];
-}) => {
-  const { attributes, listeners, isDragging, setNodeRef } = useDraggable({
-    id: id,
-    data: {
-      inventory: {
-        value,
-      },
-    },
-  });
-
-  const style = {
-    opacity: isDragging ? 0.4 : undefined,
-  };
-  return (
-    <div ref={setNodeRef}>
-      <Card
-        sx={{ p: 1 }}
-        style={{ ...{ display: "inline-block" }, ...style }}
-        {...attributes}
-        {...listeners}
-      >
-        {STEP_SETTINGS.PARAMETERS.layers[value].label}
-      </Card>
-    </div>
-  );
-};
-
 const TrainTransformsDnd = ({
   control,
   errors,
diff --git a/frontend/src/features/Train/features/Image/constants/imageConstants.ts b/frontend/src/features/Train/features/Image/constants/imageConstants.ts
index b4aed9d9c..5c1ce2d26 100644
--- a/frontend/src/features/Train/features/Image/constants/imageConstants.ts
+++ b/frontend/src/features/Train/features/Image/constants/imageConstants.ts
@@ -26,21 +26,21 @@ export const STEP_SETTINGS = {
     component: ImageParametersStep,
     criterions: [
       {
-          label: "CELOSS",
-          value: "CELOSS",
-          object_name: "nn.CrossEntropyLoss()",
+        label: "CELOSS",
+        value: "CELOSS",
+        object_name: "nn.CrossEntropyLoss()",
       },
       {
-          label: "WCELOSS",
-          value: "WCELOSS",
-          object_name: "nn.CrossEntropyLoss()", // will define a randomized weights for classes in backend
+        label: "WCELOSS",
+        value: "WCELOSS",
+        object_name: "nn.CrossEntropyLoss()", // will define a randomized weights for classes in backend
       },
     ],
     optimizers: [
       { label: "Stochastic Gradient Descent", value: "SGD" },
       { label: "Adam Optimization", value: "Adam" },
     ],
-    layerValues: ["CONV2D", "MAXPOOL2D", "FLATTEN", "LINEAR", "SIGMOID"], 
+    layerValues: ["CONV2D", "MAXPOOL2D", "FLATTEN", "LINEAR", "SIGMOID"],
     layers: {
       CONV2D: {
         label: "Conv2d",
@@ -82,7 +82,8 @@ export const STEP_SETTINGS = {
             type: "number",
           },
         ],
-        description: "The `CONV2d` function applies a filter to input data in a sliding window manner. By performing element-wise multiplication and sum of the overlapping portions, it captures local spatial patterns and features, enabling applications such as image recognition, object detection, and semantic segmentation in computer vision tasks.",
+        description:
+          "The `CONV2d` function applies a filter to input data in a sliding window manner. By performing element-wise multiplication and sum of the overlapping portions, it captures local spatial patterns and features, enabling applications such as image recognition, object detection, and semantic segmentation in computer vision tasks.",
       },
       MAXPOOL2D: {
         label: "MaxPool2d",
@@ -103,7 +104,8 @@ export const STEP_SETTINGS = {
             type: "number",
           },
         ],
-        description: "MaxPool2d function reduces the size of input data by dividing it into non-overlapping rectangular regions and selecting the maximum value from each region. This downsampling operation preserves important features while decreasing spatial dimensions, making it beneficial for tasks like image classification and extracting spatial characteristics."
+        description:
+          "MaxPool2d function reduces the size of input data by dividing it into non-overlapping rectangular regions and selecting the maximum value from each region. This downsampling operation preserves important features while decreasing spatial dimensions, making it beneficial for tasks like image classification and extracting spatial characteristics.",
       },
       FLATTEN: {
         label: "Flatten",
@@ -124,7 +126,8 @@ export const STEP_SETTINGS = {
             type: "number",
           },
         ],
-        description: "The flatten operation takes a two-dimensional image representation and transforms it into a one-dimensional vector. This process unravels the image structure by concatenating the rows or columns of pixels, creating a linear sequence of values. By doing so, it allows the network to process the image as a simple list of numbers, facilitating tasks such as image classification or object detection in neural networks."
+        description:
+          "The flatten operation takes a two-dimensional image representation and transforms it into a one-dimensional vector. This process unravels the image structure by concatenating the rows or columns of pixels, creating a linear sequence of values. By doing so, it allows the network to process the image as a simple list of numbers, facilitating tasks such as image classification or object detection in neural networks.",
       },
       LINEAR: {
         label: "Linear",
@@ -145,16 +148,26 @@ export const STEP_SETTINGS = {
             type: "number",
           },
         ],
-        description: "A linear layer in an image dataset takes the flattened image representation and applies a learned linear transformation to map the input values to a new set of values, allowing the network to learn complex relationships for tasks like image classification or object recognition."
+        description:
+          "A linear layer in an image dataset takes the flattened image representation and applies a learned linear transformation to map the input values to a new set of values, allowing the network to learn complex relationships for tasks like image classification or object recognition.",
       },
       SIGMOID: {
         label: "Sigmoid",
         objectName: "nn.Sigmoid",
         parameters: [],
-        description: "The sigmoid function takes the input values, typically the output of a linear layer, and applies a mathematical function that compresses them into a range between 0 and 1. This transformation is useful for interpreting the output as probabilities, where values closer to 1 indicate higher confidence in the presence of a particular feature or class in the image."
+        description:
+          "The sigmoid function takes the input values, typically the output of a linear layer, and applies a mathematical function that compresses them into a range between 0 and 1. This transformation is useful for interpreting the output as probabilities, where values closer to 1 indicate higher confidence in the presence of a particular feature or class in the image.",
       },
     },
-    transformValues: ["GAUSSIAN_BLUR", "GRAYSCALE", "NORMALIZE", "RANDOM_HORIZONTAL_FLIP", "RANDOM_VERTICAL_FLIP", "RESIZE", "TO_TENSOR"],
+    transformValues: [
+      "GAUSSIAN_BLUR",
+      "GRAYSCALE",
+      "NORMALIZE",
+      "RANDOM_HORIZONTAL_FLIP",
+      "RANDOM_VERTICAL_FLIP",
+      "RESIZE",
+      "TO_TENSOR",
+    ],
     transforms: {
       GAUSSIAN_BLUR: {
         label: "Gaussian Blur",
@@ -246,10 +259,24 @@ export const STEP_SETTINGS = {
         parameters: [],
       },
     },
-},
+  },
   REVIEW: {
     name: "Review",
     optional: false,
     component: ImageReviewStep,
   },
 } as const;
+
+export type ALL_LAYERS = keyof typeof STEP_SETTINGS.PARAMETERS.layers;
+
+export const DEFAULT_LAYERS: {
+  MNIST: { value: ALL_LAYERS; parameters: number[] }[];
+} = {
+  MNIST: [
+    { value: "CONV2D", parameters: [1, 5, 3, 1, 1] },
+    { value: "MAXPOOL2D", parameters: [3, 1] },
+    { value: "FLATTEN", parameters: [1, -1] },
+    { value: "LINEAR", parameters: [500, 10] },
+    { value: "SIGMOID", parameters: [] },
+  ],
+};
diff --git a/frontend/src/features/Train/features/Tabular/components/TabularFlow.tsx b/frontend/src/features/Train/features/Tabular/components/TabularFlow.tsx
new file mode 100644
index 000000000..e56e6b428
--- /dev/null
+++ b/frontend/src/features/Train/features/Tabular/components/TabularFlow.tsx
@@ -0,0 +1,313 @@
+import HtmlTooltip from "@/common/components/HtmlTooltip";
+import InfoIcon from "@mui/icons-material/Info";
+import {
+  Button,
+  Card,
+  Divider,
+  Paper,
+  Stack,
+  TextField,
+  Typography,
+} from "@mui/material";
+import React, { useEffect } from "react";
+import ReactFlow, {
+  Background,
+  BackgroundVariant,
+  Controls,
+  Edge,
+  Handle,
+  Node,
+  NodeTypes,
+  Position,
+  addEdge,
+  useEdgesState,
+  useNodesState,
+} from "reactflow";
+import "reactflow/dist/style.css";
+import {
+  ALL_LAYERS,
+  DEFAULT_LAYERS,
+  STEP_SETTINGS,
+} from "../constants/tabularConstants";
+import { ParameterData } from "../types/tabularTypes";
+import assert from "assert";
+import { nanoid } from "nanoid/non-secure";
+import { toast } from "react-toastify";
+
+interface TabularFlowProps {
+  setLayers?: (layers: ParameterData["layers"]) => void;
+}
+
+export default function TabularFlow(props: TabularFlowProps) {
+  const { setLayers } = props;
+
+  const initialNodes: Node<LayerNodeData>[] = [
+    ROOT_NODE,
+    ...DEFAULT_LAYERS.IRIS.map((layer, i) => ({
+      id: `${layer.value}-${i}`,
+      type: "textUpdater",
+      position: {
+        x: DEFAULT_X_POSITION,
+        y: (i + 1) * 100,
+      },
+      data: {
+        label: STEP_SETTINGS.PARAMETERS.layers[layer.value].label,
+        value: layer.value,
+        parameters: layer.parameters.slice(),
+        onChange: onChange,
+      },
+    })),
+  ];
+  const initialEdges: Edge[] = createInitialEdges();
+
+  const [nodes, setNodes, onNodesChange] = useNodesState(initialNodes);
+  const [edges, setEdges, onEdgesChange] = useEdgesState(initialEdges);
+
+  useEffect(() => {
+    if (setLayers) {
+      const layers = handleExportLayers();
+      setLayers(layers);
+    }
+  }, [nodes, edges]);
+
+  function handleExportLayers(): ParameterData["layers"] {
+    const layers: ParameterData["layers"] = [];
+    const visited = new Set<string>(["root"]);
+
+    const directedEdges: Record<string, Node<LayerNodeData>> = {};
+    edges.forEach((edge) => {
+      const sourceNode = nodes.find((node) => node.id === edge.source);
+      const targetNode = nodes.find((node) => node.id === edge.target);
+      if (sourceNode && targetNode) {
+        directedEdges[sourceNode.id] = targetNode;
+      }
+    });
+
+    let nextNode = directedEdges["root"];
+
+    // appending all layers from the graph
+    while (nextNode) {
+      assert(nextNode.data.value !== "root");
+
+      if (visited.has(nextNode.id)) {
+        toast.error("Cycle detected in layers");
+        return layers;
+      }
+      visited.add(nextNode.id);
+      layers.push({
+        value: nextNode.data.value,
+        parameters: nextNode.data.parameters || [],
+      });
+      nextNode = directedEdges[nextNode.id];
+    }
+
+    return layers;
+  }
+
+  function onChange(args: OnChangeArgs) {
+    setNodes((nds) =>
+      nds.map((node) => {
+        if (node.id !== args.id) return node;
+        if (!node.data.parameters) return node;
+
+        node.data.parameters[args.parameterIndex] = args.newValue;
+        return node;
+      })
+    );
+  }
+
+  return (
+    <>
+      <Paper sx={{ mb: 2 }}>
+        <Stack alignItems="center" spacing={2} padding={2}>
+          <Typography variant="h2" fontSize={25}>
+            Layers
+          </Typography>
+          <Stack
+            direction="row"
+            gap={1}
+            flexWrap="wrap"
+            justifyContent="space-between"
+          >
+            {STEP_SETTINGS.PARAMETERS.layerValues.map((value) => (
+              <Button
+                key={value}
+                variant="outlined"
+                color="primary"
+                onClick={() => {
+                  setNodes((cur) => [
+                    ...cur,
+                    {
+                      id: `${value}-${nanoid()}`,
+                      type: "textUpdater",
+                      position: {
+                        x: DEFAULT_X_POSITION,
+                        y: Math.random() * 50,
+                      },
+                      data: {
+                        label: STEP_SETTINGS.PARAMETERS.layers[value].label,
+                        value: value,
+                        onChange: onChange,
+                        parameters: STEP_SETTINGS.PARAMETERS.layers[
+                          value
+                        ].parameters.map(() => 0),
+                      },
+                    },
+                  ]);
+                }}
+              >
+                {value}
+              </Button>
+            ))}
+          </Stack>
+        </Stack>
+      </Paper>
+      <div style={{ width: "100%", height: 500 }}>
+        <ReactFlow
+          nodes={nodes}
+          edges={edges}
+          onNodesChange={onNodesChange}
+          onEdgesChange={onEdgesChange}
+          onConnect={(params) => setEdges((eds) => addEdge(params, eds))}
+          nodeTypes={nodeTypes}
+        >
+          <Controls />
+          <Background gap={12} size={1} variant={BackgroundVariant.Dots} />
+        </ReactFlow>
+      </div>
+    </>
+  );
+}
+
+interface TextUpdaterNodeProps {
+  id: string;
+  data: LayerNodeData;
+  isConnectable: boolean;
+}
+
+function TextUpdaterNode(props: TextUpdaterNodeProps) {
+  const { data, isConnectable, id } = props;
+  assert(data.value !== "root");
+  const layer = STEP_SETTINGS.PARAMETERS.layers[data.value];
+
+  return (
+    <>
+      <Handle
+        type="target"
+        position={Position.Top}
+        isConnectable={isConnectable}
+      />
+      <div>
+        <Card sx={{ p: 3 }}>
+          <Stack
+            direction="row"
+            justifyContent="space-between"
+            alignItems="center"
+            spacing={3}
+          >
+            <HtmlTooltip
+              title={
+                <React.Fragment>
+                  <Typography color="inherit">{layer.label}</Typography>
+                  {layer.description}
+                </React.Fragment>
+              }
+            >
+              <InfoIcon>Info</InfoIcon>
+            </HtmlTooltip>
+
+            <Typography variant="h3" fontSize={18}>
+              {layer.label}
+            </Typography>
+            <Stack direction="row" alignItems="center" spacing={3}>
+              <Stack
+                direction="row"
+                alignItems="center"
+                justifyContent="flex-end"
+                spacing={2}
+                divider={<Divider orientation="vertical" flexItem />}
+              >
+                {layer.parameters.map((parameter, index) => (
+                  <TextField
+                    onBlur={(e) =>
+                      data.onChange({
+                        id: id,
+                        newValue: Number(e.target.value),
+                        parameterIndex: index,
+                      })
+                    }
+                    key={index}
+                    label={parameter.label}
+                    defaultValue={data.parameters?.[index]}
+                    size="small"
+                    type={parameter.type}
+                    required
+                  />
+                ))}
+              </Stack>
+            </Stack>
+          </Stack>
+        </Card>
+      </div>
+      <Handle
+        type="source"
+        position={Position.Bottom}
+        id="b"
+        isConnectable={isConnectable}
+      />
+    </>
+  );
+}
+
+interface OnChangeArgs {
+  id: string;
+  newValue: number;
+  parameterIndex: number;
+}
+
+interface LayerNodeData {
+  label:
+    | (typeof STEP_SETTINGS.PARAMETERS.layers)[ALL_LAYERS]["label"]
+    | "Start";
+  value: ALL_LAYERS | "root";
+  parameters?: number[];
+  onChange: (args: OnChangeArgs) => void;
+}
+
+const DEFAULT_X_POSITION = 10;
+
+const ROOT_NODE: Node<LayerNodeData> = {
+  id: `root`,
+  type: "input",
+  position: { x: DEFAULT_X_POSITION, y: 0 },
+  deletable: false,
+  data: {
+    label: "Start",
+    value: "root",
+    parameters: [],
+    onChange: () => undefined,
+  },
+};
+const nodeTypes: NodeTypes = { textUpdater: TextUpdaterNode };
+
+function createInitialEdges(): Edge[] {
+  const edges: Edge[] = [];
+  const defaultLayers = DEFAULT_LAYERS.IRIS;
+
+  // connecting root to first layer
+  edges.push({
+    id: `eroot-0`,
+    source: "root",
+    target: `${defaultLayers[0].value}-0`,
+  });
+
+  // connecting all layers
+  for (let i = 0; i < defaultLayers.length - 1; i++) {
+    edges.push({
+      id: `e${i}-${i + 1}`,
+      source: `${defaultLayers[i].value}-${i}`,
+      target: `${defaultLayers[i + 1].value}-${i + 1}`,
+    });
+  }
+  return edges;
+}
diff --git a/frontend/src/features/Train/features/Tabular/components/TabularParametersStep.tsx b/frontend/src/features/Train/features/Tabular/components/TabularParametersStep.tsx
index ee08a40cf..ab33fbe27 100644
--- a/frontend/src/features/Train/features/Tabular/components/TabularParametersStep.tsx
+++ b/frontend/src/features/Train/features/Tabular/components/TabularParametersStep.tsx
@@ -1,87 +1,31 @@
-import React, { useEffect, useMemo, useState } from "react";
-import { useLazyGetColumnsFromDatasetQuery } from "@/features/Train/redux/trainspaceApi";
 import { useAppDispatch, useAppSelector } from "@/common/redux/hooks";
 import {
   Autocomplete,
-  Card,
-  Container,
-  Divider,
+  Button,
   FormControl,
   FormControlLabel,
   FormGroup,
   FormLabel,
-  IconButton,
   MenuItem,
   Paper,
   Radio,
   RadioGroup,
+  Skeleton,
   Slider,
   Stack,
   Switch,
   TextField,
   Typography,
-  Skeleton,
-  Button,
 } from "@mui/material";
-import { styled } from "@mui/material/styles";
-import Tooltip, { tooltipClasses } from "@mui/material/Tooltip";
-import InfoIcon from "@mui/icons-material/Info";
-import {
-  Control,
-  Controller,
-  FieldErrors,
-  useFieldArray,
-  useForm,
-} from "react-hook-form";
-import { ParameterData, TrainspaceData } from "../types/tabularTypes";
-import { STEP_SETTINGS } from "../constants/tabularConstants";
-import { CSS } from "@dnd-kit/utilities";
-import {
-  SortableContext,
-  sortableKeyboardCoordinates,
-  useSortable,
-  verticalListSortingStrategy,
-} from "@dnd-kit/sortable";
-import {
-  Active,
-  DndContext,
-  DragOverlay,
-  closestCenter,
-  useDraggable,
-  useSensors,
-} from "@dnd-kit/core";
-import DeleteIcon from "@mui/icons-material/Delete";
-import {
-  useCustomKeyboardSensor,
-  useCustomPointerSensor,
-} from "@/common/utils/dndHelpers";
-import ClientOnlyPortal from "@/common/components/ClientOnlyPortal";
+import React, { useEffect } from "react";
+import { Controller, useForm } from "react-hook-form";
+import { DEFAULT_LAYERS, STEP_SETTINGS } from "../constants/tabularConstants";
 import { updateTabularTrainspaceData } from "../redux/tabularActions";
+import { ParameterData, TrainspaceData } from "../types/tabularTypes";
 
-const HtmlTooltip = styled(
-  ({
-    className,
-    title,
-    children,
-    ...props
-  }: {
-    className?: string;
-    children: React.ReactElement;
-    title: React.ReactNode;
-  }) => (
-    <Tooltip title={title} {...props} classes={{ popper: className }}>
-      {children}
-    </Tooltip>
-  )
-)(({ theme }) => ({
-  [`& .${tooltipClasses.tooltip}`]: {
-    backgroundColor: "rgba(255, 255, 255, 0.95)",
-    color: "rgba(0, 0, 0, 0.87)",
-    maxWidth: 220,
-    fontSize: theme.typography.pxToRem(12),
-    border: "none",
-  },
-}));
+import { useLazyGetColumnsFromDatasetQuery } from "@/features/Train/redux/trainspaceApi";
+import "reactflow/dist/style.css";
+import TabularFlow from "./TabularFlow";
 
 const TabularParametersStep = ({
   renderStepperButtons,
@@ -112,6 +56,7 @@ const TabularParametersStep = ({
     formState: { errors, isDirty },
     control,
     watch,
+    setValue,
   } = useForm<ParameterData>({
     defaultValues: {
       targetCol:
@@ -124,33 +69,18 @@ const TabularParametersStep = ({
       epochs: trainspace?.parameterData?.epochs ?? 5,
       batchSize: trainspace?.parameterData?.batchSize ?? 20,
       testSize: trainspace?.parameterData?.testSize ?? 0.2,
-      layers: trainspace?.parameterData?.layers ?? [
-        {
-          value: "LINEAR",
-          parameters: [4, 10],
-        },
-        {
-          value: "RELU",
-          parameters: [],
-        },
-        {
-          value: "LINEAR",
-          parameters: [10, 3],
-        },
-        {
-          value: "SOFTMAX",
-          parameters: [-1],
-        },
-      ],
+      layers: trainspace?.parameterData?.layers ?? DEFAULT_LAYERS.IRIS,
     },
   });
 
   useEffect(() => {
     setIsModified(isDirty);
   }, [isDirty]);
-  if (!trainspace) return <></>;
+  if (!trainspace) return null;
   const targetCol = watch("targetCol");
   const features = watch("features");
+  const [layers, setLayers] = React.useState<ParameterData["layers"]>([]);
+
   return (
     <Stack spacing={3}>
       {error ? (
@@ -346,8 +276,11 @@ const TabularParametersStep = ({
           )}
         />
       </FormControl>
-      <LayersDnd control={control} errors={errors} />
+      <Paper>
+        <TabularFlow setLayers={setLayers} />
+      </Paper>
       {renderStepperButtons((trainspaceData) => {
+        setValue("layers", layers);
         handleSubmit((data) => {
           dispatch(
             updateTabularTrainspaceData({
@@ -365,348 +298,4 @@ const TabularParametersStep = ({
   );
 };
 
-const LayersDnd = ({
-  control,
-  errors,
-}: {
-  control: Control<ParameterData, unknown>;
-  errors: FieldErrors<ParameterData>;
-}) => {
-  const { fields, move, insert, remove } = useFieldArray({
-    control: control,
-    name: "layers",
-  });
-  const genLayerInvIds = () =>
-    Object.fromEntries(
-      STEP_SETTINGS.PARAMETERS.layerValues.map((layerValue) => [
-        layerValue,
-        Math.floor(Math.random() * Date.now()),
-      ])
-    );
-  const [layerInvIds, setLayerInvIds] = useState<{
-    [layerValue: string]: number;
-  }>(genLayerInvIds());
-  const [dndActive, setDndActive] = useState<Active | null>(null);
-  const [invHovering, setInvHovering] = useState<boolean>(false);
-
-  const dndActiveItem = useMemo(() => {
-    if (!dndActive) return;
-    if (dndActive.data.current && "inventory" in dndActive.data.current) {
-      const value = dndActive.data.current.inventory
-        .value as (typeof STEP_SETTINGS.PARAMETERS.layerValues)[number];
-      return {
-        id: layerInvIds[value],
-        value: value,
-        parameters: STEP_SETTINGS.PARAMETERS.layers[value].parameters.map(
-          () => ""
-        ) as ""[],
-      };
-    } else if (dndActive.data.current && "sortable" in dndActive.data.current) {
-      return fields[dndActive.data.current.sortable.index];
-    }
-  }, [dndActive]);
-  const sensors = useSensors(
-    useCustomPointerSensor(),
-    useCustomKeyboardSensor({ coordinateGetter: sortableKeyboardCoordinates })
-  );
-  return (
-    <DndContext
-      sensors={sensors}
-      collisionDetection={closestCenter}
-      onDragStart={({ active }) => {
-        if (dndActive !== null) return;
-        setDndActive(active);
-      }}
-      onDragOver={({ over }) => {
-        if (!over || !over.data.current) {
-          setInvHovering(false);
-          return;
-        }
-        if (!invHovering) {
-          setInvHovering(true);
-        }
-      }}
-      onDragEnd={({ active, over }) => {
-        if (dndActive && dndActive.data.current && dndActiveItem) {
-          if (
-            "inventory" in dndActive.data.current &&
-            over?.data.current &&
-            "sortable" in over.data.current
-          ) {
-            insert(over.data.current.sortable.index, {
-              value: dndActiveItem.value,
-              parameters: dndActiveItem.parameters as number[],
-            });
-          } else if (
-            "sortable" in dndActive.data.current &&
-            over?.data.current &&
-            "sortable" in over.data.current
-          ) {
-            move(
-              fields.findIndex((field) => field.id === active.id),
-              fields.findIndex((field) => field.id === over.id)
-            );
-          }
-        }
-        setLayerInvIds(genLayerInvIds());
-        setInvHovering(false);
-        setDndActive(null);
-      }}
-      onDragCancel={({ active }) => {
-        if (active.data.current && "inventory" in active.data.current) {
-          const index = fields.findIndex((field) => field.id === active.id);
-          if (index !== -1) {
-            remove(fields.findIndex((field) => field.id === active.id));
-          }
-        }
-        setLayerInvIds(genLayerInvIds());
-        setInvHovering(false);
-        setDndActive(null);
-      }}
-    >
-      <Paper elevation={1} style={{ backgroundColor: "transparent" }}>
-        <Stack alignItems={"center"} spacing={2} padding={2}>
-          <Typography variant="h2" fontSize={25}>
-            Layers
-          </Typography>
-          <Stack direction={"row"} spacing={3}>
-            {STEP_SETTINGS.PARAMETERS.layerValues.map((value) => (
-              <LayerInventoryComponent
-                id={layerInvIds[value]}
-                key={value}
-                value={value}
-              />
-            ))}
-          </Stack>
-        </Stack>
-      </Paper>
-
-      <Container>
-        <Stack spacing={0}>
-          <SortableContext
-            items={
-              dndActiveItem &&
-              dndActive?.data.current &&
-              "inventory" in dndActive.data.current
-                ? [dndActiveItem, ...fields]
-                : fields
-            }
-            strategy={verticalListSortingStrategy}
-          >
-            {fields.length > 0 ? (
-              [
-                dndActiveItem &&
-                dndActive?.data.current &&
-                "inventory" in dndActive.data.current &&
-                invHovering ? (
-                  <LayerComponent
-                    key={dndActiveItem.id}
-                    id={dndActiveItem.id}
-                    data={dndActiveItem as ParameterData["layers"][number]}
-                  />
-                ) : null,
-                ...fields.map((field, index) => (
-                  <LayerComponent
-                    key={field.id}
-                    id={field.id}
-                    data={field}
-                    formProps={{
-                      index: index,
-                      control: control,
-                      errors: errors,
-                      remove: () => remove(index),
-                    }}
-                  />
-                )),
-              ]
-            ) : (
-              <Card>This is Unimplemented</Card>
-            )}
-          </SortableContext>
-        </Stack>
-      </Container>
-
-      <ClientOnlyPortal selector="#portal">
-        <DragOverlay style={{ width: undefined }}>
-          {dndActiveItem ? (
-            dndActive?.data.current && "sortable" in dndActive.data.current ? (
-              <LayerComponent
-                data={dndActiveItem as ParameterData["layers"][number]}
-                formProps={{
-                  index: dndActive.data.current.sortable.index,
-                  control: control,
-                  errors: errors,
-                }}
-              />
-            ) : (
-              <LayerComponent
-                data={dndActiveItem as ParameterData["layers"][number]}
-              />
-            )
-          ) : null}
-        </DragOverlay>
-      </ClientOnlyPortal>
-    </DndContext>
-  );
-};
-
-const LayerComponent = ({
-  id,
-  data,
-  formProps,
-}: {
-  id?: string | number;
-  data: ParameterData["layers"][number];
-  formProps?: {
-    index: number;
-    control: Control<ParameterData, unknown>;
-    errors: FieldErrors<ParameterData>;
-    remove?: () => void;
-  };
-}) => {
-  const {
-    attributes,
-    listeners,
-    setNodeRef,
-    isDragging,
-    transform,
-    transition,
-  } = id
-    ? useSortable({ id })
-    : {
-        attributes: undefined,
-        listeners: undefined,
-        setNodeRef: undefined,
-        isDragging: undefined,
-        transform: undefined,
-        transition: undefined,
-      };
-  const style = transform
-    ? {
-        opacity: isDragging ? 0.4 : undefined,
-        transform: CSS.Transform.toString(transform),
-        transition: transition,
-      }
-    : undefined;
-  return (
-    <div ref={setNodeRef}>
-      <Card
-        sx={{ p: 3 }}
-        style={{ ...{ display: "inline-block" }, ...style }}
-        {...attributes}
-        {...listeners}
-      >
-        <Stack
-          direction={"row"}
-          justifyContent={"space-between"}
-          alignItems={"center"}
-          spacing={3}
-        >
-          <HtmlTooltip
-            title={
-              <React.Fragment>
-                <Typography color="inherit">
-                  {STEP_SETTINGS.PARAMETERS.layers[data.value].label}
-                </Typography>
-                {STEP_SETTINGS.PARAMETERS.layers[data.value].description}
-              </React.Fragment>
-            }
-          >
-            <InfoIcon>Info</InfoIcon>
-          </HtmlTooltip>
-
-          <Typography variant="h3" fontSize={18}>
-            {STEP_SETTINGS.PARAMETERS.layers[data.value].label}
-          </Typography>
-          <Stack direction={"row"} alignItems={"center"} spacing={3}>
-            <Stack
-              direction={"row"}
-              alignItems={"center"}
-              justifyContent={"flex-end"}
-              spacing={2}
-              divider={<Divider orientation="vertical" flexItem />}
-            >
-              {STEP_SETTINGS.PARAMETERS.layers[data.value].parameters.map(
-                (parameter, index) => (
-                  <div key={index} data-no-dnd>
-                    {formProps ? (
-                      <Controller
-                        name={`layers.${formProps.index}.parameters.${index}`}
-                        control={formProps.control}
-                        rules={{ required: true }}
-                        render={({ field: { onChange, value } }) => (
-                          <TextField
-                            label={parameter.label}
-                            size={"small"}
-                            type={parameter.type}
-                            onChange={onChange}
-                            value={value}
-                            required
-                            error={
-                              formProps.errors.layers?.[formProps.index]
-                                ?.parameters?.[index]
-                                ? true
-                                : false
-                            }
-                          />
-                        )}
-                      />
-                    ) : (
-                      <TextField
-                        label={parameter.label}
-                        size={"small"}
-                        type={parameter.type}
-                        value={""}
-                        required
-                      />
-                    )}
-                  </div>
-                )
-              )}
-            </Stack>
-            <div data-no-dnd>
-              <IconButton onClick={formProps?.remove}>
-                <DeleteIcon />
-              </IconButton>
-            </div>
-          </Stack>
-        </Stack>
-      </Card>
-    </div>
-  );
-};
-
-const LayerInventoryComponent = ({
-  id,
-  value,
-}: {
-  id: number;
-  value: (typeof STEP_SETTINGS.PARAMETERS.layerValues)[number];
-}) => {
-  const { attributes, listeners, isDragging, setNodeRef } = useDraggable({
-    id: id,
-    data: {
-      inventory: {
-        value,
-      },
-    },
-  });
-
-  const style = {
-    opacity: isDragging ? 0.4 : undefined,
-  };
-  return (
-    <div ref={setNodeRef}>
-      <Card
-        sx={{ p: 1 }}
-        style={{ ...{ display: "inline-block" }, ...style }}
-        {...attributes}
-        {...listeners}
-      >
-        {STEP_SETTINGS.PARAMETERS.layers[value].label}
-      </Card>
-    </div>
-  );
-};
-
 export default TabularParametersStep;
diff --git a/frontend/src/features/Train/features/Tabular/components/TabularTrainspace.tsx b/frontend/src/features/Train/features/Tabular/components/TabularTrainspace.tsx
index 5c63a1570..40aef3e08 100644
--- a/frontend/src/features/Train/features/Tabular/components/TabularTrainspace.tsx
+++ b/frontend/src/features/Train/features/Tabular/components/TabularTrainspace.tsx
@@ -121,7 +121,8 @@ const TrainspaceStepInner = ({
         });
     }
   }, [trainspace]);
-  if (!Component) return <></>;
+  
+  if (!Component) return null;
   return (
     <Component
       renderStepperButtons={(submitTrainspace) => (
diff --git a/frontend/src/features/Train/features/Tabular/constants/tabularConstants.ts b/frontend/src/features/Train/features/Tabular/constants/tabularConstants.ts
index 21d944e2e..533b4fa53 100644
--- a/frontend/src/features/Train/features/Tabular/constants/tabularConstants.ts
+++ b/frontend/src/features/Train/features/Tabular/constants/tabularConstants.ts
@@ -61,7 +61,6 @@ export const STEP_SETTINGS = {
       { label: "Adam Optimization", value: "Adam" },
     ],
     layerValues: ["LINEAR", "RELU", "TANH", "SOFTMAX", "SIGMOID", "LOGSOFTMAX"],
-
     layers: {
       LINEAR: {
         label: "Linear",
@@ -82,19 +81,22 @@ export const STEP_SETTINGS = {
             type: "number",
           },
         ],
-        description: "A linear layer performs a mathematical operation called linear transformation on a set of input values. It applies a combination of scaling and shifting to the input values, resulting in a new set of transformed values as output."
+        description:
+          "A linear layer performs a mathematical operation called linear transformation on a set of input values. It applies a combination of scaling and shifting to the input values, resulting in a new set of transformed values as output.",
       },
       RELU: {
         label: "ReLU",
         objectName: "nn.ReLU",
         parameters: [],
-        description: "ReLU, short for Rectified Linear Unit, is an activation function that acts like a filter that selectively allows positive numbers to pass through unchanged, while converting negative numbers to zero."
+        description:
+          "ReLU, short for Rectified Linear Unit, is an activation function that acts like a filter that selectively allows positive numbers to pass through unchanged, while converting negative numbers to zero.",
       },
       TANH: {
         label: "Tanh",
         objectName: "nn.Tanh",
         parameters: [],
-        description: "The tanh function maps input numbers to a range between -1 and 1, emphasizing values close to zero while diminishing the impact of extremely large or small numbers, making it useful for capturing complex patterns in data."
+        description:
+          "The tanh function maps input numbers to a range between -1 and 1, emphasizing values close to zero while diminishing the impact of extremely large or small numbers, making it useful for capturing complex patterns in data.",
       },
       SOFTMAX: {
         label: "Softmax",
@@ -108,13 +110,15 @@ export const STEP_SETTINGS = {
             type: "number",
           },
         ],
-        description: "The softmax function takes a set of numbers as input and converts them into a probability distribution, assigning higher probabilities to larger numbers and lower probabilities to smaller numbers, making it useful for multi-class classification tasks."
+        description:
+          "The softmax function takes a set of numbers as input and converts them into a probability distribution, assigning higher probabilities to larger numbers and lower probabilities to smaller numbers, making it useful for multi-class classification tasks.",
       },
       SIGMOID: {
         label: "Sigmoid",
         objectName: "nn.Sigmoid",
         parameters: [],
-        description: "The sigmoid function takes any input number and squeezes it to a range between 0 and 1, effectively converting it into a probability-like value, often used for binary classification tasks and as an activation function in neural networks."
+        description:
+          "The sigmoid function takes any input number and squeezes it to a range between 0 and 1, effectively converting it into a probability-like value, often used for binary classification tasks and as an activation function in neural networks.",
       },
       LOGSOFTMAX: {
         label: "LogSoftmax",
@@ -128,8 +132,9 @@ export const STEP_SETTINGS = {
             type: "number",
           },
         ],
-        description: "The logsoftmax function converts a set of numbers into a probability distribution using the softmax function, and then applies a logarithm to the resulting probabilities. It is commonly used for multi-class classification tasks as an activation function and to calculate the logarithmic loss during neural network training."
-      }
+        description:
+          "The logsoftmax function converts a set of numbers into a probability distribution using the softmax function, and then applies a logarithm to the resulting probabilities. It is commonly used for multi-class classification tasks as an activation function and to calculate the logarithmic loss during neural network training.",
+      },
     },
   },
   REVIEW: {
@@ -138,3 +143,16 @@ export const STEP_SETTINGS = {
     component: TabularReviewStep,
   },
 } as const;
+
+export type ALL_LAYERS = keyof typeof STEP_SETTINGS.PARAMETERS.layers;
+
+export const DEFAULT_LAYERS: {
+  IRIS: { value: ALL_LAYERS; parameters: number[] }[];
+} = {
+  IRIS: [
+    { value: "LINEAR", parameters: [4, 10] },
+    { value: "RELU", parameters: [] },
+    { value: "LINEAR", parameters: [10, 3] },
+    { value: "SOFTMAX", parameters: [-1] },
+  ],
+};
diff --git a/frontend/yarn.lock b/frontend/yarn.lock
index 128cca767..f706c317c 100644
--- a/frontend/yarn.lock
+++ b/frontend/yarn.lock
@@ -1281,6 +1281,72 @@
   dependencies:
     "@swc/helpers" "^0.4.14"
 
+"@reactflow/background@11.2.4":
+  version "11.2.4"
+  resolved "https://registry.yarnpkg.com/@reactflow/background/-/background-11.2.4.tgz#06cd4c9f222dbeb2d3ffb2a530b6d88bf130dd9c"
+  integrity sha512-SYQbCRCU0GuxT/40Tm7ZK+l5wByGnNJSLtZhbL9C/Hl7JhsJXV3UGXr0vrlhVZUBEtkWA7XhZM/5S9XEA5XSFA==
+  dependencies:
+    "@reactflow/core" "11.7.4"
+    classcat "^5.0.3"
+    zustand "^4.3.1"
+
+"@reactflow/controls@11.1.15":
+  version "11.1.15"
+  resolved "https://registry.yarnpkg.com/@reactflow/controls/-/controls-11.1.15.tgz#6dc823eb67f38a50907fffcc21b6a20e4fc00e7c"
+  integrity sha512-//33XfBYu8vQ6brfmlZwKrDoh+8hh93xO2d88XiqfIbrPEEb32SYjsb9mS9VuHKNlSIW+eB27fBA1Gt00mEj5w==
+  dependencies:
+    "@reactflow/core" "11.7.4"
+    classcat "^5.0.3"
+    zustand "^4.3.1"
+
+"@reactflow/core@11.7.4", "@reactflow/core@^11.6.0":
+  version "11.7.4"
+  resolved "https://registry.yarnpkg.com/@reactflow/core/-/core-11.7.4.tgz#1a7e4d6cabbd2ea888547133d507f1ab24896520"
+  integrity sha512-nt0T8ERp8TE7YCDQViaoEY9lb0StDPrWHVx3zBjhStFYET3wc88t8QRasZdf99xRTmyNtI3U3M40M5EBLNUpMw==
+  dependencies:
+    "@types/d3" "^7.4.0"
+    "@types/d3-drag" "^3.0.1"
+    "@types/d3-selection" "^3.0.3"
+    "@types/d3-zoom" "^3.0.1"
+    classcat "^5.0.3"
+    d3-drag "^3.0.0"
+    d3-selection "^3.0.0"
+    d3-zoom "^3.0.0"
+    zustand "^4.3.1"
+
+"@reactflow/minimap@11.5.4":
+  version "11.5.4"
+  resolved "https://registry.yarnpkg.com/@reactflow/minimap/-/minimap-11.5.4.tgz#b072094f7d827660f0205796d5f22fbbf6e31cc3"
+  integrity sha512-1tDBj2zX2gxu2oHU6qvH5RGNrOWRfRxu8369KhDotuuBN5yJrGXJzWIKikwhzjsNsQJYOB+B0cS44yWAfwSwzw==
+  dependencies:
+    "@reactflow/core" "11.7.4"
+    "@types/d3-selection" "^3.0.3"
+    "@types/d3-zoom" "^3.0.1"
+    classcat "^5.0.3"
+    d3-selection "^3.0.0"
+    d3-zoom "^3.0.0"
+    zustand "^4.3.1"
+
+"@reactflow/node-resizer@2.1.1":
+  version "2.1.1"
+  resolved "https://registry.yarnpkg.com/@reactflow/node-resizer/-/node-resizer-2.1.1.tgz#8f9b4e362e572dcddb54d43a67b5c5919b25937f"
+  integrity sha512-5Q+IBmZfpp/bYsw3+KRVJB1nUbj6W3XAp5ycx4uNWH+K98vbssymyQsW0vvKkIhxEPg6tkiMzO4UWRWvwBwt1g==
+  dependencies:
+    "@reactflow/core" "^11.6.0"
+    classcat "^5.0.4"
+    d3-drag "^3.0.0"
+    d3-selection "^3.0.0"
+    zustand "^4.3.1"
+
+"@reactflow/node-toolbar@1.2.3":
+  version "1.2.3"
+  resolved "https://registry.yarnpkg.com/@reactflow/node-toolbar/-/node-toolbar-1.2.3.tgz#8ff8408dffee7920752479cd19e7ab7c9c47b4d2"
+  integrity sha512-uFQy9xpog92s0G1wsPLniwV9nyH4i/MmL7QoMsWdnKaOi7XMhd8SJcCzUdHC3imR21HltsuQITff/XQ51ApMbg==
+  dependencies:
+    "@reactflow/core" "11.7.4"
+    classcat "^5.0.3"
+    zustand "^4.3.1"
+
 "@reduxjs/toolkit@^1.8.5":
   version "1.9.3"
   resolved "https://registry.yarnpkg.com/@reduxjs/toolkit/-/toolkit-1.9.3.tgz#27e1a33072b5a312e4f7fa19247fec160bbb2df9"
@@ -1445,11 +1511,226 @@
   resolved "https://registry.yarnpkg.com/@types/crypto-js/-/crypto-js-4.1.1.tgz#602859584cecc91894eb23a4892f38cfa927890d"
   integrity sha512-BG7fQKZ689HIoc5h+6D2Dgq1fABRa0RbBWKBd9SP/MVRVXROflpm5fhwyATX5duFmbStzyzyycPB8qUYKDH3NA==
 
+"@types/d3-array@*":
+  version "3.0.5"
+  resolved "https://registry.yarnpkg.com/@types/d3-array/-/d3-array-3.0.5.tgz#857c1afffd3f51319bbc5b301956aca68acaa7b8"
+  integrity sha512-Qk7fpJ6qFp+26VeQ47WY0mkwXaiq8+76RJcncDEfMc2ocRzXLO67bLFRNI4OX1aGBoPzsM5Y2T+/m1pldOgD+A==
+
+"@types/d3-axis@*":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-axis/-/d3-axis-3.0.2.tgz#96e11d51256baf5bdb2fa73a17d302993e79df07"
+  integrity sha512-uGC7DBh0TZrU/LY43Fd8Qr+2ja1FKmH07q2FoZFHo1eYl8aj87GhfVoY1saJVJiq24rp1+wpI6BvQJMKgQm8oA==
+  dependencies:
+    "@types/d3-selection" "*"
+
+"@types/d3-brush@*":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-brush/-/d3-brush-3.0.2.tgz#a610aad5a1e76c375be63e11c5eee1ed9fd2fb40"
+  integrity sha512-2TEm8KzUG3N7z0TrSKPmbxByBx54M+S9lHoP2J55QuLU0VSQ9mE96EJSAOVNEqd1bbynMjeTS9VHmz8/bSw8rA==
+  dependencies:
+    "@types/d3-selection" "*"
+
+"@types/d3-chord@*":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-chord/-/d3-chord-3.0.2.tgz#cf6f05ad2d8faaad524e9e6f454b4fd06b200930"
+  integrity sha512-abT/iLHD3sGZwqMTX1TYCMEulr+wBd0SzyOQnjYNLp7sngdOHYtNkMRI5v3w5thoN+BWtlHVDx2Osvq6fxhZWw==
+
+"@types/d3-color@*":
+  version "3.1.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-color/-/d3-color-3.1.0.tgz#6594da178ded6c7c3842f3cc0ac84b156f12f2d4"
+  integrity sha512-HKuicPHJuvPgCD+np6Se9MQvS6OCbJmOjGvylzMJRlDwUXjKTTXs6Pwgk79O09Vj/ho3u1ofXnhFOaEWWPrlwA==
+
+"@types/d3-contour@*":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-contour/-/d3-contour-3.0.2.tgz#d8a0e4d12ec14f7d2bb6e59f3fbc1a527457d0b2"
+  integrity sha512-k6/bGDoAGJZnZWaKzeB+9glgXCYGvh6YlluxzBREiVo8f/X2vpTEdgPy9DN7Z2i42PZOZ4JDhVdlTSTSkLDPlQ==
+  dependencies:
+    "@types/d3-array" "*"
+    "@types/geojson" "*"
+
+"@types/d3-delaunay@*":
+  version "6.0.1"
+  resolved "https://registry.yarnpkg.com/@types/d3-delaunay/-/d3-delaunay-6.0.1.tgz#006b7bd838baec1511270cb900bf4fc377bbbf41"
+  integrity sha512-tLxQ2sfT0p6sxdG75c6f/ekqxjyYR0+LwPrsO1mbC9YDBzPJhs2HbJJRrn8Ez1DBoHRo2yx7YEATI+8V1nGMnQ==
+
+"@types/d3-dispatch@*":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-dispatch/-/d3-dispatch-3.0.2.tgz#b2fa80bab3bcead68680766e966f59cd6cb9a69f"
+  integrity sha512-rxN6sHUXEZYCKV05MEh4z4WpPSqIw+aP7n9ZN6WYAAvZoEAghEK1WeVZMZcHRBwyaKflU43PCUAJNjFxCzPDjg==
+
+"@types/d3-drag@*", "@types/d3-drag@^3.0.1":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-drag/-/d3-drag-3.0.2.tgz#5562da3e7b33d782c2c1f9e65c5e91bb01ee82cf"
+  integrity sha512-qmODKEDvyKWVHcWWCOVcuVcOwikLVsyc4q4EBJMREsoQnR2Qoc2cZQUyFUPgO9q4S3qdSqJKBsuefv+h0Qy+tw==
+  dependencies:
+    "@types/d3-selection" "*"
+
+"@types/d3-dsv@*":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/@types/d3-dsv/-/d3-dsv-3.0.1.tgz#c51a3505cee42653454b74a00f8713dc3548c362"
+  integrity sha512-76pBHCMTvPLt44wFOieouXcGXWOF0AJCceUvaFkxSZEu4VDUdv93JfpMa6VGNFs01FHfuP4a5Ou68eRG1KBfTw==
+
+"@types/d3-ease@*":
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-ease/-/d3-ease-3.0.0.tgz#c29926f8b596f9dadaeca062a32a45365681eae0"
+  integrity sha512-aMo4eaAOijJjA6uU+GIeW018dvy9+oH5Y2VPPzjjfxevvGQ/oRDs+tfYC9b50Q4BygRR8yE2QCLsrT0WtAVseA==
+
+"@types/d3-fetch@*":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-fetch/-/d3-fetch-3.0.2.tgz#fe1f335243e07c9bd520c9a71756fed8330c54b1"
+  integrity sha512-gllwYWozWfbep16N9fByNBDTkJW/SyhH6SGRlXloR7WdtAaBui4plTP+gbUgiEot7vGw/ZZop1yDZlgXXSuzjA==
+  dependencies:
+    "@types/d3-dsv" "*"
+
+"@types/d3-force@*":
+  version "3.0.4"
+  resolved "https://registry.yarnpkg.com/@types/d3-force/-/d3-force-3.0.4.tgz#2d50bd2b695f709797e1745644f6bc123e6e5f5a"
+  integrity sha512-q7xbVLrWcXvSBBEoadowIUJ7sRpS1yvgMWnzHJggFy5cUZBq2HZL5k/pBSm0GdYWS1vs5/EDwMjSKF55PDY4Aw==
+
+"@types/d3-format@*":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/@types/d3-format/-/d3-format-3.0.1.tgz#194f1317a499edd7e58766f96735bdc0216bb89d"
+  integrity sha512-5KY70ifCCzorkLuIkDe0Z9YTf9RR2CjBX1iaJG+rgM/cPP+sO+q9YdQ9WdhQcgPj1EQiJ2/0+yUkkziTG6Lubg==
+
+"@types/d3-geo@*":
+  version "3.0.3"
+  resolved "https://registry.yarnpkg.com/@types/d3-geo/-/d3-geo-3.0.3.tgz#535e5f24be13722964c52354301be09b752f5d6e"
+  integrity sha512-bK9uZJS3vuDCNeeXQ4z3u0E7OeJZXjUgzFdSOtNtMCJCLvDtWDwfpRVWlyt3y8EvRzI0ccOu9xlMVirawolSCw==
+  dependencies:
+    "@types/geojson" "*"
+
+"@types/d3-hierarchy@*":
+  version "3.1.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-hierarchy/-/d3-hierarchy-3.1.2.tgz#b3a446b5437faededb30ac32b7cc0486559ab1e2"
+  integrity sha512-9hjRTVoZjRFR6xo8igAJyNXQyPX6Aq++Nhb5ebrUF414dv4jr2MitM2fWiOY475wa3Za7TOS2Gh9fmqEhLTt0A==
+
+"@types/d3-interpolate@*":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/@types/d3-interpolate/-/d3-interpolate-3.0.1.tgz#e7d17fa4a5830ad56fe22ce3b4fac8541a9572dc"
+  integrity sha512-jx5leotSeac3jr0RePOH1KdR9rISG91QIE4Q2PYTu4OymLTZfA3SrnURSLzKH48HmXVUru50b8nje4E79oQSQw==
+  dependencies:
+    "@types/d3-color" "*"
+
+"@types/d3-path@*":
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-path/-/d3-path-3.0.0.tgz#939e3a784ae4f80b1fde8098b91af1776ff1312b"
+  integrity sha512-0g/A+mZXgFkQxN3HniRDbXMN79K3CdTpLsevj+PXiTcb2hVyvkZUBg37StmgCQkaD84cUJ4uaDAWq7UJOQy2Tg==
+
+"@types/d3-polygon@*":
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-polygon/-/d3-polygon-3.0.0.tgz#5200a3fa793d7736fa104285fa19b0dbc2424b93"
+  integrity sha512-D49z4DyzTKXM0sGKVqiTDTYr+DHg/uxsiWDAkNrwXYuiZVd9o9wXZIo+YsHkifOiyBkmSWlEngHCQme54/hnHw==
+
+"@types/d3-quadtree@*":
+  version "3.0.2"
+  resolved "https://registry.yarnpkg.com/@types/d3-quadtree/-/d3-quadtree-3.0.2.tgz#433112a178eb7df123aab2ce11c67f51cafe8ff5"
+  integrity sha512-QNcK8Jguvc8lU+4OfeNx+qnVy7c0VrDJ+CCVFS9srBo2GL9Y18CnIxBdTF3v38flrGy5s1YggcoAiu6s4fLQIw==
+
+"@types/d3-random@*":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/@types/d3-random/-/d3-random-3.0.1.tgz#5c8d42b36cd4c80b92e5626a252f994ca6bfc953"
+  integrity sha512-IIE6YTekGczpLYo/HehAy3JGF1ty7+usI97LqraNa8IiDur+L44d0VOjAvFQWJVdZOJHukUJw+ZdZBlgeUsHOQ==
+
+"@types/d3-scale-chromatic@*":
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-scale-chromatic/-/d3-scale-chromatic-3.0.0.tgz#103124777e8cdec85b20b51fd3397c682ee1e954"
+  integrity sha512-dsoJGEIShosKVRBZB0Vo3C8nqSDqVGujJU6tPznsBJxNJNwMF8utmS83nvCBKQYPpjCzaaHcrf66iTRpZosLPw==
+
+"@types/d3-scale@*":
+  version "4.0.3"
+  resolved "https://registry.yarnpkg.com/@types/d3-scale/-/d3-scale-4.0.3.tgz#7a5780e934e52b6f63ad9c24b105e33dd58102b5"
+  integrity sha512-PATBiMCpvHJSMtZAMEhc2WyL+hnzarKzI6wAHYjhsonjWJYGq5BXTzQjv4l8m2jO183/4wZ90rKvSeT7o72xNQ==
+  dependencies:
+    "@types/d3-time" "*"
+
+"@types/d3-selection@*", "@types/d3-selection@^3.0.3":
+  version "3.0.5"
+  resolved "https://registry.yarnpkg.com/@types/d3-selection/-/d3-selection-3.0.5.tgz#27cd53b7672d405025e2414d98532d7934c16ebd"
+  integrity sha512-xCB0z3Hi8eFIqyja3vW8iV01+OHGYR2di/+e+AiOcXIOrY82lcvWW8Ke1DYE/EUVMsBl4Db9RppSBS3X1U6J0w==
+
+"@types/d3-shape@*":
+  version "3.1.1"
+  resolved "https://registry.yarnpkg.com/@types/d3-shape/-/d3-shape-3.1.1.tgz#15cc497751dac31192d7aef4e67a8d2c62354b95"
+  integrity sha512-6Uh86YFF7LGg4PQkuO2oG6EMBRLuW9cbavUW46zkIO5kuS2PfTqo2o9SkgtQzguBHbLgNnU90UNsITpsX1My+A==
+  dependencies:
+    "@types/d3-path" "*"
+
+"@types/d3-time-format@*":
+  version "4.0.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-time-format/-/d3-time-format-4.0.0.tgz#ee7b6e798f8deb2d9640675f8811d0253aaa1946"
+  integrity sha512-yjfBUe6DJBsDin2BMIulhSHmr5qNR5Pxs17+oW4DoVPyVIXZ+m6bs7j1UVKP08Emv6jRmYrYqxYzO63mQxy1rw==
+
+"@types/d3-time@*":
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-time/-/d3-time-3.0.0.tgz#e1ac0f3e9e195135361fa1a1d62f795d87e6e819"
+  integrity sha512-sZLCdHvBUcNby1cB6Fd3ZBrABbjz3v1Vm90nysCQ6Vt7vd6e/h9Lt7SiJUoEX0l4Dzc7P5llKyhqSi1ycSf1Hg==
+
+"@types/d3-timer@*":
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/@types/d3-timer/-/d3-timer-3.0.0.tgz#e2505f1c21ec08bda8915238e397fb71d2fc54ce"
+  integrity sha512-HNB/9GHqu7Fo8AQiugyJbv6ZxYz58wef0esl4Mv828w1ZKpAshw/uFWVDUcIB9KKFeFKoxS3cHY07FFgtTRZ1g==
+
+"@types/d3-transition@*":
+  version "3.0.3"
+  resolved "https://registry.yarnpkg.com/@types/d3-transition/-/d3-transition-3.0.3.tgz#d4ac37d08703fb039c87f92851a598ba77400402"
+  integrity sha512-/S90Od8Id1wgQNvIA8iFv9jRhCiZcGhPd2qX0bKF/PS+y0W5CrXKgIiELd2CvG1mlQrWK/qlYh3VxicqG1ZvgA==
+  dependencies:
+    "@types/d3-selection" "*"
+
+"@types/d3-zoom@*", "@types/d3-zoom@^3.0.1":
+  version "3.0.3"
+  resolved "https://registry.yarnpkg.com/@types/d3-zoom/-/d3-zoom-3.0.3.tgz#5c29006a61ff7ca512fe21398c66ad95dd846674"
+  integrity sha512-OWk1yYIIWcZ07+igN6BeoG6rqhnJ/pYe+R1qWFM2DtW49zsoSjgb9G5xB0ZXA8hh2jAzey1XuRmMSoXdKw8MDA==
+  dependencies:
+    "@types/d3-interpolate" "*"
+    "@types/d3-selection" "*"
+
+"@types/d3@^7.4.0":
+  version "7.4.0"
+  resolved "https://registry.yarnpkg.com/@types/d3/-/d3-7.4.0.tgz#fc5cac5b1756fc592a3cf1f3dc881bf08225f515"
+  integrity sha512-jIfNVK0ZlxcuRDKtRS/SypEyOQ6UHaFQBKv032X45VvxSJ6Yi5G9behy9h6tNTHTDGh5Vq+KbmBjUWLgY4meCA==
+  dependencies:
+    "@types/d3-array" "*"
+    "@types/d3-axis" "*"
+    "@types/d3-brush" "*"
+    "@types/d3-chord" "*"
+    "@types/d3-color" "*"
+    "@types/d3-contour" "*"
+    "@types/d3-delaunay" "*"
+    "@types/d3-dispatch" "*"
+    "@types/d3-drag" "*"
+    "@types/d3-dsv" "*"
+    "@types/d3-ease" "*"
+    "@types/d3-fetch" "*"
+    "@types/d3-force" "*"
+    "@types/d3-format" "*"
+    "@types/d3-geo" "*"
+    "@types/d3-hierarchy" "*"
+    "@types/d3-interpolate" "*"
+    "@types/d3-path" "*"
+    "@types/d3-polygon" "*"
+    "@types/d3-quadtree" "*"
+    "@types/d3-random" "*"
+    "@types/d3-scale" "*"
+    "@types/d3-scale-chromatic" "*"
+    "@types/d3-selection" "*"
+    "@types/d3-shape" "*"
+    "@types/d3-time" "*"
+    "@types/d3-time-format" "*"
+    "@types/d3-timer" "*"
+    "@types/d3-transition" "*"
+    "@types/d3-zoom" "*"
+
 "@types/file-saver@^2.0.5":
   version "2.0.5"
   resolved "https://registry.yarnpkg.com/@types/file-saver/-/file-saver-2.0.5.tgz#9ee342a5d1314bb0928375424a2f162f97c310c7"
   integrity sha512-zv9kNf3keYegP5oThGLaPk8E081DFDuwfqjtiTzm6PoxChdJ1raSuADf2YGCVIyrSynLrgc8JWv296s7Q7pQSQ==
 
+"@types/geojson@*":
+  version "7946.0.10"
+  resolved "https://registry.yarnpkg.com/@types/geojson/-/geojson-7946.0.10.tgz#6dfbf5ea17142f7f9a043809f1cd4c448cb68249"
+  integrity sha512-Nmh0K3iWQJzniTuPRcJn5hxXkfB1T1pgB89SBig5PlJQU5yocazeu4jATJlaA0GYFKWMqDdvYemoSnF2pXgLVA==
+
 "@types/gestalt@^101.0.0":
   version "101.0.0"
   resolved "https://registry.yarnpkg.com/@types/gestalt/-/gestalt-101.0.0.tgz#88405e78e46aaf2d241dd8afcf66593a6f1ce71b"
@@ -2149,6 +2430,11 @@ clamp@^1.0.1:
   resolved "https://registry.yarnpkg.com/clamp/-/clamp-1.0.1.tgz#66a0e64011816e37196828fdc8c8c147312c8634"
   integrity sha512-kgMuFyE78OC6Dyu3Dy7vcx4uy97EIbVxJB/B0eJ3bUNAkwdNcxYzgKltnyADiYwsR7SEqkkUPsEUT//OVS6XMA==
 
+classcat@^5.0.3, classcat@^5.0.4:
+  version "5.0.4"
+  resolved "https://registry.yarnpkg.com/classcat/-/classcat-5.0.4.tgz#e12d1dfe6df6427f260f03b80dc63571a5107ba6"
+  integrity sha512-sbpkOw6z413p+HDGcBENe498WM9woqWHiJxCq7nvmxe9WmrUmqfAcxpIwAiMtM5Q3AhYkzXcNQHqsWq0mND51g==
+
 classnames@^2.2.6, classnames@^2.3.1:
   version "2.3.2"
   resolved "https://registry.yarnpkg.com/classnames/-/classnames-2.3.2.tgz#351d813bf0137fcc6a76a16b88208d2560a0d924"
@@ -2501,6 +2787,24 @@ d3-dispatch@1:
   resolved "https://registry.yarnpkg.com/d3-dispatch/-/d3-dispatch-1.0.6.tgz#00d37bcee4dd8cd97729dd893a0ac29caaba5d58"
   integrity sha512-fVjoElzjhCEy+Hbn8KygnmMS7Or0a9sI2UzGwoB7cCtvI1XpVN9GpoYlnb3xt2YV66oXYb1fLJ8GMvP4hdU1RA==
 
+"d3-dispatch@1 - 3":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/d3-dispatch/-/d3-dispatch-3.0.1.tgz#5fc75284e9c2375c36c839411a0cf550cbfc4d5e"
+  integrity sha512-rzUyPU/S7rwUflMyLc1ETDeBj0NRuHKKAcvukozwhshr6g6c5d8zh4c2gQjY2bZ0dXeGLWc1PF174P2tVvKhfg==
+
+"d3-drag@2 - 3", d3-drag@^3.0.0:
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/d3-drag/-/d3-drag-3.0.0.tgz#994aae9cd23c719f53b5e10e3a0a6108c69607ba"
+  integrity sha512-pWbUJLdETVA8lQNJecMxoXfH6x+mO2UQo8rSmZ+QqxcbyA3hfeprFgIT//HW2nlHChWeIIMwS2Fq+gEARkhTkg==
+  dependencies:
+    d3-dispatch "1 - 3"
+    d3-selection "3"
+
+"d3-ease@1 - 3":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/d3-ease/-/d3-ease-3.0.1.tgz#9658ac38a2140d59d346160f1f6c30fda0bd12f4"
+  integrity sha512-wR/XK3D3XcLIZwpbvQwQ5fK+8Ykds1ip7A2Txe0yxncXSdq1L9skcG7blcedkOX+ZcgxGAmLX1FrRGbADwzi0w==
+
 d3-force@^1.2.1:
   version "1.2.1"
   resolved "https://registry.yarnpkg.com/d3-force/-/d3-force-1.2.1.tgz#fd29a5d1ff181c9e7f0669e4bd72bdb0e914ec0b"
@@ -2538,7 +2842,7 @@ d3-hierarchy@^1.1.9:
   resolved "https://registry.yarnpkg.com/d3-hierarchy/-/d3-hierarchy-1.1.9.tgz#2f6bee24caaea43f8dc37545fa01628559647a83"
   integrity sha512-j8tPxlqh1srJHAtxfvOUwKNYJkQuBFdM1+JAUfq6xqH5eAqf93L7oG1NVqDa4CpFZNvnNKtCYEUC8KY9yEn9lQ==
 
-d3-interpolate@^3.0.1:
+"d3-interpolate@1 - 3", d3-interpolate@^3.0.1:
   version "3.0.1"
   resolved "https://registry.yarnpkg.com/d3-interpolate/-/d3-interpolate-3.0.1.tgz#3c47aa5b32c5b3dfb56ef3fd4342078a632b400d"
   integrity sha512-3bYs1rOD33uo8aqJfKP3JWPAibgw8Zm2+L9vBKEHJ2Rg+viTR7o5Mmv5mZcieN+FRYaAOWX5SJATX6k1PWz72g==
@@ -2555,6 +2859,11 @@ d3-quadtree@1:
   resolved "https://registry.yarnpkg.com/d3-quadtree/-/d3-quadtree-1.0.7.tgz#ca8b84df7bb53763fe3c2f24bd435137f4e53135"
   integrity sha512-RKPAeXnkC59IDGD0Wu5mANy0Q2V28L+fNe65pOCXVdVuTJS3WPKaJlFHer32Rbh9gIo9qMuJXio8ra4+YmIymA==
 
+"d3-selection@2 - 3", d3-selection@3, d3-selection@^3.0.0:
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/d3-selection/-/d3-selection-3.0.0.tgz#c25338207efa72cc5b9bd1458a1a41901f1e1b31"
+  integrity sha512-fmTRWbNMmsmWq6xJV8D19U/gw/bwrHfNXxrIN+HfZgnzqTHp9jOmKMhsTUjXOJnZOdZY9Q28y4yebKzqDKlxlQ==
+
 d3-shape@^1.2.0:
   version "1.3.7"
   resolved "https://registry.yarnpkg.com/d3-shape/-/d3-shape-1.3.7.tgz#df63801be07bc986bc54f63789b4fe502992b5d7"
@@ -2579,6 +2888,33 @@ d3-timer@1:
   resolved "https://registry.yarnpkg.com/d3-timer/-/d3-timer-1.0.10.tgz#dfe76b8a91748831b13b6d9c793ffbd508dd9de5"
   integrity sha512-B1JDm0XDaQC+uvo4DT79H0XmBskgS3l6Ve+1SBCfxgmtIb1AVrPIoqd+nPSv+loMX8szQ0sVUhGngL7D5QPiXw==
 
+"d3-timer@1 - 3":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/d3-timer/-/d3-timer-3.0.1.tgz#6284d2a2708285b1abb7e201eda4380af35e63b0"
+  integrity sha512-ndfJ/JxxMd3nw31uyKoY2naivF+r29V+Lc0svZxe1JvvIRmi8hUsrMvdOwgS1o6uBHmiz91geQ0ylPP0aj1VUA==
+
+"d3-transition@2 - 3":
+  version "3.0.1"
+  resolved "https://registry.yarnpkg.com/d3-transition/-/d3-transition-3.0.1.tgz#6869fdde1448868077fdd5989200cb61b2a1645f"
+  integrity sha512-ApKvfjsSR6tg06xrL434C0WydLr7JewBB3V+/39RMHsaXTOG0zmt/OAXeng5M5LBm0ojmxJrpomQVZ1aPvBL4w==
+  dependencies:
+    d3-color "1 - 3"
+    d3-dispatch "1 - 3"
+    d3-ease "1 - 3"
+    d3-interpolate "1 - 3"
+    d3-timer "1 - 3"
+
+d3-zoom@^3.0.0:
+  version "3.0.0"
+  resolved "https://registry.yarnpkg.com/d3-zoom/-/d3-zoom-3.0.0.tgz#d13f4165c73217ffeaa54295cd6969b3e7aee8f3"
+  integrity sha512-b8AmV3kfQaqWAuacbPuNbL6vahnOJflOhexLzMMNLga62+/nh0JzvJ0aO/5a5MVgUFGS7Hu1P9P03o3fJkDCyw==
+  dependencies:
+    d3-dispatch "1 - 3"
+    d3-drag "2 - 3"
+    d3-interpolate "1 - 3"
+    d3-selection "2 - 3"
+    d3-transition "2 - 3"
+
 d@1, d@^1.0.1:
   version "1.0.1"
   resolved "https://registry.yarnpkg.com/d/-/d-1.0.1.tgz#8698095372d58dbee346ffd0c7093f99f8f9eb5a"
@@ -4511,6 +4847,11 @@ nanoid@^3.3.4:
   resolved "https://registry.yarnpkg.com/nanoid/-/nanoid-3.3.6.tgz#443380c856d6e9f9824267d960b4236ad583ea4c"
   integrity sha512-BGcqMMJuToF7i1rt+2PWSNVnWIkGCU78jBG3RxO/bZlnZPK2Cmi2QaffxGO/2RvWi9sL+FAiRiXMgsyxQ1DIDA==
 
+nanoid@^5.0.1:
+  version "5.0.1"
+  resolved "https://registry.yarnpkg.com/nanoid/-/nanoid-5.0.1.tgz#3e95d775a8bc8a98afbf0a237e2bbc6a71b0662e"
+  integrity sha512-vWeVtV5Cw68aML/QaZvqN/3QQXc6fBfIieAlu05m7FZW2Dgb+3f0xc0TTxuJW+7u30t7iSDTV/j3kVI0oJqIfQ==
+
 native-promise-only@^0.8.1:
   version "0.8.1"
   resolved "https://registry.yarnpkg.com/native-promise-only/-/native-promise-only-0.8.1.tgz#20a318c30cb45f71fe7adfbf7b21c99c1472ef11"
@@ -5357,6 +5698,18 @@ react@^18.1.0:
   dependencies:
     loose-envify "^1.1.0"
 
+reactflow@^11.7.4:
+  version "11.7.4"
+  resolved "https://registry.yarnpkg.com/reactflow/-/reactflow-11.7.4.tgz#b00159c3471d007bc4865b23005c636b1f08ab26"
+  integrity sha512-QI6+oc1Ft6oFeLSdHlp+SmgymbI5Tm49wj5JyE84O4A54yN/ImfYaBhLit9Cmfzxn9Tz6tDqmGMGbk4bdtB8/w==
+  dependencies:
+    "@reactflow/background" "11.2.4"
+    "@reactflow/controls" "11.1.15"
+    "@reactflow/core" "11.7.4"
+    "@reactflow/minimap" "11.5.4"
+    "@reactflow/node-resizer" "2.1.1"
+    "@reactflow/node-toolbar" "1.2.3"
+
 "readable-stream@>=1.0.33-1 <1.1.0-0":
   version "1.0.34"
   resolved "https://registry.yarnpkg.com/readable-stream/-/readable-stream-1.0.34.tgz#125820e34bc842d2f2aaafafe4c2916ee32c157c"
@@ -6209,7 +6562,7 @@ use-sidecar@^1.1.2:
     detect-node-es "^1.1.0"
     tslib "^2.0.0"
 
-use-sync-external-store@^1.0.0:
+use-sync-external-store@1.2.0, use-sync-external-store@^1.0.0:
   version "1.2.0"
   resolved "https://registry.yarnpkg.com/use-sync-external-store/-/use-sync-external-store-1.2.0.tgz#7dbefd6ef3fe4e767a0cf5d7287aacfb5846928a"
   integrity sha512-eEgnFxGQ1Ife9bzYs6VLi8/4X6CObHMw9Qr9tPY43iKwsPw8xE8+EFsf/2cFZ5S3esXgpWgtSCtLNS41F+sKPA==
@@ -6545,3 +6898,10 @@ yocto-queue@^0.1.0:
   version "0.1.0"
   resolved "https://registry.yarnpkg.com/yocto-queue/-/yocto-queue-0.1.0.tgz#0294eb3dee05028d31ee1a5fa2c556a6aaf10a1b"
   integrity sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==
+
+zustand@^4.3.1:
+  version "4.3.9"
+  resolved "https://registry.yarnpkg.com/zustand/-/zustand-4.3.9.tgz#a7d4332bbd75dfd25c6848180b3df1407217f2ad"
+  integrity sha512-Tat5r8jOMG1Vcsj8uldMyqYKC5IZvQif8zetmLHs9WoZlntTHmIoNM8TpLRY31ExncuUvUOXehd0kvahkuHjDw==
+  dependencies:
+    use-sync-external-store "1.2.0"
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 000000000..e06861f2c
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,5516 @@
+# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+
+[[package]]
+name = "anyio"
+version = "3.7.1"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "anyio-3.7.1-py3-none-any.whl", hash = "sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5"},
+    {file = "anyio-3.7.1.tar.gz", hash = "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme (>=1.2.2)", "sphinxcontrib-jquery"]
+test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (<0.22)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.3"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = "*"
+files = [
+    {file = "appnope-0.1.3-py2.py3-none-any.whl", hash = "sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e"},
+    {file = "appnope-0.1.3.tar.gz", hash = "sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24"},
+]
+
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-21.3.0.tar.gz", hash = "sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b"},
+    {file = "argon2_cffi-21.3.0-py3-none-any.whl", hash = "sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80"},
+]
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+dev = ["cogapp", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "pre-commit", "pytest", "sphinx", "sphinx-notfound-page", "tomli"]
+docs = ["furo", "sphinx", "sphinx-notfound-page"]
+tests = ["coverage[toml] (>=5.0.2)", "hypothesis", "pytest"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9524464572e12979364b7d600abf96181d3541da11e23ddf565a32e70bd4dc0d"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b746dba803a79238e925d9046a63aa26bf86ab2a2fe74ce6b009a1c3f5c8f2ae"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:58ed19212051f49a523abb1dbe954337dc82d947fb6e5a0da60f7c8471a8476c"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:bd46088725ef7f58b5a1ef7ca06647ebaf0eb4baff7d1d0d177c6cc8744abd86"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_i686.whl", hash = "sha256:8cd69c07dd875537a824deec19f978e0f2078fdda07fd5c42ac29668dda5f40f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:f1152ac548bd5b8bcecfb0b0371f082037e47128653df2e8ba6e914d384f3c3e"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win32.whl", hash = "sha256:603ca0aba86b1349b147cab91ae970c63118a0f30444d4bc80355937c950c082"},
+    {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-win_amd64.whl", hash = "sha256:b2ef1c30440dbbcba7a5dc3e319408b59676e2e039e2ae11a8775ecf482b192f"},
+    {file = "argon2_cffi_bindings-21.2.0-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e415e3f62c8d124ee16018e491a009937f8cf7ebf5eb430ffc5de21b900dad93"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-macosx_10_9_x86_64.whl", hash = "sha256:3e385d1c39c520c08b53d63300c3ecc28622f076f4c2b0e6d7e796e9f6502194"},
+    {file = "argon2_cffi_bindings-21.2.0-pp37-pypy37_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2c3e3cc67fdb7d82c4718f19b4e7a87123caf8a93fde7e23cf66ac0337d3cb3f"},
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+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.9, <3.10"
+content-hash = "46d7e790034e5708e2959177d3fa22af20c2274c40e068fd87a9fd991c257239"

From d40f9a5feb3af243c17f52239643c7449c138e0a Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Fri, 15 Sep 2023 15:11:38 -0400
Subject: [PATCH 03/12] Bump tornado from 6.3.2 to 6.3.3 in /backend (#960)

Bumps [tornado](https://github.com/tornadoweb/tornado) from 6.3.2 to 6.3.3.
- [Changelog](https://github.com/tornadoweb/tornado/blob/master/docs/releases.rst)
- [Commits](https://github.com/tornadoweb/tornado/compare/v6.3.2...v6.3.3)

---
updated-dependencies:
- dependency-name: tornado
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 backend/poetry.lock | 38 ++++++++++++++++++++++++++------------
 1 file changed, 26 insertions(+), 12 deletions(-)

diff --git a/backend/poetry.lock b/backend/poetry.lock
index b9ac2ac36..0086c505d 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -815,6 +815,7 @@ files = [
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     {file = "contourpy-1.1.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:53cc3a40635abedbec7f1bde60f8c189c49e84ac180c665f2cd7c162cc454baa"},
+    {file = "contourpy-1.1.0-cp310-cp310-win32.whl", hash = "sha256:9b2dd2ca3ac561aceef4c7c13ba654aaa404cf885b187427760d7f7d4c57cff8"},
     {file = "contourpy-1.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:1f795597073b09d631782e7245016a4323cf1cf0b4e06eef7ea6627e06a37ff2"},
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@@ -823,6 +824,7 @@ files = [
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     {file = "contourpy-1.1.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:181cbace49874f4358e2929aaf7ba84006acb76694102e88dd15af861996c16e"},
+    {file = "contourpy-1.1.0-cp311-cp311-win32.whl", hash = "sha256:edb989d31065b1acef3828a3688f88b2abb799a7db891c9e282df5ec7e46221b"},
     {file = "contourpy-1.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:fb3b7d9e6243bfa1efb93ccfe64ec610d85cfe5aec2c25f97fbbd2e58b531256"},
     {file = "contourpy-1.1.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:bcb41692aa09aeb19c7c213411854402f29f6613845ad2453d30bf421fe68fed"},
     {file = "contourpy-1.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:5d123a5bc63cd34c27ff9c7ac1cd978909e9c71da12e05be0231c608048bb2ae"},
@@ -831,6 +833,7 @@ files = [
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     {file = "contourpy-1.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d551f3a442655f3dcc1285723f9acd646ca5858834efeab4598d706206b09c9f"},
     {file = "contourpy-1.1.0-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:e7a117ce7df5a938fe035cad481b0189049e8d92433b4b33aa7fc609344aafa1"},
+    {file = "contourpy-1.1.0-cp38-cp38-win32.whl", hash = "sha256:108dfb5b3e731046a96c60bdc46a1a0ebee0760418951abecbe0fc07b5b93b27"},
     {file = "contourpy-1.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:d4f26b25b4f86087e7d75e63212756c38546e70f2a92d2be44f80114826e1cd4"},
     {file = "contourpy-1.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:bc00bb4225d57bff7ebb634646c0ee2a1298402ec10a5fe7af79df9a51c1bfd9"},
     {file = "contourpy-1.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:189ceb1525eb0655ab8487a9a9c41f42a73ba52d6789754788d1883fb06b2d8a"},
@@ -839,6 +842,7 @@ files = [
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     {file = "contourpy-1.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e94bef2580e25b5fdb183bf98a2faa2adc5b638736b2c0a4da98691da641316a"},
     {file = "contourpy-1.1.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:ed614aea8462735e7d70141374bd7650afd1c3f3cb0c2dbbcbe44e14331bf002"},
+    {file = "contourpy-1.1.0-cp39-cp39-win32.whl", hash = "sha256:71551f9520f008b2950bef5f16b0e3587506ef4f23c734b71ffb7b89f8721999"},
     {file = "contourpy-1.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:438ba416d02f82b692e371858143970ed2eb6337d9cdbbede0d8ad9f3d7dd17d"},
     {file = "contourpy-1.1.0-pp38-pypy38_pp73-macosx_10_9_x86_64.whl", hash = "sha256:a698c6a7a432789e587168573a864a7ea374c6be8d4f31f9d87c001d5a843493"},
     {file = "contourpy-1.1.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:397b0ac8a12880412da3551a8cb5a187d3298a72802b45a3bd1805e204ad8439"},
@@ -2669,6 +2673,16 @@ files = [
     {file = "MarkupSafe-2.1.3-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:5bbe06f8eeafd38e5d0a4894ffec89378b6c6a625ff57e3028921f8ff59318ac"},
     {file = "MarkupSafe-2.1.3-cp311-cp311-win32.whl", hash = "sha256:dd15ff04ffd7e05ffcb7fe79f1b98041b8ea30ae9234aed2a9168b5797c3effb"},
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+    {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f698de3fd0c4e6972b92290a45bd9b1536bffe8c6759c62471efaa8acb4c37bc"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:aa57bd9cf8ae831a362185ee444e15a93ecb2e344c8e52e4d721ea3ab6ef1823"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ffcc3f7c66b5f5b7931a5aa68fc9cecc51e685ef90282f4a82f0f5e9b704ad11"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47d4f1c5f80fc62fdd7777d0d40a2e9dda0a05883ab11374334f6c4de38adffd"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1f67c7038d560d92149c060157d623c542173016c4babc0c1913cca0564b9939"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:9aad3c1755095ce347e26488214ef77e0485a3c34a50c5a5e2471dff60b9dd9c"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:14ff806850827afd6b07a5f32bd917fb7f45b046ba40c57abdb636674a8b559c"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8f9293864fe09b8149f0cc42ce56e3f0e54de883a9de90cd427f191c346eb2e1"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-win32.whl", hash = "sha256:715d3562f79d540f251b99ebd6d8baa547118974341db04f5ad06d5ea3eb8007"},
+    {file = "MarkupSafe-2.1.3-cp312-cp312-win_amd64.whl", hash = "sha256:1b8dd8c3fd14349433c79fa8abeb573a55fc0fdd769133baac1f5e07abf54aeb"},
     {file = "MarkupSafe-2.1.3-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:8e254ae696c88d98da6555f5ace2279cf7cd5b3f52be2b5cf97feafe883b58d2"},
     {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cb0932dc158471523c9637e807d9bfb93e06a95cbf010f1a38b98623b929ef2b"},
     {file = "MarkupSafe-2.1.3-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9402b03f1a1b4dc4c19845e5c749e3ab82d5078d16a2a4c2cd2df62d57bb0707"},
@@ -5502,22 +5516,22 @@ scipy = ["scipy"]
 
 [[package]]
 name = "tornado"
-version = "6.3.2"
+version = "6.3.3"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">= 3.8"
 files = [
-    {file = "tornado-6.3.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:c367ab6c0393d71171123ca5515c61ff62fe09024fa6bf299cd1339dc9456829"},
-    {file = "tornado-6.3.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:b46a6ab20f5c7c1cb949c72c1994a4585d2eaa0be4853f50a03b5031e964fc7c"},
-    {file = "tornado-6.3.2-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c2de14066c4a38b4ecbbcd55c5cc4b5340eb04f1c5e81da7451ef555859c833f"},
-    {file = "tornado-6.3.2-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:05615096845cf50a895026f749195bf0b10b8909f9be672f50b0fe69cba368e4"},
-    {file = "tornado-6.3.2-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5b17b1cf5f8354efa3d37c6e28fdfd9c1c1e5122f2cb56dac121ac61baa47cbe"},
-    {file = "tornado-6.3.2-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:29e71c847a35f6e10ca3b5c2990a52ce38b233019d8e858b755ea6ce4dcdd19d"},
-    {file = "tornado-6.3.2-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:834ae7540ad3a83199a8da8f9f2d383e3c3d5130a328889e4cc991acc81e87a0"},
-    {file = "tornado-6.3.2-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:6a0848f1aea0d196a7c4f6772197cbe2abc4266f836b0aac76947872cd29b411"},
-    {file = "tornado-6.3.2-cp38-abi3-win32.whl", hash = "sha256:7efcbcc30b7c654eb6a8c9c9da787a851c18f8ccd4a5a3a95b05c7accfa068d2"},
-    {file = "tornado-6.3.2-cp38-abi3-win_amd64.whl", hash = "sha256:0c325e66c8123c606eea33084976c832aa4e766b7dff8aedd7587ea44a604cdf"},
-    {file = "tornado-6.3.2.tar.gz", hash = "sha256:4b927c4f19b71e627b13f3db2324e4ae660527143f9e1f2e2fb404f3a187e2ba"},
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:502fba735c84450974fec147340016ad928d29f1e91f49be168c0a4c18181e1d"},
+    {file = "tornado-6.3.3-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:805d507b1f588320c26f7f097108eb4023bbaa984d63176d1652e184ba24270a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1bd19ca6c16882e4d37368e0152f99c099bad93e0950ce55e71daed74045908f"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:7ac51f42808cca9b3613f51ffe2a965c8525cb1b00b7b2d56828b8045354f76a"},
+    {file = "tornado-6.3.3-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:71a8db65160a3c55d61839b7302a9a400074c9c753040455494e2af74e2501f2"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_aarch64.whl", hash = "sha256:ceb917a50cd35882b57600709dd5421a418c29ddc852da8bcdab1f0db33406b0"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_i686.whl", hash = "sha256:7d01abc57ea0dbb51ddfed477dfe22719d376119844e33c661d873bf9c0e4a16"},
+    {file = "tornado-6.3.3-cp38-abi3-musllinux_1_1_x86_64.whl", hash = "sha256:9dc4444c0defcd3929d5c1eb5706cbe1b116e762ff3e0deca8b715d14bf6ec17"},
+    {file = "tornado-6.3.3-cp38-abi3-win32.whl", hash = "sha256:65ceca9500383fbdf33a98c0087cb975b2ef3bfb874cb35b8de8740cf7f41bd3"},
+    {file = "tornado-6.3.3-cp38-abi3-win_amd64.whl", hash = "sha256:22d3c2fa10b5793da13c807e6fc38ff49a4f6e1e3868b0a6f4164768bb8e20f5"},
+    {file = "tornado-6.3.3.tar.gz", hash = "sha256:e7d8db41c0181c80d76c982aacc442c0783a2c54d6400fe028954201a2e032fe"},
 ]
 
 [[package]]

From c425281e9e69325fdda8698447836cd7c040be27 Mon Sep 17 00:00:00 2001
From: Daniel Wu <dwu359@gatech.edu>
Date: Sun, 17 Sep 2023 22:18:06 -0400
Subject: [PATCH 04/12] Add CLI Cmds to use Mamba with Poetry (#963)

* Auto stash before merge of "nextjs" and "origin/nextjs"

* update cli, yml and pyproject so torch is now handled by conda instead of poetry

* update flag names for mamba

* add support for ubuntu terminal environment
---
 dlp-cli                  |   2 +-
 training/environment.yml |  10 +
 training/poetry.lock     | 461 +--------------------------------------
 training/poetry.toml     |   2 -
 training/pyproject.toml  |   2 -
 5 files changed, 12 insertions(+), 465 deletions(-)
 create mode 100644 training/environment.yml
 delete mode 100644 training/poetry.toml

diff --git a/dlp-cli b/dlp-cli
index b2c9c8d36..5119f20c8 160000
--- a/dlp-cli
+++ b/dlp-cli
@@ -1 +1 @@
-Subproject commit b2c9c8d36e92fa5cdfbfa5b1fe060f16682a7e7d
+Subproject commit 5119f20c8e7c096335fb68f03eee959d43c90495
diff --git a/training/environment.yml b/training/environment.yml
new file mode 100644
index 000000000..c984c3849
--- /dev/null
+++ b/training/environment.yml
@@ -0,0 +1,10 @@
+name: dlp
+channels:
+  - conda-forge
+  - pytorch
+  - defaults
+dependencies:
+  - conda-forge::python=3.9
+  - conda-forge::poetry
+  - pytorch::pytorch
+  - pytorch::torchvision
diff --git a/training/poetry.lock b/training/poetry.lock
index cc668b081..86da1520c 100644
--- a/training/poetry.lock
+++ b/training/poetry.lock
@@ -293,35 +293,6 @@ files = [
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
-[[package]]
-name = "cmake"
-version = "3.27.2"
-description = "CMake is an open-source, cross-platform family of tools designed to build, test and package software"
-optional = false
-python-versions = "*"
-files = [
-    {file = "cmake-3.27.2-py2.py3-none-macosx_10_10_universal2.macosx_10_10_x86_64.macosx_11_0_arm64.macosx_11_0_universal2.whl", hash = "sha256:96ac856c4d6b2104408848f0005a8ab2229d4135b171ea9a03e8c33039ede420"},
-    {file = "cmake-3.27.2-py2.py3-none-manylinux2010_i686.manylinux_2_12_i686.whl", hash = "sha256:11fe6129d07982721c5965fd804a4056b8c6e9c4f482ac9e0fe41bb3abc1ab5f"},
-    {file = "cmake-3.27.2-py2.py3-none-manylinux2010_x86_64.manylinux_2_12_x86_64.whl", hash = "sha256:f0c64e89e2ea59592980c4fe3821d712fee0e74cf87c2aaec5b3ab9aa809a57c"},
-    {file = "cmake-3.27.2-py2.py3-none-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ca7650477dff2a1138776b28b79c0e99127be733d3978922e8f87b56a433eed6"},
-    {file = "cmake-3.27.2-py2.py3-none-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:ab2e40fe09e76a7ef67da2bbbf7a4cd1f52db4f1c7b6ccdda2539f918830343a"},
-    {file = "cmake-3.27.2-py2.py3-none-manylinux2014_ppc64le.manylinux_2_17_ppc64le.whl", hash = "sha256:980ee19f12c808cb8ddb56fdcee832501a9f9631799d8b4fc625c0a0b5fb4c55"},
-    {file = "cmake-3.27.2-py2.py3-none-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:115d30ca0760e3861d9ad6b3288cd11ee72a785b81227da0c1765d3b84e2c009"},
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-    {file = "triton-2.0.0-1-pp39-pypy39_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e3e13aa8b527c9b642e3a9defcc0fbd8ffbe1c80d8ac8c15a01692478dc64d8a"},
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-    {file = "triton-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bb4b99ca3c6844066e516658541d876c28a5f6e3a852286bbc97ad57134827fd"},
-    {file = "triton-2.0.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:47b4d70dc92fb40af553b4460492c31dc7d3a114a979ffb7a5cdedb7eb546c08"},
-    {file = "triton-2.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fedce6a381901b1547e0e7e1f2546e4f65dca6d91e2d8a7305a2d1f5551895be"},
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-    {file = "triton-2.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0117722f8c2b579cd429e0bee80f7731ae05f63fe8e9414acd9a679885fcbf42"},
-    {file = "triton-2.0.0-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bcd9be5d0c2e45d2b7e6ddc6da20112b6862d69741576f9c3dbaf941d745ecae"},
-    {file = "triton-2.0.0-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:42a0d2c3fc2eab4ba71384f2e785fbfd47aa41ae05fa58bf12cb31dcbd0aeceb"},
-    {file = "triton-2.0.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:52c47b72c72693198163ece9d90a721299e4fb3b8e24fd13141e384ad952724f"},
-]
-
-[package.dependencies]
-cmake = "*"
-filelock = "*"
-lit = "*"
-torch = "*"
-
-[package.extras]
-tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)"]
-tutorials = ["matplotlib", "pandas", "tabulate"]
-
 [[package]]
 name = "types-pyyaml"
 version = "6.0.12.11"
@@ -2429,20 +1984,6 @@ MarkupSafe = ">=2.1.1"
 [package.extras]
 watchdog = ["watchdog (>=2.3)"]
 
-[[package]]
-name = "wheel"
-version = "0.41.2"
-description = "A built-package format for Python"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "wheel-0.41.2-py3-none-any.whl", hash = "sha256:75909db2664838d015e3d9139004ee16711748a52c8f336b52882266540215d8"},
-    {file = "wheel-0.41.2.tar.gz", hash = "sha256:0c5ac5ff2afb79ac23ab82bab027a0be7b5dbcf2e54dc50efe4bf507de1f7985"},
-]
-
-[package.extras]
-test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
-
 [[package]]
 name = "xmltodict"
 version = "0.13.0"
@@ -2457,4 +1998,4 @@ files = [
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9, <3.10"
-content-hash = "4a737a3c7f91e1226a782c7799a3cb76d194c016b4702d6f213b21cbd62e88b8"
+content-hash = "d8c76026a0a5692cb21fd72814d180c6aa36e6d00b43eefc29e5f6f281d57045"
diff --git a/training/poetry.toml b/training/poetry.toml
deleted file mode 100644
index ab1033bd3..000000000
--- a/training/poetry.toml
+++ /dev/null
@@ -1,2 +0,0 @@
-[virtualenvs]
-in-project = true
diff --git a/training/pyproject.toml b/training/pyproject.toml
index 439f7295f..f20ed5b4b 100644
--- a/training/pyproject.toml
+++ b/training/pyproject.toml
@@ -12,8 +12,6 @@ django = "^4.2.3"
 django-ninja = "^0.22.2"
 scikit-learn = "^1.3.0"
 pandas = "^2.0.3"
-torch = ">=2.0.0, !=2.0.1"
-torchvision = "^0.15"
 firebase-admin = "^6.2.0"
 pre-commit = "^3.3.3"
 click = "^8.1.7"

From b53cc73736418adfe1d181ba9066b9c3bd3c2a18 Mon Sep 17 00:00:00 2001
From: karkir0003 <54720987+karkir0003@users.noreply.github.com>
Date: Mon, 18 Sep 2023 21:21:39 -0400
Subject: [PATCH 05/12] fix codeowners using github org project-leads team
 (#970)

* fix codeowners using github org project-leads team

* misspell

* misspell
---
 CODEOWNERS | 2 +-
 dlp-cli    | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/CODEOWNERS b/CODEOWNERS
index 008e903ed..43b524cd1 100644
--- a/CODEOWNERS
+++ b/CODEOWNERS
@@ -3,4 +3,4 @@
 # the contributors all will be requested for
 # review when someone opens a pull request.
 
-* @karkir0003 @farisdurrani @dwu359
+* @DSGT-DLP/project-lead 
diff --git a/dlp-cli b/dlp-cli
index 5119f20c8..ac534bab5 160000
--- a/dlp-cli
+++ b/dlp-cli
@@ -1 +1 @@
-Subproject commit 5119f20c8e7c096335fb68f03eee959d43c90495
+Subproject commit ac534bab5e929e275f10db33778100a00b0c7cae

From 19746828ae776da3ace4b7bab3b879d7877b4eb2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Mon, 18 Sep 2023 23:09:36 -0400
Subject: [PATCH 06/12] Bump cryptography from 41.0.2 to 41.0.3 in /backend
 (#961)

Bumps [cryptography](https://github.com/pyca/cryptography) from 41.0.2 to 41.0.3.
- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pyca/cryptography/compare/41.0.2...41.0.3)

---
updated-dependencies:
- dependency-name: cryptography
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Faris Durrani <afarisdurrani@gmail.com>
---
 backend/poetry.lock | 48 ++++++++++++++++++++++-----------------------
 1 file changed, 24 insertions(+), 24 deletions(-)

diff --git a/backend/poetry.lock b/backend/poetry.lock
index 0086c505d..f55751d08 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -865,34 +865,34 @@ test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 
 [[package]]
 name = "cryptography"
-version = "41.0.2"
+version = "41.0.3"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "cryptography-41.0.3-cp37-abi3-win_amd64.whl", hash = "sha256:a983e441a00a9d57a4d7c91b3116a37ae602907a7618b882c8013b5762e80574"},
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+    {file = "cryptography-41.0.3-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:67e120e9a577c64fe1f611e53b30b3e69744e5910ff3b6e97e935aeb96005858"},
+    {file = "cryptography-41.0.3-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:7efe8041897fe7a50863e51b77789b657a133c75c3b094e51b5e4b5cec7bf906"},
+    {file = "cryptography-41.0.3-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:ce785cf81a7bdade534297ef9e490ddff800d956625020ab2ec2780a556c313e"},
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+    {file = "cryptography-41.0.3-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:a74fbcdb2a0d46fe00504f571a2a540532f4c188e6ccf26f1f178480117b33c4"},
+    {file = "cryptography-41.0.3.tar.gz", hash = "sha256:6d192741113ef5e30d89dcb5b956ef4e1578f304708701b8b73d38e3e1461f34"},
 ]
 
 [package.dependencies]

From d67db19f331a6201bf12a0c1a6439116f37fa688 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 21 Sep 2023 20:12:05 -0400
Subject: [PATCH 07/12] Bump cryptography from 41.0.3 to 41.0.4 in /backend
 (#976)

Bumps [cryptography](https://github.com/pyca/cryptography) from 41.0.3 to 41.0.4.
- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pyca/cryptography/compare/41.0.3...41.0.4)

---
updated-dependencies:
- dependency-name: cryptography
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 backend/poetry.lock | 50 +++++++++++++++++++++++----------------------
 1 file changed, 26 insertions(+), 24 deletions(-)

diff --git a/backend/poetry.lock b/backend/poetry.lock
index f55751d08..253280d3a 100644
--- a/backend/poetry.lock
+++ b/backend/poetry.lock
@@ -865,34 +865,34 @@ test-no-images = ["pytest", "pytest-cov", "wurlitzer"]
 
 [[package]]
 name = "cryptography"
-version = "41.0.3"
+version = "41.0.4"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "cryptography-41.0.3-cp37-abi3-macosx_10_12_universal2.whl", hash = "sha256:652627a055cb52a84f8c448185922241dd5217443ca194d5739b44612c5e6507"},
-    {file = "cryptography-41.0.3-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:8f09daa483aedea50d249ef98ed500569841d6498aa9c9f4b0531b9964658922"},
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 ]
 
 [package.dependencies]
@@ -5207,11 +5207,13 @@ files = [
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From 90f5ac647b601327987b4ab013fa2d37f6e266c2 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 21 Sep 2023 20:12:29 -0400
Subject: [PATCH 08/12] Bump cryptography from 41.0.3 to 41.0.4 in /training
 (#975)

Bumps [cryptography](https://github.com/pyca/cryptography) from 41.0.3 to 41.0.4.
- [Changelog](https://github.com/pyca/cryptography/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pyca/cryptography/compare/41.0.3...41.0.4)

---
updated-dependencies:
- dependency-name: cryptography
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 training/poetry.lock | 68 ++++++++++++++++++++++++++++----------------
 1 file changed, 44 insertions(+), 24 deletions(-)

diff --git a/training/poetry.lock b/training/poetry.lock
index 86da1520c..978079114 100644
--- a/training/poetry.lock
+++ b/training/poetry.lock
@@ -320,34 +320,34 @@ test = ["flake8 (==3.7.8)", "hypothesis (==3.55.3)"]
 
 [[package]]
 name = "cryptography"
-version = "41.0.3"
+version = "41.0.4"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
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     {file = "PyYAML-6.0.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515"},
+    {file = "PyYAML-6.0.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290"},
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@@ -1609,8 +1620,15 @@ files = [
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+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28"},
+    {file = "PyYAML-6.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9"},
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+    {file = "PyYAML-6.0.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win32.whl", hash = "sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54"},
+    {file = "PyYAML-6.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df"},
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     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98"},
     {file = "PyYAML-6.0.1-cp36-cp36m-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c"},
@@ -1627,6 +1645,7 @@ files = [
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     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696"},
     {file = "PyYAML-6.0.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735"},
+    {file = "PyYAML-6.0.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6"},
     {file = "PyYAML-6.0.1-cp38-cp38-win32.whl", hash = "sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206"},
     {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
     {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
@@ -1634,6 +1653,7 @@ files = [
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     {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
     {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
     {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
     {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},

From 3632114a853a65d229c9da8258a4d5e6ebcdd809 Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Thu, 21 Sep 2023 20:12:57 -0400
Subject: [PATCH 09/12] Bump graphql from 16.8.0 to 16.8.1 in /serverless
 (#974)

Bumps [graphql](https://github.com/graphql/graphql-js) from 16.8.0 to 16.8.1.
- [Release notes](https://github.com/graphql/graphql-js/releases)
- [Commits](https://github.com/graphql/graphql-js/compare/v16.8.0...v16.8.1)

---
updated-dependencies:
- dependency-name: graphql
  dependency-type: indirect
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
---
 serverless/yarn.lock | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/serverless/yarn.lock b/serverless/yarn.lock
index e5cad2dc8..0c285750c 100644
--- a/serverless/yarn.lock
+++ b/serverless/yarn.lock
@@ -3696,9 +3696,9 @@ graphql-yoga@^3.9.0:
     tslib "^2.3.1"
 
 graphql@*:
-  version "16.8.0"
-  resolved "https://registry.yarnpkg.com/graphql/-/graphql-16.8.0.tgz#374478b7f27b2dc6153c8f42c1b80157f79d79d4"
-  integrity sha512-0oKGaR+y3qcS5mCu1vb7KG+a89vjn06C7Ihq/dDl3jA+A8B3TKomvi3CiEcVLJQGalbu8F52LxkOym7U5sSfbg==
+  version "16.8.1"
+  resolved "https://registry.yarnpkg.com/graphql/-/graphql-16.8.1.tgz#1930a965bef1170603702acdb68aedd3f3cf6f07"
+  integrity sha512-59LZHPdGZVh695Ud9lRzPBVTtlX9ZCV150Er2W43ro37wVof0ctenSaskPPjN7lVTIN8mSZt8PHUNKZuNQUuxw==
 
 has-flag@^3.0.0:
   version "3.0.0"

From 9f6d46b3ccacbb515b45082208deb772d1db2bb9 Mon Sep 17 00:00:00 2001
From: Faris Durrani <afarisdurrani@gmail.com>
Date: Thu, 21 Sep 2023 22:06:26 -0400
Subject: [PATCH 10/12] Updated logo (#977)

* Updated logo

* :art: Auto-generated directory tree for repository in Architecture.md

---------

Co-authored-by: farisdurrani <farisdurrani@users.noreply.github.com>
---
 .github/Architecture.md                       |   2 -
 frontend/public/dlp-logo.ico                  | Bin 34213 -> 4286 bytes
 frontend/public/dlp-logo.png                  | Bin 238096 -> 0 bytes
 frontend/public/dlp-logo.svg                  |   1 -
 .../images/logos/dlp_branding/dlp-logo.png    | Bin 249674 -> 6170 bytes
 .../images/logos/dlp_branding/dlp-logo.svg    |  17 +++++++-
 frontend/src/common/components/NavBarMain.tsx |  41 +++++++-----------
 7 files changed, 31 insertions(+), 30 deletions(-)
 delete mode 100644 frontend/public/dlp-logo.png
 delete mode 100644 frontend/public/dlp-logo.svg

diff --git a/.github/Architecture.md b/.github/Architecture.md
index 0e59b4cf4..1e3182ef0 100644
--- a/.github/Architecture.md
+++ b/.github/Architecture.md
@@ -203,9 +203,7 @@
 |  |  |  |  |- 📜 pytorch-logo.png
 |  |  |  |- 📜 demo_video.gif : GIF tutorial of a simple classification training session
 |  |  |- 📜 dlp-logo.ico : DLP Logo
-|  |  |- 📜 dlp-logo.svg : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
 |  |  |- 📜 index.html : Base HTML file that will be initially rendered
-|  |  |- 📜 dlp-logo.png : DLP Logo, duplicate of files in public, but essential as the frontend can't read public
 |  |  |- 📜 manifest.json : Default React file for choosing icon based on
 |  |  |- 📜 robots.txt
 |  |- 📂 layer_docs:
diff --git a/frontend/public/dlp-logo.ico b/frontend/public/dlp-logo.ico
index d3e0a593b37f36598da58bc5d3f13df868e6ee72..6b8650f4916eccbf34a6a00946bb0cb59adaa5f8 100644
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diff --git a/frontend/public/dlp-logo.svg b/frontend/public/dlp-logo.svg
deleted file mode 100644
index 30fe0140d..000000000
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+++ /dev/null
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+</g>
+</g>
+<defs>
+<clipPath id="clip0_13_95">
+<rect width="128" height="128" rx="30" fill="white"/>
+</clipPath>
+<clipPath id="clip1_13_95">
+<rect width="128" height="128" fill="white"/>
+</clipPath>
+</defs>
+</svg>
diff --git a/frontend/src/common/components/NavBarMain.tsx b/frontend/src/common/components/NavBarMain.tsx
index c045119b4..579746a9f 100644
--- a/frontend/src/common/components/NavBarMain.tsx
+++ b/frontend/src/common/components/NavBarMain.tsx
@@ -1,28 +1,23 @@
-import AppBar from "@mui/material/AppBar";
+import { useAppDispatch, useAppSelector } from "@/common/redux/hooks";
+import { isSignedIn, signOutUser } from "@/common/redux/userLogin";
+import ArrowDropDownIcon from "@mui/icons-material/ArrowDropDown";
 import { FormControlLabel, Icon, Switch } from "@mui/material";
-import Toolbar from "@mui/material/Toolbar";
-import Typography from "@mui/material/Typography";
-import MenuList from "@mui/material/Menu";
-import Container from "@mui/material/Container";
+import AppBar from "@mui/material/AppBar";
 import Button from "@mui/material/Button";
-import MenuItem from "@mui/material/MenuItem";
+import Container from "@mui/material/Container";
 import Grid from "@mui/material/Grid";
-import ArrowDropDownIcon from "@mui/icons-material/ArrowDropDown";
+import MenuList from "@mui/material/Menu";
+import MenuItem from "@mui/material/MenuItem";
 import Stack from "@mui/material/Stack";
+import Toolbar from "@mui/material/Toolbar";
+import Typography from "@mui/material/Typography";
 import storage from "local-storage-fallback";
+import Image from "next/image";
+import Link from "next/link";
 import React, { useEffect, useState } from "react";
 import { ThemeProvider } from "styled-components";
 import { URLs } from "../../constants";
 import DSGTLogo from "/public/images/logos/dlp_branding/dlp-logo.png";
-import { useAppDispatch, useAppSelector } from "@/common/redux/hooks";
-import {
-  UserType,
-  isSignedIn,
-  setCurrentUser,
-  signOutUser,
-} from "@/common/redux/userLogin";
-import Image from "next/image";
-import Link from "next/link";
 
 const NavbarMain = () => {
   const user = useAppSelector((state) => state.currentUser.user);
@@ -79,24 +74,19 @@ const NavbarMain = () => {
                   <Image
                     src={DSGTLogo}
                     alt="DSGT Logo"
-                    width={40}
-                    height={40}
+                    width={100}
+                    height={100}
                   />
                 </Icon>
                 <Typography
                   noWrap
                   className="d-flex align-items-center logo-title"
                   sx={{
-
-                  mr: 2,
-                   display: { xs: "none", md: "flex" },
-                   textDecoration: "none",
-
                     mr: 2,
                     display: { xs: "none", md: "flex" },
-                    fontWeight: "500",
                     textDecoration: "none",
-                    fontSize: "17px"
+                    fontWeight: "500",
+                    fontSize: "17px",
                   }}
                 >
                   Deep Learning Playground
@@ -174,7 +164,6 @@ const NavbarMain = () => {
                       </MenuItem>
                       <MenuItem divider>
                         <Link href="/learn" id="basic-nav-dropdown">
-
                           Learn
                         </Link>
                       </MenuItem>

From 38746a429e17d4fd0214761021a372602dfa60bc Mon Sep 17 00:00:00 2001
From: Noah <carterniver@yahoo.com>
Date: Thu, 21 Sep 2023 22:32:08 -0400
Subject: [PATCH 11/12] SST file upload (#978)

* Change endpoint URL

* Change endpoint URL
---
 .../src/features/Train/redux/trainspaceApi.ts | 32 ++++++++-----------
 1 file changed, 13 insertions(+), 19 deletions(-)

diff --git a/frontend/src/features/Train/redux/trainspaceApi.ts b/frontend/src/features/Train/redux/trainspaceApi.ts
index 5388b6f90..82c2e179e 100644
--- a/frontend/src/features/Train/redux/trainspaceApi.ts
+++ b/frontend/src/features/Train/redux/trainspaceApi.ts
@@ -36,40 +36,34 @@ const trainspaceApi = backendApi
       }),
       uploadDatasetFile: builder.mutation<
         null,
-        { dataSource: DATA_SOURCE; file: File }
+        { dataSource: DATA_SOURCE; file: File; url: string }
       >({
         queryFn: async ({ dataSource, file }, _, __, baseQuery) => {
-          const postObjResponse = await baseQuery({
-            url: "/api/s3/getUserDatasetFileUploadPresignedPostObj",
-            method: "POST",
-            body: {
-              name: file.name,
-              data_source: dataSource.toLowerCase(),
-            },
+          const getObjResponse = await baseQuery({
+            url: `/api/lambda/datasets/user/${dataSource}/${file.name}/presigned_upload_url`,
+            method: "GET",
           });
-          if (postObjResponse.error) {
-            return { error: postObjResponse.error };
+          if (getObjResponse.error) {
+            return { error: getObjResponse.error };
           }
-          const postObj = postObjResponse.data as {
-            presigned_post_obj: { url: string; fields: Record<string, string> };
+          const getObj = getObjResponse.data as {
+            data: string;
+            message: string;
           };
+          const getObjUrl = getObj.data;
           const formData = new FormData();
-          for (const [key, value] of Object.entries(
-            postObj.presigned_post_obj.fields
-          )) {
-            formData.append(key, value);
-          }
           formData.append("file", file);
           const uploadQuery = fetchBaseQuery();
           const response = await uploadQuery(
             {
-              url: postObj.presigned_post_obj.url,
-              method: "POST",
+              url: getObjUrl,
+              method: "PUT",
               body: formData,
             },
             _,
             __
           );
+
           if (response.error) {
             return { error: response.error };
           }

From f3c7cd51a1f38b786a1ccab7b00212833641abe3 Mon Sep 17 00:00:00 2001
From: karkir0003 <54720987+karkir0003@users.noreply.github.com>
Date: Thu, 21 Sep 2023 23:45:06 -0400
Subject: [PATCH 12/12] pull request template (#981)

---
 .github/pull_request_template.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index 5b4a55ffc..4c6584a76 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -1,5 +1,6 @@
 # Title of Pull Request HERE
 
+Github Issue Number Here: <YOUR_GITHUB_ISSUE_NUMBER_HERE (include the hashtag)>
 **What user problem are we solving?**
 
 **What solution does this PR provide?**