---
library_name: flowmatic
tags:
- flowmatic
- smart-city
- time-series
- astana
- patchtst_forecast
license: apache-2.0
---

# flowmatic-astana-patchtst-density-forecaster

Forecast smart-city sensor values for core processing-unit routing and prediction.

## Model summary

| Field | Value |
| --- | --- |
| Architecture | `patchtst_forecast` |
| Dataset | `astana` |
| Source checkpoint | `q1_astana_patchtst_density_forecaster` |
| Test metrics | `{"test_loss": 0.3425562016270305, "test_mae": 0.3431200683116913, "test_rmse": 0.5852830410003662}` |

## Files

- `model.safetensors` — primary weights
- `model.torchscript.pt` — TorchScript export (when present)
- `metadata.json` — schema, scaler, metrics
- `model_card.md` — training card

## Usage in Flowmatic

Deploy in the Core Unit with model ID `flowmatic-astana-patchtst-density-forecaster` (prefixed by your Hugging Face username in the UI).

Inference is routed through Flowmatic's model-inference service using your organization Hugging Face token.