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import argparse, os, json, random | |
from collections import defaultdict | |
parser = argparse.ArgumentParser() | |
parser.add_argument('--questions_file', | |
default='../output/CLEVR_v1.0/questions/CLEVR_val_questions.json') | |
parser.add_argument('--template_dir', default='CLEVR_1.0_templates/') | |
parser.add_argument('--num_samples', type=int, default=5) | |
TEMPLATE_ORDER = [ | |
'compare_integer.json', | |
'comparison.json', | |
'three_hop.json', | |
'single_and.json', | |
'same_relate.json', | |
'single_or.json', | |
'one_hop.json', | |
'two_hop.json', | |
'zero_hop.json', | |
] | |
def main(args): | |
# Load templates | |
num_loaded_templates = 0 | |
templates = {} | |
family_index_to_template = {} | |
for fn in TEMPLATE_ORDER: | |
with open(os.path.join(args.template_dir, fn), 'r') as f: | |
base = os.path.splitext(fn)[0] | |
for i, template in enumerate(json.load(f)): | |
family_index_to_template[num_loaded_templates] = template | |
num_loaded_templates += 1 | |
key = (fn, i) | |
templates[key] = template | |
print('Read %d templates from disk' % num_loaded_templates) | |
# Load questions | |
with open(args.questions_file, 'r') as f: | |
questions = json.load(f)['questions'] | |
print('Read %d questions from disk' % len(questions)) | |
# Group questions by family index | |
family_index_to_questions = defaultdict(list) | |
for q in questions: | |
family_index = q['question_family_index'] | |
family_index_to_questions[family_index].append(q) | |
# Print out randomly selected questions and their recovered templates | |
for _ in range(args.num_samples): | |
q = random.choice(questions) | |
qfi = q['question_family_index'] | |
template = family_index_to_template[qfi] | |
print(q['question']) | |
for t in template['text']: | |
print(t) | |
print() | |
if __name__ == '__main__': | |
main(parser.parse_args()) |
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