| --- |
| title: Skyloom Karachi AQI Forecaster |
| emoji: 🌫️ |
| colorFrom: blue |
| colorTo: yellow |
| sdk: gradio |
| sdk_version: 6.16.0 |
| app_file: app.py |
| pinned: false |
| license: apache-2.0 |
| --- |
| |
| # Skyloom: AQI Forecasting for Karachi |
|
|
| [](https://huggingface.co/spaces/mahwizzzz/skyloom) |
|
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| **Skyloom** uses a fine‑tuned TimesFM‑2.5 model to predict hourly Air Quality Index (AQI) in Karachi, Pakistan. |
| Just provide past AQI values (CSV or comma‑separated) and get a 24‑72 hour forecast with interactive visualisation. |
|
|
| ## Features |
| - ✅ **Easy input**: paste values or upload CSV |
| - ✅ **Custom horizon**: 1 to 72 hours ahead |
| - ✅ **Interactive Plotly chart** with past vs forecast |
| - ✅ **Fast inference** (runs on CPU or GPU) |
|
|
| ## Model Performance |
| - **Test MAE**: 5.18 |
| - **Test sMAPE**: 5.46% |
| - **Test MASE**: 0.4687 |
|
|
| ## Citation |
| If you use this Space or the underlying model, please cite the [model card](https://huggingface.co/mahwizzzz/skyloom). |
|
|
| --- |
| Built with [Gradio](https://gradio.app) and [Transformers](https://huggingface.co/docs/transformers). |
