Uni2ts

Latest version: v1.2.0

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1.2.0

We are happy to announce the Uni2TS 1.2.0 release. In this version, we provide the code for [Moirai-MoE](https://arxiv.org/abs/2410.10469) which is our latest model. The model weights can be downloaded from huggingface: [small](https://huggingface.co/Salesforce/moirai-moe-1.0-R-small) and [base](https://huggingface.co/Salesforce/moirai-moe-1.0-R-base).

Besides Moirai-MoE, we also provide more evaluation files to facilite the evaluation for some foundation models (e.g., Chronos, TimesFM, VisionTS). Meanwhile, of course, some enhancements and fixes (e.g., save huggingface checkpoint, training resume) are contained in this version :)

What's Changed in the Codebase

Moirai-MoE
* update for moirai-moe by liuxu77 in https://github.com/SalesforceAIResearch/uni2ts/pull/139
* Update readme file by liuxu77 in https://github.com/SalesforceAIResearch/uni2ts/pull/140
* update readme and notebooks for moe by liuxu77 in https://github.com/SalesforceAIResearch/uni2ts/pull/142

More Evaluation files
* Evaluate chronos on monash by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/72
* update evaluation code and scripts by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/113
* Scripts and code to evaluate timesfm by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/119
* add VisionTS scripts and code by Keytoyze in https://github.com/SalesforceAIResearch/uni2ts/pull/120
* fix VisionTS context len issue by Keytoyze in https://github.com/SalesforceAIResearch/uni2ts/pull/124

Enhancements and Fixes
* Add ckpt_path config to resume training by gorold in https://github.com/SalesforceAIResearch/uni2ts/pull/67
* Documentation by gorold in https://github.com/SalesforceAIResearch/uni2ts/pull/71
* Change to python3 for black in pre-commit by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/73
* add config file for lightning checkpoint by gorold in https://github.com/SalesforceAIResearch/uni2ts/pull/96
* change the version name and the project name for pypi by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/106
* Implement a new callback HugginfaceCheckpoint by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/109
* Manually set 'freq' for specific datasets by zqiao11 in https://github.com/SalesforceAIResearch/uni2ts/pull/110
* Update README and config files with Moirai-1.1-R and fix Moirai-1.0-R model weights by gorold in https://github.com/SalesforceAIResearch/uni2ts/pull/111
* update ipynb examples with 1.1 models by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/112
* update readme by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/131
* update README by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/152
* update version by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/153
* Update __init__.py adding version by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/155
* update workflows by liu-jc in https://github.com/SalesforceAIResearch/uni2ts/pull/157, https://github.com/SalesforceAIResearch/uni2ts/pull/158

New Contributors
* liu-jc made their first contribution in https://github.com/SalesforceAIResearch/uni2ts/pull/72
* zqiao11 made their first contribution in https://github.com/SalesforceAIResearch/uni2ts/pull/110
* Keytoyze made their first contribution in https://github.com/SalesforceAIResearch/uni2ts/pull/120
* liuxu77 made their first contribution in https://github.com/SalesforceAIResearch/uni2ts/pull/139

**Full Changelog**: https://github.com/SalesforceAIResearch/uni2ts/compare/1.1.0...1.2.0

1.1.0

New features

Add hparams context manager, allowing for adjusting hparams of MoiraiForecast without reloading the model ([20](https://github.com/SalesforceAIResearch/uni2ts/pull/20)) by gorold
Update MoiraiModule to subclass PyTorchModelHubMixin, enabling download stats tracking ([39](https://github.com/SalesforceAIResearch/uni2ts/pull/39)) by gorold

Fixes

Fix bug in MultiOutSizeLinear which masked certain outputs, impacting predictions of patch size 8 and 16 in the current pre-trained model ([46](https://github.com/SalesforceAIResearch/uni2ts/pull/46)) by gorold
Fix the handling of offset for long dataframes ([48](https://github.com/SalesforceAIResearch/uni2ts/pull/48)) by gorold
Fix mask_length argument for MoiraiFinetune ([49](https://github.com/SalesforceAIResearch/uni2ts/pull/49)) by gorold


Other Changes

Updated cli.eval script to be more similar with training script ([4](https://github.com/SalesforceAIResearch/uni2ts/pull/4)) by gorold
Added a Project Page for Moirai-1.0-R with instructions to reproduce paper results ([17](https://github.com/SalesforceAIResearch/uni2ts/pull/17)) by gorold
Update example notebooks with instructions for forecasting with exogenous variables ([35](https://github.com/SalesforceAIResearch/uni2ts/pull/35)) by chenghaoliu89

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