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from flask import Flask, request, render_template, session, redirect, url_for,render_template_string
from flask_login import LoginManager, UserMixin, login_user, login_required, logout_user, current_user
from datetime import timedelta
import json
import datetime
import os
from tqdm import tqdm
import random
# ======== static and global variables ========
static_root_path="/data/xuan/video_eval/webpage_v2/video_eval_bench"
root_dir="/data/xuan/video_eval"
app = Flask(__name__,static_folder='/data/xuan/video_eval/webpage_v2/video_eval_bench')
app.secret_key = os.urandom(24)
app.config['PERMANENT_SESSION_LIFETIME'] = timedelta(days=100)
PORT_NUM = 22002
subpath = "/video_eval_bench/"
login_manager = LoginManager()
login_manager.init_app(app)
login_manager.login_view = 'login'
base_model_mapping={"0":"pika",
"1":"t2vz",
"2":"vc2",
"3":"ms",
"4":"lavie_base",
"5":"anidiff",
"6":"lvdm",
"7":"hotshot",
"8":"zs_576w",
}
local_video_dir="./videos_display"
res_dir="./res/res_current"
text_files_dir="text_files"
text_en_path=f"./{text_files_dir}/text_en_display.jsonl"
text_zh_path=f"./{text_files_dir}/text_zh_display.jsonl"
user_info_path=f"./{text_files_dir}/user_info.json"
reported_problem_log=f"./{text_files_dir}/problem_reported.json"
sampled_id_file=f"./{text_files_dir}/sampled_id.json"
num_que=5
# ======== preparing video-ids and videos =========
video_id_list=[]
videos=[]
sampled_id_data=json.load(open(sampled_id_file, 'r'))
video_id_list=sampled_id_data["sampled_id"]
# if LOCAL_VIDEO == 1 and os.path.exists(f"{static_root_path}/{local_video_dir}/"):
# raw_videos=sorted([file for file in
# os.listdir(f"{static_root_path}/{local_video_dir}/") if file.endswith(('.mp4'))])
# video_id_list=[f.split(".")[0] for f in raw_videos]
num_vid_each_user=1000
print("len of video_id_list ",len(video_id_list))
videos_all=[f"{v_id}.mp4" for v_id in video_id_list]
print(video_id_list[:30])
# ======= preparing text prompts ========
text_prompts_en_all=[]
text_prompts_zh_all=[]
with open(text_en_path,"r") as f:
for line in f:
text_prompts_en_all.append(json.loads(line))
with open(text_zh_path,"r") as f:
for line in f:
text_prompts_zh_all.append(json.loads(line))
# text_en_all=[]
# text_zh_all=[]
# with open(text_en_path,"r") as f:
# for line in f:
# text_en_all.append(json.loads(line))
# with open(text_zh_path,"r") as f:
# for line in f:
# text_zh_all.append(json.loads(line))
# text_prompts_en=[]
# text_prompts_zh=[]
# not_found=[]
# for i in tqdm(range(len(video_id_list))):
# video_id=video_id_list[i]
# found=False
# for tmp_idx,x in enumerate(text_en_all):
# if int(x['id']) == int(video_id):
# text_prompts_en.append(x)
# text_prompts_zh.append(text_zh_all[tmp_idx])
# found=True
# break
# if not found:
# not_found.append(video_id)
# print(f"{i+1}-th video in sampled_id not found.")
# with open("/data/xuan/video_eval/not_found.txt","w") as f:
# for item in not_found:
# f.write(item+"\n")
# ======== textual static contents ========
with open(f'./templates/html_text_en/start.txt', 'r') as file:
before_start=file.read()
with open(f'./templates/html_text_zh/start_zh.txt', 'r') as file:
before_start_zh=file.read()
subscore_def_en_list=[]
subscore_files=["visual.txt","temporal.txt","dynamic.txt","align.txt","factual.txt"]
for _,fname in enumerate(subscore_files):
with open(f'./templates/html_text_en/{fname}', 'r') as file:
content = file.read()
subscore_def_en_list.append(content)
subscore_def_zh_list=[]
subscore_zh_files=["visual_zh.txt","temporal_zh.txt","dynamic_zh.txt","align_zh.txt","factual_zh.txt"]
for _,fname in enumerate(subscore_zh_files):
with open(f'./templates/html_text_zh/{fname}', 'r') as file:
content = file.read()
subscore_def_zh_list.append(content)
# ========= resources for pre-annotating trial =========
pre_anno_video_dir="pre_anno/pre_anno_videos"
pre_anno_text_en_path=f"{static_root_path}/pre_anno/pre_anno_text_en.json"
pre_anno_text_zh_path=f"{static_root_path}/pre_anno/pre_anno_text_en.json"
pre_anno_ref_en_path=f"{static_root_path}/pre_anno/pre_anno_ref_en.json"
pre_anno_ref_zh_path=f"{static_root_path}/pre_anno/pre_anno_ref_zh.json"
pre_anno_videos=sorted([file for file in os.listdir(f"{static_root_path}/{pre_anno_video_dir}") if file.endswith(('.mp4'))])
pre_anno_prompts_en = json.load(open(pre_anno_text_en_path, "r"))
pre_anno_prompts_zh = json.load(open(pre_anno_text_zh_path, "r"))
# ======== user info ========
current_user_dict={}
if os.path.exists(f"{user_info_path}"):
user_data= json.load(open(f'{user_info_path}', 'r'))
users=list(user_data.keys())
print("users ",users)
else:
with open(f"{user_info_path}","w") as f:
json.dump({},f,indent=4)
pass
user_data={}
users=[]
s_idx_user_mapping={}
for user in users:
curr_user_dict=user_data.get(user)
s_idx=curr_user_dict["s_idx"]
s_idx_user_mapping[f"{s_idx}"]=curr_user_dict["username"]
# ========= validation info ========
annotators=users
answers_all=[]
VALIDATE_USER_NAME="video_admin"
# ======== user login part ========
class User(UserMixin):
def __init__(self, id):
print("user init")
self.id = id
@login_manager.user_loader
def load_user(user_id):
if user_id in users:
print("load user ",user_id)
return User(user_id)
else:
print("user_id not in users_list")
return None
# ======== webpage_v2
# contents ========
@app.route(f'{subpath}',methods=['GET'])
def start():
return redirect(url_for('welcome'))
@app.route(f'{subpath}welcome', methods=['GET','POST'])
def welcome():
session['current_idx']=0
session["pre_anno_answers"]={}
session['admin']=None
session['s_idx_val']=0
session['e_idx_val']=len(video_id_list)-1
html_file="welcome.html"
subscore_def=subscore_def_en_list
before_start_anno=before_start
language = request.form.get('language',"en")
session["language"]=language
print("welcome language", language)
if language=="zh":
session["language"]="zh"
html_file="zh/welcome_zh.html"
subscore_def=subscore_def_zh_list
before_start_anno=before_start_zh
return render_template(html_file,\
before_start_anno=before_start_anno,\
visual_def=subscore_def[0],\
temporal_def=subscore_def[1],\
dynamic_def=subscore_def[2],\
align_def=subscore_def[3],\
factual_def=subscore_def[4])
@app.route(f'{subpath}login', methods=['POST'])
def login():
username = request.form['username']
ans_path=f""
if username in users:
print("user ",username)
curr_user_dict = user_data.get(username)
ans_path=f"{res_dir}/ans_{username}.jsonl"
else:
return redirect(url_for('welcome'))
# print("new user ",username)
# users.append(username)
# new_user_dict={"username":username,
# "timestamp":datetime.datetime.now().strftime('%Y-%m-%d-%H_%M_%S'),
# "current_idx":0}
# user_data[username]=new_user_dict
# with open(f"{user_info_path}","w") as f:
# json.dump(user_data,f,indent=4)
# ans_path=f"{res_dir}/ans_{username}_{new_user_dict['timestamp']}.jsonl"
# with open(f"{ans_path}","w") as f:
# None
user = User(username)
login_user(user)
curr_user_dict=user_data.get(username)
session['username'] = curr_user_dict["username"]
session['s_idx']=curr_user_dict['s_idx']
session['e_idx']=curr_user_dict['e_idx']
session['current_idx']=curr_user_dict['current_idx']
return redirect(url_for('display'))
@app.route(f'{subpath}logout',methods=['POST'])
@login_required
def logout():
logout_user()
session.pop('username', None)
session.pop('s_idx', None)
session.pop('e_idx', None)
session.pop('current_idx', None)
language=request.form.get('language',"en")
session["language"]=language
print("after logout ",language)
return redirect(url_for('welcome'))
@app.route(f'{subpath}annotating',methods=['GET','POST'])
def display():
s_idx=session["s_idx"]
e_idx=session["e_idx"]
videos_curr_user=videos_all[s_idx:e_idx+1]
text_prompts_en=text_prompts_en_all[s_idx:e_idx+1]
text_prompts_zh=text_prompts_zh_all[s_idx:e_idx+1]
username=session["username"]
ans_file=f"{res_dir}/ans_{username}.jsonl"
current_idx=int(session.get("current_idx",0))
print("curr_idx in display ",current_idx)
slice_start_idx=0
slice_end_idx=len(videos_curr_user)-1
if current_idx <= slice_end_idx:
vid_name=videos_curr_user[current_idx].split(".")[0]
print("video name in display ",f"{vid_name}.mp4")
video=f"{local_video_dir}/{videos_curr_user[current_idx]}"
answer_data_dict={}
with open(ans_file,'r') as f:
data=[json.loads(line) for line in f]
for d in data:
answer_data_dict.update(d)
answered_vid_list=list(answer_data_dict.keys())
# checked_vid_list=[list(item.keys())[0] for item in data[1000:]]
# print(len(checked_vid_list))
# unanswered_least_idx=0
# for video_tmp_idx,vid in enumerate(videos_curr_user):
# tmp_name=vid.split(".")[0]
# if tmp_name not in checked_vid_list:
# unanswered_least_idx=video_tmp_idx
# break
unanswered_least_idx=0
for video_tmp_idx,vid in enumerate(videos_curr_user):
tmp_name=vid.split(".")[0]
tmp_ans=answer_data_dict.get(tmp_name,["None" for _ in range(num_que)])
if "None" in tmp_ans:
unanswered_least_idx=video_tmp_idx
break
current_answers=[]
if vid_name in answered_vid_list:
current_answers=answer_data_dict[vid_name]
# print("answered_vid_list",answered_vid_list)
print("current_answers (list) ",current_answers)
html_file="display.html"
subscore_def=subscore_def_en_list
before_start_anno=before_start
prompt=text_prompts_en[current_idx]["text"]
language=session.get("language","en")
print("language in display ",language)
if language=="zh":
html_file="zh/display_zh.html"
subscore_def=subscore_def_zh_list
before_start_anno=before_start_zh
prompt=text_prompts_zh[current_idx]["text"]
return render_template(html_file, \
before_start_anno=before_start_anno,\
num_que=num_que,\
subscore_def=subscore_def,\
start_index=slice_start_idx,\
end_index=slice_end_idx,\
current_idx=current_idx,\
unanswered_least_idx=unanswered_least_idx,\
vid_name=vid_name,\
video=video,\
text_prompt=prompt,\
answered_vid_list=answered_vid_list,\
current_answers=current_answers,\
_is_val=0)
else:
current_idx=0
session["current_idx"]=current_idx
user_data[username]['current_idx']=session['current_idx']
with open(f"{user_info_path}","w") as file:
json.dump(user_data, file, indent=4)
print("curr_idx in display ",current_idx)
return redirect(url_for('display'))
@app.route(f'{subpath}navigate_main', methods=['POST'])
def navigate_main():
s_idx=session["s_idx"]
e_idx=session["e_idx"]
slice_end_idx=e_idx-s_idx
direction = request.form['direction']
current_idx = int(request.form['current_idx'])
if direction == 'last':
if current_idx>0:
current_idx -= 1
else:
current_idx = slice_end_idx
elif direction == 'next':
if current_idx < slice_end_idx:
current_idx += 1
else:
current_idx = 0
session["current_idx"]=current_idx
print("idx after navigation ", session.get("current_idx",0))
print("navigaiton of display")
return redirect(url_for('display'))
@app.route(f'{subpath}navigate_turn', methods=['POST'])
def navigate_turn():
s_idx=session["s_idx"]
e_idx=session["e_idx"]
slice_end_idx=e_idx-s_idx
current_idx = int(request.form['current_idx'])
next_idx = request.form['next_idx']
if next_idx.isdigit():
if int(next_idx)>=1 and int(next_idx)<=slice_end_idx+1:
session["current_idx"]=int(next_idx)-1
else:
session["current_idx"]=current_idx
return redirect(url_for('display'))
@app.route(f'{subpath}submit', methods=['POST'])
def submit():
username = session['username']
ans_file=f"{res_dir}/ans_{username}.jsonl"
problem_reported=request.form.get('problem',0)
current_idx = int(request.form['current_idx'])
vid_name=request.form['video'].split("/")[-1].split(".")[0]
text=request.form['text_prompt']
answer_list=[]
if not problem_reported:
for i in range(num_que):
answer_list.append(str(request.form.get(f'q{i+1}')))
else:
answer_list=["-1" for _ in range(num_que)]
with open(f"{reported_problem_log}","r") as problem_log:
problem_list=json.load(problem_log)
problem_list.append({
"username":username,
"text_prompt":text,
"video_name":request.form['video']
})
with open(f"{reported_problem_log}","w") as problem_log:
json.dump(problem_list,problem_log,indent=4)
answer_dict={vid_name:answer_list}
with open(ans_file,"a") as file:
json.dump(answer_dict, file)
file.write('\n')
session['current_idx'] = current_idx + 1
session.modified = True
#print("in submit, session[\'answers\'] ",session['answers'])
print("idx after submission ", session.get("current_idx",0))
user_data[username]['current_idx']=session['current_idx']
with open(f"{user_info_path}","w") as file:
json.dump(user_data, file, indent=4)
return redirect(url_for('display'))
if __name__ == '__main__':
app.run(port=PORT_NUM)
# app.run(debug=True,port=PORT_NUM)
# gunicorn -w 4 -b 0.0.0.0:22002 al_flask:app
# ps aux | grep gunicorn
# tmux new-session -s flaskapp
# tmux list-sessions
# tmux attach-session -t flaskapp
# tmux kill-session -t flaskapp