watchog

This is the repo for the code of Watchog: A Light-weight Contrastive Learning based Framework for Table Understanding.

Run fine-tuning with contrastive learning

See run_supcl_train.py

Run fine-tuning for down-stream tasks

See run_finetune.py for semantic type detection and relationship extraction on full datasets (SATO and TURL). See run_finetune_small.py for sampled datasets and run_finetune_ssl.py for sampled datasets under semi-supervised setting.

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watchog

Run fine-tuning with contrastive learning

Run fine-tuning for down-stream tasks

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Name		Name	Last commit message	Last commit date
Latest commit History 21 Commits
results		results
watchog		watchog
-1]		-1]
.gitignore		.gitignore
README.md		README.md
accelerate_config.yaml		accelerate_config.yaml
data_viewer.ipynb		data_viewer.ipynb
data_viewer_gittables_context copy.ipynb		data_viewer_gittables_context copy.ipynb
data_viewer_gittables_context.ipynb		data_viewer_gittables_context.ipynb
gumbel_test.ipynb		gumbel_test.ipynb
inference_colwise.ipynb		inference_colwise.ipynb
inference_colwise_gittables copy 2.ipynb		inference_colwise_gittables copy 2.ipynb
inference_colwise_gittables copy.ipynb		inference_colwise_gittables copy.ipynb
inference_colwise_gittables.ipynb		inference_colwise_gittables.ipynb
inference_colwise_gittables_drop copy 2.ipynb		inference_colwise_gittables_drop copy 2.ipynb
inference_colwise_gittables_drop copy 4.ipynb		inference_colwise_gittables_drop copy 4.ipynb
inference_colwise_gittables_drop copy 5.ipynb		inference_colwise_gittables_drop copy 5.ipynb
inference_colwise_gittables_drop copy.ipynb		inference_colwise_gittables_drop copy.ipynb
inference_colwise_gittables_drop.ipynb		inference_colwise_gittables_drop.ipynb
inference_colwise_gittables_drop_first copy.ipynb		inference_colwise_gittables_drop_first copy.ipynb
inference_colwise_gittables_drop_first.ipynb		inference_colwise_gittables_drop_first.ipynb
inference_colwise_gittables_drop_full.ipynb		inference_colwise_gittables_drop_full.ipynb
inference_colwise_gittables_drop_gt.ipynb		inference_colwise_gittables_drop_gt.ipynb
inference_colwise_gittables_drop_norm.ipynb		inference_colwise_gittables_drop_norm.ipynb
inference_colwise_gittables_drop_random copy.ipynb		inference_colwise_gittables_drop_random copy.ipynb
inference_colwise_gittables_drop_seed1 copy.ipynb		inference_colwise_gittables_drop_seed1 copy.ipynb
inference_colwise_gittables_drop_seed1.ipynb		inference_colwise_gittables_drop_seed1.ipynb
inference_colwise_gittables_drop_seed1_contra copy.ipynb		inference_colwise_gittables_drop_seed1_contra copy.ipynb
inference_colwise_gittables_drop_seed1_contra.ipynb		inference_colwise_gittables_drop_seed1_contra.ipynb
inference_colwise_gittables_drop_seed1_contra_mmr_sb.ipynb		inference_colwise_gittables_drop_seed1_contra_mmr_sb.ipynb
inference_colwise_gittables_drop_seed1_contra_mmr_sb_head copy.ipynb		inference_colwise_gittables_drop_seed1_contra_mmr_sb_head copy.ipynb
inference_colwise_gittables_drop_seed1_contra_mmr_sb_head.ipynb		inference_colwise_gittables_drop_seed1_contra_mmr_sb_head.ipynb
inference_colwise_gittables_drop_seed1_contra_mmr_sb_head_build copy.ipynb		inference_colwise_gittables_drop_seed1_contra_mmr_sb_head_build copy.ipynb
inference_colwise_gittables_drop_seed1_contra_mmr_sb_head_build.ipynb		inference_colwise_gittables_drop_seed1_contra_mmr_sb_head_build.ipynb
inference_colwise_gittables_drop_seed1_contra_mmr_sb_valid.ipynb		inference_colwise_gittables_drop_seed1_contra_mmr_sb_valid.ipynb
inference_colwise_gittables_drop_seed1_contra_multi copy 2.ipynb		inference_colwise_gittables_drop_seed1_contra_multi copy 2.ipynb
inference_colwise_gittables_drop_seed1_contra_multi copy.ipynb		inference_colwise_gittables_drop_seed1_contra_multi copy.ipynb
inference_colwise_gittables_drop_seed1_contra_multi.ipynb		inference_colwise_gittables_drop_seed1_contra_multi.ipynb
inference_colwise_gittables_drop_seed1_contra_multi_md.ipynb		inference_colwise_gittables_drop_seed1_contra_multi_md.ipynb
inference_colwise_gittables_drop_seed1_contra_multi_sb copy.ipynb		inference_colwise_gittables_drop_seed1_contra_multi_sb copy.ipynb
inference_colwise_gittables_drop_seed1_contra_multi_sb.ipynb		inference_colwise_gittables_drop_seed1_contra_multi_sb.ipynb
inference_colwise_gittables_drop_seed1_contra_multi_testmmr copy 2.ipynb		inference_colwise_gittables_drop_seed1_contra_multi_testmmr copy 2.ipynb
inference_colwise_gittables_drop_seed1_contra_multi_testmmr copy.ipynb		inference_colwise_gittables_drop_seed1_contra_multi_testmmr copy.ipynb
inference_colwise_gittables_drop_seed1_contra_multi_testmmr.ipynb		inference_colwise_gittables_drop_seed1_contra_multi_testmmr.ipynb
inference_colwise_gittables_drop_seed1_contra_retrieve copy 2.ipynb		inference_colwise_gittables_drop_seed1_contra_retrieve copy 2.ipynb
inference_colwise_gittables_drop_seed1_contra_retrieve copy.ipynb		inference_colwise_gittables_drop_seed1_contra_retrieve copy.ipynb
inference_colwise_gittables_drop_seed1_contra_retrieve.ipynb		inference_colwise_gittables_drop_seed1_contra_retrieve.ipynb
inference_colwise_gittables_drop_seed1_contra_test copy 2.ipynb		inference_colwise_gittables_drop_seed1_contra_test copy 2.ipynb
inference_colwise_gittables_drop_seed1_contra_test copy 3.ipynb		inference_colwise_gittables_drop_seed1_contra_test copy 3.ipynb
inference_colwise_gittables_drop_seed1_contra_test copy 4.ipynb		inference_colwise_gittables_drop_seed1_contra_test copy 4.ipynb
inference_colwise_gittables_drop_seed1_contra_test copy.ipynb		inference_colwise_gittables_drop_seed1_contra_test copy.ipynb
inference_colwise_gittables_drop_seed1_contra_test.ipynb		inference_colwise_gittables_drop_seed1_contra_test.ipynb
inference_colwise_gittables_drop_seed1_contra_veri copy 2.ipynb		inference_colwise_gittables_drop_seed1_contra_veri copy 2.ipynb
inference_colwise_gittables_drop_seed1_contra_veri copy.ipynb		inference_colwise_gittables_drop_seed1_contra_veri copy.ipynb
inference_colwise_gittables_drop_seed1_contra_veri.ipynb		inference_colwise_gittables_drop_seed1_contra_veri.ipynb
inference_colwise_gittables_drop_seed1_contra_veri_hidden copy.ipynb		inference_colwise_gittables_drop_seed1_contra_veri_hidden copy.ipynb
inference_colwise_gittables_drop_seed1_contra_veri_hidden.ipynb		inference_colwise_gittables_drop_seed1_contra_veri_hidden.ipynb
inference_colwise_gittables_drop_train_random copy.ipynb		inference_colwise_gittables_drop_train_random copy.ipynb
inference_colwise_gittables_drop_train_random.ipynb		inference_colwise_gittables_drop_train_random.ipynb
inference_colwise_gittables_select.ipynb		inference_colwise_gittables_select.ipynb
inference_colwise_sotab copy 2.ipynb		inference_colwise_sotab copy 2.ipynb
inference_colwise_sotab copy.ipynb		inference_colwise_sotab copy.ipynb
inference_colwise_sotab.ipynb		inference_colwise_sotab.ipynb
inference_colwise_sotab_drop.ipynb		inference_colwise_sotab_drop.ipynb
inference_colwise_viznet copy.ipynb		inference_colwise_viznet copy.ipynb
inference_colwise_viznet.ipynb		inference_colwise_viznet.ipynb
llama_script.ipynb		llama_script.ipynb
requirements.txt		requirements.txt
run_finetune.py		run_finetune.py
run_finetune_SOTAB_verification_binary_reweight.py		run_finetune_SOTAB_verification_binary_reweight.py
run_finetune_gittables22.py		run_finetune_gittables22.py
run_finetune_gittables22_colwise.py		run_finetune_gittables22_colwise.py
run_finetune_gittables22_colwise_copy.py		run_finetune_gittables22_colwise_copy.py
run_finetune_gittables22_colwise_gt.py		run_finetune_gittables22_colwise_gt.py
run_finetune_gittables22_colwise_random.py		run_finetune_gittables22_colwise_random.py
run_finetune_gittables22_colwise_repeat.py		run_finetune_gittables22_colwise_repeat.py
run_finetune_gittables22_colwise_selection.py		run_finetune_gittables22_colwise_selection.py
run_finetune_gittables22_colwise_selection_copy.py		run_finetune_gittables22_colwise_selection_copy.py
run_finetune_gittables22_colwise_selection_repeat.py		run_finetune_gittables22_colwise_selection_repeat.py
run_finetune_gittables22_colwise_selection_repeat_copy.py		run_finetune_gittables22_colwise_selection_repeat_copy.py
run_finetune_gittables22_colwise_selection_repeat_copy_copy.py		run_finetune_gittables22_colwise_selection_repeat_copy_copy.py
run_finetune_gittables22_colwise_selection_repeat_trick.py		run_finetune_gittables22_colwise_selection_repeat_trick.py
run_finetune_gittables22_colwise_selection_repeat_trick_ext.py		run_finetune_gittables22_colwise_selection_repeat_trick_ext.py
run_finetune_gittables22_pool.py		run_finetune_gittables22_pool.py
run_finetune_gittables22_pool_copy.py		run_finetune_gittables22_pool_copy.py
run_finetune_gittables22_pool_filter.py		run_finetune_gittables22_pool_filter.py
run_finetune_gittables22_repeat.py		run_finetune_gittables22_repeat.py
run_finetune_gittables22_repeat_context.py		run_finetune_gittables22_repeat_context.py
run_finetune_gittables22_repeat_context_build.py		run_finetune_gittables22_repeat_context_build.py
run_finetune_gittables22_repeat_context_head.py		run_finetune_gittables22_repeat_context_head.py
run_finetune_gittables22_repeat_doduo.py		run_finetune_gittables22_repeat_doduo.py
run_finetune_gittables22_repeat_gt.py		run_finetune_gittables22_repeat_gt.py
run_finetune_gittables22_repeat_random.py		run_finetune_gittables22_repeat_random.py
run_finetune_gittables22_repeat_watchog.py		run_finetune_gittables22_repeat_watchog.py
run_finetune_gittables22_verification.py		run_finetune_gittables22_verification.py
run_finetune_gittables22_verification_binary.py		run_finetune_gittables22_verification_binary.py
run_finetune_gittables22_verification_binary_drop.py		run_finetune_gittables22_verification_binary_drop.py
run_finetune_gittables22_verification_binary_fast.py		run_finetune_gittables22_verification_binary_fast.py
run_finetune_gittables22_verification_binary_rand_seed2.py		run_finetune_gittables22_verification_binary_rand_seed2.py
run_finetune_gittables22_verification_binary_reg_random1_fast.py		run_finetune_gittables22_verification_binary_reg_random1_fast.py

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watchog

Run fine-tuning with contrastive learning

Run fine-tuning for down-stream tasks

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