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demo.py
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demo.py
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import cv2
import time
import gradio as gr
from typing import Dict, List
from simulator import Simulator
from utils.message import Message
from utils.utils import (
layout_img,
get_avatar1,
html_format,
chat_format,
rec_format,
social_format,
round_format,
)
class Demo:
"""
the UI configurations of Demonstration
"""
def __init__(self, config, logger):
self.config = config
self.logger = logger
self.simulator = Simulator(config, logger)
self.round = 0
self.cur_image = None
self.cur_log = ""
self.cur_chat = ""
self.cur_rec = ""
self.cur_post = ""
self.cur_round = ""
self.play = False
self.sleep_time = 3
self.css_path = "./asset/css/styles.css"
self.init_round_info = '<div style="display: flex; font-family: 微软雅黑, sans-serif; font-size: 20px; color: #000000; font-weight: bold;"> Waiting to start ! </div>'
def init_background(self):
background = cv2.imread("./asset/img/v_1/background1.png")
back_h, back_w, _ = background.shape
small_height_list = [
350,
130,
130,
130,
350,
130,
350,
350,
520,
520,
520,
720,
720,
720,
720,
900,
900,
900,
900,
900,
]
small_weight_list = [
700,
500,
850,
1300,
350,
150,
1000,
1400,
100,
500,
1000,
350,
750,
1200,
1500,
200,
500,
850,
1050,
1300,
]
small_coordinate = list(zip(small_height_list, small_weight_list))
for id in range(20):
img = cv2.imread(f"./asset/img/v_1/s_{id}.png", cv2.IMREAD_UNCHANGED)
img = cv2.resize(img, dsize=None, fx=0.063, fy=0.063) # 0.063 0.1
layout_img(background, img, small_coordinate[id])
return background
def reset(self):
# reset simulator
del self.simulator
self.simulator = Simulator(self.config, self.logger)
self.simulator.load_simulator()
# reset image and text
background = self.init_background()
return [
cv2.cvtColor(background, cv2.COLOR_BGR2RGB),
"",
"",
"",
"",
self.init_round_info,
]
def format_message(self, messages: List[Message]):
_format = [
{
"original_content": "",
"content": "",
"agent_id": messages[idx].agent_id,
"action": messages[idx].action,
"msg_id": idx,
}
for idx in range(len(messages))
]
for idx in range(len(messages)):
_format[idx]["original_content"] = "[{}]: {}".format(
self.agent_dict[messages[idx].agent_id], messages[idx].content
)
_format[idx]["content"] = html_format(messages[idx].content)
return _format
def generate_img_once(self, data: List[Dict]):
background = self.init_background()
big_height_list = [
300,
80,
80,
80, # small-50
300,
80,
300,
300,
470,
470,
470,
670,
670,
670,
670,
850,
850,
850,
850,
850,
]
big_weight_list = [
670,
470,
820,
1270, # small-30
320,
120,
970,
1370,
70,
470,
970,
320,
720,
1170,
1470,
170,
470,
820,
1020,
1270,
]
icon_height_list = [
280,
60,
60,
60, # big-20
280,
60,
280,
280,
450,
450,
450,
650,
650,
650,
650,
830,
830,
830,
830,
830,
]
icon_weight_list = [
790,
590,
940,
1390, # big+120
440,
240,
1090,
1490,
190,
590,
1090,
440,
840,
1290,
1590,
290,
590,
940,
1140,
1390,
]
big_coordinate = list(zip(big_height_list, big_weight_list))
icon_coordinate = list(zip(icon_height_list, icon_weight_list))
for idx in range(len(data)):
img = cv2.imread(
"./asset/img/v_1/b_{}.png".format(data[idx]["agent_id"]),
cv2.IMREAD_UNCHANGED,
)
img = cv2.resize(img, dsize=None, fx=0.1, fy=0.1)
layout_img(background, img, big_coordinate[data[idx]["agent_id"]])
if data[idx]["action"] == "RECOMMENDER":
img = cv2.imread("./asset/img/v_1/recsys.png", cv2.IMREAD_UNCHANGED)
img = cv2.resize(img, dsize=None, fx=0.1, fy=0.1)
layout_img(background, img, icon_coordinate[data[idx]["agent_id"]])
elif data[idx]["action"] == "POST":
img = cv2.imread("./asset/img/v_1/social.png", cv2.IMREAD_UNCHANGED)
img = cv2.resize(img, dsize=None, fx=0.1, fy=0.1)
layout_img(background, img, icon_coordinate[data[idx]["agent_id"]])
elif data[idx]["action"] == "CHAT":
img = cv2.imread("./asset/img/v_1/chat.png", cv2.IMREAD_UNCHANGED)
img = cv2.resize(img, dsize=None, fx=0.1, fy=0.1)
layout_img(background, img, icon_coordinate[data[idx]["agent_id"]])
return cv2.cvtColor(background, cv2.COLOR_BGR2RGB)
def generate_text_once(self, data: List[Dict], round: int):
log = self.cur_log
chat_log = ""
rec_log = ""
social_log = ""
round_log = ""
for msg in data:
log += msg["content"]
# log += '\n\n'
log += "<br><br>"
if msg["action"] == "CHAT":
chat_log = chat_format(msg)
elif msg["action"] == "RECOMMENDER":
rec_log = rec_format(msg)
elif msg["action"] == "POST":
social_log = social_format(msg)
round_log = round_format(round, self.agent_dict[msg["agent_id"]])
return log, chat_log, rec_log, social_log, round_log
def generate_output(self):
"""
generate new image and message of next step
:return: [new image, new message]
"""
self.round = self.round + 1
for i in range(self.agent_num):
next_message = self.simulator.one_step(i)
data = self.format_message(next_message)
for d in data:
time.sleep(self.sleep_time)
img = self.generate_img_once([d])
log, chat_log, rec_log, social_log, round_log = self.generate_text_once(
[d], self.round
)
yield [img, log, chat_log, rec_log, social_log, round_log]
def execute_reset(self):
self.play = False
(
self.cur_image,
self.cur_log,
self.cur_chat,
self.cur_rec,
self.cur_post,
self.cur_round,
) = self.reset()
return (
self.cur_image,
self.cur_log,
self.cur_chat,
self.cur_rec,
self.cur_post,
self.cur_round,
)
def execute_play(self):
self.play = True
self.simulator.play()
while self.play:
for output in self.generate_output():
(
self.cur_image,
self.cur_log,
self.cur_chat,
self.cur_rec,
self.cur_post,
self.cur_round,
) = output
if self.play:
yield self.cur_image, self.cur_log, self.cur_chat, self.cur_rec, self.cur_post, self.cur_round
else:
return self.reset()
time.sleep(self.sleep_time)
def launch_demo(self):
with gr.Blocks(theme="soft", title="RecAgent Demo", css=self.css_path) as demo:
with gr.Row(variant="panel"):
with gr.Column(scale=2, elem_classes=["column-container"]):
background = self.init_background()
image_output = gr.Image(
value=cv2.cvtColor(background, cv2.COLOR_BGR2RGB),
label="Demo",
show_label=False,
)
relation_output = gr.Image(
value="./asset/img/v_1/relations2.png",
label="Relations",
show_label=False,
)
with gr.Column(scale=1, elem_classes=["border", "column-container"]):
round_output = gr.HTML(
value=self.init_round_info, elem_classes=["round"]
)
chat_pic = gr.HTML(value=get_avatar1("cha1"))
chat_output = gr.HTML(
value="",
show_label=False,
elem_classes=[
"textbox_size",
"scrollable-textbox",
"textbox-font",
],
)
rec_pic = gr.HTML(value=get_avatar1("rec1"))
rec_output = gr.HTML(
value="",
show_label=False,
elem_classes=[
"textbox_size",
"scrollable-textbox",
"textbox-font",
],
)
soc_pic = gr.HTML(value=get_avatar1("soc1"))
soc_output = gr.HTML(
value="",
show_label=False,
elem_classes=[
"textbox_size",
"scrollable-textbox",
"textbox-font",
],
)
with gr.Row(variant="panel", elem_classes=["button-container"]):
play_btn = gr.Button(
"Play",
variant="primary",
elem_id="play_btn",
elem_classes=["btn_font", "btn_size"],
)
reset_btn = gr.Button(
"Reset",
variant="primary",
elem_id="reset_btn",
elem_classes=["btn_font", "btn_size"],
)
with gr.Row():
log_pic = gr.HTML(value=get_avatar1("log1"), elem_classes=["log"])
with gr.Row():
log_output = gr.HTML(
value="",
show_label=False,
elem_classes=[
"logbox_size",
"scrollable-textbox",
"textbox-font",
"border",
],
)
play_btn.click(
fn=self.execute_play,
inputs=None,
outputs=[
image_output,
log_output,
chat_output,
rec_output,
soc_output,
round_output,
],
show_progress=False,
)
reset_btn.click(
fn=self.execute_reset,
inputs=None,
outputs=[
image_output,
log_output,
chat_output,
rec_output,
soc_output,
round_output,
],
show_progress=False,
)
self.simulator.load_simulator()
self.agent_num = len(self.simulator.agents.keys())
self.agent_dict = {
agent.id: agent.name for id, agent in self.simulator.agents.items()
}
demo.queue(concurrency_count=1, max_size=1).launch(height="100%", width="100%")