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chronos-forecasting/scripts/evaluation/results/chronos-bolt-tiny-in-domain.csv

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:zap: Add support for Chronos-Bolt models (#204) *Issue #, if available:* N/A *Description of changes:* This PR adds support for Chronos-Bolt models. TODOs: - [x] Update evaluation script - [x] Fix and add tests for Bolt - [x] Update docstrings - [x] Update README example and mention Chronos-Bolt - [x] Update results bar plot in README - [x] Add versions for libraries in `pyproject.toml` - [x] Check that the training and eval scripts work - [x] Change `autogluon` -> `amazon` in model names Post Merge: - [ ] Update Citation style in README, both Github and HuggingFace repos - [ ] Remove note about AutoGluon - [ ] Update READMEs of original Chronos models to refer to Chronos-Bolt NOTE: To be merged after Chronos-Bolt models are available under the `amazon` namespace on HF. By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice. --------- Co-authored-by: Abdul Fatir Ansari <ansarnd@amazon.de> Co-authored-by: Caner Turkmen <turkmen.ac@gmail.com> Co-authored-by: Lorenzo Stella <stellalo@amazon.com>
2024-11-26 16:47:14 +00:00
dataset,model,MASE,WQL
electricity_15min,amazon/chronos-bolt-tiny,0.4676384089765091,0.0861229808117837
m4_daily,amazon/chronos-bolt-tiny,3.1789994761356795,0.020961883512815756
m4_hourly,amazon/chronos-bolt-tiny,0.9348005698736752,0.021087527284114574
m4_monthly,amazon/chronos-bolt-tiny,0.965298729632761,0.0950380483243082
m4_weekly,amazon/chronos-bolt-tiny,2.261575511029903,0.04093653263178429
monash_electricity_hourly,amazon/chronos-bolt-tiny,1.5739346351263623,0.10808418398945202
monash_electricity_weekly,amazon/chronos-bolt-tiny,1.8628689103722829,0.05773335283584782
monash_kdd_cup_2018,amazon/chronos-bolt-tiny,0.6869549985391232,0.28012801092758166
monash_london_smart_meters,amazon/chronos-bolt-tiny,0.7284234905933779,0.33496438244693033
monash_pedestrian_counts,amazon/chronos-bolt-tiny,0.32338947321773864,0.2530637833749087
monash_rideshare,amazon/chronos-bolt-tiny,0.8562780835002918,0.1304317657933891
monash_temperature_rain,amazon/chronos-bolt-tiny,0.9030707620825977,0.6064087080755548
taxi_30min,amazon/chronos-bolt-tiny,0.9122159603256838,0.28002194370731626
uber_tlc_daily,amazon/chronos-bolt-tiny,0.9087055420190513,0.11193388685815164
uber_tlc_hourly,amazon/chronos-bolt-tiny,0.6716569179590032,0.15310845458208555
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