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9 changes: 7 additions & 2 deletions scripts/cheatsheet.txt
Original file line number Diff line number Diff line change
Expand Up @@ -60,10 +60,15 @@ python -m scripts.triviaqa \
--dev_dataset squad-wikipedia-dev-4096.json \
--gpus 0 --num_workers 4 \
--max_seq_len 4096 --doc_stride -1 \
--save_prefix triviaqa-longformer-large \ # pretrained pytorch-lighting checkpoint
--model_path path/to/pretrained/longformer-large-4096 \ # loaded but not used
--saved_prefix choose-a-name-for-output-dir
--model_path path/to/pretrained/longformer-large-4096 # path to folder of downloaded model pretrained with Masked LM, creating your own roberta-large-4096 following "convert_model_to_long.ipynb" will not work here
--resume_ckpt path/to/triviaqa-longformer-large/checkpoints/fixed_ckpt_epoch_4_v2.ckpt # path to downloaded model finetuned for triviaqa
--test # predictions will be saved into `predictions.json`

Note: if "fixed_ckpt_epoch_4_v2.ckpt" fails to load, use python console to add these 2 values:
checkpoint["state_dict"]["model.embeddings.position_ids"] = torch.arange(4098).to('cuda').unsqueeze(0)
checkpoint["checkpoint_callback_best_model_path"]="" # some versions of pytorch lightning may not need this

# then run the official evaluation scripts
python -m scripts.triviaqa_utils.evaluation_utils \
--dataset_file path/to/qa/wikipedia-dev.json \
Expand Down