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app.py
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1 |
+
import gradio as gr
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2 |
+
import os
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3 |
+
import random
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4 |
+
import string
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5 |
+
from PIL import Image
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6 |
+
from src.GameMaster import GameMaster
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7 |
+
from collections import deque
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8 |
+
import time
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9 |
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import threading
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10 |
+
import queue
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11 |
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12 |
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from src.Founder import Founder
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13 |
+
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14 |
+
import os
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15 |
+
# os.environ['HTTP_PROXY'] = 'http://localhost:8234'
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16 |
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# os.environ['HTTPS_PROXY'] = 'http://localhost:8234'
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17 |
+
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18 |
+
game_master = GameMaster()
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19 |
+
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20 |
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founder_base = Founder()
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21 |
+
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22 |
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blank_image_path = "datas/blank_item.jpg"
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23 |
+
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24 |
+
random_data = game_master.random_image_text_data( 12 )
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25 |
+
recent_generated_items = deque(random_data , maxlen=12)
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26 |
+
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27 |
+
def refresh_contribution_ladder():
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28 |
+
top_contributors = founder_base.get_top_rank(top_k=20)
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29 |
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contributions = []
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30 |
+
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31 |
+
for founder_name, items in top_contributors:
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32 |
+
random_items = random.sample(items, min(5, len(items)))
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33 |
+
cultivation_names = []
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34 |
+
for item in random_items:
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35 |
+
result = game_master.remote.search_by_en_keyword(item)
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36 |
+
if result is not None and "name_in_cultivation" in result:
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37 |
+
cultivation_names.append(result['name_in_cultivation'])
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38 |
+
else:
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39 |
+
cultivation_names.append(item)
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40 |
+
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41 |
+
items_description = ', '.join(cultivation_names)
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42 |
+
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43 |
+
contribution = f"""道友姓名: {founder_name}\n发现了{items_description}等物品"""
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44 |
+
contributions.append(contribution)
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45 |
+
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46 |
+
while len(contributions) < 20:
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47 |
+
contributions.append("")
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48 |
+
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49 |
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return contributions
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50 |
+
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51 |
+
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52 |
+
def expensive_generating(save_path, image_feature, backup_results, game_master, founder_name = None):
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53 |
+
# for now it's a idle implementation for debug
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54 |
+
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55 |
+
# re-search incase redundant generate
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56 |
+
image_search_result = game_master.remote.top_k_search(image_feature, top_k=1)
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57 |
+
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58 |
+
if image_search_result and len(image_search_result)>0 and image_search_result[0]['similarity'] > game_master.minimal_image_threshold:
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59 |
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return
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60 |
+
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61 |
+
global recent_generated_items
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62 |
+
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63 |
+
recent_generated_items.append((save_path, "天机阁长老正在鉴定,道友请耐心等待。。"))
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64 |
+
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65 |
+
search_result, backup_results, image_feature = game_master.search_with_path(save_path)
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66 |
+
if search_result is None:
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67 |
+
# real implementation should be
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68 |
+
cultivation_data = game_master.generate_cultivation_data( \
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69 |
+
save_path, image_feature, backup_results )
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70 |
+
description = cultivation_data["description_in_cultivation"]
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71 |
+
print("鉴定得到新物品:", description)
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72 |
+
else:
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73 |
+
cultivation_data = search_result
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74 |
+
description = cultivation_data["description_in_cultivation"]
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75 |
+
print("鉴定这是记载过的物品,但是第一次发现:", description)
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76 |
+
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77 |
+
suffix = ""
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78 |
+
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79 |
+
if founder_name is not None:
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80 |
+
global founder_base
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81 |
+
if "translated_word" in cultivation_data:
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82 |
+
translated_word = cultivation_data["translated_word"]
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83 |
+
else:
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84 |
+
translated_word = cultivation_data["name_in_cultivation"]
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85 |
+
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86 |
+
if founder_base.get_founder(translated_word) is None:
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87 |
+
if founder_name.strip() != "":
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88 |
+
founder_base.set_founder(translated_word, founder_name)
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89 |
+
suffix = f" 由道友 {founder_name} 发现"
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90 |
+
else:
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91 |
+
suffix = f" 由道友 {founder_base.get_founder(translated_word)} 发现"
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92 |
+
|
93 |
+
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94 |
+
# this function will automatically update the database
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95 |
+
# cultivation_data = backup_results[0]
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96 |
+
|
97 |
+
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98 |
+
# recent_generated_items.append((save_path, description))
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99 |
+
# replace the same save_path in recent_generated_items
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100 |
+
flag = True
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101 |
+
for index, item in enumerate(recent_generated_items):
|
102 |
+
if item[0] == save_path:
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103 |
+
if "name_in_cultivation" in cultivation_data:
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104 |
+
description = cultivation_data["name_in_cultivation"] + suffix + "--" + description
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105 |
+
recent_generated_items[index] = (save_path, description)
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106 |
+
flag = False
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107 |
+
if flag:
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108 |
+
if "name_in_cultivation" in cultivation_data:
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109 |
+
description = cultivation_data["name_in_cultivation"] + suffix + "--" + description
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110 |
+
recent_generated_items.append((save_path, description))
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111 |
+
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112 |
+
return
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113 |
+
|
114 |
+
###
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115 |
+
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116 |
+
# Queue for managing tasks to process expensive operations
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117 |
+
task_queue = queue.Queue()
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118 |
+
|
119 |
+
# Function that processes the tasks in the queue
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120 |
+
def worker():
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121 |
+
while True:
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122 |
+
save_path, image_feature, backup_results, founder_base = task_queue.get()
|
123 |
+
if save_path is None:
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124 |
+
break
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125 |
+
expensive_generating(save_path, image_feature, backup_results, game_master, founder_base)
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126 |
+
task_queue.task_done()
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127 |
+
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128 |
+
# Start the worker thread
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129 |
+
thread = threading.Thread(target=worker, daemon=True)
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130 |
+
thread.start()
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131 |
+
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132 |
+
###
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133 |
+
|
134 |
+
def similarity2level( sim, max_val , min_val ):
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135 |
+
level_num = 3
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136 |
+
level = int( (sim - min_val) / (max_val - min_val) * level_num )
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137 |
+
level = max(0, min(level_num, level))
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138 |
+
return level
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139 |
+
|
140 |
+
from src.get_comments_from_level import get_comments_from_level
|
141 |
+
|
142 |
+
def is_empty_name( founder_name ):
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143 |
+
empty_names = ["","测试","鲁鲁道祖"]
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144 |
+
if founder_name.strip() in empty_names:
|
145 |
+
return True
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146 |
+
|
147 |
+
# Function to handle image upload and search
|
148 |
+
def process_image(image, founder_name):
|
149 |
+
# Ensure temp_images directory exists
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150 |
+
os.makedirs('temp_images', exist_ok=True)
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151 |
+
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152 |
+
prefix = ""
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153 |
+
|
154 |
+
founder_name = founder_name.strip()
|
155 |
+
|
156 |
+
if is_empty_name(founder_name):
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157 |
+
prefix = "道友,请在下面留下您的尊姓大名,提供大量珍宝鉴定的道友,天机阁将在后面送出灵泉玉液(珍珠奶茶)。"
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158 |
+
|
159 |
+
try:
|
160 |
+
|
161 |
+
# Generate a random hash name for the image
|
162 |
+
random_name = ''.join(random.choices(string.ascii_lowercase + string.digits, k=12)) + '.jpg'
|
163 |
+
save_path = os.path.join('temp_images', random_name)
|
164 |
+
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165 |
+
# Convert numpy.ndarray to PIL.Image
|
166 |
+
img = Image.fromarray(image)
|
167 |
+
|
168 |
+
# Resize image to height not exceeding 480 pixels while maintaining aspect ratio
|
169 |
+
img.thumbnail((img.width, 480))
|
170 |
+
img.save(save_path)
|
171 |
+
except:
|
172 |
+
return "","",prefix + "道友你有什么物品要来鉴定吗?"
|
173 |
+
|
174 |
+
search_result, backup_results, image_feature = game_master.search_with_path(save_path, threshold = 0)
|
175 |
+
|
176 |
+
|
177 |
+
image_similarity = search_result['similarity']
|
178 |
+
print("image_similarity:", image_similarity)
|
179 |
+
|
180 |
+
inbase_similarity_level = similarity2level(image_similarity, max_val=0.99, min_val=0.80)
|
181 |
+
|
182 |
+
suffix = ""
|
183 |
+
|
184 |
+
if image_similarity > game_master.minimal_image_threshold:
|
185 |
+
result = search_result
|
186 |
+
# remove the temp image
|
187 |
+
|
188 |
+
# 一般来说这个时候inbase_similarity_level是2或者3
|
189 |
+
inlibrary_similarity_level = inbase_similarity_level
|
190 |
+
|
191 |
+
if "translated_word" in search_result:
|
192 |
+
translated_word = search_result["translated_word"]
|
193 |
+
else:
|
194 |
+
translated_word = search_result["name_in_cultivation"]
|
195 |
+
|
196 |
+
find_founder = founder_base.get_founder(translated_word)
|
197 |
+
|
198 |
+
if find_founder is None:
|
199 |
+
suffix = "这个物品很早就在天机阁中记载了,道友还有什么物品要鉴定吗?"
|
200 |
+
else:
|
201 |
+
if find_founder == founder_name:
|
202 |
+
suffix = "感谢道友送来这个物品进行鉴定,天机阁的天梯上已经记录了你的贡献。"
|
203 |
+
else:
|
204 |
+
suffix = f"这个物品是由道友{find_founder}发现的,道友还有什么物品要鉴定吗?"
|
205 |
+
else:
|
206 |
+
if len(backup_results) > 0 and "similarity" in backup_results[0]:
|
207 |
+
text_similarity = backup_results[0]['similarity']
|
208 |
+
print("text_similarity:", text_similarity)
|
209 |
+
inlibrary_similarity_level = similarity2level(text_similarity, max_val=0.79, min_val=0.35)
|
210 |
+
|
211 |
+
result = backup_results[0]
|
212 |
+
# should call here
|
213 |
+
# expensive_generating(save_path, image_feature, backup_results, game_master)
|
214 |
+
task_queue.put((save_path, image_feature, backup_results, founder_name))
|
215 |
+
|
216 |
+
suffix = "道友请移步天机阁内阁查询长老的鉴定结果。"
|
217 |
+
|
218 |
+
if is_empty_name( founder_name ):
|
219 |
+
suffix += "另外,只有留下姓名的道友,才能最终被记录在天梯获取天机阁奖励。"
|
220 |
+
|
221 |
+
# print(comments)
|
222 |
+
|
223 |
+
# update to recent items
|
224 |
+
# global recent_generated_items
|
225 |
+
# recent_generated_items.append((save_path, result["description_in_cultivation"]))
|
226 |
+
|
227 |
+
# Get the name and description from the first result
|
228 |
+
name = result["name_in_cultivation"]
|
229 |
+
description_in_cultivation = result["description_in_cultivation"]
|
230 |
+
|
231 |
+
comments = get_comments_from_level( inbase_similarity_level, inlibrary_similarity_level )
|
232 |
+
# 将comments种的{name} format为name变量
|
233 |
+
comments = prefix + comments.format(name=name) + suffix
|
234 |
+
# print(comments)
|
235 |
+
|
236 |
+
return name, description_in_cultivation, comments
|
237 |
+
|
238 |
+
|
239 |
+
# Function to refresh and display recent items
|
240 |
+
def refresh_recent_items():
|
241 |
+
image_paths = []
|
242 |
+
descriptions = []
|
243 |
+
# for img_path, desc in recent_generated_items:
|
244 |
+
# loop in inverse order
|
245 |
+
for img_path, desc in reversed(recent_generated_items):
|
246 |
+
img = Image.open(img_path)
|
247 |
+
img.thumbnail((200, 200))
|
248 |
+
image_paths.append(img)
|
249 |
+
descriptions.append(desc)
|
250 |
+
return image_paths + descriptions
|
251 |
+
|
252 |
+
# Prepare example images
|
253 |
+
example_images_dir = "datas/example_images"
|
254 |
+
example_images = [os.path.join(example_images_dir, img) for img in os.listdir(example_images_dir) if img.endswith('.jpg')]
|
255 |
+
|
256 |
+
|
257 |
+
TODO_list = """
|
258 |
+
# TODO
|
259 |
+
|
260 |
+
- [ ] 增加天梯匹配系统
|
261 |
+
|
262 |
+
- [ ] 增加readme
|
263 |
+
|
264 |
+
- [ ] 部署到gitee
|
265 |
+
"""
|
266 |
+
|
267 |
+
# Gradio Interface
|
268 |
+
with gr.Blocks() as demo:
|
269 |
+
gr.Markdown("# 这个系统是智障,错把日常当修仙\n\nby [李鲁鲁](https://github.com/LC1332)")
|
270 |
+
# Tab 1: Image processing and identification
|
271 |
+
with gr.Tab("鉴定"):
|
272 |
+
with gr.Row():
|
273 |
+
with gr.Column(scale = 1):
|
274 |
+
image_input = gr.Image(label="上传图片")
|
275 |
+
|
276 |
+
with gr.Column(scale = 2):
|
277 |
+
comments = gr.Text("道友你有什么物品要来鉴定吗?", label = "")
|
278 |
+
|
279 |
+
name_output = gr.Textbox(label="鉴定物品名称")
|
280 |
+
|
281 |
+
description_output = gr.Textbox(label="物品描述")
|
282 |
+
|
283 |
+
submit_button = gr.Button("鉴定")
|
284 |
+
|
285 |
+
with gr.Row():
|
286 |
+
founder_name = gr.Textbox(label="道友尊姓大名?", interactive=True)
|
287 |
+
|
288 |
+
image_input.upload(process_image, inputs=[image_input,founder_name], outputs=[name_output, description_output, comments])
|
289 |
+
submit_button.click(process_image, inputs=[image_input,founder_name], outputs=[name_output, description_output, comments])
|
290 |
+
|
291 |
+
|
292 |
+
|
293 |
+
gr.Examples(examples=example_images, inputs=image_input, label="选择一个示例图片")
|
294 |
+
|
295 |
+
# Tab 2: Recent items
|
296 |
+
with gr.Tab("天机阁最新鉴定"):
|
297 |
+
refresh_button = gr.Button("询问长老最新鉴定")
|
298 |
+
recent_images = []
|
299 |
+
recent_descriptions = []
|
300 |
+
|
301 |
+
for i in range(4): # Repeat for 4 rows, 3 columns each = 12 items
|
302 |
+
# with gr.Column():
|
303 |
+
# Create a grid layout with 3 columns, each item having an image and a description below it
|
304 |
+
with gr.Row():
|
305 |
+
with gr.Column():
|
306 |
+
recent_image = gr.Image(label=f"物品 { i * 4 + 1}")
|
307 |
+
recent_description = gr.Textbox(label="描述", interactive=False)
|
308 |
+
recent_images.append(recent_image)
|
309 |
+
recent_descriptions.append(recent_description)
|
310 |
+
with gr.Column():
|
311 |
+
recent_image = gr.Image(label=f"物品 { i * 4 + 2}")
|
312 |
+
recent_description = gr.Textbox(label="描述", interactive=False)
|
313 |
+
recent_images.append(recent_image)
|
314 |
+
recent_descriptions.append(recent_description)
|
315 |
+
with gr.Column():
|
316 |
+
recent_image = gr.Image(label=f"物品 { i * 4 + 3}")
|
317 |
+
recent_description = gr.Textbox(label="描述", interactive=False)
|
318 |
+
recent_images.append(recent_image)
|
319 |
+
recent_descriptions.append(recent_description)
|
320 |
+
|
321 |
+
# On clicking the refresh button, update the recent items
|
322 |
+
refresh_button.click(refresh_recent_items, outputs=recent_images + recent_descriptions)
|
323 |
+
|
324 |
+
with gr.Tab("贡献天梯"):
|
325 |
+
refresh_ladder_button = gr.Button("刷新天梯")
|
326 |
+
contribution_textboxes = [gr.Textbox(label=f"贡献者 {i + 1}", interactive=False) for i in range(20)]
|
327 |
+
|
328 |
+
refresh_ladder_button.click(refresh_contribution_ladder, outputs=contribution_textboxes)
|
329 |
+
|
330 |
+
# Launch the demo
|
331 |
+
demo.launch(share=True)
|
332 |
+
|