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2.2.0

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@abdulfatir abdulfatir released this 08 Dec 14:16
· 9 commits to main since this release

🚀 What's New?

  • Support for low-rank adaption (LoRA) fine-tuning
  • Optimized dataframe operations, making predict_df significantly faster than before

🐛 Bug Fixes and Enhancements

  • Removed assert on batch size in multi-GPU environments
  • Added option to skip dataframe validation in predict_df
  • Chronos-2: Renamed predict_batches_jointly to cross_learning for clarity
  • Chronos-2: Added option to specify callbacks in fit
  • Chronos-2: Handle prediction_length < 3 for case where future_df is provided

What's Changed

  • Chronos-2: Convert assert about batch size to warning by @abdulfatir in #392
  • Fix link in Chronos-Bolt tutorial notebook entry by @shchur in #396
  • Optimize convert_df_input_to_list_of_dicts_input and validate_df_inputs by @shchur in #395
  • Chronos-2: Add LoRA fine-tuning support by @abdulfatir in #393
  • Chronos-2: Add option to skip dataframe validation in predict_df by @abdulfatir in #400
  • Fix potential crash due to unbound local in df_utils by @abdulfatir in #404
  • Chronos-2: Add option to specify callbacks in fit by @abdulfatir in #405
  • Handle prediction_length below 3 by @shchur in #407
  • Chronos-2: set default dataloader_num_workers=0 in Trainer by @abdulfatir in #409
  • Chronos-2: Add option to remove PrinterCallback by @abdulfatir in #410
  • Bump version to 2.2.0rc3 by @abdulfatir in #411
  • Chronos-2: Do not catch exceptions in predict_fev when fine-tuning by @abdulfatir in #417
  • Chronos-2: Rename predict_batches_jointly to cross_learning by @abdulfatir in #418
  • Chronos-2: Update context_length if fine-tuned with longer than default by @abdulfatir in #419
  • Chronos-2: Ensure updated chronos_config is saved after fine-tuning by @abdulfatir in #420
  • Chronos-2: Handle missing 'peft' and lora_config specified by @abdulfatir in #421
  • Bump version from 2.2.0rc3 to 2.2.0rc4 by @abdulfatir in #422
  • Bump version from 2.2.0rc4 to 2.2.0 by @abdulfatir in #426
  • Add validate_inputs to predict_df in BaseChronosPipeline by @abdulfatir in #427

Full Changelog: v2.1.0...v2.2.0