smatt989 / activelearning

ActiveLearning

MNIST Active Learning

Requirements to install ( python2 or python3 )

python -m pip install -r requirements.txt --user --no-cache or

python3 -m pip install -r requirements.txt --user --no-cache

To run

python activemnist.py 1 10 2000 True old True 5 or

python3 activemnist.py 1 10 2000 True old True 5

Additional Running Info

######runs a test with the following parameters:

###1st parameter: number of runs (almost always want just 1 or will be extremely long)

###2nd parameter: how big each mini-batch should be

###3rd parameter: how many mini-batches in a run

###4th parameter: active learning turned on or not

###5th parameter: classification task ('old', '3s', 'split')

###6th parameter: re-samping turned on or not

###7th parameter: how often training is tested with test set

example: python activemnist.py 1 10 2000 True old True 5

would start one full run with mini-batches of size 10 for 2000 iterations with Active Learning

turned on, classifying digits from 0-9, with re-sampling and printing test results every 5 mini-batches

in addition it would then run 20 epochs at intervals of 250 label counts

activelearning's Issues

Requirements File

Why is it so long?

Value error

Tried running the python script in a jupyter notebook.
I keep getting this error.
ValueError Traceback (most recent call last)
in ()
241 # turned on, classifying digits from 0-9, with re-sampling and printing test results every 5 mini-batches
242 # in addition it would then run 20 epochs at intervals of 250 label counts
--> 243 make_a_good_test(int(sys.argv[1]), int(sys.argv[2]), int(sys.argv[3]), sys.argv[4] == 'True', extra_sampling, print_every)

ValueError: invalid literal for int() with base 10: '-f'
I'm unable to find the source of this error ..would you be able to help me backtrack ?
Thanks