README.md

metadata

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.