chronos-forecasting/scripts/evaluation/results/chronos-bolt-base-zero-shot.csv
Abdul Fatir 72ab64166c
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 17:47:14 +01:00

2.1 KiB

1datasetmodelMASEWQL
2ETThamazon/chronos-bolt-base0.74791540319566470.07062173821055001
3ETTmamazon/chronos-bolt-base0.63343572375122250.052261607745858835
4dominickamazon/chronos-bolt-base0.85602724799139180.3453573743726445
5ercotamazon/chronos-bolt-base0.69332174255073920.02142183038021456
6exchange_rateamazon/chronos-bolt-base1.70951762574126340.01200682136751536
7m4_quarterlyamazon/chronos-bolt-base1.22446700105229070.0771066518089854
8m4_yearlyamazon/chronos-bolt-base3.5137520585415540.12142798053483984
9m5amazon/chronos-bolt-base0.91522300964638540.561999688057527
10monash_australian_electricityamazon/chronos-bolt-base0.74032399301856130.03584034231329335
11monash_car_partsamazon/chronos-bolt-base0.85502639124383140.9945122291263591
12monash_cif_2016amazon/chronos-bolt-base0.99885418627799040.016456104842296485
13monash_covid_deathsamazon/chronos-bolt-base38.9017491090664150.047410971217640714
14monash_fred_mdamazon/chronos-bolt-base0.64687877087956450.04185083716355386
15monash_hospitalamazon/chronos-bolt-base0.68831383944340540.057032869931903894
16monash_m1_monthlyamazon/chronos-bolt-base1.09976774462678550.1392311148066238
17monash_m1_quarterlyamazon/chronos-bolt-base1.77378519808755630.1007118219350403
18monash_m1_yearlyamazon/chronos-bolt-base4.4046725378323420.1504617654430952
19monash_m3_monthlyamazon/chronos-bolt-base0.85106968348781820.09269673913736748
20monash_m3_quarterlyamazon/chronos-bolt-base1.28909088225984660.07615133571216029
21monash_m3_yearlyamazon/chronos-bolt-base2.90670979807700820.12934285625258413
22monash_nn5_weeklyamazon/chronos-bolt-base0.91587663379574510.08352114810139548
23monash_tourism_monthlyamazon/chronos-bolt-base1.52833884587313570.09026425492612797
24monash_tourism_quarterlyamazon/chronos-bolt-base1.7561270055300110.06448060953595125
25monash_tourism_yearlyamazon/chronos-bolt-base3.6915457724635190.16548820700844424
26monash_trafficamazon/chronos-bolt-base0.78433108677393360.23148632068725078
27monash_weatheramazon/chronos-bolt-base0.81152471396723160.13350830777170594
28nn5amazon/chronos-bolt-base0.57640849963612870.1500519584148468