81 lines
2.7 KiB
Python
81 lines
2.7 KiB
Python
import json
|
|
import numpy as np
|
|
|
|
|
|
def merge_captions_question_programs(path_cap, path_ques, caption_first=True):
|
|
with open(path_cap, "r"):
|
|
c_progs = path_cap.readlines()
|
|
with open(path_ques, "r"):
|
|
q_progs = path_ques.readlines()
|
|
|
|
all_merged_progs = []
|
|
i = 0
|
|
while i < len(q_progs):
|
|
cap_idx = i % 11 if caption_first else i % 10
|
|
start_idx_p = i + 1 if caption_first else i
|
|
end_idx_p = start_idx_p + 12 if caption_first else start_idx_p + 11
|
|
temp = c_progs[cap_idx] + q_progs[start_idx_p, end_idx_p]
|
|
all_merged_progs.append(temp)
|
|
i = end_idx_p
|
|
|
|
|
|
def load_clevr_scenes(scenes_json):
|
|
with open(scenes_json) as f:
|
|
scenes_raw = json.load(f)
|
|
if type(scenes_raw) == dict:
|
|
scenes_raw = scenes_raw["scenes"]
|
|
|
|
scenes = []
|
|
for s in scenes_raw:
|
|
table = []
|
|
for i, o in enumerate(s['objects']):
|
|
item = {}
|
|
item['id'] = '%d-%d' % (s['image_index'], i)
|
|
if '3d_coords' in o:
|
|
item['position'] = [np.dot(o['3d_coords'], s['directions']['right']),
|
|
np.dot(o['3d_coords'], s['directions']['front']),
|
|
o['3d_coords'][2]]
|
|
else:
|
|
item['position'] = o['position']
|
|
item['color'] = o['color']
|
|
item['material'] = o['material']
|
|
item['shape'] = o['shape']
|
|
item['size'] = o['size']
|
|
table.append(item)
|
|
scenes.append(table)
|
|
return scenes
|
|
|
|
|
|
def load_minecraft_scenes(scenes_json):
|
|
with open(scenes_json) as f:
|
|
scenes_raw = json.load(f)
|
|
if type(scenes_raw) == dict:
|
|
scenes_raw = scenes_raw["scenes"]
|
|
|
|
scenes = []
|
|
for s in scenes_raw:
|
|
table = []
|
|
for i, o in enumerate(s['objects']):
|
|
item = {}
|
|
item['id'] = '%d-%d' % (s['image_index'], i)
|
|
if '3d_coords' in o:
|
|
item['position'] = [np.dot(o['3d_coords'], s['directions']['right']),
|
|
np.dot(o['3d_coords'], s['directions']['front']),
|
|
o['3d_coords'][2]]
|
|
else:
|
|
item['position'] = o['position']
|
|
item['nature'] = o['nature']
|
|
item['class'] = o['class']
|
|
item['direction'] = "facing_"
|
|
if o['direction'] == "front":
|
|
item['direction'] += "forward"
|
|
elif o['direction'] == "back":
|
|
item['direction'] += "backward"
|
|
elif o['direction'] == "right":
|
|
item['direction'] += "right"
|
|
elif o['direction'] == "left":
|
|
item['direction'] += "left"
|
|
table.append(item)
|
|
scenes.append(table)
|
|
return scenes
|