├── .gitignore ├── LICENSE ├── README.md ├── assets └── matrix_mixer.png ├── hydra ├── __init__.py ├── bert │ ├── README.md │ ├── __init__.py │ ├── assets │ │ └── glue.png │ ├── glue.py │ ├── main.py │ ├── requirements-cpu.txt │ ├── requirements.txt │ ├── src │ │ ├── __init__.py │ │ ├── bert_layers.py │ │ ├── bert_padding.py │ │ ├── configuration_bert.py │ │ ├── convert_dataset.py │ │ ├── create_bert.py │ │ ├── flash_attn_triton.py │ │ ├── glue │ │ │ ├── __init__.py │ │ │ ├── data.py │ │ │ └── finetuning_jobs.py │ │ ├── hf_bert.py │ │ └── text_data.py │ └── yamls │ │ ├── finetune │ │ ├── hydra.yaml │ │ └── matrix_mixer │ │ │ ├── attention_dd.yaml │ │ │ ├── attention_di.yaml │ │ │ ├── cauchy_dd.yaml │ │ │ ├── cauchy_di.yaml │ │ │ ├── dense.yaml │ │ │ ├── lowrank_dd.yaml │ │ │ ├── lowrank_di.yaml │ │ │ ├── quasiseparable_dd.yaml │ │ │ ├── quasiseparable_di.yaml │ │ │ ├── toeplitz_dd.yaml │ │ │ ├── toeplitz_di.yaml │ │ │ ├── vandermonde_dd.yaml │ │ │ ├── vandermonde_dft.yaml │ │ │ └── vandermonde_di.yaml │ │ └── pretrain │ │ ├── hydra.yaml │ │ └── matrix_mixer │ │ ├── attention_dd.yaml │ │ ├── attention_di.yaml │ │ ├── cauchy_dd.yaml │ │ ├── cauchy_di.yaml │ │ ├── dense.yaml │ │ ├── lowrank_dd.yaml │ │ ├── lowrank_di.yaml │ │ ├── quasiseparable_dd.yaml │ │ ├── quasiseparable_di.yaml │ │ ├── toeplitz_dd.yaml │ │ ├── toeplitz_di.yaml │ │ ├── vandermonde_dd.yaml │ │ ├── vandermonde_dft.yaml │ │ └── vandermonde_di.yaml └── modules │ ├── __init__.py │ ├── hydra.py │ ├── matrix_mixer.py │ ├── matrix_mixers │ ├── __init__.py │ ├── attention.py │ ├── cauchy.py │ ├── dense.py │ ├── low_rank.py │ ├── quasiseparable.py │ ├── toeplitz.py │ └── vandermonde.py │ └── ops.py ├── requirements.txt └── tests └── test_hydra.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/README.md -------------------------------------------------------------------------------- /assets/matrix_mixer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/assets/matrix_mixer.png -------------------------------------------------------------------------------- /hydra/__init__.py: -------------------------------------------------------------------------------- 1 | from .modules import Hydra, MatrixMixer 2 | -------------------------------------------------------------------------------- /hydra/bert/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/README.md -------------------------------------------------------------------------------- /hydra/bert/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/__init__.py -------------------------------------------------------------------------------- /hydra/bert/assets/glue.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/assets/glue.png -------------------------------------------------------------------------------- /hydra/bert/glue.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/glue.py -------------------------------------------------------------------------------- /hydra/bert/main.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/main.py -------------------------------------------------------------------------------- /hydra/bert/requirements-cpu.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/requirements-cpu.txt -------------------------------------------------------------------------------- /hydra/bert/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/requirements.txt -------------------------------------------------------------------------------- /hydra/bert/src/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/__init__.py -------------------------------------------------------------------------------- /hydra/bert/src/bert_layers.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/bert_layers.py -------------------------------------------------------------------------------- /hydra/bert/src/bert_padding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/bert_padding.py -------------------------------------------------------------------------------- /hydra/bert/src/configuration_bert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/configuration_bert.py -------------------------------------------------------------------------------- /hydra/bert/src/convert_dataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/convert_dataset.py -------------------------------------------------------------------------------- /hydra/bert/src/create_bert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/create_bert.py -------------------------------------------------------------------------------- /hydra/bert/src/flash_attn_triton.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/flash_attn_triton.py -------------------------------------------------------------------------------- /hydra/bert/src/glue/__init__.py: -------------------------------------------------------------------------------- 1 | # Copyright 2022 MosaicML Examples authors 2 | # SPDX-License-Identifier: Apache-2.0 3 | -------------------------------------------------------------------------------- /hydra/bert/src/glue/data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/glue/data.py -------------------------------------------------------------------------------- /hydra/bert/src/glue/finetuning_jobs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/glue/finetuning_jobs.py -------------------------------------------------------------------------------- /hydra/bert/src/hf_bert.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/hf_bert.py -------------------------------------------------------------------------------- /hydra/bert/src/text_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/src/text_data.py -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/hydra.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/hydra.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/attention_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/attention_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/attention_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/attention_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/cauchy_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/cauchy_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/cauchy_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/cauchy_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/dense.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/dense.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/lowrank_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/lowrank_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/lowrank_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/lowrank_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/quasiseparable_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/quasiseparable_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/quasiseparable_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/quasiseparable_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/toeplitz_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/toeplitz_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/toeplitz_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/toeplitz_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/vandermonde_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/vandermonde_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/vandermonde_dft.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/vandermonde_dft.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/finetune/matrix_mixer/vandermonde_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/finetune/matrix_mixer/vandermonde_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/hydra.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/hydra.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/attention_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/attention_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/attention_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/attention_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/cauchy_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/cauchy_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/cauchy_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/cauchy_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/dense.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/dense.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/lowrank_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/lowrank_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/lowrank_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/lowrank_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/quasiseparable_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/quasiseparable_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/quasiseparable_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/quasiseparable_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/toeplitz_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/toeplitz_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/toeplitz_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/toeplitz_di.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/vandermonde_dd.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/vandermonde_dd.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/vandermonde_dft.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/vandermonde_dft.yaml -------------------------------------------------------------------------------- /hydra/bert/yamls/pretrain/matrix_mixer/vandermonde_di.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/bert/yamls/pretrain/matrix_mixer/vandermonde_di.yaml -------------------------------------------------------------------------------- /hydra/modules/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/__init__.py -------------------------------------------------------------------------------- /hydra/modules/hydra.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/hydra.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixer.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/__init__.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/attention.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/attention.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/cauchy.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/cauchy.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/dense.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/dense.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/low_rank.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/low_rank.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/quasiseparable.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/quasiseparable.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/toeplitz.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/toeplitz.py -------------------------------------------------------------------------------- /hydra/modules/matrix_mixers/vandermonde.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/matrix_mixers/vandermonde.py -------------------------------------------------------------------------------- /hydra/modules/ops.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/hydra/modules/ops.py -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/requirements.txt -------------------------------------------------------------------------------- /tests/test_hydra.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/goombalab/hydra/HEAD/tests/test_hydra.py --------------------------------------------------------------------------------