flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

GPL-3.0 License

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flow-forecast - Flow Forecast 1.0 Latest Release

Published by isaacmg 10 months ago

flow-forecast - Release FF-3.10.4

Published by isaacmg over 2 years ago

flow-forecast - FF_3.10 + Error fixes

Published by isaacmg over 2 years ago

flow-forecast - FF Infer + Classification Support

Published by isaacmg over 2 years ago

flow-forecast - FF Python 3.10

Published by isaacmg over 2 years ago

flow-forecast - Version + Backwards Compatiblity

Published by isaacmg over 2 years ago

flow-forecast - Bug fixes and df ingestion

Published by isaacmg over 2 years ago

flow-forecast - Flow Forecast v0.991 Stable

Published by isaacmg almost 3 years ago

This release adds support for the following:

  • Focal Loss function for imbalanced classification and anomaly detection.
  • Allows training using multiple criterion (experimental support)
  • Fixes bug related to training the Informer model

We are aiming for NYE release of Flow Forecast 1.0.

flow-forecast - Flow Forecast 0.984

Published by isaacmg about 3 years ago

This (pre)-release accomplishes the following items

  • Fixes bug in the Informer decoding process
  • Adds support for time series classification
  • Creates docstrings and additional ReadTheDocs documentation

We are very close to release 1.0 which should be out before October.

flow-forecast - Flow Forecast 0.98

Published by isaacmg over 3 years ago

Change Log

  • Support for using SHAP with the Informer in CPU mode
  • Fixes several bugs related to handling of Informer info
  • Increased GPU utilization for specific models
  • Fix for a PyPi related versioning error.
  • Fixes a bug related to Wandb and SHAP.

Coming in version 0.99

  • GPU support for Informer with SHAP
  • Gaussian Loss bug fixes
  • Addition of series_id for core data loaders.
flow-forecast - Resolve PyPi Issue

Published by isaacmg over 3 years ago

flow-forecast - Full Informer support + modified docstrings

Published by isaacmg over 3 years ago

flow-forecast - Wandb fixes and Consolidated Config

Published by isaacmg over 3 years ago

Fix an issue related to dependencies and allow for the using of a single config file. Also gets rid of requiring batch_size in the config. No long config dataset_params.

  • Informer support for SHAP will be in next release
flow-forecast - Informer Support

Published by isaacmg over 3 years ago

This release adds support for Informer models.

flow-forecast - Multitask Forecasting Support + DilateLoss bug fixes

Published by isaacmg over 3 years ago

In this release we add several important bug fixes and new features.

flow-forecast - Loss bug fixes + Auto support + Version

Published by isaacmg almost 4 years ago

flow-forecast - Improved test coverage and parameters

Published by isaacmg almost 4 years ago

flow-forecast - Flow Release

Published by isaacmg almost 4 years ago

This release includes general updates to dependencies and some inference mode support.

flow-forecast - Extensions to DA-RNN

Published by isaacmg about 4 years ago

flow-forecast - Metadata support + GCS

Published by isaacmg about 4 years ago

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