├── .gitignore ├── LICENSE ├── README.md ├── regmean_demo.ipynb ├── requirements.txt ├── scripts ├── deberta │ ├── incremental_emotion.py │ ├── incremental_ner.py │ └── pairwise_emotion.py ├── distilbert │ ├── pairwise_glue_difftask.py │ └── pairwise_glue_subset.py ├── roberta │ ├── incremental_emotion.py │ ├── incremental_ner.py │ ├── pairwise_emotion.py │ ├── pairwise_glue_difftask.py │ └── pairwise_glue_subset.py └── t5 │ ├── incremental_emotion.py │ └── pairwise_emotion.py └── src ├── __init__.py ├── configs ├── datasets │ ├── emotion.yaml │ ├── emotion_diffseed.yaml │ ├── emotion_gen.yaml │ ├── emotion_gen_mtl.yaml │ ├── emotion_mtl.yaml │ ├── glue.yaml │ ├── glue_mtl.yaml │ ├── ner.yaml │ ├── ner_diffseed.yaml │ ├── ner_mtl.yaml │ └── subsets │ │ ├── glue_mtl_subset_100.yaml │ │ ├── glue_mtl_subset_1k.yaml │ │ ├── glue_partition_10k_iid.yaml │ │ ├── glue_partition_1k_iid.yaml │ │ ├── glue_partition_1k_niid.yaml │ │ └── glue_partition_1k_niid_diffseed.yaml ├── defaults.yaml └── exps │ ├── deberta │ ├── deberta-large-emotion-fisher.yaml │ ├── deberta-large-emotion-locals.yaml │ ├── deberta-large-emotion-mtl.yaml │ ├── deberta-large-emotion-regmean.yaml │ ├── deberta-large-emotion.yaml │ ├── ner │ │ ├── deberta-ner-locals.yaml │ │ ├── deberta-ner-mtl.yaml │ │ └── ood │ │ │ ├── deberta-ner-ensemble.yaml │ │ │ ├── deberta-ner-fisher.yaml │ │ │ ├── deberta-ner-mtl-ood.yaml │ │ │ ├── deberta-ner-regmean.yaml │ │ │ └── deberta-ner.yaml │ └── ood │ │ ├── deberta-large-emotion-ensemble-ood.yaml │ │ ├── deberta-large-emotion-fisher-norm-ood.yaml │ │ ├── deberta-large-emotion-fisher-ood.yaml │ │ ├── deberta-large-emotion-mtl-ood.yaml │ │ ├── deberta-large-emotion-ood.yaml │ │ └── deberta-large-emotion-regmean-ood.yaml │ ├── distilbert │ ├── coeff │ │ ├── distilbert-coeff-50-fisher-fixregression-normalize.yaml │ │ ├── distilbert-coeff-50-fisher-fixregression.yaml │ │ ├── distilbert-coeff-50-fisher-normalize.yaml │ │ ├── distilbert-coeff-50-fisher.yaml │ │ ├── distilbert-coeff-50.yaml │ │ └── distilbert-coeff.yaml │ ├── distilbert-base.yaml │ ├── distilbert-fisher.yaml │ ├── distilbert-mtl.yaml │ ├── distilbert-ot.yaml │ ├── distilbert-regmean.yaml │ ├── fisher │ │ ├── distilbert-fisher_10.yaml │ │ ├── distilbert-fisher_100.yaml │ │ ├── distilbert-fisher_1000-normalize.yaml │ │ └── distilbert-fisher_abl.yaml │ ├── regmean │ │ └── distilbert-regmean-coeff.yaml │ ├── subset │ │ ├── distilbert-iid-10k-regmean-whead.yaml │ │ ├── distilbert-iid-1k-debug.yaml │ │ ├── distilbert-iid-1k-regmean.yaml │ │ ├── distilbert-iid-1k-whead.yaml │ │ ├── distilbert-iid-1k.yaml │ │ ├── distilbert-niid-1k-fisher-whead.yaml │ │ ├── distilbert-niid-1k-regmean-whead.yaml │ │ └── distilbert-niid-1k-whead.yaml │ └── tsp │ │ ├── distilbert-tsp1-5.yaml │ │ ├── distilbert-tsp2-5.yaml │ │ ├── distilbert-tsp3-5.yaml │ │ └── distilbert-tsp4-5.yaml │ ├── roberta-base │ ├── glue │ │ ├── roberta-base-fisher-norm.yaml │ │ ├── roberta-base-fisher.yaml │ │ ├── roberta-base-mtl-debug.yaml │ │ ├── roberta-base-mtl.yaml │ │ ├── roberta-base-regmean.yaml │ │ ├── roberta-base.yaml │ │ ├── roberta-coeff-50-fisher.yaml │ │ └── roberta-coeff-50.yaml │ ├── ner │ │ ├── distilbert-base-ner-mtl.yaml │ │ ├── distilbert-base-ner.yaml │ │ ├── ood │ │ │ ├── roberta-base-ner-ensemble.yaml │ │ │ ├── roberta-base-ner-fisher.yaml │ │ │ ├── roberta-base-ner-mtl-ood.yaml │ │ │ ├── roberta-base-ner-regmean.yaml │ │ │ └── roberta-base-ner.yaml │ │ ├── roberta-base-ner-fisher.yaml │ │ ├── roberta-base-ner-mtl.yaml │ │ ├── roberta-base-ner-regmean.yaml │ │ └── roberta-base-ner.yaml │ ├── ood │ │ ├── roberta-base-emotion-ensemble-ood.yaml │ │ ├── roberta-base-emotion-fisher-norm-ood.yaml │ │ ├── roberta-base-emotion-fisher-ood.yaml │ │ ├── roberta-base-emotion-local-ood.yaml │ │ ├── roberta-base-emotion-mtl-ood.yaml │ │ ├── roberta-base-emotion-ood.yaml │ │ ├── roberta-base-emotion-partial-regmean-ood.yaml │ │ ├── roberta-base-emotion-regmean-diag-ood.yaml │ │ ├── roberta-base-emotion-regmean-ood.yaml │ │ └── roberta-base-emotion-regmean-rw-ood.yaml │ ├── roberta-base-emotion-ensemble.yaml │ ├── roberta-base-emotion-fisher.yaml │ ├── roberta-base-emotion-mtl.yaml │ ├── roberta-base-emotion-ot.yaml │ ├── roberta-base-emotion-regmean.yaml │ ├── roberta-base-emotion.yaml │ └── subset │ │ ├── rb-1k-fisher-whead.yaml │ │ ├── rb-1k-regmean-whead.yaml │ │ └── rb-1k-whead.yaml │ └── t5 │ ├── ood │ ├── t5-base-emotion-ensemble-ood.yaml │ ├── t5-base-emotion-fisher-norm-ood.yaml │ ├── t5-base-emotion-fisher-ood.yaml │ ├── t5-base-emotion-mtl-ood.yaml │ ├── t5-base-emotion-ood.yaml │ ├── t5-base-emotion-regmean-full-ood.yaml │ ├── t5-base-emotion-regmean-ood.yaml │ ├── t5-base-emotion-regmean-ood2.yaml │ └── t5-base-emotion-regmean-rw-ood.yaml │ ├── t5-base-emotion-debug.yaml │ ├── t5-base-emotion-fisher.yaml │ ├── t5-base-emotion-mtl.yaml │ ├── t5-base-emotion-regmean-diag.yaml │ ├── t5-base-emotion-regmean.yaml │ ├── t5-base-emotion.yaml │ └── t5-base-local.yaml ├── data_manager ├── __init__.py ├── data_utils.py ├── emotion_data_manager.py ├── emotion_gen_data_manager.py ├── glue_data_manager.py ├── metrics │ ├── __init__.py │ ├── glue.py │ └── ner.py ├── ner_data_manager.py ├── ner_data_utils.py └── simple_data_manager.py ├── model_merge ├── __init__.py ├── avg_merger.py ├── base.py ├── ensembler.py ├── local_trainer.py ├── misc.py ├── net.py ├── ot_merger.py └── ot_utils │ └── ot_ground_metric.py ├── remote_io ├── __init__.py ├── get_resources.py └── zoo.py ├── run_experiments.py └── utils ├── __init__.py ├── config.py └── initializer.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/bloomberg/dataless-model-merging/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 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