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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-bolt-mini,0.44185193304080733,0.0731477927531107
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m4_daily,amazon/chronos-bolt-mini,3.1342608828747456,0.0206872246743766
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m4_hourly,amazon/chronos-bolt-mini,0.9218285923038745,0.024383114886067574
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m4_monthly,amazon/chronos-bolt-mini,0.9628339921394529,0.09502498697494888
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m4_weekly,amazon/chronos-bolt-mini,2.2330452369879255,0.039393515325238534
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monash_electricity_hourly,amazon/chronos-bolt-mini,1.6195944363428718,0.11468972600782207
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monash_electricity_weekly,amazon/chronos-bolt-mini,1.866105365159433,0.06019900031840434
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monash_kdd_cup_2018,amazon/chronos-bolt-mini,0.74790954883436,0.3012661161484388
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monash_london_smart_meters,amazon/chronos-bolt-mini,0.7187830347765344,0.32984510693830227
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monash_pedestrian_counts,amazon/chronos-bolt-mini,0.308633944815819,0.23331301029432483
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monash_rideshare,amazon/chronos-bolt-mini,0.818948044410056,0.1297966960374544
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monash_temperature_rain,amazon/chronos-bolt-mini,0.9035244443682741,0.605031064086567
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taxi_30min,amazon/chronos-bolt-mini,0.812010120941363,0.25232294549917317
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uber_tlc_daily,amazon/chronos-bolt-mini,0.8507256206478295,0.10101757743084538
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uber_tlc_hourly,amazon/chronos-bolt-mini,0.6685484898085609,0.1515245941548974
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