- PredictionResponse::status was missing in prediction_response()
- Prefix preprocess_start with underscore for unused variable warning
Co-Authored-By: Claude <noreply@anthropic.com>
Files on HF hub sit at repo root (model.onnx, etc.),
not in model/ subfolder. Fix download script to copy
each file to the correct subdirectory expected by Docker.
Co-Authored-By: Claude <noreply@anthropic.com>
- Integrate Convolutional Block Attention Module (CBAM) for improved feature focus
- Implement temperature scaling and confidence-based status reporting
- Automate dataset acquisition using kagglehub
- Update ONNX opset to 18 and refine preprocessing validation
- Import `useUiStore` into `main-layout.tsx` to access the global sidebar state.
- Add an `onClick` event listener to the main content wrapper.
- Automatically close the sidebar if it is expanded and the user clicks outside of it.
- Enhance overall UX by providing a more intuitive, frictionless way to dismiss the navigation menu.
- Update the `onClick` handler for navigation links in `sidebar.tsx` to use `!isSidebarOpen` instead of a hardcoded boolean.
- Enable navigation items to act as smart toggles: expanding the sidebar when clicked in collapsed mode, and collapsing it when clicked in expanded mode.
- Improve overall user experience by reducing the need to manually click the main toggle button.
- Move `isSidebarOpen` state from local component (`useState`) to global Zustand store (`ui-store.ts`).
- Fix an issue where the sidebar would incorrectly reset to its default closed state when navigating between routes (e.g., to the Telemetry page) due to component remounting.
- Ensure consistent sidebar toggle behavior across the entire dashboard application.
- Update `isSidebarOpen` initial state from true to false in `sidebar.tsx`.
- Ensure the sidebar starts in a mini/collapsed mode when the dashboard is first loaded to provide more space for the main content.
- No need to install TensorFlow (3GB) — just pip install huggingface_hub
- Download pre-built model.onnx directly (saved from notebook export)
- Cuts CI time from ~10 min to ~30 seconds
Co-Authored-By: Claude <noreply@anthropic.com>
- Verify HF_TOKEN exists before attempting download
- Group CI log output for readability
- Use os.environ['HF_TOKEN'] instead of .get() to fail fast
Co-Authored-By: Claude <noreply@anthropic.com>
- Remove binary model artifacts tracked in repo (.tflite, saved_model, tfjs model.json)
- CI now downloads best_model.keras from Hugging Face Hub (MythEclipse2737/corn-leaf-disease-classifier)
- Add save_model.py step before convert_onnx.py in CI pipeline
- Remove LFS patterns from .gitattributes (no longer needed)
- Remove lfs:true from checkout action
The model is fetched at CI time using HF_TOKEN secret — no large
binary files stored in git.
Co-Authored-By: Claude <noreply@anthropic.com>
- Add dep to requirements.txt
- Non-Colab path: download dataset_jagung.zip from Drive using file ID
if not present locally, then extract as usual
- Keeps Colab path unchanged (drive.mount)
Co-Authored-By: Claude <noreply@anthropic.com>
Notable changes:
- Add .gitattributes for LFS tracking on ML model artifacts
- Add AuthGuard to all protected routes + login/register/logout flow
- Add collapsible Sidebar replacing old Navbar
- Redesign MainLayout with sidebar + mobile header
- Add password show/hide toggle to AuthForm
- Add Logout button to MobileNav
- Update footer credit to ATLAS Project - Pijak x IBM SkillsBuild
- Update deploy.yml: generate ONNX in CI (vs HuggingFace download)
- Remove deprecated ML scripts (download/upload model .sh, .gitignore)
- Remove stale MEMORY.md
- Add ML model artifacts (TFLite, SavedModel, TFJS)
- Update notebook.ipynb training pipeline
Co-Authored-By: Claude <noreply@anthropic.com>
- Import `Date` object to dynamically fetch the current year for the copyright notice.
- Ensure the footer always displays the correct year without manual updates.
- Sync `MobileNav` items and icons with desktop `Sidebar` for consistency.
- Standardize menu icons using `lucide-react` across all navigation components.
- Add a spacer div in `main-layout.tsx` to ensure proper bottom spacing between content and the fixed footer.
- Remove redundant 'aria-hidden' attribute in `MobileNav` to fix accessibility warnings.
- Fix 'Logout' button layout in mobile menu for better responsiveness.
- Introduce `showPassword` state in the `AuthForm` component to allow users to show or hide their password.
- Implement `Eye` and `EyeOff` icons from `lucide-react` for the toggle button UI.
- Change password input type dynamically between 'password' and 'text'.
- Clean up unused `eye` icon import from `login-page.tsx`.
- Create a new `Sidebar` component for desktop with collapse/mini-sidebar feature.
- Rename `navbar.tsx` to `mobile-header.tsx` to better reflect its mobile-specific purpose.
- Synchronize icons (from lucide-react) and menu labels between desktop `Sidebar` and touch-based `MobileNav`.
- Fix 'Logout' button sizing in the mobile menu by removing forced margins for better responsiveness on narrow screens.
- Remove conflicting 'aria-hidden' attribute in MobileNav to resolve browser accessibility (a11y) warnings.
- Add a spacer in `main-layout.tsx` to prevent the bottom content from being overlapped by the fixed Footer.
Introduce a `valueFormatter` prop to the `ChartCard` component to allow
customized data presentation in tooltips. This enables more readable
units for specific metrics, such as converting bytes to MiB or
seconds to milliseconds.
Rewrite the telemetry page logic to bypass the custom proxy API in
favor of direct Prometheus queries.
- Implement `queryRange` and `queryInstant` helpers for Prometheus API
- Replace `TelemetryAPI` client with direct fetch calls to Prometheus
- Update data fetching logic to use standard Prometheus query parameters
- Simplify state management and data transformation for charts
Add a comprehensive telemetry dashboard page featuring real-time
system statistics and metric visualization using recharts.
- Integrate recharts for area and bar chart rendering
- Implement TelemetryAPI client for stats, discovery, and chart data
- Add dashboard UI with stat cards and responsive charts
- Remove legacy nginx sub_filter proxy configuration in favor of
direct API communication to telemetry.imrnes.team
- Add LogoutProses function in app.tsx to destroy session via apiClient.logout() and clear user state
- Apply <AuthGuard> to private routes (/dashboard, /scan, /expert/reviews, etc.) to prevent unauthorized access
- Update the "Logout" button design in Navbar and MobileNav with a red accent and LogOut icon
- Fix vulnerability allowing direct URL access to the dashboard by bypassing login
