Failure to train the model using classy

[cnut1648]

Hi, nice work!

I would like to reproduce your training process. I installed the dependencies and downloaded the dataset following the README. I have renamed aida-train-kilt.jsonl to train.jsonl etc. I used the following command in the root directory

classy train qa data/aida -n my-model-name --profile aida-longformer-large-gam -pd extend

and got the following error

Error executing job with overrides: ['device=cuda', 'exp_name=my-model-name', 'data.datamodule.dataset_path=data/aida']
Traceback (most recent call last):
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/scripts/cli/train.py", line 620, in <lambda>
    lambda cfg: _main_mock(cfg, blames=blames if args.print else None)
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/scripts/cli/train.py", line 208, in _main_mock
    train(cfg)
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/scripts/model/train.py", line 22, in train
    pl_data_module.prepare_data()
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/pytorch_lightning/core/datamodule.py", line 474, in wrapped_fn
    fn(*args, **kwargs)
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/data/data_modules.py", line 161, in prepare_data
    shuffle_and_store_dataset(
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/utils/data.py", line 39, in shuffle_and_store_dataset
    samples = shuffle_dataset(dataset_path, data_driver)
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/utils/data.py", line 29, in shuffle_dataset
    samples = load_dataset(dataset_path, data_driver)
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/utils/data.py", line 22, in load_dataset
    return list(data_driver.read_from_path(dataset_path))
  File "/home/ICT2000/jxu/miniconda3/envs/extend/lib/python3.8/site-packages/classy/data/data_drivers.py", line 620, in read
    yield QASample(**json.loads(line))
TypeError: __init__() missing 2 required positional arguments: 'context' and 'question'

I see that in extend/data you have another data_drivers, but classy still used their version of it. Since I am new to classy I am not sure what should I proceed next. Thank you!

[edobobo]

Hi, thanks a lot!

Actually, you should rename the files with ".aida" extension (e.g. train.aida).

[cnut1648]

Thanks! I somehow missed that 😂. I also found out that it seems that I need to provide the full path of profile otherwise it would complain that the profile is not found. I have another question though, would you mind sharing with us how you debugged this classy application? Since this is CLI I'm not sure how to debug using IDE like Pycharm or VS Code. I asked in https://github.com/sunglasses-ai/classy/discussions/87 but haven't received feedback yet. It would be great since me and other researchers can debug if we have encountered issues. Thank you again!

[edobobo]

I usually use PyCharm and select classy as the entry point in the run configuration. Basically I set the "Script path" to be, for example "/home/edobobo/miniconda3/envs/extend/bin/classy".

[cnut1648]

Oh I see. Thanks for the help @edobobo !!