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human_eval.py
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human_eval.py
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import os
from tkinter import *
import json
from PIL import Image
import cv2
from random import randint, sample
story_dir = "data/VIST-E/story_test.json"
result_A_dir = "results/VIST-E/GPT2_large_VisCon2.json"
result_B_dir = "results/VIST-E/GPT2_res_81.2935.json"
story = json.load(open(story_dir))
resutl_A = json.load(open(result_A_dir))
resutl_B = json.load(open(result_B_dir))
img_dir = "data/VIST-E/images"
max_length = 800
story = {s["story_id"]: {"context": ' '.join([s["sent1"], s["sent2"], s["sent3"], s["sent4"]]), "img_id": s["last_img_id"]} for s in story}
def natural_sentence(s):
return s.replace(' .', '.').replace(' !', '!').replace(' ?', '?').replace(' ,', ',').replace(' \'', '\'').strip()
def sampling(n):
sid_A = list(resutl_A.keys())
shuffled_qid = sample(sid_A, len(sid_A))
sampled_list = []
sampled_num = 0
for sid in shuffled_qid:
# Confirm test image exists
if not os.path.exists(img_dir + '/' + story[sid]["img_id"] + '.jpg'):
continue
res_A = resutl_A[sid][0]
try:
res_B = resutl_B[sid][0]
except:
continue
if res_A == res_B:
continue
sampled_list.append(sid)
sampled_num += 1
if sampled_num >= n:
break
assert len(sampled_list) == n, "{} samples to be sampled but {} are sampled!".format(n, len(sampled_list))
return sampled_list
def load_dir(sid):
ctx = natural_sentence(story[sid]['context'])
A_continuation = natural_sentence(resutl_A[sid][0])
B_continuation = natural_sentence(resutl_B[sid][0])
img = cv2.imread(img_dir + '/' + story[sid]["img_id"] + '.jpg')
h, w = img.shape[0], img.shape[1]
if h > max_length:
img = cv2.resize(img, (int(max_length * w / h), max_length))
h, w = img.shape[0], img.shape[1]
if w > max_length:
img = cv2.resize(img, (max_length, int(h * max_length / w)))
return ctx, img, A_continuation, B_continuation
if __name__ == '__main__':
dir_path = "./data/human test/"
test_num = 250
item_list = sampling(test_num)
ind = 0
random_num = randint(0, 1)
# Model A, Model B, Not Sure
grammar = [0, 0, 0]
logic = [0, 0, 0]
relation = [0, 0, 0]
top = Tk()
top.title('Vision Controlled Evaluation')
top.geometry('801x600')
top.resizable(width=True, height=True)
frame1 = Frame(top)
frame1.grid(row=0, column=0, sticky='w')
ctx_title_box = Message(frame1, text="Context: ", width=800, justify=LEFT, font=20)
ctx_title_box.pack(side='left')
frame2 = Frame(top)
frame2.grid(row=1, column=0, sticky='w')
ctx_var = StringVar()
ctx_box = Message(frame2, textvariable=ctx_var, relief=GROOVE, width=800, font=18)
ctx_box.pack()
frame3 = Frame(top)
frame3.grid(row=2, column=0, sticky='w')
ending1_title_box = Message(frame3, text="Ending 1: ", width=800, justify=LEFT, font=20)
ending1_title_box.pack(side='left')
frame4 = Frame(top)
frame4.grid(row=3, column=0, sticky='w')
ending1_var = StringVar()
ending1_box = Message(frame4, textvariable=ending1_var, relief=GROOVE, width=800, font=18)
ending1_box.pack()
frame5 = Frame(top)
frame5.grid(row=4, column=0, sticky='w')
ending2_title_box = Message(frame5, text="Ending 2: ", width=800, justify=LEFT, font=20)
ending2_title_box.pack(side='left')
frame6 = Frame(top)
frame6.grid(row=5, column=0, sticky='w')
ending2_var = StringVar()
ending2_box = Message(frame6, textvariable=ending2_var, relief=GROOVE, width=800, font=18)
ending2_box.pack()
frame7 = Frame(top)
frame7.grid(row=6, column=0, sticky='w')
gram_title_box = Message(frame7, text="Grammar Correctness (which one is better?): ", width=800, justify=LEFT, font=20)
gram_title_box.pack(side='left')
frame8 = Frame(top)
frame8.grid(row=7, column=0, sticky='w')
gram_var = IntVar()
gram_but1 = Radiobutton(frame8, text="Ending 1", variable=gram_var, value=0, font=18)
gram_but1.pack(side='left')
gram_but2 = Radiobutton(frame8, text="Ending 2", variable=gram_var, value=1, font=18)
gram_but2.pack(side='left')
gram_but3 = Radiobutton(frame8, text="Not sure", variable=gram_var, value=2, font=18)
gram_but3.pack(side='left')
frame9 = Frame(top)
frame9.grid(row=8, column=0, sticky='w')
logic_title_box = Message(frame9, text="Contextual Logic (which one is better?): ", width=800, justify=LEFT, font=20)
logic_title_box.pack(side='left')
frame10 = Frame(top)
frame10.grid(row=9, column=0, sticky='w')
logic_var = IntVar()
logic_but1 = Radiobutton(frame10, text="Ending 1", variable=logic_var, value=0, font=18)
logic_but1.pack(side='left')
logic_but2 = Radiobutton(frame10, text="Ending 2", variable=logic_var, value=1, font=18)
logic_but2.pack(side='left')
logic_but3 = Radiobutton(frame10, text="Not sure", variable=logic_var, value=2, font=18)
logic_but3.pack(side='left')
frame11 = Frame(top)
frame11.grid(row=10, column=0, sticky='w')
rela_title_box = Message(frame11, text="Visual Relation (which one is better?): ", width=800, justify=LEFT, font=20)
rela_title_box.pack(side='left')
frame12 = Frame(top)
frame12.grid(row=11, column=0, sticky='w')
rela_var = IntVar()
rela_but1 = Radiobutton(frame12, text="Ending 1", variable=rela_var, value=0, font=18)
rela_but1.pack(side='left')
rela_but2 = Radiobutton(frame12, text="Ending 2", variable=rela_var, value=1, font=18)
rela_but2.pack(side='left')
rela_but3 = Radiobutton(frame12, text="Not sure", variable=rela_var, value=2, font=18)
rela_but3.pack(side='left')
def set_message(context, ending1, ending2):
ctx_var.set(context)
ending1_var.set(ending1)
ending2_var.set(ending2)
comp_var.set("Completed {}/{}".format(ind, test_num))
def submit():
global ind, random_num
# Update Counter
grammar_value = gram_var.get()
logic_value = logic_var.get()
relation_value = rela_var.get()
if random_num == 0 and ind < test_num:
grammar[grammar_value] += 1
logic[logic_value] += 1
relation[relation_value] += 1
elif ind < test_num:
if grammar_value == 2:
grammar[2] += 1
else:
grammar[1-grammar_value] += 1
if logic_value == 2:
logic[2] += 1
else:
logic[1-logic_value] += 1
if relation_value == 2:
relation[2] += 1
else:
relation[1-relation_value] += 1
# Update Boxes
ind += 1
if ind >= test_num:
s = 'Thanks for completing the evaluation!'
set_message(s, s, s)
if ind == test_num:
json_output = {'grammar': grammar, 'logic': logic, 'relation': relation,
'grammar_percent': [grammar[0] / test_num, grammar[1] / test_num],
'logic_percent': [logic[0] / test_num, logic[1] / test_num],
'relation_percent': [relation[0] / test_num, relation[1] / test_num]}
json_output = json.dumps(json_output)
with open('./human_results.json', 'w') as f:
f.write(json_output)
else:
random_num = randint(0, 1)
ctx, img, A_continuation, B_continuation = load_dir(item_list[ind])
ending1 = A_continuation if random_num == 0 else B_continuation
ending2 = B_continuation if random_num == 0 else A_continuation
set_message(ctx, ending1, ending2)
cv2.imshow('Image', img)
frame13 = Frame(top)
frame13.grid(row=12, column=0, sticky='w', padx=100)
submit_but = Button(frame13, text='submit', font=20, command=submit)
submit_but.pack()
frame14 = Frame(top)
frame14.grid(row=13, column=0, sticky='w', padx=50)
comp_var = StringVar()
comp_box = Message(frame14, textvariable=comp_var, width=800, font=18)
comp_box.pack()
ctx, img, A_continuation, B_continuation = load_dir(item_list[ind])
ending1 = A_continuation if random_num == 0 else B_continuation
ending2 = B_continuation if random_num == 0 else A_continuation
set_message(ctx, ending1, ending2)
cv2.imshow('Image', img)
top.mainloop()