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chronos-forecasting/scripts/evaluation/results/chronos-bolt-small-zero-shot.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
ETTh,amazon/chronos-bolt-small,0.792521748651108,0.07590654063011319
ETTm,amazon/chronos-bolt-small,0.6209623928936988,0.05056189722606397
dominick,amazon/chronos-bolt-small,0.8706134610400587,0.34811141409475416
ercot,amazon/chronos-bolt-small,0.7562857616685997,0.02596064260343696
exchange_rate,amazon/chronos-bolt-small,1.774835301692689,0.011363548847621512
m4_quarterly,amazon/chronos-bolt-small,1.2478142413437487,0.07808795122806232
m4_yearly,amazon/chronos-bolt-small,3.6925595655002574,0.12772564181388502
m5,amazon/chronos-bolt-small,0.9195435643571084,0.5668430814831332
monash_australian_electricity,amazon/chronos-bolt-small,0.8128424798841111,0.041509852162861564
monash_car_parts,amazon/chronos-bolt-small,0.8584574663781737,1.0074689402521324
monash_cif_2016,amazon/chronos-bolt-small,1.0182471909074982,0.01581964877692293
monash_covid_deaths,amazon/chronos-bolt-small,36.467595559655145,0.0427382859406882
monash_fred_md,amazon/chronos-bolt-small,0.6132863794635253,0.03730410577241995
monash_hospital,amazon/chronos-bolt-small,0.6954489513780618,0.058119864671526154
monash_m1_monthly,amazon/chronos-bolt-small,1.1277621848099244,0.1335656174632902
monash_m1_quarterly,amazon/chronos-bolt-small,1.8356144904231688,0.09363028483838018
monash_m1_yearly,amazon/chronos-bolt-small,5.098146069746402,0.15669928873371905
monash_m3_monthly,amazon/chronos-bolt-small,0.8685125121306435,0.09396568468255145
monash_m3_quarterly,amazon/chronos-bolt-small,1.3269103591066727,0.07691022995374203
monash_m3_yearly,amazon/chronos-bolt-small,3.40993282700627,0.1547639821304127
monash_nn5_weekly,amazon/chronos-bolt-small,0.9266513350636507,0.08452821221908001
monash_tourism_monthly,amazon/chronos-bolt-small,1.6106732721197876,0.09362336754317802
monash_tourism_quarterly,amazon/chronos-bolt-small,1.8357819365308639,0.06734337535269994
monash_tourism_yearly,amazon/chronos-bolt-small,3.8963100495394194,0.16766064312072784
monash_traffic,amazon/chronos-bolt-small,0.8598507749866499,0.25173786112983054
monash_weather,amazon/chronos-bolt-small,0.8020408743877911,0.13258563963844888
nn5,amazon/chronos-bolt-small,0.5833047644729239,0.15066847836762787
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