Update README.md

fix: set height for overview image in demo layout

feat: reorganise layout

fix: add no_grad context to regressor inference and increase GPU duration

feat: add overview image, update app layout

fix: reduce GPU duration from

feat: refactor process_button click handler

fix: init cuda in main

fix: move state vec to cpu before returning to main

fix: add missing comma

fix lambda handling

fix: update lambda functions in infer_chain for better argument handling

insert debug messages

fix: comment out GPU decorator in render function

specify cud-bindings version

fix: update extra-index-url for PyTorch to cu126

try different version

fix: update extra-index-url for PyTorch to cu129

try older numba

fix: update extra-index-url for PyTorch to cu128

fix: specify numba-cuda version in requirements

fix: add numba-cuda to requirements

feat: refactor inference logic into infer_chain function with GPU decorator

feat: integrate zeroGPU decorator for inference and render functions

fix: specify versions for torch

feat: replace device path reading with environment variable fallback

fix: ensure input tensor has a single channel by averaging if necessary

refactor: remove unused imports in encoder.py

update ignore

refactor: use modules from the dataset repo

add presets directory to .gitignore

fix: update fx_config.yaml path in app.py

use preset dataset on huggingface

feat: integrate AFx-Rep model downloading using huggingface_hub

add lightning dependency

remove comment

try older version torchlpc

feat: visualisation

refactor: restructure layout

fix: only use internal cov for st-ito

feat: add regression model and update inference methods

feat: report progress

feat: read device configuration from DEVICE.txt for dynamic device management

feat: read device configuration from DEVICE.txt

update app.py

fix: use frequency sampling to avoid nan on CPU backend

feat: enable cuda device option

feat: allow configurable optimiser type in one_evaluation function

update requirements

update app.py