def exp_concat_with_glove():
args = parser.parse_args()
not_specified_args = manage_required_args(
args,
parser,
required_args=[
'embed_dim',
'xform',
'glove_dim'])
exp_name = f'concat_with_glove_{args.glove_dim}' # alt. xformed_
out_base_dir = os.path.join(
os.getcwd(),
f'symlinks/exp/multi_sense_cooccur/{args.xform}_{args.embed_dim}')
exp_const = ExpConstants(exp_name,out_base_dir)
visual_embed_dir = exp_const.out_base_dir
data_const = Constants()
data_const.visual_word_to_idx = os.path.join(
visual_embed_dir,
'word_to_idx.json')
data_const.visual_embeddings_npy = os.path.join(
visual_embed_dir,
'visual_embeddings.npy') # alt. _xformed.npy
glove_const = GloveConstantsFactory.create(dim=str(args.glove_dim))
data_const.glove_idx = glove_const.word_to_idx_json
data_const.glove_h5py = glove_const.embeddings_h5py
concat_with_glove.main(exp_const,data_const)
def exp_concat_random_with_glove():
exp_name = 'concat_with_glove_100' # alt. xformed_
out_base_dir = os.path.join(
os.getcwd(),
'symlinks/exp/multi_sense_cooccur/linear_100')
exp_const = ExpConstants(exp_name,out_base_dir)
exp_const.random_dim = 100
data_const = Constants()
glove_const = GloveConstantsFactory.create(dim='100')
data_const.glove_idx = glove_const.word_to_idx_json
data_const.glove_h5py = glove_const.embeddings_h5py
concat_random_with_glove.main(exp_const,data_const)
def exp_combine_glove_with_visual_features():
exp_name = 'concat_glove_and_ae_visual'
out_base_dir = os.path.join(
os.getcwd(),
'symlinks/exp/google_images/' + \
'normalized_resnet_embeddings_recon_loss_trained_on_google')
exp_const = ExpConstants(exp_name, out_base_dir)
visual_feat_dir = os.path.join(
os.getcwd(),
'symlinks/exp/google_images/' + \
'normalized_resnet_features_recon_loss_trained_on_google/' + \
'ae_visual_features')
data_const = Constants()
data_const.visual_features_idx = os.path.join(visual_feat_dir,
'word_to_idx.json')
data_const.visual_features_h5py = os.path.join(visual_feat_dir,
'word_features.h5py')
glove_const = GloveConstantsFactory.create()
data_const.glove_idx = glove_const.word_to_idx_json
data_const.glove_h5py = glove_const.embeddings_h5py
combine_glove_with_visual_features.main(exp_const, data_const)
