From e46063e99f4cc6b22de4e32227289da3122646dd Mon Sep 17 00:00:00 2001
From: cloudroam <cloudroam>
Date: 星期三, 16 四月 2025 16:55:20 +0800
Subject: [PATCH] fix
---
app.py | 228 ++++++++++++++++++++++++-------------
app.log | 74 ++++++++++++
train_repayment.py | 2
3 files changed, 220 insertions(+), 84 deletions(-)
diff --git a/app.log b/app.log
index e69c6fa..02f9035 100644
--- a/app.log
+++ b/app.log
@@ -3783,3 +3783,77 @@
2025-04-14 10:14:15,472 - werkzeug - INFO - 192.168.1.213 - - [14/Apr/2025 10:14:15] "POST /process-sms HTTP/1.1" 200 -
2025-04-14 10:14:35,154 - __main__ - INFO - Successfully processed SMS: ��ϲ���������ͨ��ݰ����ѵ���֦�������Ժ���ſ�ԭ������վ...
2025-04-14 10:14:35,155 - werkzeug - INFO - 192.168.1.213 - - [14/Apr/2025 10:14:35] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:32:25,186 - __main__ - ERROR - ���غ���ģ��ʧ��: Repo id must be in the form 'repo_name' or 'namespace/repo_name': './models/flight_model/best_model'. Use `repo_type` argument if needed.
+2025-04-15 15:34:59,354 - __main__ - ERROR - ���غ���ģ��ʧ��: Repo id must be in the form 'repo_name' or 'namespace/repo_name': './models/flight_model/best_model'. Use `repo_type` argument if needed.
+2025-04-15 15:36:13,903 - werkzeug - INFO - [31m[1mWARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.[0m
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://127.0.0.1:5000
+2025-04-15 15:36:13,905 - werkzeug - INFO - [33mPress CTRL+C to quit[0m
+2025-04-15 15:36:51,104 - __main__ - INFO - Successfully processed SMS: ��֧����177*800����04���˵�890.65Ԫ��04��0...
+2025-04-15 15:36:51,108 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:36:51] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:37:03,491 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 15:37:03,493 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:37:03] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:37:56,612 - __main__ - INFO - Successfully processed SMS: ��֧����177*800����04���˵�890.65Ԫ��04��0...
+2025-04-15 15:37:56,613 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:37:56] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:38:22,298 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 15:38:22,298 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:38:22] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:41:55,485 - werkzeug - INFO - [31m[1mWARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.[0m
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.213:5000
+2025-04-15 15:41:55,486 - werkzeug - INFO - [33mPress CTRL+C to quit[0m
+2025-04-15 15:42:13,095 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 15:42:13,098 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:42:13] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:42:17,116 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 15:42:17,117 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:42:17] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:42:23,578 - __main__ - INFO - Successfully processed SMS: ��ũҵ���С��Ŀͻ��������ڷ���Ӧ�����7,1120Ԫ����...
+2025-04-15 15:42:23,578 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:42:23] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:42:31,035 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 15:42:31,035 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:42:31] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:50:31,418 - werkzeug - INFO - [31m[1mWARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.[0m
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.213:5000
+2025-04-15 15:50:31,434 - werkzeug - INFO - [33mPress CTRL+C to quit[0m
+2025-04-15 15:50:32,048 - __main__ - ERROR - ����ʵ����ȡʧ��: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:32,050 - __main__ - ERROR - Error processing SMS: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:32,051 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:50:32] "[35m[1mPOST /process-sms HTTP/1.1[0m" 500 -
+2025-04-15 15:50:34,556 - __main__ - ERROR - ����ʵ����ȡʧ��: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:34,556 - __main__ - ERROR - Error processing SMS: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:34,557 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:50:34] "[35m[1mPOST /process-sms HTTP/1.1[0m" 500 -
+2025-04-15 15:50:37,367 - __main__ - ERROR - ����ʵ����ȡʧ��: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:37,367 - __main__ - ERROR - Error processing SMS: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:37,367 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:50:37] "[35m[1mPOST /process-sms HTTP/1.1[0m" 500 -
+2025-04-15 15:50:38,286 - __main__ - ERROR - ����ʵ����ȡʧ��: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:38,287 - __main__ - ERROR - Error processing SMS: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:50:38,288 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:50:38] "[35m[1mPOST /process-sms HTTP/1.1[0m" 500 -
+2025-04-15 15:51:47,132 - __main__ - ERROR - ����ʵ����ȡʧ��: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:51:47,132 - __main__ - ERROR - Error processing SMS: free variable 're' referenced before assignment in enclosing scope
+2025-04-15 15:51:47,133 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:51:47] "[35m[1mPOST /process-sms HTTP/1.1[0m" 500 -
+2025-04-15 15:57:25,529 - werkzeug - INFO - [31m[1mWARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.[0m
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.213:5000
+2025-04-15 15:57:25,530 - werkzeug - INFO - [33mPress CTRL+C to quit[0m
+2025-04-15 15:57:29,300 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 15:57:29,303 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:57:29] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:57:39,051 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����80...
+2025-04-15 15:57:39,052 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:57:39] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:57:54,672 - __main__ - INFO - Successfully processed SMS: ��ũҵ���С��Ŀͻ��������ڷ���Ӧ�����7,1120Ԫ����...
+2025-04-15 15:57:54,673 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:57:54] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 15:58:13,267 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 15:58:13,268 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 15:58:13] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 16:04:29,075 - werkzeug - INFO - [31m[1mWARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.[0m
+ * Running on all addresses (0.0.0.0)
+ * Running on http://127.0.0.1:5000
+ * Running on http://192.168.1.213:5000
+2025-04-15 16:04:29,076 - werkzeug - INFO - [33mPress CTRL+C to quit[0m
+2025-04-15 16:05:10,198 - __main__ - INFO - Successfully processed SMS: ����ԭ���С��Ŀͻ�����β��1234���ÿ�����Ӧ�����5,...
+2025-04-15 16:05:10,202 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 16:05:10] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 16:05:19,011 - __main__ - INFO - Successfully processed SMS: ��ũҵ���С��Ŀͻ��������ڷ���Ӧ�����7,1120Ԫ����...
+2025-04-15 16:05:19,012 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 16:05:19] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 16:05:26,354 - __main__ - INFO - Successfully processed SMS: ��ũҵ���С��Ŀͻ��������ڷ���Ӧ�����7,120Ԫ������...
+2025-04-15 16:05:26,355 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 16:05:26] "POST /process-sms HTTP/1.1" 200 -
+2025-04-15 16:08:03,530 - __main__ - INFO - Successfully processed SMS: ��ũҵ���С��Ŀͻ��������ڷ���Ӧ�����7,120Ԫ������...
+2025-04-15 16:08:03,531 - werkzeug - INFO - 192.168.1.213 - - [15/Apr/2025 16:08:03] "POST /process-sms HTTP/1.1" 200 -
diff --git a/app.py b/app.py
index 47aa332..ba71f7e 100644
--- a/app.py
+++ b/app.py
@@ -27,8 +27,8 @@
self.ner_path = "./models/ner_model/best_model"
self.repayment_path = "./models/repayment_model/best_model"
self.income_path = "./models/income_model/best_model"
- self.flight_path = "./models/flight_model/best_model"
- self.train_path = "./models/train_model/best_model" # 添加火车票模型路径
+ # self.flight_path = "./models/flight_model/best_model"
+ # self.train_path = "./models/train_model/best_model" # 添加火车票模型路径
# 检查模型文件
self._check_model_files()
@@ -38,16 +38,16 @@
self.ner_tokenizer, self.ner_model = self._load_ner()
self.repayment_tokenizer, self.repayment_model = self._load_repayment()
self.income_tokenizer, self.income_model = self._load_income()
- self.flight_tokenizer, self.flight_model = self._load_flight()
- self.train_tokenizer, self.train_model = self._load_train() # 加载火车票模型
+ # self.flight_tokenizer, self.flight_model = self._load_flight()
+ # self.train_tokenizer, self.train_model = self._load_train() # 加载火车票模型
# 将模型设置为评估模式
self.classifier_model.eval()
self.ner_model.eval()
self.repayment_model.eval()
self.income_model.eval()
- self.flight_model.eval()
- self.train_model.eval() # 设置火车票模型为评估模式
+ # self.flight_model.eval()
+ # self.train_model.eval() # 设置火车票模型为评估模式
def _check_model_files(self):
"""检查模型文件是否存在"""
@@ -59,10 +59,10 @@
raise RuntimeError("还款模型文件不存在，请先运行训练脚本")
if not os.path.exists(self.income_path):
raise RuntimeError("收入模型文件不存在，请先运行训练脚本")
- if not os.path.exists(self.flight_path):
- raise RuntimeError("航班模型文件不存在，请先运行训练脚本")
- if not os.path.exists(self.train_path):
- raise RuntimeError("火车票模型文件不存在，请先运行训练脚本")
+ # if not os.path.exists(self.flight_path):
+ # raise RuntimeError("航班模型文件不存在，请先运行训练脚本")
+ # if not os.path.exists(self.train_path):
+ # raise RuntimeError("火车票模型文件不存在，请先运行训练脚本")
def _load_classifier(self) -> Tuple[BertTokenizer, BertForSequenceClassification]:
"""加载分类模型"""
@@ -382,67 +382,60 @@
if not amount_text:
return None
+ # 尝试直接在上下文中使用正则表达式查找更完整的金额
+ # 如果在同一句话里有类似"应还金额5,800元"这样的模式
+ amount_match = re.search(r'(?:应还|还款)?金额([\d,]+\.?\d*)(?:元|块钱|块|万元|万)?', context)
+ if amount_match:
+ return amount_match.group(1) # 直接返回匹配到的金额，保留原始格式
+
+ # 尝试查找最低还款金额
+ min_amount_match = re.search(r'最低还款([\d,]+\.?\d*)(?:元|块钱|块|万元|万)?', context)
+ if min_amount_match and "MIN_CODE" in current_entity["type"]:
+ return min_amount_match.group(1) # 直接返回匹配到的最低还款金额，保留原始格式
+
# 在上下文中查找完整金额
amount_index = context.find(amount_text)
if amount_index != -1:
# 扩大搜索范围，查找完整金额
- search_start = max(0, amount_index - 10) # 增加向前搜索范围
+ search_start = max(0, amount_index - 10)
search_end = min(len(context), amount_index + len(amount_text) + 10)
search_text = context[search_start:search_end]
- # 使用更精确的正则表达式查找金额模式
- amount_pattern = re.compile(r'(\d{1,10}(?:\.\d{1,2})?)')
+ # 使用正则表达式查找金额
+ amount_pattern = re.compile(r'([\d,]+\.?\d*)(?:元|块钱|块|万元|万)?')
matches = list(amount_pattern.finditer(search_text))
- # 找到最接近且最长的完整金额
- best_match = None
- min_distance = float('inf')
- max_length = 0
- target_pos = amount_index - search_start
-
- for match in matches:
- match_pos = match.start()
- distance = abs(match_pos - target_pos)
- match_text = match.group(1)
+ if matches:
+ # 选择最接近的匹配结果
+ best_match = None
+ min_distance = float('inf')
- # 优先选择更长的匹配，除非距离差异太大
- if len(match_text) > max_length or (len(match_text) == max_length and distance < min_distance):
- try:
- # 验证金额是否合理
- value = float(match_text)
- if value > 0 and value <= 9999999.99: # 设置合理的金额范围
- best_match = match_text
- min_distance = distance
- max_length = len(match_text)
- except ValueError:
- continue
+ for match in matches:
+ distance = abs(match.start() - (amount_index - search_start))
+ if distance < min_distance:
+ min_distance = distance
+ best_match = match.group(1) # 只取数字部分，保留逗号
+
+ if best_match:
+ return best_match
- if best_match:
- amount_text = best_match
-
+ # 如果上述方法都没找到，则保留原始提取结果但验证其有效性
# 移除货币符号和无效词
for symbol in RepaymentNERConfig.AMOUNT_CONFIG['currency_symbols']:
amount_text = amount_text.replace(symbol, '')
for word in RepaymentNERConfig.AMOUNT_CONFIG['invalid_words']:
amount_text = amount_text.replace(word, '')
- # 处理金额中的逗号
- amount_text = amount_text.replace(',', '')
-
+ # 验证金额有效性
+ clean_amount = amount_text.replace(',', '')
try:
- # 转换为浮点数
- value = float(amount_text)
-
- # 验证整数位数
- integer_part = str(int(value))
- if len(integer_part) <= RepaymentNERConfig.AMOUNT_CONFIG['max_integer_digits']:
- # 保持原始小数位数
- if '.' in amount_text:
- decimal_places = len(amount_text.split('.')[1])
- return f"{value:.{decimal_places}f}"
- return str(int(value))
+ value = float(clean_amount)
+ if value > 0:
+ # 返回原始格式
+ return amount_text
except ValueError:
pass
+
return None
# 实体提取
@@ -473,12 +466,11 @@
# 处理银行名称
if entities["BANK"]:
- # 修改银行名称处理逻辑
bank_parts = []
- seen = set() # 用于去重
+ seen = set()
for bank in entities["BANK"]:
bank = bank.strip()
- if bank and bank not in seen: # 避免重复
+ if bank and bank not in seen:
bank_parts.append(bank)
seen.add(bank)
bank = "".join(bank_parts)
@@ -487,7 +479,14 @@
# 处理还款类型
if entities["TYPE"]:
- type_ = "".join(entities["TYPE"]).strip()
+ type_parts = []
+ seen = set()
+ for type_ in entities["TYPE"]:
+ type_ = type_.strip()
+ if type_ and type_ not in seen:
+ type_parts.append(type_)
+ seen.add(type_)
+ type_ = "".join(type_parts)
if len(type_) <= RepaymentNERConfig.MAX_ENTITY_LENGTH["TYPE"]:
result["type"] = type_
@@ -500,32 +499,74 @@
# 处理日期
if entities["DATE"]:
date = "".join(entities["DATE"])
- date = ''.join(c for c in date if c.isdigit() or c in ['年', '月', '日'])
+ date = ''.join(c for c in date if c.isdigit() or c in ['年', '月', '日', '-'])
if date:
result["date"] = date
# 处理金额
- amount_candidates = []
- for amount in entities["PICKUP_CODE"]:
- cleaned_amount = clean_amount(amount, text)
- if cleaned_amount:
- try:
- value = float(cleaned_amount)
- amount_candidates.append((cleaned_amount, value))
- except ValueError:
- continue
+ # 先尝试使用正则表达式直接匹配金额
+ amount_match = re.search(r'(?:应还|还款)?金额([\d,]+\.?\d*)(?:元|块钱|块|万元|万)?', text)
+ if amount_match:
+ amount = amount_match.group(1) # 保留原始格式(带逗号)
+ # 验证金额有效性
+ try:
+ value = float(amount.replace(',', ''))
+ if value > 0:
+ result["amount"] = amount
+ except ValueError:
+ pass
- # 选择最大的有效金额
- if amount_candidates:
- # 按金额大小排序，选择最大的
- result["amount"] = max(amount_candidates, key=lambda x: x[1])[0]
+ # 如果正则没有匹配到，使用NER结果
+ if not result["amount"]:
+ amount_candidates = []
+ # 从识别的实体中获取
+ for amount in entities["PICKUP_CODE"]:
+ cleaned_amount = clean_amount(amount, text)
+ if cleaned_amount:
+ try:
+ value = float(cleaned_amount.replace(',', ''))
+ amount_candidates.append((cleaned_amount, value))
+ except ValueError:
+ continue
+
+ # 如果还是没有找到，尝试从文本中提取
+ if not amount_candidates:
+ # 使用更宽松的正则表达式匹配金额
+ amount_pattern = re.compile(r'([\d,]+\.?\d*)(?:元|块钱|块|万元|万)')
+ matches = list(amount_pattern.finditer(text))
+
+ for match in matches:
+ amount_text = match.group(1) # 获取数字部分，保留逗号
+ try:
+ value = float(amount_text.replace(',', ''))
+ amount_candidates.append((amount_text, value))
+ except ValueError:
+ continue
+
+ # 选择最大的有效金额
+ if amount_candidates:
+ result["amount"] = max(amount_candidates, key=lambda x: x[1])[0]
# 处理最低还款金额
- for amount in entities["MIN_CODE"]:
- cleaned_amount = clean_amount(amount, text) # 传入原始文本作为上下文
- if cleaned_amount:
- result["min_amount"] = cleaned_amount
- break
+ # 先尝试使用正则表达式直接匹配最低还款金额
+ min_amount_match = re.search(r'最低还款([\d,]+\.?\d*)(?:元|块钱|块|万元|万)?', text)
+ if min_amount_match:
+ min_amount = min_amount_match.group(1) # 保留原始格式(带逗号)
+ # 验证金额有效性
+ try:
+ value = float(min_amount.replace(',', ''))
+ if value > 0:
+ result["min_amount"] = min_amount
+ except ValueError:
+ pass
+
+ # 如果正则没有匹配到，使用NER结果
+ if not result["min_amount"] and entities["MIN_CODE"]:
+ for amount in entities["MIN_CODE"]:
+ cleaned_amount = clean_amount(amount, text)
+ if cleaned_amount:
+ result["min_amount"] = cleaned_amount
+ break
return result
@@ -571,9 +612,8 @@
search_end = min(len(context), amount_index + len(amount_text) + 10)
search_text = context[search_start:search_end]
- # 使用正则表达式查找金额模式
- import re
- amount_pattern = re.compile(r'(\d{1,10}(?:\.\d{1,2})?)')
+ # 使用更精确的正则表达式查找金额模式，支持带逗号的金额
+ amount_pattern = re.compile(r'(\d{1,3}(?:,\d{3})*(?:\.\d{1,2})?|\d+(?:\.\d{1,2})?)')
matches = list(amount_pattern.finditer(search_text))
# 找到最接近且最长的完整金额
@@ -671,12 +711,34 @@
result["datetime"] = datetime
# 处理收入金额
- if entities["PICKUP_CODE"]:
- for amount in entities["PICKUP_CODE"]:
- cleaned_amount = clean_amount(amount, text)
- if cleaned_amount:
- result["amount"] = cleaned_amount
- break
+ amount_candidates = []
+ # 首先从识别的实体中获取
+ for amount in entities["PICKUP_CODE"]:
+ cleaned_amount = clean_amount(amount, text)
+ if cleaned_amount:
+ try:
+ value = float(cleaned_amount)
+ amount_candidates.append((cleaned_amount, value))
+ except ValueError:
+ continue
+
+ # 如果没有找到有效金额，直接从文本中尝试提取
+ if not amount_candidates:
+ # 直接在整个文本中寻找金额模式
+ amount_pattern = re.compile(r'(\d{1,3}(?:,\d{3})*(?:\.\d{1,2})?|\d+(?:\.\d{1,2})?)')
+ matches = list(amount_pattern.finditer(text))
+
+ for match in matches:
+ amount_text = match.group(1)
+ try:
+ value = float(amount_text.replace(',', ''))
+ amount_candidates.append((amount_text, value))
+ except ValueError:
+ continue
+
+ # 选择最合适的有效金额
+ if amount_candidates:
+ result["amount"] = max(amount_candidates, key=lambda x: x[1])[0]
# 处理余额
if entities["BALANCE"]:
diff --git a/train_repayment.py b/train_repayment.py
index a5ef722..9620d19 100644
--- a/train_repayment.py
+++ b/train_repayment.py
@@ -138,7 +138,7 @@
evaluation_strategy="steps",
eval_steps=RepaymentNERConfig.EVAL_STEPS,
save_strategy="steps",
- save_steps=RepaymentNERConfig.SAVE_STEPS,
+ save_steps=RepaymentNERConfig.EVAL_STEPS,
save_total_limit=RepaymentNERConfig.SAVE_TOTAL_LIMIT,
load_best_model_at_end=True,
metric_for_best_model="overall_f1",
--
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