Use meta_step_size argument for meta-optimizer learning rate

(1) change num_inst in 5-way 1-shot training script to match default settings
(2) fix the class-balanced sampler to work correctly when num_inst > batch_size

add image normalization to pre-processing
clean out unnecessary and confusing code in MNIST task

update gitignore

fix class-baanced data loading bug