Do some line adjustments

legal_judgment_prediction/tools/accuracy.py

@@ -140,4 +140,4 @@ def multi_label_accuracy(outputs, label, config, result=None):
         result[i]['FP'] += int(((1 - labels1) * outputs1).sum())
         result[i]['TN'] += int(((1 - labels1) * (1 - outputs1)).sum())
 
-    return result
+    return result

legal_judgment_prediction/tools/dataset/JsonFromFiles.py

@@ -39,4 +39,4 @@ def __len__(self):
         if self.reduce:
             return int(self.reduce_ratio * len(self.data))
 
-        return len(self.data)
+        return len(self.data)

legal_judgment_prediction/tools/eval.py

@@ -64,4 +64,4 @@ def eval_one(model, dataset, epoch, writer, config, gpu_list, output_function, t
 
     if task == 'valid':
         writer.add_scalar(config.get('output', 'model_name') + '_eval_epoch', float(total_loss) / (step + 1), epoch)
-        model.train()
+        model.train()

legal_judgment_prediction/tools/fact_preprocess.py

@@ -183,4 +183,4 @@ def check_odd_chars(string):
     process('test')
     logger.info('test data processing is complete.')
 
-    logger.info('Task completed.')
+    logger.info('Task completed.')

legal_judgment_prediction/tools/formatter/Basic.py

@@ -4,5 +4,4 @@ def __init__(self, config, mode, *args, **params):
         self.mode = mode
 
     def process(self, data, config, mode, *args, **params):
-        return data
-
+        return data

legal_judgment_prediction/tools/formatter/Bert.py

@@ -129,4 +129,4 @@ def process(self, data, config, mode, *args, **kwargs):
             article_source = torch.LongTensor(article_source)
             article = torch.LongTensor(article)
 
-            return {'text': input, 'accuse': charge, 'article_source': article_source, 'article': article}
+            return {'text': input, 'accuse': charge, 'article_source': article_source, 'article': article}

legal_judgment_prediction/tools/model/Bert.py

@@ -53,4 +53,4 @@ def forward(self, data, config, gpu_list, acc_result, mode):
             for name in ['accuse', 'article_source', 'article']:
                 acc_result[name] = self.accuracy_function[name](result[name], data[name], config, acc_result[name])
 
-            return {'loss': loss, 'acc_result': acc_result, 'output': result}
+            return {'loss': loss, 'acc_result': acc_result, 'output': result}

legal_judgment_prediction/tools/model/BertEncoder.py

@@ -12,4 +12,4 @@ def __init__(self, config, gpu_list, *args, **params):
     def forward(self, x):
         _, y = self.bert(x, output_all_encoded_layers=False)
 
-        return y
+        return y

legal_judgment_prediction/tools/model/Predictor.py

@@ -25,4 +25,4 @@ def forward(self, h):
         article_source = article_source.view(batch, -1, 2)
         article = article.view(batch, -1, 2)
 
-        return {'accuse': charge, 'article': article, 'article_source': article_source}
+        return {'accuse': charge, 'article': article, 'article_source': article_source}

legal_judgment_prediction/tools/output/functions.py

@@ -32,4 +32,4 @@ def ljp_output_function(data, config, *args, **params):
         for name_ in ['mip', 'mir', 'mif', 'map', 'mar', 'maf']:
             result[name].append(temp[name][name_])
 
-    return json.dumps(result, sort_keys=True)
+    return json.dumps(result, sort_keys=True)

legal_judgment_prediction/tools/output/initialize.py

@@ -20,4 +20,4 @@ def init_output_function(config, *args, **params):
     else:
         information = 'There is no model called %s.' % function_name
         logger.error(information)
-        raise AttributeError
+        raise AttributeError

line_bot/Function.py

@@ -1,13 +1,10 @@
 #這個檔案的作用是：建立功能列表
 
-#===============這些是LINE提供的功能套組，先用import叫出來=============
 from linebot import (LineBotApi, WebhookHandler)
 from linebot.exceptions import (InvalidSignatureError)
 from linebot.models import *
-#===============LINEAPI=============================================
 
 #以下是本檔案的內容本文
-
 #1.建立旋轉木馬訊息，名為function_list(未來可以叫出此函數來使用)
 #function_list的括號內是設定此函數呼叫時需要給函數的參數有哪些
 
@@ -169,4 +166,5 @@ def function_list():
             ]
         )
     )
+
     return message

line_bot/message.py

@@ -1,8 +1,8 @@
-#這些是LINE官方開放的套件組合透過import來套用這個檔案上
 from linebot import (LineBotApi, WebhookHandler)
 from linebot.exceptions import (InvalidSignatureError)
 from linebot.models import *
 
+
 #ImagemapSendMessage(組圖訊息)
 def imagemap_message():
     message = ImagemapSendMessage(
@@ -47,6 +47,7 @@ def imagemap_message():
             )
         ]
     )
+
     return message
 
 #TemplateSendMessage - ButtonsTemplate (按鈕介面訊息)
@@ -77,8 +78,10 @@ def buttons_message():
             ]
         )
     )
+
     return message
 
+
 #TemplateSendMessage - ConfirmTemplate(確認介面訊息)
 def Confirm_Template():
 
@@ -99,10 +102,11 @@ def Confirm_Template():
             ]
         )
     )
+
     return message
 
-#旋轉木馬按鈕訊息介面
 
+#旋轉木馬按鈕訊息介面
 def Carousel_Template():
     message = TemplateSendMessage(
         alt_text='一則旋轉木馬按鈕訊息',
@@ -168,8 +172,10 @@ def Carousel_Template():
             ]
         )
     )
+
     return message
 
+
 #TemplateSendMessage - ImageCarouselTemplate(圖片旋轉木馬)
 def image_carousel_message1():
     message = TemplateSendMessage(
@@ -207,6 +213,5 @@ def image_carousel_message1():
             ]
         )
     )
-    return message
 
-#關於LINEBOT聊天內容範例
+    return message

line_bot/new.py

@@ -1,8 +1,8 @@
-#這些是LINE官方開放的套件組合透過import來套用這個檔案上
 from linebot import (LineBotApi, WebhookHandler)
 from linebot.exceptions import (InvalidSignatureError)
 from linebot.models import *
 
+
 def test():
     message = TemplateSendMessage(
         alt_text='圖片旋轉木馬',
@@ -39,4 +39,5 @@ def test():
             ]
         )
     )
+
     return message

line_bot/rich_menu.py

@@ -20,6 +20,7 @@
 headers = {"Authorization":"Bearer UmN0XsFJwcHP8lL7cPrvu30LXwqhMfni5+cTHdjrHKfOGW3DdgNh04ZmflN74CzwyhcRqiDCSzbnGDXhKxRwzXeYmO/1ELsnZFZnKJneME5cWq+hmbUjCongPvcsaSVOI1Ml6KfKoHybjIGM67pFXQdB04t89/1O/w1cDnyilFU=" , "Content-Type":"application/json"}
 
 # ====================================================
+
 # '''
 # Step 1 : 設定一次就可以註解掉了
 # '''
@@ -55,12 +56,13 @@
 # print(req.text)
 # 在這裡要記起 rich_menu_id
 
-
 # ====================================================
+
 '''
 Step 2 : import 要的東西
 這段也不能刪掉
 '''
+
 from linebot import (
     LineBotApi, WebhookHandler
 )
@@ -80,15 +82,14 @@
 
 # ====================================================
 
-
 req = requests.request('POST', 'https://api.line.me/v2/bot/user/all/richmenu/'+rich_menu_id,
                        headers=headers)
 print(req.text)
 
 rich_menu_list = line_bot_api.get_rich_menu_list()
 
-
 # ====================================================
+
 """
 上面要重新設定的話要把 ID 刪掉重來
 """

line_bot/scraper/law_scraper.py

@@ -1,8 +1,10 @@
-# coding=utf-8
+# coding=UTF-8
+
 from bs4 import BeautifulSoup
 import requests
 import re
 
+
 def get_law_detail(article_of_fact):
 	laws = ['刑法', '毒品危害防制條例', '商標法', '槍砲彈藥刀械管制條例', '藥事法', '家庭暴力防治法',
 			'性騷擾防治法', '廢棄物清理法', '妨害兵役治罪條例', '性侵害犯罪防治法', '公職人員選舉罷免法',
@@ -16,6 +18,7 @@ def get_law_detail(article_of_fact):
 	# Convert fact to url
 	re_string = '^([\u4e00-\u9fa5]*)第(\d+)條(之(\d)+)?$'
 	match = re.findall(re_string, article_of_fact)[0]
+
 	try:
 		pcode = pcodes[laws.index(match[0])]
 	except:
@@ -53,8 +56,8 @@ def get_law_detail(article_of_fact):
 			law_detail += '\n' if idx != len(content) - 1 else ''
 			true_idx += 1
 
-	# print(law_detail)
 	return law_detail
 
+
 if __name__ == '__main__':
 	get_law_detail('刑法第339條之1')

line_bot/scraper/today_news_scraper.py

@@ -1,12 +1,14 @@
 # Google search news '刑法'
-# coding=utf-8
+# coding=UTF-8
+
 from bs4 import BeautifulSoup
 import requests
 import json
 
 
 def get_today_news(news_count):
     url = 'https://news.google.com/topics/CAAqJQgKIh9DQkFTRVFvSUwyMHZNREZ1TlhjU0JYcG9MVlJYS0FBUAE?hl=zh-TW&gl=TW&ceid=TW%3Azh-Hant'
+
     # get html page and parse to soup
     response = requests.get(url)
     soup = BeautifulSoup(response.text, "html.parser")
@@ -30,9 +32,8 @@ def get_today_news(news_count):
         urls.append(short_url)
         titles.append(content[i].text)
 
-    # print(urls)
-    # print(titles)
     return urls, titles
 
+
 if __name__ == '__main__':
     get_today_news(3)

line_bot/scraper/yahoo_scraping.py

@@ -1,13 +1,15 @@
 # Yahoo news
-# coding=utf-8
+# coding=UTF-8
+
 # 1. pick raw text excluding link and figure
 # 2. exclude first <p> with ".*報導$"
-# 3.
-# remove "【《〈()""
+# 3. remove "【《〈()""
+
 from bs4 import BeautifulSoup
 import requests
 import re
 
+
 def get_news_content(url):
     # get html page and parse to soup
     response = requests.get(url)
@@ -17,15 +19,18 @@ def get_news_content(url):
     content = soup.find('div', class_='caas-body')
     with open('page2.html', 'w') as f:
         f.write(content.prettify())
+
     print(content.text)
+
     # get all <p>
     # all_paragraph = content.select("p[")
     # law_detail = ''
+
     # for idx, a in enumerate(content):
     # 	if idx == 0: continue
     # 	law_detail += f'{idx}. {a.text}'
     # 	law_detail += '\n' if idx != len(content) - 1 else ''
-    # # print(law_detail)
+
     # return law_detail
 
 if __name__ == '__main__':

main.py

@@ -88,4 +88,4 @@
         do_test = args.do_test
         train(parameters, config, gpu_list, do_test)
     else:   # mode == 'eval'        
-        eval(parameters, config, gpu_list)
+        eval(parameters, config, gpu_list)