├── .DS_Store ├── LICENSE ├── README.md ├── assets └── minimoe_motivation.png ├── data ├── __init__.py ├── example_pb2.py ├── pipelines.py └── tfrecord_io.py ├── models ├── .DS_Store ├── __init__.py ├── bert_minilm.py ├── bert_mlm.py ├── bert_tinybert.py ├── megatronbert_minilm.py ├── moebert_minilm.py ├── ofabert_minilm.py ├── roberta_minilm.py ├── sparsebert_minilm.py └── sparsebert_mlm.py ├── modules ├── .DS_Store ├── __init__.py ├── modeling_bert.py ├── modeling_megatronbert.py ├── modeling_moebert_gate.py ├── modeling_roberta.py ├── modeling_sparsebert.py └── modeling_sparsetinybert.py ├── run_building_data_bert.py ├── run_distillation_bert.py ├── run_distillation_ofabert.py ├── run_distillation_sparsebert.py ├── run_formatting_data_wiki.py ├── run_sparsification_bert.py ├── scripts ├── .DS_Store ├── bert_build_wiki.sh ├── bert_format_wiki.sh ├── bert_minilm_12,3L_384H.sh ├── bert_minilm_3L_384H.sh ├── bert_sparse.sh ├── moebert_minilm_3L_384H_1,4E.sh ├── ofabert_minilm_6L_768H.sh └── sparsebert_minilm_90S.sh └── utils.py /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/.DS_Store -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/README.md -------------------------------------------------------------------------------- /assets/minimoe_motivation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/assets/minimoe_motivation.png -------------------------------------------------------------------------------- /data/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/data/__init__.py -------------------------------------------------------------------------------- /data/example_pb2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/data/example_pb2.py -------------------------------------------------------------------------------- /data/pipelines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/data/pipelines.py -------------------------------------------------------------------------------- /data/tfrecord_io.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/data/tfrecord_io.py -------------------------------------------------------------------------------- /models/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/.DS_Store -------------------------------------------------------------------------------- /models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/__init__.py -------------------------------------------------------------------------------- /models/bert_minilm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/bert_minilm.py -------------------------------------------------------------------------------- /models/bert_mlm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/bert_mlm.py -------------------------------------------------------------------------------- /models/bert_tinybert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/bert_tinybert.py -------------------------------------------------------------------------------- /models/megatronbert_minilm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/megatronbert_minilm.py -------------------------------------------------------------------------------- /models/moebert_minilm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/moebert_minilm.py -------------------------------------------------------------------------------- /models/ofabert_minilm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/ofabert_minilm.py -------------------------------------------------------------------------------- /models/roberta_minilm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/roberta_minilm.py -------------------------------------------------------------------------------- /models/sparsebert_minilm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/sparsebert_minilm.py -------------------------------------------------------------------------------- /models/sparsebert_mlm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/models/sparsebert_mlm.py -------------------------------------------------------------------------------- /modules/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/.DS_Store -------------------------------------------------------------------------------- /modules/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/__init__.py -------------------------------------------------------------------------------- /modules/modeling_bert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/modeling_bert.py -------------------------------------------------------------------------------- /modules/modeling_megatronbert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/modeling_megatronbert.py -------------------------------------------------------------------------------- /modules/modeling_moebert_gate.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/modeling_moebert_gate.py -------------------------------------------------------------------------------- /modules/modeling_roberta.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/modeling_roberta.py -------------------------------------------------------------------------------- /modules/modeling_sparsebert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/modeling_sparsebert.py -------------------------------------------------------------------------------- /modules/modeling_sparsetinybert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/modules/modeling_sparsetinybert.py -------------------------------------------------------------------------------- /run_building_data_bert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/run_building_data_bert.py -------------------------------------------------------------------------------- /run_distillation_bert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/run_distillation_bert.py -------------------------------------------------------------------------------- /run_distillation_ofabert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/run_distillation_ofabert.py -------------------------------------------------------------------------------- /run_distillation_sparsebert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/run_distillation_sparsebert.py -------------------------------------------------------------------------------- /run_formatting_data_wiki.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/run_formatting_data_wiki.py -------------------------------------------------------------------------------- /run_sparsification_bert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/run_sparsification_bert.py -------------------------------------------------------------------------------- /scripts/.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/.DS_Store -------------------------------------------------------------------------------- /scripts/bert_build_wiki.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/bert_build_wiki.sh -------------------------------------------------------------------------------- /scripts/bert_format_wiki.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/bert_format_wiki.sh -------------------------------------------------------------------------------- /scripts/bert_minilm_12,3L_384H.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/bert_minilm_12,3L_384H.sh -------------------------------------------------------------------------------- /scripts/bert_minilm_3L_384H.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/bert_minilm_3L_384H.sh -------------------------------------------------------------------------------- /scripts/bert_sparse.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/bert_sparse.sh -------------------------------------------------------------------------------- /scripts/moebert_minilm_3L_384H_1,4E.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/moebert_minilm_3L_384H_1,4E.sh -------------------------------------------------------------------------------- /scripts/ofabert_minilm_6L_768H.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/ofabert_minilm_6L_768H.sh -------------------------------------------------------------------------------- /scripts/sparsebert_minilm_90S.sh: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/scripts/sparsebert_minilm_90S.sh -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/GeneZC/MiniMoE/HEAD/utils.py --------------------------------------------------------------------------------