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https://github.com/amazon-science/chronos-forecasting
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72ab64166c
*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>
16 lines
1.2 KiB
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16 lines
1.2 KiB
Text
dataset,model,MASE,WQL
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electricity_15min,amazon/chronos-t5-tiny,0.5091784254243783,0.08236334376190152
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m4_daily,amazon/chronos-t5-tiny,3.203164895930929,0.022152192084951595
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m4_hourly,amazon/chronos-t5-tiny,0.8171321441164723,0.027490760558343874
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m4_monthly,amazon/chronos-t5-tiny,1.005839207921131,0.10388015368939435
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m4_weekly,amazon/chronos-t5-tiny,2.2148332313370735,0.043429655561156084
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monash_electricity_hourly,amazon/chronos-t5-tiny,1.6190021089002615,0.10967453530956882
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monash_electricity_weekly,amazon/chronos-t5-tiny,2.0774597917676734,0.08159998975612164
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monash_kdd_cup_2018,amazon/chronos-t5-tiny,0.6730886827096076,0.2616610603634618
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monash_london_smart_meters,amazon/chronos-t5-tiny,0.8830447519225436,0.4499607073491794
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monash_pedestrian_counts,amazon/chronos-t5-tiny,0.3042105240185045,0.23387631681117071
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monash_rideshare,amazon/chronos-t5-tiny,0.8431350112476247,0.1378817076926394
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monash_temperature_rain,amazon/chronos-t5-tiny,0.9887398447367799,0.6957797286648015
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taxi_30min,amazon/chronos-t5-tiny,1.035544060665179,0.3450476958104713
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uber_tlc_daily,amazon/chronos-t5-tiny,0.93025919000775,0.1105323649942084
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uber_tlc_hourly,amazon/chronos-t5-tiny,0.697558054147913,0.16320255844336232
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