restore HF Space README header

Docker file rebuild attempt 2

force rebuild with model 6_19

Updated Best Model 0.7023 Dice

Commented app.py

Commenting Files & Improved Streamlit Dashboard UI

Remove outdated flowchart from README and update demo link

Updating Architecture Readme

Updated Architecture Subseection in Readme

Updated Model Checkpoint & Readme

Add detailed flowchart for segmentation process in README

Added README & Model_Card

Remove unused imports from app.py and streamlit_app.py

Updated actions to v4/v5 to fix node deprecation

add GitHub Actions CI and unit tests

fix file buffer position for segment_data

Add file write verification in segment_data endpoint

Fixed fil buff for segment_data upload

Update requirements.txt

Fixed empty file isue in segment_data endpoint

revert to pytorch base image

Refactor model download logic in download_model.py to include error handling and file size reporting

Forcing rebuidl

force rebuild with updated model

Verifying Model Implementation

update to tversky liver model 0.6968 Dice

Refactor segmentation logic in app.py to use softmax probabilities for tumor detection with adjusted thresholds; update data_pipeline.ipynb to incorporate TverskyLoss and modify loss function; enhance streamlit_app.py to reflect changes in voxel labeling; added test.ipynb for tumor voxel counting in segmentation labels.

Add file size check for uploads and update warnings for HF free tier limits

Updated to liver tumor model 0.71 dice

Reduced DownSampling for 3D Viewer

Added 3D Mesh Surface & Attempting to Fix Requirements

added 3D Volume Viewer with plotly

initialize session state variables

Refactor MLflow metrics panel to use hardcoded values for now

Hotfixed MLFlow Metrics

initialize session state variables

add minimal streamlit requirements

pin 3.11 instead of 3.12

pin python 3.11 for streamlit cloud

set default API URL to HF Space for cloud deployment

Streamlit Dashboard Work

add slice-by-slice interactive viewer

Syncing HuggingFace work from 5/24

switch to CPU for HF deployment

fix model repo id

remove checkpoints copy from Dockerfile

load model from HF hub at startup

fix HF space configuration

Add Dockerfile, docker-compose.yml, and requirements.txt for containerization and dependencies management

API Endpoint Development