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from pydantic import BaseModel
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import requests
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import pandas as pd
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import os
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from utils.data_process import preprocess_data, convert_to_list
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def download_file(data_file_info, save_dir):
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"""
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下载文件并保存到指定目录。
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参数:
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data_file_info (dict): 包含文件信息的字典,可能包含"model_file_url"、"log_file_url"和"data_file_url"等字段
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save_dir (str): 文件保存的目录路径
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"""
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# 下载日志文件
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if "log_file_url" in data_file_info:
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log_file_url = data_file_info["log_file_url"]
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log_save_path = os.path.join(save_dir, "log.txt")
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response = requests.get(log_file_url)
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with open(log_save_path, 'wb') as file:
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file.write(response.content)
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print(f"Log file saved to: {log_save_path}")
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else:
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print("无法获取日志文件信息")
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# 下载数据文件
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if "data_file_url" in data_file_info:
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data_file_url = data_file_info["data_file_url"]
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data_save_path = os.path.join(save_dir, "data.xlsx")
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response = requests.get(data_file_url)
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with open(data_save_path, 'wb') as file:
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file.write(response.content)
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print(f"Data file saved to: {data_save_path}")
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else:
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print("无法获取数据文件信息")
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def classify_features(features_data_list):
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"""
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发送特征数据到服务端进行分类,并获取分类结果。
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参数:
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features_data_list (list): 包含特征数据的列表
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返回:
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dict: 包含分类结果和模型文件信息的字典
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"""
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response = requests.post("http://127.0.0.1:3397/evaluate/", json=features_data_list)
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if response.status_code == 200:
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results = response.json()
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print("Precision:", results["classification_result"]["precision"])
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print("Recall:", results["classification_result"]["recall"])
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print("F1:", results["classification_result"]["f1"])
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print("Wrong Percentage:", results["classification_result"]["wrong_percentage"])
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data_file_info = results["data_file"]
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data_save_dir = os.path.dirname(__file__)
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download_file(data_file_info, data_save_dir)
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return results
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else:
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print("请求失败:", response.text)
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return None
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if __name__ == "__main__":
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# 读取原始数据表
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df_src = pd.read_excel("data/data_src.xlsx")
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df_leave = pd.read_excel("data_processed/Leave_Record_RES.xlsx")
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df_dropout_warning = pd.read_excel("data_processed/Dropout_Warning_RES.xlsx")
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# 数据预处理
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df = preprocess_data(df_src, df_leave, df_dropout_warning)
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# 转换成数据列表
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features_data_list = convert_to_list(df)
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# 发送 POST 请求并处理结果
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results = classify_features(features_data_list)
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if results:
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print("Classification results:", results)
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from pydantic import BaseModel
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if __name__ == "__main__":
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import requests
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# 模拟发送的特征数据
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features_data1 = {
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"somatization": 0.5,
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"obsessive_compulsive": 0.3,
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"interpersonal_sensitivity": 0.7,
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"depression": 0.6,
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"anxiety": 0.8,
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"hostility": 0.4,
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"terror": 0.2,
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"paranoia": 0.1,
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"psychoticism": 0.9,
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"other": 0.2,
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"father_parenting_style": 2,
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"mother_parenting_style": 3,
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"self_assessed_family_economic_condition": 4,
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"history_of_psychological_counseling": 1,
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"absenteeism_above_average": True,
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"academic_warning": False,
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"label": -1
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}
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features_data2 = {
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"somatization": 4.3,
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"obsessive_compulsive": 4.1,
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"interpersonal_sensitivity": 3.8,
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"depression": 4,
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"anxiety": 4.2,
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"hostility": 4.2,
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"terror": 4,
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"paranoia": 4.2,
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"psychoticism": 3.8,
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"other": 3.6,
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"father_parenting_style": 1,
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"mother_parenting_style": 0,
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"self_assessed_family_economic_condition": 0,
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"history_of_psychological_counseling": False,
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"absenteeism_above_average": True,
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"academic_warning": True,
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"label": -1
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}
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features_data3 = {
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"somatization": 1.1,
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"obsessive_compulsive": 2.3,
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"interpersonal_sensitivity": 2.6,
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"depression": 2.2,
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"anxiety": 1.6,
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"hostility": 1.5,
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"terror": 1.6,
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"paranoia": 1.5,
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"psychoticism": 1.2,
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"other": 1.3,
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"father_parenting_style": 1,
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"mother_parenting_style": 1,
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"self_assessed_family_economic_condition": 1,
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"history_of_psychological_counseling": False,
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"absenteeism_above_average": False,
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"academic_warning": False,
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"label": -1
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}
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features_data4 = {
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"somatization": 1.5,
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"obsessive_compulsive": 2.4,
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"interpersonal_sensitivity": 2.2,
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"depression": 3.2,
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"anxiety": 1.6,
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"hostility": 1.5,
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"terror": 3.1,
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"paranoia": 1.5,
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"psychoticism": 1.9,
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"other": 2.6,
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"father_parenting_style": 1,
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"mother_parenting_style": 1,
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"self_assessed_family_economic_condition": 0,
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"history_of_psychological_counseling": False,
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"absenteeism_above_average": False,
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"academic_warning": False,
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"label": -1
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}
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# 必须是features_list, 前面出现了只有一个样本时测不准，考虑是用了样本间归一化的原因，现在么有用了
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# features_data_list = [features_data3]
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features_data_list = [features_data4, features_data2, features_data3, features_data1]
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# 发送 POST 请求
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response = requests.post("http://127.0.0.1:3397/inference/", json=features_data_list)
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if response.status_code == 200:
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# 获取分类结果列表
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classified_results = response.json()
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print(classified_results) # 这里的 classified_results 就是返回的列表对象
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else:
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print("请求失败:", response.text)
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import requests
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import pandas as pd
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import os
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from utils.data_process import preprocess_data, convert_to_list
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def download_file(data_file_info, save_dir):
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"""
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下载文件并保存到指定目录。
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参数:
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data_file_info (dict): 包含文件信息的字典,可能包含"model_file_url"、"log_file_url"和"data_file_url"等字段
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save_dir (str): 文件保存的目录路径
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"""
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# 下载模型文件
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if "model_file_url" in data_file_info:
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model_file_url = data_file_info["model_file_url"]
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model_save_path = os.path.join(save_dir, "model.pth")
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response = requests.get(model_file_url)
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with open(model_save_path, 'wb') as file:
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file.write(response.content)
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print(f"Model saved to: {model_save_path}")
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else:
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print("无法获取模型文件信息")
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# 下载日志文件
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if "log_file_url" in data_file_info:
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log_file_url = data_file_info["log_file_url"]
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log_save_path = os.path.join(save_dir, "log.txt")
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response = requests.get(log_file_url)
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with open(log_save_path, 'wb') as file:
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file.write(response.content)
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print(f"Log file saved to: {log_save_path}")
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else:
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print("无法获取日志文件信息")
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# 下载数据文件
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if "data_file_url" in data_file_info:
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data_file_url = data_file_info["data_file_url"]
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data_save_path = os.path.join(save_dir, "data.xlsx")
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response = requests.get(data_file_url)
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with open(data_save_path, 'wb') as file:
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file.write(response.content)
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print(f"Data file saved to: {data_save_path}")
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else:
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print("无法获取数据文件信息")
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def classify_features(features_data_list):
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"""
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发送特征数据到服务端进行分类,并获取分类结果。
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参数:
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features_data_list (list): 包含特征数据的列表
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返回:
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dict: 包含分类结果和模型文件信息的字典
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"""
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response = requests.post("http://127.0.0.1:3397/train/", json=features_data_list)
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if response.status_code == 200:
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results = response.json()
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print("Precision:", results["classification_result"]["precision"])
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print("Recall:", results["classification_result"]["recall"])
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print("F1:", results["classification_result"]["f1"])
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print("Wrong Percentage:", results["classification_result"]["wrong_percentage"])
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data_file_info = results["data_file"]
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data_save_dir = os.path.abspath(os.path.join(os.path.dirname(__file__), "client"))
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download_file(data_file_info, data_save_dir)
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return results
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else:
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print("请求失败:", response.text)
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return None
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if __name__ == "__main__":
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# 读取原始数据表
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df_src = pd.read_excel("data/data_src.xlsx")
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df_leave = pd.read_excel("data_processed/Leave_Record_RES.xlsx")
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df_dropout_warning = pd.read_excel("data_processed/Dropout_Warning_RES.xlsx")
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# 数据预处理
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df = preprocess_data(df_src, df_leave, df_dropout_warning)
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# 转换成数据列表
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features_data_list = convert_to_list(df)
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# 发送 POST 请求并处理结果
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results = classify_features(features_data_list)
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if results:
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print("Classification results:", results)
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2024-05-29 00:58:42 INFO: config:
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2024-05-29 00:58:45 INFO: Class weights: tensor([21.1878, 3.1149, 0.7420, 0.4378], device='cuda:0')
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2024-05-29 00:58:47 INFO: Epoch 001 | Train Loss: 0.6145 | Train Accuracy: 0.8024 | Validation Loss: 0.3530 | Validation Accuracy: 0.8666 | Validation Mean Precision: 0.7371 | Validation Mean Recall: 0.8382 | Validation Mean F1_score: 0.7780
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2024-05-29 00:58:49 INFO: Epoch 002 | Train Loss: 0.3780 | Train Accuracy: 0.8802 | Validation Loss: 0.4015 | Validation Accuracy: 0.8146 | Validation Mean Precision: 0.6750 | Validation Mean Recall: 0.8230 | Validation Mean F1_score: 0.7243
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2024-05-29 00:58:50 INFO: Epoch 003 | Train Loss: 0.3667 | Train Accuracy: 0.8861 | Validation Loss: 0.3302 | Validation Accuracy: 0.8826 | Validation Mean Precision: 0.7854 | Validation Mean Recall: 0.8465 | Validation Mean F1_score: 0.8125
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2024-05-29 00:58:52 INFO: Epoch 004 | Train Loss: 0.3590 | Train Accuracy: 0.8887 | Validation Loss: 0.3236 | Validation Accuracy: 0.8996 | Validation Mean Precision: 0.8327 | Validation Mean Recall: 0.8399 | Validation Mean F1_score: 0.8350
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2024-05-29 00:58:54 INFO: Epoch 005 | Train Loss: 0.3563 | Train Accuracy: 0.8892 | Validation Loss: 0.3271 | Validation Accuracy: 0.9011 | Validation Mean Precision: 0.7866 | Validation Mean Recall: 0.8377 | Validation Mean F1_score: 0.8014
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2024-05-29 00:58:55 INFO: Epoch 006 | Train Loss: 0.3603 | Train Accuracy: 0.8912 | Validation Loss: 0.3489 | Validation Accuracy: 0.8941 | Validation Mean Precision: 0.7863 | Validation Mean Recall: 0.8253 | Validation Mean F1_score: 0.7933
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2024-05-29 00:58:57 INFO: Epoch 007 | Train Loss: 0.3615 | Train Accuracy: 0.8899 | Validation Loss: 0.3224 | Validation Accuracy: 0.9128 | Validation Mean Precision: 0.8498 | Validation Mean Recall: 0.8398 | Validation Mean F1_score: 0.8445
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2024-05-29 00:58:58 INFO: Epoch 008 | Train Loss: 0.3472 | Train Accuracy: 0.8936 | Validation Loss: 0.3202 | Validation Accuracy: 0.9087 | Validation Mean Precision: 0.8409 | Validation Mean Recall: 0.8421 | Validation Mean F1_score: 0.8408
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2024-05-29 00:59:00 INFO: Epoch 009 | Train Loss: 0.3446 | Train Accuracy: 0.8995 | Validation Loss: 0.3466 | Validation Accuracy: 0.9020 | Validation Mean Precision: 0.7918 | Validation Mean Recall: 0.8389 | Validation Mean F1_score: 0.7942
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2024-05-29 00:59:01 INFO: Epoch 010 | Train Loss: 0.3402 | Train Accuracy: 0.8976 | Validation Loss: 0.3259 | Validation Accuracy: 0.9149 | Validation Mean Precision: 0.8842 | Validation Mean Recall: 0.8261 | Validation Mean F1_score: 0.8511
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2024-05-29 00:59:03 INFO: Epoch 011 | Train Loss: 0.3389 | Train Accuracy: 0.9001 | Validation Loss: 0.3203 | Validation Accuracy: 0.8862 | Validation Mean Precision: 0.7839 | Validation Mean Recall: 0.8474 | Validation Mean F1_score: 0.8105
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2024-05-29 00:59:04 INFO: Epoch 012 | Train Loss: 0.3345 | Train Accuracy: 0.9002 | Validation Loss: 0.3031 | Validation Accuracy: 0.9157 | Validation Mean Precision: 0.8425 | Validation Mean Recall: 0.8488 | Validation Mean F1_score: 0.8452
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2024-05-29 00:59:06 INFO: Epoch 013 | Train Loss: 0.3312 | Train Accuracy: 0.9037 | Validation Loss: 0.3071 | Validation Accuracy: 0.9008 | Validation Mean Precision: 0.7963 | Validation Mean Recall: 0.8467 | Validation Mean F1_score: 0.8113
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2024-05-29 00:59:07 INFO: Epoch 014 | Train Loss: 0.3318 | Train Accuracy: 0.9047 | Validation Loss: 0.3138 | Validation Accuracy: 0.9018 | Validation Mean Precision: 0.7624 | Validation Mean Recall: 0.8601 | Validation Mean F1_score: 0.7981
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2024-05-29 00:59:09 INFO: Epoch 015 | Train Loss: 0.3252 | Train Accuracy: 0.9086 | Validation Loss: 0.2973 | Validation Accuracy: 0.9111 | Validation Mean Precision: 0.8332 | Validation Mean Recall: 0.8528 | Validation Mean F1_score: 0.8409
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2024-05-29 00:59:10 INFO: Epoch 016 | Train Loss: 0.3242 | Train Accuracy: 0.9077 | Validation Loss: 0.2943 | Validation Accuracy: 0.9130 | Validation Mean Precision: 0.8474 | Validation Mean Recall: 0.8502 | Validation Mean F1_score: 0.8474
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2024-05-29 00:59:12 INFO: Epoch 017 | Train Loss: 0.3225 | Train Accuracy: 0.9069 | Validation Loss: 0.3049 | Validation Accuracy: 0.9142 | Validation Mean Precision: 0.8105 | Validation Mean Recall: 0.8539 | Validation Mean F1_score: 0.8275
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2024-05-29 00:59:13 INFO: Epoch 018 | Train Loss: 0.3232 | Train Accuracy: 0.9078 | Validation Loss: 0.3142 | Validation Accuracy: 0.8831 | Validation Mean Precision: 0.7624 | Validation Mean Recall: 0.8533 | Validation Mean F1_score: 0.7997
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2024-05-29 00:59:14 INFO: Epoch 019 | Train Loss: 0.3191 | Train Accuracy: 0.9108 | Validation Loss: 0.2926 | Validation Accuracy: 0.9212 | Validation Mean Precision: 0.8754 | Validation Mean Recall: 0.8612 | Validation Mean F1_score: 0.8681
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2024-05-29 00:59:16 INFO: Epoch 020 | Train Loss: 0.3177 | Train Accuracy: 0.9152 | Validation Loss: 0.2906 | Validation Accuracy: 0.9164 | Validation Mean Precision: 0.7893 | Validation Mean Recall: 0.8658 | Validation Mean F1_score: 0.8178
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2024-05-29 00:59:17 INFO: Epoch 021 | Train Loss: 0.3189 | Train Accuracy: 0.9145 | Validation Loss: 0.2837 | Validation Accuracy: 0.9267 | Validation Mean Precision: 0.8602 | Validation Mean Recall: 0.8654 | Validation Mean F1_score: 0.8618
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2024-05-29 00:59:19 INFO: Epoch 022 | Train Loss: 0.3152 | Train Accuracy: 0.9141 | Validation Loss: 0.2781 | Validation Accuracy: 0.9205 | Validation Mean Precision: 0.8329 | Validation Mean Recall: 0.8657 | Validation Mean F1_score: 0.8480
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2024-05-29 00:59:20 INFO: Epoch 023 | Train Loss: 0.3114 | Train Accuracy: 0.9151 | Validation Loss: 0.2808 | Validation Accuracy: 0.9279 | Validation Mean Precision: 0.8559 | Validation Mean Recall: 0.8620 | Validation Mean F1_score: 0.8584
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2024-05-29 00:59:21 INFO: Epoch 024 | Train Loss: 0.3089 | Train Accuracy: 0.9146 | Validation Loss: 0.3037 | Validation Accuracy: 0.9051 | Validation Mean Precision: 0.7702 | Validation Mean Recall: 0.8667 | Validation Mean F1_score: 0.8087
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2024-05-29 00:59:23 INFO: Epoch 025 | Train Loss: 0.3131 | Train Accuracy: 0.9159 | Validation Loss: 0.2844 | Validation Accuracy: 0.9063 | Validation Mean Precision: 0.8446 | Validation Mean Recall: 0.8616 | Validation Mean F1_score: 0.8520
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2024-05-29 00:59:24 INFO: Epoch 026 | Train Loss: 0.3083 | Train Accuracy: 0.9187 | Validation Loss: 0.2789 | Validation Accuracy: 0.9126 | Validation Mean Precision: 0.8120 | Validation Mean Recall: 0.8610 | Validation Mean F1_score: 0.8344
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2024-05-29 00:59:26 INFO: Epoch 027 | Train Loss: 0.3031 | Train Accuracy: 0.9231 | Validation Loss: 0.2845 | Validation Accuracy: 0.9025 | Validation Mean Precision: 0.7914 | Validation Mean Recall: 0.8660 | Validation Mean F1_score: 0.8225
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2024-05-29 00:59:27 INFO: Epoch 028 | Train Loss: 0.3065 | Train Accuracy: 0.9188 | Validation Loss: 0.2807 | Validation Accuracy: 0.9087 | Validation Mean Precision: 0.8178 | Validation Mean Recall: 0.8595 | Validation Mean F1_score: 0.8364
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2024-05-29 00:59:29 INFO: Epoch 029 | Train Loss: 0.2994 | Train Accuracy: 0.9185 | Validation Loss: 0.2913 | Validation Accuracy: 0.9169 | Validation Mean Precision: 0.7855 | Validation Mean Recall: 0.8691 | Validation Mean F1_score: 0.8162
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2024-05-29 00:59:30 INFO: Epoch 030 | Train Loss: 0.2980 | Train Accuracy: 0.9225 | Validation Loss: 0.2720 | Validation Accuracy: 0.9224 | Validation Mean Precision: 0.8211 | Validation Mean Recall: 0.8657 | Validation Mean F1_score: 0.8414
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2024-05-29 00:59:32 INFO: Epoch 031 | Train Loss: 0.3008 | Train Accuracy: 0.9190 | Validation Loss: 0.2733 | Validation Accuracy: 0.9327 | Validation Mean Precision: 0.8689 | Validation Mean Recall: 0.8712 | Validation Mean F1_score: 0.8697
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2024-05-29 00:59:33 INFO: Epoch 032 | Train Loss: 0.2979 | Train Accuracy: 0.9204 | Validation Loss: 0.2776 | Validation Accuracy: 0.9255 | Validation Mean Precision: 0.8200 | Validation Mean Recall: 0.8756 | Validation Mean F1_score: 0.8420
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2024-05-29 00:59:35 INFO: Epoch 033 | Train Loss: 0.3003 | Train Accuracy: 0.9208 | Validation Loss: 0.2710 | Validation Accuracy: 0.9260 | Validation Mean Precision: 0.8219 | Validation Mean Recall: 0.8711 | Validation Mean F1_score: 0.8420
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2024-05-29 00:59:37 INFO: Epoch 034 | Train Loss: 0.2946 | Train Accuracy: 0.9223 | Validation Loss: 0.2855 | Validation Accuracy: 0.9226 | Validation Mean Precision: 0.8080 | Validation Mean Recall: 0.8608 | Validation Mean F1_score: 0.8287
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2024-05-29 00:59:38 INFO: Epoch 035 | Train Loss: 0.2869 | Train Accuracy: 0.9250 | Validation Loss: 0.2886 | Validation Accuracy: 0.9310 | Validation Mean Precision: 0.8492 | Validation Mean Recall: 0.8662 | Validation Mean F1_score: 0.8544
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2024-05-29 00:59:40 INFO: Epoch 036 | Train Loss: 0.2866 | Train Accuracy: 0.9248 | Validation Loss: 0.3234 | Validation Accuracy: 0.8915 | Validation Mean Precision: 0.7333 | Validation Mean Recall: 0.8630 | Validation Mean F1_score: 0.7779
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2024-05-29 00:59:42 INFO: Epoch 037 | Train Loss: 0.2879 | Train Accuracy: 0.9267 | Validation Loss: 0.2788 | Validation Accuracy: 0.9212 | Validation Mean Precision: 0.8358 | Validation Mean Recall: 0.8697 | Validation Mean F1_score: 0.8511
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2024-05-29 00:59:43 INFO: Epoch 038 | Train Loss: 0.2871 | Train Accuracy: 0.9266 | Validation Loss: 0.2770 | Validation Accuracy: 0.9358 | Validation Mean Precision: 0.8449 | Validation Mean Recall: 0.8763 | Validation Mean F1_score: 0.8522
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2024-05-29 00:59:45 INFO: Epoch 039 | Train Loss: 0.2925 | Train Accuracy: 0.9211 | Validation Loss: 0.2752 | Validation Accuracy: 0.9197 | Validation Mean Precision: 0.8059 | Validation Mean Recall: 0.8702 | Validation Mean F1_score: 0.8336
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2024-05-29 00:59:47 INFO: Epoch 040 | Train Loss: 0.2828 | Train Accuracy: 0.9284 | Validation Loss: 0.2897 | Validation Accuracy: 0.9023 | Validation Mean Precision: 0.8541 | Validation Mean Recall: 0.8528 | Validation Mean F1_score: 0.8502
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2024-05-29 00:59:48 INFO: Epoch 041 | Train Loss: 0.2808 | Train Accuracy: 0.9286 | Validation Loss: 0.2939 | Validation Accuracy: 0.8967 | Validation Mean Precision: 0.8299 | Validation Mean Recall: 0.8616 | Validation Mean F1_score: 0.8440
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2024-05-29 00:59:50 INFO: Epoch 042 | Train Loss: 0.2822 | Train Accuracy: 0.9250 | Validation Loss: 0.2620 | Validation Accuracy: 0.9276 | Validation Mean Precision: 0.8283 | Validation Mean Recall: 0.8691 | Validation Mean F1_score: 0.8457
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2024-05-29 00:59:52 INFO: Epoch 043 | Train Loss: 0.2771 | Train Accuracy: 0.9282 | Validation Loss: 0.2604 | Validation Accuracy: 0.9288 | Validation Mean Precision: 0.8361 | Validation Mean Recall: 0.8706 | Validation Mean F1_score: 0.8511
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2024-05-29 00:59:53 INFO: Epoch 044 | Train Loss: 0.2765 | Train Accuracy: 0.9276 | Validation Loss: 0.2745 | Validation Accuracy: 0.9250 | Validation Mean Precision: 0.8826 | Validation Mean Recall: 0.8622 | Validation Mean F1_score: 0.8716
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2024-05-29 00:59:55 INFO: Epoch 045 | Train Loss: 0.2796 | Train Accuracy: 0.9262 | Validation Loss: 0.2621 | Validation Accuracy: 0.9322 | Validation Mean Precision: 0.8378 | Validation Mean Recall: 0.8689 | Validation Mean F1_score: 0.8501
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2024-05-29 00:59:56 INFO: Epoch 046 | Train Loss: 0.2721 | Train Accuracy: 0.9300 | Validation Loss: 0.2635 | Validation Accuracy: 0.9238 | Validation Mean Precision: 0.8548 | Validation Mean Recall: 0.8703 | Validation Mean F1_score: 0.8607
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2024-05-29 00:59:58 INFO: Epoch 047 | Train Loss: 0.2794 | Train Accuracy: 0.9229 | Validation Loss: 0.2885 | Validation Accuracy: 0.9106 | Validation Mean Precision: 0.8250 | Validation Mean Recall: 0.8616 | Validation Mean F1_score: 0.8411
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2024-05-29 00:59:59 INFO: Epoch 048 | Train Loss: 0.2702 | Train Accuracy: 0.9275 | Validation Loss: 0.2639 | Validation Accuracy: 0.9241 | Validation Mean Precision: 0.8274 | Validation Mean Recall: 0.8713 | Validation Mean F1_score: 0.8461
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2024-05-29 01:00:01 INFO: Epoch 049 | Train Loss: 0.2695 | Train Accuracy: 0.9298 | Validation Loss: 0.2643 | Validation Accuracy: 0.9248 | Validation Mean Precision: 0.8663 | Validation Mean Recall: 0.8723 | Validation Mean F1_score: 0.8670
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2024-05-29 01:00:02 INFO: Epoch 050 | Train Loss: 0.2681 | Train Accuracy: 0.9298 | Validation Loss: 0.2695 | Validation Accuracy: 0.9320 | Validation Mean Precision: 0.8449 | Validation Mean Recall: 0.8665 | Validation Mean F1_score: 0.8521
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2024-05-29 01:00:03 INFO: Epoch 051 | Train Loss: 0.2759 | Train Accuracy: 0.9291 | Validation Loss: 0.2627 | Validation Accuracy: 0.9312 | Validation Mean Precision: 0.8293 | Validation Mean Recall: 0.8677 | Validation Mean F1_score: 0.8445
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2024-05-29 01:00:05 INFO: Epoch 052 | Train Loss: 0.2605 | Train Accuracy: 0.9304 | Validation Loss: 0.2969 | Validation Accuracy: 0.9006 | Validation Mean Precision: 0.8115 | Validation Mean Recall: 0.8689 | Validation Mean F1_score: 0.8339
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2024-05-29 01:00:06 INFO: Epoch 053 | Train Loss: 0.2672 | Train Accuracy: 0.9291 | Validation Loss: 0.2632 | Validation Accuracy: 0.9205 | Validation Mean Precision: 0.8498 | Validation Mean Recall: 0.8763 | Validation Mean F1_score: 0.8624
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2024-05-29 01:00:08 INFO: Epoch 054 | Train Loss: 0.2725 | Train Accuracy: 0.9272 | Validation Loss: 0.2702 | Validation Accuracy: 0.9188 | Validation Mean Precision: 0.8314 | Validation Mean Recall: 0.8739 | Validation Mean F1_score: 0.8499
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2024-05-29 01:00:09 INFO: Epoch 055 | Train Loss: 0.2600 | Train Accuracy: 0.9307 | Validation Loss: 0.2599 | Validation Accuracy: 0.9327 | Validation Mean Precision: 0.8917 | Validation Mean Recall: 0.8613 | Validation Mean F1_score: 0.8725
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2024-05-29 01:00:11 INFO: Epoch 056 | Train Loss: 0.2596 | Train Accuracy: 0.9298 | Validation Loss: 0.2648 | Validation Accuracy: 0.9327 | Validation Mean Precision: 0.8541 | Validation Mean Recall: 0.8724 | Validation Mean F1_score: 0.8595
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2024-05-29 01:00:13 INFO: Epoch 057 | Train Loss: 0.2652 | Train Accuracy: 0.9296 | Validation Loss: 0.2570 | Validation Accuracy: 0.9356 | Validation Mean Precision: 0.8567 | Validation Mean Recall: 0.8808 | Validation Mean F1_score: 0.8669
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2024-05-29 01:00:15 INFO: Epoch 058 | Train Loss: 0.2580 | Train Accuracy: 0.9300 | Validation Loss: 0.2556 | Validation Accuracy: 0.9368 | Validation Mean Precision: 0.8718 | Validation Mean Recall: 0.8763 | Validation Mean F1_score: 0.8732
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2024-05-29 01:00:16 INFO: Epoch 059 | Train Loss: 0.2627 | Train Accuracy: 0.9309 | Validation Loss: 0.2856 | Validation Accuracy: 0.9133 | Validation Mean Precision: 0.8033 | Validation Mean Recall: 0.8742 | Validation Mean F1_score: 0.8343
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2024-05-29 01:00:18 INFO: Epoch 060 | Train Loss: 0.2592 | Train Accuracy: 0.9309 | Validation Loss: 0.2570 | Validation Accuracy: 0.9351 | Validation Mean Precision: 0.8610 | Validation Mean Recall: 0.8768 | Validation Mean F1_score: 0.8679
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2024-05-29 01:00:19 INFO: Epoch 061 | Train Loss: 0.2617 | Train Accuracy: 0.9296 | Validation Loss: 0.2571 | Validation Accuracy: 0.9279 | Validation Mean Precision: 0.8443 | Validation Mean Recall: 0.8789 | Validation Mean F1_score: 0.8601
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2024-05-29 01:00:21 INFO: Epoch 062 | Train Loss: 0.2633 | Train Accuracy: 0.9292 | Validation Loss: 0.2664 | Validation Accuracy: 0.9233 | Validation Mean Precision: 0.8598 | Validation Mean Recall: 0.8711 | Validation Mean F1_score: 0.8631
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2024-05-29 01:00:22 INFO: Epoch 063 | Train Loss: 0.2592 | Train Accuracy: 0.9284 | Validation Loss: 0.2704 | Validation Accuracy: 0.9336 | Validation Mean Precision: 0.9117 | Validation Mean Recall: 0.8574 | Validation Mean F1_score: 0.8807
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2024-05-29 01:00:23 INFO: Epoch 064 | Train Loss: 0.2568 | Train Accuracy: 0.9311 | Validation Loss: 0.2605 | Validation Accuracy: 0.9399 | Validation Mean Precision: 0.9033 | Validation Mean Recall: 0.8751 | Validation Mean F1_score: 0.8886
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2024-05-29 01:00:25 INFO: Epoch 065 | Train Loss: 0.2619 | Train Accuracy: 0.9311 | Validation Loss: 0.2578 | Validation Accuracy: 0.9375 | Validation Mean Precision: 0.8894 | Validation Mean Recall: 0.8710 | Validation Mean F1_score: 0.8791
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2024-05-29 01:00:26 INFO: Epoch 066 | Train Loss: 0.2595 | Train Accuracy: 0.9323 | Validation Loss: 0.2837 | Validation Accuracy: 0.9310 | Validation Mean Precision: 0.8411 | Validation Mean Recall: 0.8659 | Validation Mean F1_score: 0.8461
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2024-05-29 01:00:28 INFO: Epoch 067 | Train Loss: 0.2605 | Train Accuracy: 0.9321 | Validation Loss: 0.2581 | Validation Accuracy: 0.9382 | Validation Mean Precision: 0.8721 | Validation Mean Recall: 0.8798 | Validation Mean F1_score: 0.8747
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2024-05-29 01:00:29 INFO: Epoch 068 | Train Loss: 0.2570 | Train Accuracy: 0.9329 | Validation Loss: 0.2592 | Validation Accuracy: 0.9358 | Validation Mean Precision: 0.8555 | Validation Mean Recall: 0.8761 | Validation Mean F1_score: 0.8629
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2024-05-29 01:00:31 INFO: Epoch 069 | Train Loss: 0.2562 | Train Accuracy: 0.9334 | Validation Loss: 0.2578 | Validation Accuracy: 0.9346 | Validation Mean Precision: 0.8833 | Validation Mean Recall: 0.8799 | Validation Mean F1_score: 0.8811
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2024-05-29 01:00:33 INFO: Epoch 070 | Train Loss: 0.2506 | Train Accuracy: 0.9334 | Validation Loss: 0.2591 | Validation Accuracy: 0.9255 | Validation Mean Precision: 0.8314 | Validation Mean Recall: 0.8705 | Validation Mean F1_score: 0.8485
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2024-05-29 01:00:34 INFO: Epoch 071 | Train Loss: 0.2561 | Train Accuracy: 0.9318 | Validation Loss: 0.2544 | Validation Accuracy: 0.9262 | Validation Mean Precision: 0.8376 | Validation Mean Recall: 0.8759 | Validation Mean F1_score: 0.8546
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2024-05-29 01:00:36 INFO: Epoch 072 | Train Loss: 0.2603 | Train Accuracy: 0.9325 | Validation Loss: 0.2500 | Validation Accuracy: 0.9344 | Validation Mean Precision: 0.8699 | Validation Mean Recall: 0.8731 | Validation Mean F1_score: 0.8713
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2024-05-29 01:00:38 INFO: Epoch 073 | Train Loss: 0.2558 | Train Accuracy: 0.9300 | Validation Loss: 0.2603 | Validation Accuracy: 0.9293 | Validation Mean Precision: 0.8274 | Validation Mean Recall: 0.8768 | Validation Mean F1_score: 0.8475
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2024-05-29 01:00:39 INFO: Epoch 074 | Train Loss: 0.2508 | Train Accuracy: 0.9341 | Validation Loss: 0.2723 | Validation Accuracy: 0.9406 | Validation Mean Precision: 0.8890 | Validation Mean Recall: 0.8800 | Validation Mean F1_score: 0.8838
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2024-05-29 01:00:40 INFO: Epoch 075 | Train Loss: 0.2550 | Train Accuracy: 0.9333 | Validation Loss: 0.2568 | Validation Accuracy: 0.9264 | Validation Mean Precision: 0.8473 | Validation Mean Recall: 0.8822 | Validation Mean F1_score: 0.8633
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2024-05-29 01:00:42 INFO: Epoch 076 | Train Loss: 0.2540 | Train Accuracy: 0.9315 | Validation Loss: 0.2620 | Validation Accuracy: 0.9384 | Validation Mean Precision: 0.8983 | Validation Mean Recall: 0.8661 | Validation Mean F1_score: 0.8805
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2024-05-29 01:00:43 INFO: Epoch 077 | Train Loss: 0.2533 | Train Accuracy: 0.9357 | Validation Loss: 0.2530 | Validation Accuracy: 0.9356 | Validation Mean Precision: 0.8686 | Validation Mean Recall: 0.8737 | Validation Mean F1_score: 0.8705
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2024-05-29 01:00:45 INFO: Epoch 078 | Train Loss: 0.2521 | Train Accuracy: 0.9336 | Validation Loss: 0.2615 | Validation Accuracy: 0.9279 | Validation Mean Precision: 0.8313 | Validation Mean Recall: 0.8729 | Validation Mean F1_score: 0.8497
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2024-05-29 01:00:46 INFO: Epoch 079 | Train Loss: 0.2519 | Train Accuracy: 0.9333 | Validation Loss: 0.2690 | Validation Accuracy: 0.9181 | Validation Mean Precision: 0.8014 | Validation Mean Recall: 0.8720 | Validation Mean F1_score: 0.8309
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2024-05-29 01:00:48 INFO: Epoch 080 | Train Loss: 0.2493 | Train Accuracy: 0.9335 | Validation Loss: 0.2732 | Validation Accuracy: 0.9135 | Validation Mean Precision: 0.8572 | Validation Mean Recall: 0.8625 | Validation Mean F1_score: 0.8575
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2024-05-29 01:00:49 INFO: Epoch 081 | Train Loss: 0.2490 | Train Accuracy: 0.9335 | Validation Loss: 0.2803 | Validation Accuracy: 0.9142 | Validation Mean Precision: 0.7852 | Validation Mean Recall: 0.8712 | Validation Mean F1_score: 0.8198
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2024-05-29 01:00:51 INFO: Epoch 082 | Train Loss: 0.2561 | Train Accuracy: 0.9322 | Validation Loss: 0.2584 | Validation Accuracy: 0.9260 | Validation Mean Precision: 0.8644 | Validation Mean Recall: 0.8733 | Validation Mean F1_score: 0.8670
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2024-05-29 01:00:53 INFO: Epoch 083 | Train Loss: 0.2505 | Train Accuracy: 0.9365 | Validation Loss: 0.2807 | Validation Accuracy: 0.9243 | Validation Mean Precision: 0.7914 | Validation Mean Recall: 0.8726 | Validation Mean F1_score: 0.8221
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2024-05-29 01:00:54 INFO: Epoch 084 | Train Loss: 0.2485 | Train Accuracy: 0.9336 | Validation Loss: 0.2518 | Validation Accuracy: 0.9377 | Validation Mean Precision: 0.8889 | Validation Mean Recall: 0.8652 | Validation Mean F1_score: 0.8755
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2024-05-29 01:00:56 INFO: Epoch 085 | Train Loss: 0.2520 | Train Accuracy: 0.9339 | Validation Loss: 0.2629 | Validation Accuracy: 0.9394 | Validation Mean Precision: 0.8759 | Validation Mean Recall: 0.8828 | Validation Mean F1_score: 0.8783
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2024-05-29 01:00:57 INFO: Epoch 086 | Train Loss: 0.2460 | Train Accuracy: 0.9365 | Validation Loss: 0.2648 | Validation Accuracy: 0.9293 | Validation Mean Precision: 0.8120 | Validation Mean Recall: 0.8745 | Validation Mean F1_score: 0.8352
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2024-05-29 01:00:59 INFO: Epoch 087 | Train Loss: 0.2496 | Train Accuracy: 0.9341 | Validation Loss: 0.2573 | Validation Accuracy: 0.9269 | Validation Mean Precision: 0.8199 | Validation Mean Recall: 0.8756 | Validation Mean F1_score: 0.8432
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2024-05-29 01:01:00 INFO: Epoch 088 | Train Loss: 0.2592 | Train Accuracy: 0.9297 | Validation Loss: 0.2606 | Validation Accuracy: 0.9276 | Validation Mean Precision: 0.8542 | Validation Mean Recall: 0.8776 | Validation Mean F1_score: 0.8643
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2024-05-29 01:01:02 INFO: Epoch 089 | Train Loss: 0.2444 | Train Accuracy: 0.9353 | Validation Loss: 0.2626 | Validation Accuracy: 0.9233 | Validation Mean Precision: 0.8302 | Validation Mean Recall: 0.8795 | Validation Mean F1_score: 0.8527
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2024-05-29 01:01:03 INFO: Epoch 090 | Train Loss: 0.2501 | Train Accuracy: 0.9348 | Validation Loss: 0.2577 | Validation Accuracy: 0.9425 | Validation Mean Precision: 0.8875 | Validation Mean Recall: 0.8787 | Validation Mean F1_score: 0.8821
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2024-05-29 01:01:05 INFO: Epoch 091 | Train Loss: 0.2539 | Train Accuracy: 0.9325 | Validation Loss: 0.2718 | Validation Accuracy: 0.9305 | Validation Mean Precision: 0.8204 | Validation Mean Recall: 0.8721 | Validation Mean F1_score: 0.8400
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2024-05-29 01:01:06 INFO: Epoch 092 | Train Loss: 0.2406 | Train Accuracy: 0.9371 | Validation Loss: 0.2697 | Validation Accuracy: 0.9284 | Validation Mean Precision: 0.8797 | Validation Mean Recall: 0.8662 | Validation Mean F1_score: 0.8709
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2024-05-29 01:01:07 INFO: Epoch 093 | Train Loss: 0.2434 | Train Accuracy: 0.9379 | Validation Loss: 0.2591 | Validation Accuracy: 0.9372 | Validation Mean Precision: 0.8723 | Validation Mean Recall: 0.8627 | Validation Mean F1_score: 0.8666
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2024-05-29 01:01:09 INFO: Epoch 094 | Train Loss: 0.2517 | Train Accuracy: 0.9347 | Validation Loss: 0.2551 | Validation Accuracy: 0.9315 | Validation Mean Precision: 0.8644 | Validation Mean Recall: 0.8765 | Validation Mean F1_score: 0.8699
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2024-05-29 01:01:10 INFO: Epoch 095 | Train Loss: 0.2413 | Train Accuracy: 0.9376 | Validation Loss: 0.2566 | Validation Accuracy: 0.9351 | Validation Mean Precision: 0.8552 | Validation Mean Recall: 0.8802 | Validation Mean F1_score: 0.8648
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2024-05-29 01:01:11 INFO: Epoch 096 | Train Loss: 0.2454 | Train Accuracy: 0.9342 | Validation Loss: 0.2567 | Validation Accuracy: 0.9399 | Validation Mean Precision: 0.8657 | Validation Mean Recall: 0.8786 | Validation Mean F1_score: 0.8695
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2024-05-29 01:01:13 INFO: Epoch 097 | Train Loss: 0.2461 | Train Accuracy: 0.9351 | Validation Loss: 0.3030 | Validation Accuracy: 0.9159 | Validation Mean Precision: 0.8856 | Validation Mean Recall: 0.8438 | Validation Mean F1_score: 0.8617
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2024-05-29 01:01:14 INFO: Epoch 098 | Train Loss: 0.2443 | Train Accuracy: 0.9351 | Validation Loss: 0.2589 | Validation Accuracy: 0.9411 | Validation Mean Precision: 0.8834 | Validation Mean Recall: 0.8875 | Validation Mean F1_score: 0.8847
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2024-05-29 01:01:16 INFO: Epoch 099 | Train Loss: 0.2413 | Train Accuracy: 0.9374 | Validation Loss: 0.2525 | Validation Accuracy: 0.9379 | Validation Mean Precision: 0.8698 | Validation Mean Recall: 0.8768 | Validation Mean F1_score: 0.8722
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2024-05-29 01:01:17 INFO: Epoch 100 | Train Loss: 0.2424 | Train Accuracy: 0.9357 | Validation Loss: 0.2651 | Validation Accuracy: 0.9442 | Validation Mean Precision: 0.9286 | Validation Mean Recall: 0.8631 | Validation Mean F1_score: 0.8917
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2024-05-29 01:01:19 INFO: Epoch 101 | Train Loss: 0.2396 | Train Accuracy: 0.9378 | Validation Loss: 0.2523 | Validation Accuracy: 0.9379 | Validation Mean Precision: 0.8846 | Validation Mean Recall: 0.8693 | Validation Mean F1_score: 0.8761
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2024-05-29 01:01:20 INFO: Epoch 102 | Train Loss: 0.2380 | Train Accuracy: 0.9372 | Validation Loss: 0.2550 | Validation Accuracy: 0.9288 | Validation Mean Precision: 0.8386 | Validation Mean Recall: 0.8814 | Validation Mean F1_score: 0.8580
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2024-05-29 01:01:21 INFO: Epoch 103 | Train Loss: 0.2461 | Train Accuracy: 0.9358 | Validation Loss: 0.2683 | Validation Accuracy: 0.9236 | Validation Mean Precision: 0.8089 | Validation Mean Recall: 0.8717 | Validation Mean F1_score: 0.8343
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2024-05-29 01:01:23 INFO: Epoch 104 | Train Loss: 0.2383 | Train Accuracy: 0.9374 | Validation Loss: 0.2654 | Validation Accuracy: 0.9262 | Validation Mean Precision: 0.8455 | Validation Mean Recall: 0.8824 | Validation Mean F1_score: 0.8628
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2024-05-29 01:01:24 INFO: Epoch 105 | Train Loss: 0.2405 | Train Accuracy: 0.9378 | Validation Loss: 0.2620 | Validation Accuracy: 0.9205 | Validation Mean Precision: 0.8344 | Validation Mean Recall: 0.8782 | Validation Mean F1_score: 0.8540
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2024-05-29 01:01:26 INFO: Epoch 106 | Train Loss: 0.2388 | Train Accuracy: 0.9363 | Validation Loss: 0.2658 | Validation Accuracy: 0.9274 | Validation Mean Precision: 0.8313 | Validation Mean Recall: 0.8789 | Validation Mean F1_score: 0.8508
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2024-05-29 01:01:27 INFO: Epoch 107 | Train Loss: 0.2400 | Train Accuracy: 0.9388 | Validation Loss: 0.2534 | Validation Accuracy: 0.9375 | Validation Mean Precision: 0.8673 | Validation Mean Recall: 0.8875 | Validation Mean F1_score: 0.8765
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2024-05-29 01:01:29 INFO: Epoch 108 | Train Loss: 0.2492 | Train Accuracy: 0.9371 | Validation Loss: 0.3316 | Validation Accuracy: 0.9161 | Validation Mean Precision: 0.7993 | Validation Mean Recall: 0.8617 | Validation Mean F1_score: 0.8212
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2024-05-29 01:01:30 INFO: Epoch 109 | Train Loss: 0.2434 | Train Accuracy: 0.9389 | Validation Loss: 0.2547 | Validation Accuracy: 0.9358 | Validation Mean Precision: 0.8831 | Validation Mean Recall: 0.8750 | Validation Mean F1_score: 0.8783
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2024-05-29 01:01:32 INFO: Epoch 110 | Train Loss: 0.2319 | Train Accuracy: 0.9397 | Validation Loss: 0.2541 | Validation Accuracy: 0.9344 | Validation Mean Precision: 0.8533 | Validation Mean Recall: 0.8842 | Validation Mean F1_score: 0.8674
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2024-05-29 01:01:33 INFO: Epoch 111 | Train Loss: 0.2375 | Train Accuracy: 0.9370 | Validation Loss: 0.2620 | Validation Accuracy: 0.9406 | Validation Mean Precision: 0.8368 | Validation Mean Recall: 0.8768 | Validation Mean F1_score: 0.8466
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2024-05-29 01:01:35 INFO: Epoch 112 | Train Loss: 0.2477 | Train Accuracy: 0.9350 | Validation Loss: 0.2724 | Validation Accuracy: 0.9269 | Validation Mean Precision: 0.8660 | Validation Mean Recall: 0.8627 | Validation Mean F1_score: 0.8613
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2024-05-29 01:01:36 INFO: Epoch 113 | Train Loss: 0.2361 | Train Accuracy: 0.9403 | Validation Loss: 0.2572 | Validation Accuracy: 0.9360 | Validation Mean Precision: 0.8835 | Validation Mean Recall: 0.8674 | Validation Mean F1_score: 0.8739
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2024-05-29 01:01:37 INFO: Epoch 114 | Train Loss: 0.2307 | Train Accuracy: 0.9402 | Validation Loss: 0.2482 | Validation Accuracy: 0.9377 | Validation Mean Precision: 0.8548 | Validation Mean Recall: 0.8835 | Validation Mean F1_score: 0.8673
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2024-05-29 01:01:39 INFO: Epoch 115 | Train Loss: 0.2385 | Train Accuracy: 0.9396 | Validation Loss: 0.2630 | Validation Accuracy: 0.9442 | Validation Mean Precision: 0.9123 | Validation Mean Recall: 0.8697 | Validation Mean F1_score: 0.8888
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2024-05-29 01:01:40 INFO: Epoch 116 | Train Loss: 0.2319 | Train Accuracy: 0.9393 | Validation Loss: 0.2572 | Validation Accuracy: 0.9370 | Validation Mean Precision: 0.8816 | Validation Mean Recall: 0.8704 | Validation Mean F1_score: 0.8749
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2024-05-29 01:01:42 INFO: Epoch 117 | Train Loss: 0.2325 | Train Accuracy: 0.9407 | Validation Loss: 0.2674 | Validation Accuracy: 0.9394 | Validation Mean Precision: 0.8710 | Validation Mean Recall: 0.8817 | Validation Mean F1_score: 0.8750
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2024-05-29 01:01:43 INFO: Epoch 118 | Train Loss: 0.2335 | Train Accuracy: 0.9382 | Validation Loss: 0.2692 | Validation Accuracy: 0.9401 | Validation Mean Precision: 0.8907 | Validation Mean Recall: 0.8643 | Validation Mean F1_score: 0.8760
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2024-05-29 01:01:45 INFO: Epoch 119 | Train Loss: 0.2293 | Train Accuracy: 0.9404 | Validation Loss: 0.2504 | Validation Accuracy: 0.9363 | Validation Mean Precision: 0.8421 | Validation Mean Recall: 0.8743 | Validation Mean F1_score: 0.8553
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2024-05-29 01:01:46 INFO: Epoch 120 | Train Loss: 0.2527 | Train Accuracy: 0.9344 | Validation Loss: 0.3017 | Validation Accuracy: 0.9243 | Validation Mean Precision: 0.7946 | Validation Mean Recall: 0.8720 | Validation Mean F1_score: 0.8214
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2024-05-29 01:01:48 INFO: Epoch 121 | Train Loss: 0.2321 | Train Accuracy: 0.9409 | Validation Loss: 0.2578 | Validation Accuracy: 0.9368 | Validation Mean Precision: 0.8683 | Validation Mean Recall: 0.8816 | Validation Mean F1_score: 0.8743
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2024-05-29 01:01:49 INFO: Epoch 122 | Train Loss: 0.2321 | Train Accuracy: 0.9400 | Validation Loss: 0.2715 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.8998 | Validation Mean Recall: 0.8672 | Validation Mean F1_score: 0.8825
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2024-05-29 01:01:51 INFO: Epoch 123 | Train Loss: 0.2283 | Train Accuracy: 0.9411 | Validation Loss: 0.2629 | Validation Accuracy: 0.9389 | Validation Mean Precision: 0.8545 | Validation Mean Recall: 0.8817 | Validation Mean F1_score: 0.8652
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|
2024-05-29 01:01:52 INFO: Epoch 124 | Train Loss: 0.2305 | Train Accuracy: 0.9410 | Validation Loss: 0.2689 | Validation Accuracy: 0.9197 | Validation Mean Precision: 0.8161 | Validation Mean Recall: 0.8753 | Validation Mean F1_score: 0.8423
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2024-05-29 01:01:54 INFO: Epoch 125 | Train Loss: 0.2371 | Train Accuracy: 0.9391 | Validation Loss: 0.3554 | Validation Accuracy: 0.8994 | Validation Mean Precision: 0.7462 | Validation Mean Recall: 0.8548 | Validation Mean F1_score: 0.7785
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2024-05-29 01:01:55 INFO: Epoch 126 | Train Loss: 0.2330 | Train Accuracy: 0.9403 | Validation Loss: 0.2541 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8837 | Validation Mean Recall: 0.8811 | Validation Mean F1_score: 0.8817
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2024-05-29 01:01:57 INFO: Epoch 127 | Train Loss: 0.2293 | Train Accuracy: 0.9411 | Validation Loss: 0.2689 | Validation Accuracy: 0.9391 | Validation Mean Precision: 0.8538 | Validation Mean Recall: 0.8781 | Validation Mean F1_score: 0.8616
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2024-05-29 01:01:58 INFO: Epoch 128 | Train Loss: 0.2289 | Train Accuracy: 0.9405 | Validation Loss: 0.2716 | Validation Accuracy: 0.9308 | Validation Mean Precision: 0.8678 | Validation Mean Recall: 0.8692 | Validation Mean F1_score: 0.8668
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2024-05-29 01:02:00 INFO: Epoch 129 | Train Loss: 0.2325 | Train Accuracy: 0.9418 | Validation Loss: 0.3116 | Validation Accuracy: 0.9236 | Validation Mean Precision: 0.8135 | Validation Mean Recall: 0.8565 | Validation Mean F1_score: 0.8228
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2024-05-29 01:02:01 INFO: Epoch 130 | Train Loss: 0.2295 | Train Accuracy: 0.9396 | Validation Loss: 0.2617 | Validation Accuracy: 0.9329 | Validation Mean Precision: 0.8443 | Validation Mean Recall: 0.8818 | Validation Mean F1_score: 0.8612
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2024-05-29 01:02:03 INFO: Epoch 131 | Train Loss: 0.2220 | Train Accuracy: 0.9438 | Validation Loss: 0.2818 | Validation Accuracy: 0.9305 | Validation Mean Precision: 0.8444 | Validation Mean Recall: 0.8767 | Validation Mean F1_score: 0.8583
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2024-05-29 01:02:04 INFO: Epoch 132 | Train Loss: 0.2253 | Train Accuracy: 0.9420 | Validation Loss: 0.2535 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8898 | Validation Mean Recall: 0.8748 | Validation Mean F1_score: 0.8813
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2024-05-29 01:02:06 INFO: Epoch 133 | Train Loss: 0.2272 | Train Accuracy: 0.9397 | Validation Loss: 0.2705 | Validation Accuracy: 0.9356 | Validation Mean Precision: 0.8717 | Validation Mean Recall: 0.8769 | Validation Mean F1_score: 0.8730
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2024-05-29 01:02:07 INFO: Epoch 134 | Train Loss: 0.2312 | Train Accuracy: 0.9393 | Validation Loss: 0.2865 | Validation Accuracy: 0.9312 | Validation Mean Precision: 0.8575 | Validation Mean Recall: 0.8658 | Validation Mean F1_score: 0.8603
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2024-05-29 01:02:08 INFO: Epoch 135 | Train Loss: 0.2318 | Train Accuracy: 0.9402 | Validation Loss: 0.2541 | Validation Accuracy: 0.9363 | Validation Mean Precision: 0.8349 | Validation Mean Recall: 0.8838 | Validation Mean F1_score: 0.8546
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2024-05-29 01:02:10 INFO: Epoch 136 | Train Loss: 0.2312 | Train Accuracy: 0.9400 | Validation Loss: 0.2632 | Validation Accuracy: 0.9255 | Validation Mean Precision: 0.8289 | Validation Mean Recall: 0.8741 | Validation Mean F1_score: 0.8495
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2024-05-29 01:02:12 INFO: Epoch 137 | Train Loss: 0.2243 | Train Accuracy: 0.9415 | Validation Loss: 0.2806 | Validation Accuracy: 0.9399 | Validation Mean Precision: 0.8307 | Validation Mean Recall: 0.8806 | Validation Mean F1_score: 0.8476
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2024-05-29 01:02:13 INFO: Epoch 138 | Train Loss: 0.2198 | Train Accuracy: 0.9430 | Validation Loss: 0.2474 | Validation Accuracy: 0.9466 | Validation Mean Precision: 0.8796 | Validation Mean Recall: 0.8836 | Validation Mean F1_score: 0.8803
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2024-05-29 01:02:14 INFO: Epoch 139 | Train Loss: 0.2255 | Train Accuracy: 0.9415 | Validation Loss: 0.2539 | Validation Accuracy: 0.9384 | Validation Mean Precision: 0.8582 | Validation Mean Recall: 0.8851 | Validation Mean F1_score: 0.8700
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2024-05-29 01:02:16 INFO: Epoch 140 | Train Loss: 0.2243 | Train Accuracy: 0.9421 | Validation Loss: 0.2745 | Validation Accuracy: 0.9454 | Validation Mean Precision: 0.9037 | Validation Mean Recall: 0.8690 | Validation Mean F1_score: 0.8847
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2024-05-29 01:02:17 INFO: Epoch 141 | Train Loss: 0.2266 | Train Accuracy: 0.9432 | Validation Loss: 0.2637 | Validation Accuracy: 0.9432 | Validation Mean Precision: 0.8991 | Validation Mean Recall: 0.8691 | Validation Mean F1_score: 0.8823
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2024-05-29 01:02:19 INFO: Epoch 142 | Train Loss: 0.2293 | Train Accuracy: 0.9433 | Validation Loss: 0.2581 | Validation Accuracy: 0.9324 | Validation Mean Precision: 0.8491 | Validation Mean Recall: 0.8835 | Validation Mean F1_score: 0.8649
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2024-05-29 01:02:20 INFO: Epoch 143 | Train Loss: 0.2344 | Train Accuracy: 0.9409 | Validation Loss: 0.3203 | Validation Accuracy: 0.9375 | Validation Mean Precision: 0.8498 | Validation Mean Recall: 0.8791 | Validation Mean F1_score: 0.8630
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2024-05-29 01:02:22 INFO: Epoch 144 | Train Loss: 0.2378 | Train Accuracy: 0.9412 | Validation Loss: 0.2588 | Validation Accuracy: 0.9341 | Validation Mean Precision: 0.8332 | Validation Mean Recall: 0.8803 | Validation Mean F1_score: 0.8535
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2024-05-29 01:02:23 INFO: Epoch 145 | Train Loss: 0.2172 | Train Accuracy: 0.9448 | Validation Loss: 0.2573 | Validation Accuracy: 0.9468 | Validation Mean Precision: 0.9278 | Validation Mean Recall: 0.8642 | Validation Mean F1_score: 0.8903
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2024-05-29 01:02:24 INFO: Epoch 146 | Train Loss: 0.2384 | Train Accuracy: 0.9400 | Validation Loss: 0.2536 | Validation Accuracy: 0.9466 | Validation Mean Precision: 0.8972 | Validation Mean Recall: 0.8735 | Validation Mean F1_score: 0.8848
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2024-05-29 01:02:26 INFO: Epoch 147 | Train Loss: 0.2204 | Train Accuracy: 0.9432 | Validation Loss: 0.2689 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8888 | Validation Mean Recall: 0.8755 | Validation Mean F1_score: 0.8808
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2024-05-29 01:02:27 INFO: Epoch 148 | Train Loss: 0.2184 | Train Accuracy: 0.9441 | Validation Loss: 0.2586 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8729 | Validation Mean Recall: 0.8793 | Validation Mean F1_score: 0.8736
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2024-05-29 01:02:29 INFO: Epoch 149 | Train Loss: 0.2224 | Train Accuracy: 0.9430 | Validation Loss: 0.2547 | Validation Accuracy: 0.9425 | Validation Mean Precision: 0.8725 | Validation Mean Recall: 0.8788 | Validation Mean F1_score: 0.8726
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2024-05-29 01:02:30 INFO: Epoch 150 | Train Loss: 0.2215 | Train Accuracy: 0.9454 | Validation Loss: 0.2538 | Validation Accuracy: 0.9435 | Validation Mean Precision: 0.8903 | Validation Mean Recall: 0.8740 | Validation Mean F1_score: 0.8812
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2024-05-29 01:02:31 INFO: Early stopping at epoch 149 | Best epoch : 100
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2024-05-29 01:02:31 INFO: Best Validation F1 Score (Macro): 0.8917
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2024-05-29 01:02:31 INFO: Best Validation Recall (Macro): 0.8631
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2024-05-29 01:02:31 INFO: Best Validation Precision (Macro): 0.9286
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2024-05-29 01:02:31 INFO: Best Epoch: 100
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2024-05-29 01:02:31 INFO: Infer Result:
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2024-05-29 01:02:31 INFO: Prediction errors: 247
|
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2024-05-29 01:02:31 INFO: Prediction error percentage: 4.73%
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2024-05-29 01:02:31 INFO: Total samples: 5218
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2024-05-29 01:02:31 INFO: Infer Result End:
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2024-05-29 01:02:32 INFO: Class weights: tensor([21.1878, 3.1149, 0.7420, 0.4378], device='cuda:0')
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2024-05-29 01:02:34 INFO: Epoch 001 | Train Loss: 0.6230 | Train Accuracy: 0.8188 | Validation Loss: 0.3941 | Validation Accuracy: 0.8261 | Validation Mean Precision: 0.7086 | Validation Mean Recall: 0.8409 | Validation Mean F1_score: 0.7566
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2024-05-29 01:02:35 INFO: Epoch 002 | Train Loss: 0.3746 | Train Accuracy: 0.8786 | Validation Loss: 0.3428 | Validation Accuracy: 0.8807 | Validation Mean Precision: 0.7739 | Validation Mean Recall: 0.8528 | Validation Mean F1_score: 0.8073
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2024-05-29 01:02:37 INFO: Epoch 003 | Train Loss: 0.3755 | Train Accuracy: 0.8800 | Validation Loss: 0.3365 | Validation Accuracy: 0.8793 | Validation Mean Precision: 0.7776 | Validation Mean Recall: 0.8531 | Validation Mean F1_score: 0.8095
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2024-05-29 01:02:38 INFO: Epoch 004 | Train Loss: 0.3689 | Train Accuracy: 0.8843 | Validation Loss: 0.3382 | Validation Accuracy: 0.8790 | Validation Mean Precision: 0.7675 | Validation Mean Recall: 0.8547 | Validation Mean F1_score: 0.8040
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2024-05-29 01:02:40 INFO: Epoch 005 | Train Loss: 0.3610 | Train Accuracy: 0.8857 | Validation Loss: 0.3346 | Validation Accuracy: 0.8898 | Validation Mean Precision: 0.8306 | Validation Mean Recall: 0.8497 | Validation Mean F1_score: 0.8378
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2024-05-29 01:02:41 INFO: Epoch 006 | Train Loss: 0.3629 | Train Accuracy: 0.8899 | Validation Loss: 0.3527 | Validation Accuracy: 0.8948 | Validation Mean Precision: 0.7918 | Validation Mean Recall: 0.8539 | Validation Mean F1_score: 0.8099
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2024-05-29 01:02:42 INFO: Epoch 007 | Train Loss: 0.3564 | Train Accuracy: 0.8890 | Validation Loss: 0.4176 | Validation Accuracy: 0.8773 | Validation Mean Precision: 0.7638 | Validation Mean Recall: 0.8255 | Validation Mean F1_score: 0.7698
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2024-05-29 01:02:44 INFO: Epoch 008 | Train Loss: 0.3575 | Train Accuracy: 0.8914 | Validation Loss: 0.3340 | Validation Accuracy: 0.8946 | Validation Mean Precision: 0.7967 | Validation Mean Recall: 0.8548 | Validation Mean F1_score: 0.8191
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2024-05-29 01:02:45 INFO: Epoch 009 | Train Loss: 0.3616 | Train Accuracy: 0.8893 | Validation Loss: 0.3304 | Validation Accuracy: 0.8896 | Validation Mean Precision: 0.8348 | Validation Mean Recall: 0.8549 | Validation Mean F1_score: 0.8437
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|
2024-05-29 01:02:47 INFO: Epoch 010 | Train Loss: 0.3497 | Train Accuracy: 0.8881 | Validation Loss: 0.3684 | Validation Accuracy: 0.8807 | Validation Mean Precision: 0.7327 | Validation Mean Recall: 0.8472 | Validation Mean F1_score: 0.7700
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|
2024-05-29 01:02:48 INFO: Epoch 011 | Train Loss: 0.3529 | Train Accuracy: 0.8885 | Validation Loss: 0.3257 | Validation Accuracy: 0.8979 | Validation Mean Precision: 0.8321 | Validation Mean Recall: 0.8566 | Validation Mean F1_score: 0.8434
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|
2024-05-29 01:02:50 INFO: Epoch 012 | Train Loss: 0.3521 | Train Accuracy: 0.8906 | Validation Loss: 0.3237 | Validation Accuracy: 0.8977 | Validation Mean Precision: 0.8387 | Validation Mean Recall: 0.8607 | Validation Mean F1_score: 0.8485
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|
2024-05-29 01:02:51 INFO: Epoch 013 | Train Loss: 0.3535 | Train Accuracy: 0.8934 | Validation Loss: 0.4121 | Validation Accuracy: 0.8991 | Validation Mean Precision: 0.8793 | Validation Mean Recall: 0.8274 | Validation Mean F1_score: 0.8467
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|
2024-05-29 01:02:53 INFO: Epoch 014 | Train Loss: 0.3501 | Train Accuracy: 0.8945 | Validation Loss: 0.3446 | Validation Accuracy: 0.8955 | Validation Mean Precision: 0.7976 | Validation Mean Recall: 0.8575 | Validation Mean F1_score: 0.8168
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|
2024-05-29 01:02:54 INFO: Epoch 015 | Train Loss: 0.3449 | Train Accuracy: 0.8937 | Validation Loss: 0.4116 | Validation Accuracy: 0.8819 | Validation Mean Precision: 0.8132 | Validation Mean Recall: 0.8347 | Validation Mean F1_score: 0.8073
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|
2024-05-29 01:02:56 INFO: Epoch 016 | Train Loss: 0.3417 | Train Accuracy: 0.8954 | Validation Loss: 0.3427 | Validation Accuracy: 0.8939 | Validation Mean Precision: 0.7901 | Validation Mean Recall: 0.8548 | Validation Mean F1_score: 0.8130
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|
2024-05-29 01:02:57 INFO: Epoch 017 | Train Loss: 0.3482 | Train Accuracy: 0.8916 | Validation Loss: 0.3341 | Validation Accuracy: 0.8960 | Validation Mean Precision: 0.8234 | Validation Mean Recall: 0.8584 | Validation Mean F1_score: 0.8379
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|
2024-05-29 01:02:59 INFO: Epoch 018 | Train Loss: 0.3493 | Train Accuracy: 0.8918 | Validation Loss: 0.3313 | Validation Accuracy: 0.8678 | Validation Mean Precision: 0.7754 | Validation Mean Recall: 0.8562 | Validation Mean F1_score: 0.8102
|
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|
2024-05-29 01:03:00 INFO: Epoch 019 | Train Loss: 0.3495 | Train Accuracy: 0.8912 | Validation Loss: 0.3546 | Validation Accuracy: 0.8977 | Validation Mean Precision: 0.8883 | Validation Mean Recall: 0.7999 | Validation Mean F1_score: 0.8297
|
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|
2024-05-29 01:03:02 INFO: Epoch 020 | Train Loss: 0.3496 | Train Accuracy: 0.8928 | Validation Loss: 0.3410 | Validation Accuracy: 0.8814 | Validation Mean Precision: 0.7581 | Validation Mean Recall: 0.8599 | Validation Mean F1_score: 0.7982
|
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|
2024-05-29 01:03:03 INFO: Epoch 021 | Train Loss: 0.3415 | Train Accuracy: 0.8946 | Validation Loss: 0.3203 | Validation Accuracy: 0.8987 | Validation Mean Precision: 0.8277 | Validation Mean Recall: 0.8585 | Validation Mean F1_score: 0.8414
|
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|
2024-05-29 01:03:05 INFO: Epoch 022 | Train Loss: 0.3433 | Train Accuracy: 0.8942 | Validation Loss: 0.3252 | Validation Accuracy: 0.9025 | Validation Mean Precision: 0.8673 | Validation Mean Recall: 0.8499 | Validation Mean F1_score: 0.8583
|
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|
2024-05-29 01:03:06 INFO: Epoch 023 | Train Loss: 0.3400 | Train Accuracy: 0.8917 | Validation Loss: 0.3357 | Validation Accuracy: 0.9018 | Validation Mean Precision: 0.8357 | Validation Mean Recall: 0.8502 | Validation Mean F1_score: 0.8394
|
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|
2024-05-29 01:03:08 INFO: Epoch 024 | Train Loss: 0.3426 | Train Accuracy: 0.8960 | Validation Loss: 0.3205 | Validation Accuracy: 0.8924 | Validation Mean Precision: 0.8333 | Validation Mean Recall: 0.8609 | Validation Mean F1_score: 0.8443
|
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|
2024-05-29 01:03:09 INFO: Epoch 025 | Train Loss: 0.3368 | Train Accuracy: 0.8960 | Validation Loss: 0.3230 | Validation Accuracy: 0.9023 | Validation Mean Precision: 0.8241 | Validation Mean Recall: 0.8590 | Validation Mean F1_score: 0.8384
|
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|
2024-05-29 01:03:10 INFO: Epoch 026 | Train Loss: 0.3417 | Train Accuracy: 0.8957 | Validation Loss: 0.3641 | Validation Accuracy: 0.8402 | Validation Mean Precision: 0.7469 | Validation Mean Recall: 0.8519 | Validation Mean F1_score: 0.7881
|
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|
2024-05-29 01:03:12 INFO: Epoch 027 | Train Loss: 0.3293 | Train Accuracy: 0.9018 | Validation Loss: 0.3141 | Validation Accuracy: 0.8955 | Validation Mean Precision: 0.8234 | Validation Mean Recall: 0.8672 | Validation Mean F1_score: 0.8432
|
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|
2024-05-29 01:03:13 INFO: Epoch 028 | Train Loss: 0.3328 | Train Accuracy: 0.9007 | Validation Loss: 0.3713 | Validation Accuracy: 0.8529 | Validation Mean Precision: 0.7135 | Validation Mean Recall: 0.8502 | Validation Mean F1_score: 0.7624
|
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|
2024-05-29 01:03:15 INFO: Epoch 029 | Train Loss: 0.3296 | Train Accuracy: 0.9051 | Validation Loss: 0.3009 | Validation Accuracy: 0.9114 | Validation Mean Precision: 0.8403 | Validation Mean Recall: 0.8750 | Validation Mean F1_score: 0.8561
|
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|
2024-05-29 01:03:16 INFO: Epoch 030 | Train Loss: 0.3205 | Train Accuracy: 0.9056 | Validation Loss: 0.3173 | Validation Accuracy: 0.9080 | Validation Mean Precision: 0.8296 | Validation Mean Recall: 0.8585 | Validation Mean F1_score: 0.8380
|
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|
2024-05-29 01:03:18 INFO: Epoch 031 | Train Loss: 0.3179 | Train Accuracy: 0.9112 | Validation Loss: 0.3199 | Validation Accuracy: 0.9140 | Validation Mean Precision: 0.8195 | Validation Mean Recall: 0.8617 | Validation Mean F1_score: 0.8299
|
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|
2024-05-29 01:03:19 INFO: Epoch 032 | Train Loss: 0.3183 | Train Accuracy: 0.9083 | Validation Loss: 0.2977 | Validation Accuracy: 0.9051 | Validation Mean Precision: 0.8667 | Validation Mean Recall: 0.8705 | Validation Mean F1_score: 0.8680
|
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|
2024-05-29 01:03:21 INFO: Epoch 033 | Train Loss: 0.3155 | Train Accuracy: 0.9120 | Validation Loss: 0.2921 | Validation Accuracy: 0.9284 | Validation Mean Precision: 0.8908 | Validation Mean Recall: 0.8707 | Validation Mean F1_score: 0.8800
|
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|
2024-05-29 01:03:22 INFO: Epoch 034 | Train Loss: 0.2983 | Train Accuracy: 0.9138 | Validation Loss: 0.3168 | Validation Accuracy: 0.8816 | Validation Mean Precision: 0.7891 | Validation Mean Recall: 0.8734 | Validation Mean F1_score: 0.8254
|
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|
2024-05-29 01:03:23 INFO: Epoch 035 | Train Loss: 0.3106 | Train Accuracy: 0.9117 | Validation Loss: 0.2900 | Validation Accuracy: 0.9310 | Validation Mean Precision: 0.8811 | Validation Mean Recall: 0.8843 | Validation Mean F1_score: 0.8816
|
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|
2024-05-29 01:03:25 INFO: Epoch 036 | Train Loss: 0.3020 | Train Accuracy: 0.9173 | Validation Loss: 0.2761 | Validation Accuracy: 0.9226 | Validation Mean Precision: 0.8734 | Validation Mean Recall: 0.8803 | Validation Mean F1_score: 0.8751
|
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|
2024-05-29 01:03:26 INFO: Epoch 037 | Train Loss: 0.2974 | Train Accuracy: 0.9162 | Validation Loss: 0.3555 | Validation Accuracy: 0.8989 | Validation Mean Precision: 0.9007 | Validation Mean Recall: 0.8045 | Validation Mean F1_score: 0.8344
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2024-05-29 01:03:28 INFO: Epoch 038 | Train Loss: 0.2953 | Train Accuracy: 0.9161 | Validation Loss: 0.2763 | Validation Accuracy: 0.9310 | Validation Mean Precision: 0.8731 | Validation Mean Recall: 0.8896 | Validation Mean F1_score: 0.8803
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2024-05-29 01:03:30 INFO: Epoch 039 | Train Loss: 0.2964 | Train Accuracy: 0.9166 | Validation Loss: 0.2851 | Validation Accuracy: 0.9329 | Validation Mean Precision: 0.9007 | Validation Mean Recall: 0.8588 | Validation Mean F1_score: 0.8754
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2024-05-29 01:03:32 INFO: Epoch 040 | Train Loss: 0.2976 | Train Accuracy: 0.9191 | Validation Loss: 0.2695 | Validation Accuracy: 0.9281 | Validation Mean Precision: 0.8536 | Validation Mean Recall: 0.8890 | Validation Mean F1_score: 0.8693
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2024-05-29 01:03:33 INFO: Epoch 041 | Train Loss: 0.2938 | Train Accuracy: 0.9177 | Validation Loss: 0.2826 | Validation Accuracy: 0.9142 | Validation Mean Precision: 0.8704 | Validation Mean Recall: 0.8789 | Validation Mean F1_score: 0.8742
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2024-05-29 01:03:35 INFO: Epoch 042 | Train Loss: 0.2920 | Train Accuracy: 0.9186 | Validation Loss: 0.2732 | Validation Accuracy: 0.9126 | Validation Mean Precision: 0.8285 | Validation Mean Recall: 0.8821 | Validation Mean F1_score: 0.8523
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2024-05-29 01:03:36 INFO: Epoch 043 | Train Loss: 0.2856 | Train Accuracy: 0.9218 | Validation Loss: 0.3002 | Validation Accuracy: 0.8833 | Validation Mean Precision: 0.8300 | Validation Mean Recall: 0.8422 | Validation Mean F1_score: 0.8237
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2024-05-29 01:03:38 INFO: Epoch 044 | Train Loss: 0.2905 | Train Accuracy: 0.9187 | Validation Loss: 0.2734 | Validation Accuracy: 0.9166 | Validation Mean Precision: 0.8190 | Validation Mean Recall: 0.8840 | Validation Mean F1_score: 0.8467
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2024-05-29 01:03:40 INFO: Epoch 045 | Train Loss: 0.2862 | Train Accuracy: 0.9202 | Validation Loss: 0.2652 | Validation Accuracy: 0.9229 | Validation Mean Precision: 0.8612 | Validation Mean Recall: 0.8824 | Validation Mean F1_score: 0.8696
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2024-05-29 01:03:41 INFO: Epoch 046 | Train Loss: 0.2861 | Train Accuracy: 0.9209 | Validation Loss: 0.2617 | Validation Accuracy: 0.9264 | Validation Mean Precision: 0.8644 | Validation Mean Recall: 0.8890 | Validation Mean F1_score: 0.8760
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2024-05-29 01:03:43 INFO: Epoch 047 | Train Loss: 0.2799 | Train Accuracy: 0.9230 | Validation Loss: 0.2645 | Validation Accuracy: 0.9219 | Validation Mean Precision: 0.8477 | Validation Mean Recall: 0.8874 | Validation Mean F1_score: 0.8660
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2024-05-29 01:03:45 INFO: Epoch 048 | Train Loss: 0.2787 | Train Accuracy: 0.9235 | Validation Loss: 0.2699 | Validation Accuracy: 0.9365 | Validation Mean Precision: 0.8975 | Validation Mean Recall: 0.8880 | Validation Mean F1_score: 0.8925
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2024-05-29 01:03:46 INFO: Epoch 049 | Train Loss: 0.2814 | Train Accuracy: 0.9218 | Validation Loss: 0.2767 | Validation Accuracy: 0.9274 | Validation Mean Precision: 0.8991 | Validation Mean Recall: 0.8748 | Validation Mean F1_score: 0.8857
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2024-05-29 01:03:48 INFO: Epoch 050 | Train Loss: 0.2829 | Train Accuracy: 0.9229 | Validation Loss: 0.2670 | Validation Accuracy: 0.9329 | Validation Mean Precision: 0.8791 | Validation Mean Recall: 0.8910 | Validation Mean F1_score: 0.8839
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2024-05-29 01:03:50 INFO: Epoch 051 | Train Loss: 0.2736 | Train Accuracy: 0.9251 | Validation Loss: 0.2754 | Validation Accuracy: 0.9368 | Validation Mean Precision: 0.8595 | Validation Mean Recall: 0.8903 | Validation Mean F1_score: 0.8710
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2024-05-29 01:03:51 INFO: Epoch 052 | Train Loss: 0.2820 | Train Accuracy: 0.9217 | Validation Loss: 0.2783 | Validation Accuracy: 0.9322 | Validation Mean Precision: 0.8725 | Validation Mean Recall: 0.8903 | Validation Mean F1_score: 0.8790
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2024-05-29 01:03:53 INFO: Epoch 053 | Train Loss: 0.2775 | Train Accuracy: 0.9254 | Validation Loss: 0.2740 | Validation Accuracy: 0.9185 | Validation Mean Precision: 0.8698 | Validation Mean Recall: 0.8618 | Validation Mean F1_score: 0.8579
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2024-05-29 01:03:54 INFO: Epoch 054 | Train Loss: 0.2703 | Train Accuracy: 0.9263 | Validation Loss: 0.2961 | Validation Accuracy: 0.9118 | Validation Mean Precision: 0.8948 | Validation Mean Recall: 0.8543 | Validation Mean F1_score: 0.8696
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2024-05-29 01:03:56 INFO: Epoch 055 | Train Loss: 0.2801 | Train Accuracy: 0.9256 | Validation Loss: 0.2665 | Validation Accuracy: 0.9324 | Validation Mean Precision: 0.8374 | Validation Mean Recall: 0.8936 | Validation Mean F1_score: 0.8596
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2024-05-29 01:03:58 INFO: Epoch 056 | Train Loss: 0.2735 | Train Accuracy: 0.9246 | Validation Loss: 0.2576 | Validation Accuracy: 0.9403 | Validation Mean Precision: 0.9003 | Validation Mean Recall: 0.8925 | Validation Mean F1_score: 0.8962
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2024-05-29 01:03:59 INFO: Epoch 057 | Train Loss: 0.2720 | Train Accuracy: 0.9288 | Validation Loss: 0.2678 | Validation Accuracy: 0.9138 | Validation Mean Precision: 0.8187 | Validation Mean Recall: 0.8812 | Validation Mean F1_score: 0.8446
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2024-05-29 01:04:01 INFO: Epoch 058 | Train Loss: 0.2688 | Train Accuracy: 0.9264 | Validation Loss: 0.2632 | Validation Accuracy: 0.9219 | Validation Mean Precision: 0.8774 | Validation Mean Recall: 0.8900 | Validation Mean F1_score: 0.8835
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2024-05-29 01:04:02 INFO: Epoch 059 | Train Loss: 0.2655 | Train Accuracy: 0.9280 | Validation Loss: 0.2650 | Validation Accuracy: 0.9305 | Validation Mean Precision: 0.8767 | Validation Mean Recall: 0.8828 | Validation Mean F1_score: 0.8776
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2024-05-29 01:04:04 INFO: Epoch 060 | Train Loss: 0.2720 | Train Accuracy: 0.9267 | Validation Loss: 0.2806 | Validation Accuracy: 0.9322 | Validation Mean Precision: 0.8414 | Validation Mean Recall: 0.8895 | Validation Mean F1_score: 0.8588
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2024-05-29 01:04:05 INFO: Epoch 061 | Train Loss: 0.2681 | Train Accuracy: 0.9302 | Validation Loss: 0.2590 | Validation Accuracy: 0.9269 | Validation Mean Precision: 0.8832 | Validation Mean Recall: 0.8881 | Validation Mean F1_score: 0.8855
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2024-05-29 01:04:06 INFO: Epoch 062 | Train Loss: 0.2662 | Train Accuracy: 0.9279 | Validation Loss: 0.2689 | Validation Accuracy: 0.9391 | Validation Mean Precision: 0.8486 | Validation Mean Recall: 0.8925 | Validation Mean F1_score: 0.8635
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2024-05-29 01:04:08 INFO: Epoch 063 | Train Loss: 0.2689 | Train Accuracy: 0.9278 | Validation Loss: 0.2622 | Validation Accuracy: 0.9413 | Validation Mean Precision: 0.8924 | Validation Mean Recall: 0.8973 | Validation Mean F1_score: 0.8934
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2024-05-29 01:04:09 INFO: Epoch 064 | Train Loss: 0.2718 | Train Accuracy: 0.9299 | Validation Loss: 0.2504 | Validation Accuracy: 0.9365 | Validation Mean Precision: 0.8744 | Validation Mean Recall: 0.8976 | Validation Mean F1_score: 0.8846
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2024-05-29 01:04:11 INFO: Epoch 065 | Train Loss: 0.2694 | Train Accuracy: 0.9299 | Validation Loss: 0.2519 | Validation Accuracy: 0.9298 | Validation Mean Precision: 0.8752 | Validation Mean Recall: 0.8913 | Validation Mean F1_score: 0.8819
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2024-05-29 01:04:12 INFO: Epoch 066 | Train Loss: 0.2643 | Train Accuracy: 0.9305 | Validation Loss: 0.2553 | Validation Accuracy: 0.9181 | Validation Mean Precision: 0.8610 | Validation Mean Recall: 0.8899 | Validation Mean F1_score: 0.8747
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2024-05-29 01:04:13 INFO: Epoch 067 | Train Loss: 0.2688 | Train Accuracy: 0.9282 | Validation Loss: 0.2536 | Validation Accuracy: 0.9303 | Validation Mean Precision: 0.8270 | Validation Mean Recall: 0.8939 | Validation Mean F1_score: 0.8547
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2024-05-29 01:04:15 INFO: Epoch 068 | Train Loss: 0.2645 | Train Accuracy: 0.9294 | Validation Loss: 0.2642 | Validation Accuracy: 0.9166 | Validation Mean Precision: 0.8239 | Validation Mean Recall: 0.8882 | Validation Mean F1_score: 0.8518
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2024-05-29 01:04:16 INFO: Epoch 069 | Train Loss: 0.2713 | Train Accuracy: 0.9269 | Validation Loss: 0.2617 | Validation Accuracy: 0.9197 | Validation Mean Precision: 0.8426 | Validation Mean Recall: 0.8934 | Validation Mean F1_score: 0.8652
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2024-05-29 01:04:18 INFO: Epoch 070 | Train Loss: 0.2682 | Train Accuracy: 0.9293 | Validation Loss: 0.2513 | Validation Accuracy: 0.9267 | Validation Mean Precision: 0.8489 | Validation Mean Recall: 0.8937 | Validation Mean F1_score: 0.8694
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2024-05-29 01:04:19 INFO: Epoch 071 | Train Loss: 0.2711 | Train Accuracy: 0.9255 | Validation Loss: 0.3099 | Validation Accuracy: 0.8951 | Validation Mean Precision: 0.8093 | Validation Mean Recall: 0.8795 | Validation Mean F1_score: 0.8399
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2024-05-29 01:04:20 INFO: Epoch 072 | Train Loss: 0.2646 | Train Accuracy: 0.9293 | Validation Loss: 0.2576 | Validation Accuracy: 0.9272 | Validation Mean Precision: 0.8917 | Validation Mean Recall: 0.8741 | Validation Mean F1_score: 0.8798
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2024-05-29 01:04:22 INFO: Epoch 073 | Train Loss: 0.2610 | Train Accuracy: 0.9309 | Validation Loss: 0.2520 | Validation Accuracy: 0.9202 | Validation Mean Precision: 0.8384 | Validation Mean Recall: 0.8868 | Validation Mean F1_score: 0.8607
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2024-05-29 01:04:23 INFO: Epoch 074 | Train Loss: 0.2656 | Train Accuracy: 0.9324 | Validation Loss: 0.2593 | Validation Accuracy: 0.9432 | Validation Mean Precision: 0.8928 | Validation Mean Recall: 0.8934 | Validation Mean F1_score: 0.8917
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2024-05-29 01:04:25 INFO: Epoch 075 | Train Loss: 0.2658 | Train Accuracy: 0.9341 | Validation Loss: 0.2527 | Validation Accuracy: 0.9320 | Validation Mean Precision: 0.8319 | Validation Mean Recall: 0.8893 | Validation Mean F1_score: 0.8559
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2024-05-29 01:04:26 INFO: Epoch 076 | Train Loss: 0.2576 | Train Accuracy: 0.9326 | Validation Loss: 0.2565 | Validation Accuracy: 0.9298 | Validation Mean Precision: 0.8599 | Validation Mean Recall: 0.8925 | Validation Mean F1_score: 0.8720
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2024-05-29 01:04:28 INFO: Epoch 077 | Train Loss: 0.2562 | Train Accuracy: 0.9329 | Validation Loss: 0.2490 | Validation Accuracy: 0.9399 | Validation Mean Precision: 0.8504 | Validation Mean Recall: 0.8994 | Validation Mean F1_score: 0.8703
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2024-05-29 01:04:29 INFO: Epoch 078 | Train Loss: 0.2618 | Train Accuracy: 0.9305 | Validation Loss: 0.2480 | Validation Accuracy: 0.9291 | Validation Mean Precision: 0.8343 | Validation Mean Recall: 0.8897 | Validation Mean F1_score: 0.8582
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2024-05-29 01:04:31 INFO: Epoch 079 | Train Loss: 0.2617 | Train Accuracy: 0.9349 | Validation Loss: 0.2889 | Validation Accuracy: 0.8840 | Validation Mean Precision: 0.7988 | Validation Mean Recall: 0.8796 | Validation Mean F1_score: 0.8339
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2024-05-29 01:04:32 INFO: Epoch 080 | Train Loss: 0.2579 | Train Accuracy: 0.9344 | Validation Loss: 0.2594 | Validation Accuracy: 0.9279 | Validation Mean Precision: 0.8084 | Validation Mean Recall: 0.8874 | Validation Mean F1_score: 0.8391
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2024-05-29 01:04:34 INFO: Epoch 081 | Train Loss: 0.2566 | Train Accuracy: 0.9348 | Validation Loss: 0.2457 | Validation Accuracy: 0.9288 | Validation Mean Precision: 0.8346 | Validation Mean Recall: 0.8909 | Validation Mean F1_score: 0.8589
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2024-05-29 01:04:35 INFO: Epoch 082 | Train Loss: 0.2557 | Train Accuracy: 0.9325 | Validation Loss: 0.2460 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8923 | Validation Mean Recall: 0.8923 | Validation Mean F1_score: 0.8915
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2024-05-29 01:04:37 INFO: Epoch 083 | Train Loss: 0.2624 | Train Accuracy: 0.9323 | Validation Loss: 0.2452 | Validation Accuracy: 0.9406 | Validation Mean Precision: 0.8830 | Validation Mean Recall: 0.9006 | Validation Mean F1_score: 0.8908
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2024-05-29 01:04:38 INFO: Epoch 084 | Train Loss: 0.2540 | Train Accuracy: 0.9347 | Validation Loss: 0.2938 | Validation Accuracy: 0.9118 | Validation Mean Precision: 0.8918 | Validation Mean Recall: 0.8535 | Validation Mean F1_score: 0.8709
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2024-05-29 01:04:40 INFO: Epoch 085 | Train Loss: 0.2563 | Train Accuracy: 0.9332 | Validation Loss: 0.2402 | Validation Accuracy: 0.9415 | Validation Mean Precision: 0.8889 | Validation Mean Recall: 0.8983 | Validation Mean F1_score: 0.8928
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2024-05-29 01:04:41 INFO: Epoch 086 | Train Loss: 0.2519 | Train Accuracy: 0.9367 | Validation Loss: 0.2536 | Validation Accuracy: 0.9451 | Validation Mean Precision: 0.8811 | Validation Mean Recall: 0.8987 | Validation Mean F1_score: 0.8873
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2024-05-29 01:04:43 INFO: Epoch 087 | Train Loss: 0.2553 | Train Accuracy: 0.9340 | Validation Loss: 0.2428 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8774 | Validation Mean Recall: 0.8980 | Validation Mean F1_score: 0.8869
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2024-05-29 01:04:44 INFO: Epoch 088 | Train Loss: 0.2584 | Train Accuracy: 0.9344 | Validation Loss: 0.2470 | Validation Accuracy: 0.9248 | Validation Mean Precision: 0.8443 | Validation Mean Recall: 0.8950 | Validation Mean F1_score: 0.8673
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2024-05-29 01:04:45 INFO: Epoch 089 | Train Loss: 0.2556 | Train Accuracy: 0.9326 | Validation Loss: 0.2541 | Validation Accuracy: 0.9456 | Validation Mean Precision: 0.8912 | Validation Mean Recall: 0.8988 | Validation Mean F1_score: 0.8931
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2024-05-29 01:04:47 INFO: Epoch 090 | Train Loss: 0.2609 | Train Accuracy: 0.9334 | Validation Loss: 0.2643 | Validation Accuracy: 0.9219 | Validation Mean Precision: 0.8196 | Validation Mean Recall: 0.8870 | Validation Mean F1_score: 0.8441
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2024-05-29 01:04:48 INFO: Epoch 091 | Train Loss: 0.2539 | Train Accuracy: 0.9358 | Validation Loss: 0.2637 | Validation Accuracy: 0.9432 | Validation Mean Precision: 0.9142 | Validation Mean Recall: 0.8870 | Validation Mean F1_score: 0.8993
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2024-05-29 01:04:49 INFO: Epoch 092 | Train Loss: 0.2541 | Train Accuracy: 0.9374 | Validation Loss: 0.2457 | Validation Accuracy: 0.9303 | Validation Mean Precision: 0.8538 | Validation Mean Recall: 0.8972 | Validation Mean F1_score: 0.8726
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2024-05-29 01:04:51 INFO: Epoch 093 | Train Loss: 0.2538 | Train Accuracy: 0.9348 | Validation Loss: 0.2574 | Validation Accuracy: 0.9317 | Validation Mean Precision: 0.8178 | Validation Mean Recall: 0.8883 | Validation Mean F1_score: 0.8441
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2024-05-29 01:04:52 INFO: Epoch 094 | Train Loss: 0.2570 | Train Accuracy: 0.9333 | Validation Loss: 0.2707 | Validation Accuracy: 0.9454 | Validation Mean Precision: 0.9062 | Validation Mean Recall: 0.8899 | Validation Mean F1_score: 0.8964
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2024-05-29 01:04:54 INFO: Epoch 095 | Train Loss: 0.2504 | Train Accuracy: 0.9367 | Validation Loss: 0.2614 | Validation Accuracy: 0.9078 | Validation Mean Precision: 0.8376 | Validation Mean Recall: 0.8897 | Validation Mean F1_score: 0.8612
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2024-05-29 01:04:55 INFO: Epoch 096 | Train Loss: 0.2487 | Train Accuracy: 0.9381 | Validation Loss: 0.2437 | Validation Accuracy: 0.9334 | Validation Mean Precision: 0.8751 | Validation Mean Recall: 0.9001 | Validation Mean F1_score: 0.8870
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2024-05-29 01:04:56 INFO: Epoch 097 | Train Loss: 0.2527 | Train Accuracy: 0.9362 | Validation Loss: 0.2728 | Validation Accuracy: 0.9370 | Validation Mean Precision: 0.8175 | Validation Mean Recall: 0.8876 | Validation Mean F1_score: 0.8417
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2024-05-29 01:04:58 INFO: Epoch 098 | Train Loss: 0.2546 | Train Accuracy: 0.9374 | Validation Loss: 0.2435 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.8993 | Validation Mean Recall: 0.9050 | Validation Mean F1_score: 0.9010
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2024-05-29 01:04:59 INFO: Epoch 099 | Train Loss: 0.2485 | Train Accuracy: 0.9376 | Validation Loss: 0.2409 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.9093 | Validation Mean Recall: 0.8978 | Validation Mean F1_score: 0.9021
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2024-05-29 01:05:01 INFO: Epoch 100 | Train Loss: 0.2512 | Train Accuracy: 0.9371 | Validation Loss: 0.2515 | Validation Accuracy: 0.9322 | Validation Mean Precision: 0.8224 | Validation Mean Recall: 0.8932 | Validation Mean F1_score: 0.8509
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2024-05-29 01:05:02 INFO: Epoch 101 | Train Loss: 0.2460 | Train Accuracy: 0.9393 | Validation Loss: 0.2383 | Validation Accuracy: 0.9375 | Validation Mean Precision: 0.8841 | Validation Mean Recall: 0.9019 | Validation Mean F1_score: 0.8926
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2024-05-29 01:05:04 INFO: Epoch 102 | Train Loss: 0.2500 | Train Accuracy: 0.9375 | Validation Loss: 0.2340 | Validation Accuracy: 0.9384 | Validation Mean Precision: 0.8677 | Validation Mean Recall: 0.9005 | Validation Mean F1_score: 0.8822
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2024-05-29 01:05:05 INFO: Epoch 103 | Train Loss: 0.2506 | Train Accuracy: 0.9370 | Validation Loss: 0.2504 | Validation Accuracy: 0.9451 | Validation Mean Precision: 0.8845 | Validation Mean Recall: 0.8995 | Validation Mean F1_score: 0.8897
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2024-05-29 01:05:07 INFO: Epoch 104 | Train Loss: 0.2510 | Train Accuracy: 0.9368 | Validation Loss: 0.2443 | Validation Accuracy: 0.9276 | Validation Mean Precision: 0.8389 | Validation Mean Recall: 0.8981 | Validation Mean F1_score: 0.8649
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2024-05-29 01:05:08 INFO: Epoch 105 | Train Loss: 0.2527 | Train Accuracy: 0.9376 | Validation Loss: 0.2544 | Validation Accuracy: 0.9334 | Validation Mean Precision: 0.8985 | Validation Mean Recall: 0.8926 | Validation Mean F1_score: 0.8944
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2024-05-29 01:05:09 INFO: Epoch 106 | Train Loss: 0.2500 | Train Accuracy: 0.9364 | Validation Loss: 0.2334 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8886 | Validation Mean Recall: 0.9002 | Validation Mean F1_score: 0.8940
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2024-05-29 01:05:11 INFO: Epoch 107 | Train Loss: 0.2552 | Train Accuracy: 0.9357 | Validation Loss: 0.2488 | Validation Accuracy: 0.9257 | Validation Mean Precision: 0.8337 | Validation Mean Recall: 0.8966 | Validation Mean F1_score: 0.8611
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2024-05-29 01:05:12 INFO: Epoch 108 | Train Loss: 0.2436 | Train Accuracy: 0.9412 | Validation Loss: 0.2525 | Validation Accuracy: 0.9377 | Validation Mean Precision: 0.8642 | Validation Mean Recall: 0.8972 | Validation Mean F1_score: 0.8751
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2024-05-29 01:05:14 INFO: Epoch 109 | Train Loss: 0.2450 | Train Accuracy: 0.9388 | Validation Loss: 0.2574 | Validation Accuracy: 0.9348 | Validation Mean Precision: 0.8378 | Validation Mean Recall: 0.8865 | Validation Mean F1_score: 0.8565
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2024-05-29 01:05:15 INFO: Epoch 110 | Train Loss: 0.2485 | Train Accuracy: 0.9380 | Validation Loss: 0.2350 | Validation Accuracy: 0.9324 | Validation Mean Precision: 0.8607 | Validation Mean Recall: 0.8979 | Validation Mean F1_score: 0.8778
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2024-05-29 01:05:16 INFO: Epoch 111 | Train Loss: 0.2430 | Train Accuracy: 0.9386 | Validation Loss: 0.2396 | Validation Accuracy: 0.9370 | Validation Mean Precision: 0.8582 | Validation Mean Recall: 0.8986 | Validation Mean F1_score: 0.8758
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2024-05-29 01:05:18 INFO: Epoch 112 | Train Loss: 0.2450 | Train Accuracy: 0.9401 | Validation Loss: 0.2348 | Validation Accuracy: 0.9483 | Validation Mean Precision: 0.9050 | Validation Mean Recall: 0.9019 | Validation Mean F1_score: 0.9032
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2024-05-29 01:05:19 INFO: Epoch 113 | Train Loss: 0.2453 | Train Accuracy: 0.9393 | Validation Loss: 0.2299 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.9008 | Validation Mean Recall: 0.9071 | Validation Mean F1_score: 0.9035
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2024-05-29 01:05:21 INFO: Epoch 114 | Train Loss: 0.2426 | Train Accuracy: 0.9391 | Validation Loss: 0.2407 | Validation Accuracy: 0.9459 | Validation Mean Precision: 0.8603 | Validation Mean Recall: 0.9017 | Validation Mean F1_score: 0.8755
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2024-05-29 01:05:22 INFO: Epoch 115 | Train Loss: 0.2450 | Train Accuracy: 0.9390 | Validation Loss: 0.2473 | Validation Accuracy: 0.9336 | Validation Mean Precision: 0.8894 | Validation Mean Recall: 0.8754 | Validation Mean F1_score: 0.8798
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2024-05-29 01:05:23 INFO: Epoch 116 | Train Loss: 0.2412 | Train Accuracy: 0.9404 | Validation Loss: 0.2356 | Validation Accuracy: 0.9461 | Validation Mean Precision: 0.8769 | Validation Mean Recall: 0.9003 | Validation Mean F1_score: 0.8863
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2024-05-29 01:05:25 INFO: Epoch 117 | Train Loss: 0.2419 | Train Accuracy: 0.9392 | Validation Loss: 0.2348 | Validation Accuracy: 0.9315 | Validation Mean Precision: 0.8703 | Validation Mean Recall: 0.8954 | Validation Mean F1_score: 0.8820
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2024-05-29 01:05:26 INFO: Epoch 118 | Train Loss: 0.2409 | Train Accuracy: 0.9394 | Validation Loss: 0.2333 | Validation Accuracy: 0.9430 | Validation Mean Precision: 0.8961 | Validation Mean Recall: 0.8900 | Validation Mean F1_score: 0.8926
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2024-05-29 01:05:27 INFO: Epoch 119 | Train Loss: 0.2395 | Train Accuracy: 0.9397 | Validation Loss: 0.2334 | Validation Accuracy: 0.9432 | Validation Mean Precision: 0.8885 | Validation Mean Recall: 0.9005 | Validation Mean F1_score: 0.8940
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2024-05-29 01:05:29 INFO: Epoch 120 | Train Loss: 0.2379 | Train Accuracy: 0.9411 | Validation Loss: 0.2319 | Validation Accuracy: 0.9379 | Validation Mean Precision: 0.8558 | Validation Mean Recall: 0.8983 | Validation Mean F1_score: 0.8747
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2024-05-29 01:05:30 INFO: Epoch 121 | Train Loss: 0.2440 | Train Accuracy: 0.9397 | Validation Loss: 0.2303 | Validation Accuracy: 0.9391 | Validation Mean Precision: 0.9018 | Validation Mean Recall: 0.8980 | Validation Mean F1_score: 0.8995
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2024-05-29 01:05:31 INFO: Epoch 122 | Train Loss: 0.2410 | Train Accuracy: 0.9395 | Validation Loss: 0.2416 | Validation Accuracy: 0.9494 | Validation Mean Precision: 0.8874 | Validation Mean Recall: 0.8995 | Validation Mean F1_score: 0.8906
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2024-05-29 01:05:33 INFO: Epoch 123 | Train Loss: 0.2388 | Train Accuracy: 0.9400 | Validation Loss: 0.2333 | Validation Accuracy: 0.9516 | Validation Mean Precision: 0.8943 | Validation Mean Recall: 0.9036 | Validation Mean F1_score: 0.8971
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2024-05-29 01:05:34 INFO: Epoch 124 | Train Loss: 0.2442 | Train Accuracy: 0.9407 | Validation Loss: 0.2335 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8646 | Validation Mean Recall: 0.9003 | Validation Mean F1_score: 0.8805
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2024-05-29 01:05:35 INFO: Epoch 125 | Train Loss: 0.2356 | Train Accuracy: 0.9429 | Validation Loss: 0.2293 | Validation Accuracy: 0.9363 | Validation Mean Precision: 0.8749 | Validation Mean Recall: 0.9021 | Validation Mean F1_score: 0.8872
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2024-05-29 01:05:37 INFO: Epoch 126 | Train Loss: 0.2379 | Train Accuracy: 0.9382 | Validation Loss: 0.2344 | Validation Accuracy: 0.9444 | Validation Mean Precision: 0.8703 | Validation Mean Recall: 0.9002 | Validation Mean F1_score: 0.8834
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2024-05-29 01:05:38 INFO: Epoch 127 | Train Loss: 0.2384 | Train Accuracy: 0.9420 | Validation Loss: 0.2281 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8800 | Validation Mean Recall: 0.9004 | Validation Mean F1_score: 0.8892
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2024-05-29 01:05:40 INFO: Epoch 128 | Train Loss: 0.2382 | Train Accuracy: 0.9422 | Validation Loss: 0.2430 | Validation Accuracy: 0.9480 | Validation Mean Precision: 0.9093 | Validation Mean Recall: 0.8987 | Validation Mean F1_score: 0.9022
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2024-05-29 01:05:41 INFO: Epoch 129 | Train Loss: 0.2411 | Train Accuracy: 0.9413 | Validation Loss: 0.2267 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8863 | Validation Mean Recall: 0.9044 | Validation Mean F1_score: 0.8948
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2024-05-29 01:05:42 INFO: Epoch 130 | Train Loss: 0.2401 | Train Accuracy: 0.9397 | Validation Loss: 0.2340 | Validation Accuracy: 0.9353 | Validation Mean Precision: 0.8694 | Validation Mean Recall: 0.8974 | Validation Mean F1_score: 0.8809
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2024-05-29 01:05:44 INFO: Epoch 131 | Train Loss: 0.2399 | Train Accuracy: 0.9400 | Validation Loss: 0.2628 | Validation Accuracy: 0.9346 | Validation Mean Precision: 0.8641 | Validation Mean Recall: 0.8938 | Validation Mean F1_score: 0.8763
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2024-05-29 01:05:45 INFO: Epoch 132 | Train Loss: 0.2416 | Train Accuracy: 0.9410 | Validation Loss: 0.2332 | Validation Accuracy: 0.9523 | Validation Mean Precision: 0.9088 | Validation Mean Recall: 0.9019 | Validation Mean F1_score: 0.9047
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2024-05-29 01:05:47 INFO: Epoch 133 | Train Loss: 0.2354 | Train Accuracy: 0.9399 | Validation Loss: 0.2508 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.8577 | Validation Mean Recall: 0.8996 | Validation Mean F1_score: 0.8727
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2024-05-29 01:05:48 INFO: Epoch 134 | Train Loss: 0.2424 | Train Accuracy: 0.9403 | Validation Loss: 0.2310 | Validation Accuracy: 0.9360 | Validation Mean Precision: 0.8762 | Validation Mean Recall: 0.9007 | Validation Mean F1_score: 0.8873
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2024-05-29 01:05:50 INFO: Epoch 135 | Train Loss: 0.2397 | Train Accuracy: 0.9411 | Validation Loss: 0.2372 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.8788 | Validation Mean Recall: 0.9016 | Validation Mean F1_score: 0.8888
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2024-05-29 01:05:51 INFO: Epoch 136 | Train Loss: 0.2378 | Train Accuracy: 0.9414 | Validation Loss: 0.2496 | Validation Accuracy: 0.9243 | Validation Mean Precision: 0.8301 | Validation Mean Recall: 0.8939 | Validation Mean F1_score: 0.8578
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2024-05-29 01:05:53 INFO: Epoch 137 | Train Loss: 0.2341 | Train Accuracy: 0.9442 | Validation Loss: 0.2389 | Validation Accuracy: 0.9487 | Validation Mean Precision: 0.8830 | Validation Mean Recall: 0.9058 | Validation Mean F1_score: 0.8911
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2024-05-29 01:05:54 INFO: Epoch 138 | Train Loss: 0.2340 | Train Accuracy: 0.9429 | Validation Loss: 0.2345 | Validation Accuracy: 0.9358 | Validation Mean Precision: 0.8733 | Validation Mean Recall: 0.8916 | Validation Mean F1_score: 0.8820
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2024-05-29 01:05:55 INFO: Epoch 139 | Train Loss: 0.2312 | Train Accuracy: 0.9432 | Validation Loss: 0.2445 | Validation Accuracy: 0.9497 | Validation Mean Precision: 0.8943 | Validation Mean Recall: 0.9006 | Validation Mean F1_score: 0.8951
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2024-05-29 01:05:57 INFO: Epoch 140 | Train Loss: 0.2446 | Train Accuracy: 0.9409 | Validation Loss: 0.2427 | Validation Accuracy: 0.9444 | Validation Mean Precision: 0.8703 | Validation Mean Recall: 0.9028 | Validation Mean F1_score: 0.8839
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2024-05-29 01:05:58 INFO: Epoch 141 | Train Loss: 0.2346 | Train Accuracy: 0.9425 | Validation Loss: 0.2412 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.9138 | Validation Mean Recall: 0.8791 | Validation Mean F1_score: 0.8943
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2024-05-29 01:06:00 INFO: Epoch 142 | Train Loss: 0.2318 | Train Accuracy: 0.9446 | Validation Loss: 0.2428 | Validation Accuracy: 0.9255 | Validation Mean Precision: 0.8446 | Validation Mean Recall: 0.8889 | Validation Mean F1_score: 0.8619
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2024-05-29 01:06:01 INFO: Epoch 143 | Train Loss: 0.2327 | Train Accuracy: 0.9433 | Validation Loss: 0.2254 | Validation Accuracy: 0.9480 | Validation Mean Precision: 0.8936 | Validation Mean Recall: 0.9038 | Validation Mean F1_score: 0.8979
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2024-05-29 01:06:03 INFO: Epoch 144 | Train Loss: 0.2414 | Train Accuracy: 0.9421 | Validation Loss: 0.2236 | Validation Accuracy: 0.9420 | Validation Mean Precision: 0.8841 | Validation Mean Recall: 0.9018 | Validation Mean F1_score: 0.8921
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2024-05-29 01:06:04 INFO: Epoch 145 | Train Loss: 0.2356 | Train Accuracy: 0.9423 | Validation Loss: 0.2346 | Validation Accuracy: 0.9370 | Validation Mean Precision: 0.8650 | Validation Mean Recall: 0.9031 | Validation Mean F1_score: 0.8818
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2024-05-29 01:06:06 INFO: Epoch 146 | Train Loss: 0.2340 | Train Accuracy: 0.9427 | Validation Loss: 0.2265 | Validation Accuracy: 0.9475 | Validation Mean Precision: 0.8958 | Validation Mean Recall: 0.9004 | Validation Mean F1_score: 0.8976
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2024-05-29 01:06:07 INFO: Epoch 147 | Train Loss: 0.2277 | Train Accuracy: 0.9432 | Validation Loss: 0.3076 | Validation Accuracy: 0.9152 | Validation Mean Precision: 0.8523 | Validation Mean Recall: 0.8642 | Validation Mean F1_score: 0.8505
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2024-05-29 01:06:09 INFO: Epoch 148 | Train Loss: 0.2410 | Train Accuracy: 0.9401 | Validation Loss: 0.2299 | Validation Accuracy: 0.9528 | Validation Mean Precision: 0.9296 | Validation Mean Recall: 0.8966 | Validation Mean F1_score: 0.9120
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2024-05-29 01:06:10 INFO: Epoch 149 | Train Loss: 0.2286 | Train Accuracy: 0.9441 | Validation Loss: 0.2286 | Validation Accuracy: 0.9468 | Validation Mean Precision: 0.8873 | Validation Mean Recall: 0.9005 | Validation Mean F1_score: 0.8931
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2024-05-29 01:06:12 INFO: Epoch 150 | Train Loss: 0.2282 | Train Accuracy: 0.9451 | Validation Loss: 0.2408 | Validation Accuracy: 0.9348 | Validation Mean Precision: 0.8572 | Validation Mean Recall: 0.8970 | Validation Mean F1_score: 0.8735
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2024-05-29 01:06:12 INFO: Best Validation F1 Score (Macro): 0.9120
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2024-05-29 01:06:12 INFO: Best Validation Recall (Macro): 0.8966
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2024-05-29 01:06:12 INFO: Best Validation Precision (Macro): 0.9296
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2024-05-29 01:06:12 INFO: Best Epoch: 148
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2024-05-29 01:06:13 INFO: Infer Result:
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2024-05-29 01:06:13 INFO: Prediction errors: 328
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2024-05-29 01:06:13 INFO: Prediction error percentage: 6.29%
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2024-05-29 01:06:13 INFO: Total samples: 5218
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2024-05-29 01:06:13 INFO: Infer Result End:
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2024-05-29 01:06:14 INFO: Class weights: tensor([21.1878, 3.1149, 0.7420, 0.4378], device='cuda:0')
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2024-05-29 01:06:15 INFO: Epoch 001 | Train Loss: 0.5638 | Train Accuracy: 0.8236 | Validation Loss: 0.3719 | Validation Accuracy: 0.8728 | Validation Mean Precision: 0.7790 | Validation Mean Recall: 0.8359 | Validation Mean F1_score: 0.8044
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2024-05-29 01:06:16 INFO: Epoch 002 | Train Loss: 0.3773 | Train Accuracy: 0.8733 | Validation Loss: 0.3723 | Validation Accuracy: 0.8685 | Validation Mean Precision: 0.7648 | Validation Mean Recall: 0.8368 | Validation Mean F1_score: 0.7960
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2024-05-29 01:06:18 INFO: Epoch 003 | Train Loss: 0.3640 | Train Accuracy: 0.8830 | Validation Loss: 0.3758 | Validation Accuracy: 0.8723 | Validation Mean Precision: 0.8008 | Validation Mean Recall: 0.8216 | Validation Mean F1_score: 0.8066
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2024-05-29 01:06:19 INFO: Epoch 004 | Train Loss: 0.3688 | Train Accuracy: 0.8807 | Validation Loss: 0.3599 | Validation Accuracy: 0.8967 | Validation Mean Precision: 0.7897 | Validation Mean Recall: 0.8373 | Validation Mean F1_score: 0.8084
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2024-05-29 01:06:21 INFO: Epoch 005 | Train Loss: 0.3604 | Train Accuracy: 0.8866 | Validation Loss: 0.3584 | Validation Accuracy: 0.8898 | Validation Mean Precision: 0.7989 | Validation Mean Recall: 0.8367 | Validation Mean F1_score: 0.8152
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2024-05-29 01:06:22 INFO: Epoch 006 | Train Loss: 0.3510 | Train Accuracy: 0.8886 | Validation Loss: 0.3690 | Validation Accuracy: 0.9078 | Validation Mean Precision: 0.8460 | Validation Mean Recall: 0.8215 | Validation Mean F1_score: 0.8331
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2024-05-29 01:06:23 INFO: Epoch 007 | Train Loss: 0.3486 | Train Accuracy: 0.8885 | Validation Loss: 0.3636 | Validation Accuracy: 0.8814 | Validation Mean Precision: 0.7616 | Validation Mean Recall: 0.8338 | Validation Mean F1_score: 0.7866
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2024-05-29 01:06:25 INFO: Epoch 008 | Train Loss: 0.3586 | Train Accuracy: 0.8884 | Validation Loss: 0.3995 | Validation Accuracy: 0.8584 | Validation Mean Precision: 0.6917 | Validation Mean Recall: 0.8266 | Validation Mean F1_score: 0.7349
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2024-05-29 01:06:27 INFO: Epoch 009 | Train Loss: 0.3516 | Train Accuracy: 0.8884 | Validation Loss: 0.3793 | Validation Accuracy: 0.9039 | Validation Mean Precision: 0.8564 | Validation Mean Recall: 0.7745 | Validation Mean F1_score: 0.8028
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2024-05-29 01:06:28 INFO: Epoch 010 | Train Loss: 0.3557 | Train Accuracy: 0.8906 | Validation Loss: 0.3648 | Validation Accuracy: 0.9109 | Validation Mean Precision: 0.8370 | Validation Mean Recall: 0.8359 | Validation Mean F1_score: 0.8339
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2024-05-29 01:06:30 INFO: Epoch 011 | Train Loss: 0.3502 | Train Accuracy: 0.8914 | Validation Loss: 0.3655 | Validation Accuracy: 0.8991 | Validation Mean Precision: 0.8369 | Validation Mean Recall: 0.8220 | Validation Mean F1_score: 0.8266
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2024-05-29 01:06:31 INFO: Epoch 012 | Train Loss: 0.3512 | Train Accuracy: 0.8910 | Validation Loss: 0.3420 | Validation Accuracy: 0.8987 | Validation Mean Precision: 0.7998 | Validation Mean Recall: 0.8412 | Validation Mean F1_score: 0.8182
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2024-05-29 01:06:33 INFO: Epoch 013 | Train Loss: 0.3408 | Train Accuracy: 0.8918 | Validation Loss: 0.3465 | Validation Accuracy: 0.8860 | Validation Mean Precision: 0.7539 | Validation Mean Recall: 0.8438 | Validation Mean F1_score: 0.7906
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2024-05-29 01:06:34 INFO: Epoch 014 | Train Loss: 0.3465 | Train Accuracy: 0.8917 | Validation Loss: 0.3924 | Validation Accuracy: 0.9097 | Validation Mean Precision: 0.8766 | Validation Mean Recall: 0.7619 | Validation Mean F1_score: 0.7906
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2024-05-29 01:06:36 INFO: Epoch 015 | Train Loss: 0.3374 | Train Accuracy: 0.8964 | Validation Loss: 0.3431 | Validation Accuracy: 0.9142 | Validation Mean Precision: 0.8497 | Validation Mean Recall: 0.8311 | Validation Mean F1_score: 0.8401
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2024-05-29 01:06:37 INFO: Epoch 016 | Train Loss: 0.3372 | Train Accuracy: 0.8997 | Validation Loss: 0.4301 | Validation Accuracy: 0.8781 | Validation Mean Precision: 0.8042 | Validation Mean Recall: 0.8120 | Validation Mean F1_score: 0.7946
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2024-05-29 01:06:39 INFO: Epoch 017 | Train Loss: 0.3339 | Train Accuracy: 0.9015 | Validation Loss: 0.3258 | Validation Accuracy: 0.9233 | Validation Mean Precision: 0.8430 | Validation Mean Recall: 0.8493 | Validation Mean F1_score: 0.8455
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2024-05-29 01:06:40 INFO: Epoch 018 | Train Loss: 0.3233 | Train Accuracy: 0.9027 | Validation Loss: 0.3266 | Validation Accuracy: 0.9305 | Validation Mean Precision: 0.8529 | Validation Mean Recall: 0.8462 | Validation Mean F1_score: 0.8489
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|
2024-05-29 01:06:42 INFO: Epoch 019 | Train Loss: 0.3175 | Train Accuracy: 0.9093 | Validation Loss: 0.3345 | Validation Accuracy: 0.8824 | Validation Mean Precision: 0.7621 | Validation Mean Recall: 0.8447 | Validation Mean F1_score: 0.7971
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|
2024-05-29 01:06:43 INFO: Epoch 020 | Train Loss: 0.3114 | Train Accuracy: 0.9082 | Validation Loss: 0.3168 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.8144 | Validation Mean Recall: 0.8507 | Validation Mean F1_score: 0.8309
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|
2024-05-29 01:06:44 INFO: Epoch 021 | Train Loss: 0.3086 | Train Accuracy: 0.9090 | Validation Loss: 0.3441 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.8698 | Validation Mean Recall: 0.8049 | Validation Mean F1_score: 0.8254
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|
2024-05-29 01:06:46 INFO: Epoch 022 | Train Loss: 0.3085 | Train Accuracy: 0.9097 | Validation Loss: 0.3579 | Validation Accuracy: 0.8594 | Validation Mean Precision: 0.7556 | Validation Mean Recall: 0.8371 | Validation Mean F1_score: 0.7891
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|
2024-05-29 01:06:47 INFO: Epoch 023 | Train Loss: 0.3063 | Train Accuracy: 0.9116 | Validation Loss: 0.3301 | Validation Accuracy: 0.9085 | Validation Mean Precision: 0.8656 | Validation Mean Recall: 0.8126 | Validation Mean F1_score: 0.8296
|
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|
2024-05-29 01:06:48 INFO: Epoch 024 | Train Loss: 0.3002 | Train Accuracy: 0.9138 | Validation Loss: 0.2995 | Validation Accuracy: 0.9346 | Validation Mean Precision: 0.8294 | Validation Mean Recall: 0.8622 | Validation Mean F1_score: 0.8429
|
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|
2024-05-29 01:06:50 INFO: Epoch 025 | Train Loss: 0.2980 | Train Accuracy: 0.9166 | Validation Loss: 0.3655 | Validation Accuracy: 0.8539 | Validation Mean Precision: 0.7530 | Validation Mean Recall: 0.8401 | Validation Mean F1_score: 0.7886
|
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|
2024-05-29 01:06:51 INFO: Epoch 026 | Train Loss: 0.2954 | Train Accuracy: 0.9175 | Validation Loss: 0.3148 | Validation Accuracy: 0.9046 | Validation Mean Precision: 0.7703 | Validation Mean Recall: 0.8515 | Validation Mean F1_score: 0.8023
|
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|
2024-05-29 01:06:53 INFO: Epoch 027 | Train Loss: 0.2933 | Train Accuracy: 0.9172 | Validation Loss: 0.3090 | Validation Accuracy: 0.9013 | Validation Mean Precision: 0.7660 | Validation Mean Recall: 0.8597 | Validation Mean F1_score: 0.8033
|
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|
2024-05-29 01:06:54 INFO: Epoch 028 | Train Loss: 0.2911 | Train Accuracy: 0.9197 | Validation Loss: 0.3001 | Validation Accuracy: 0.9149 | Validation Mean Precision: 0.7834 | Validation Mean Recall: 0.8644 | Validation Mean F1_score: 0.8166
|
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|
2024-05-29 01:06:56 INFO: Epoch 029 | Train Loss: 0.2878 | Train Accuracy: 0.9215 | Validation Loss: 0.2957 | Validation Accuracy: 0.9126 | Validation Mean Precision: 0.8348 | Validation Mean Recall: 0.8613 | Validation Mean F1_score: 0.8473
|
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|
2024-05-29 01:06:57 INFO: Epoch 030 | Train Loss: 0.2930 | Train Accuracy: 0.9195 | Validation Loss: 0.2962 | Validation Accuracy: 0.9427 | Validation Mean Precision: 0.8938 | Validation Mean Recall: 0.8603 | Validation Mean F1_score: 0.8759
|
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|
2024-05-29 01:06:59 INFO: Epoch 031 | Train Loss: 0.2880 | Train Accuracy: 0.9211 | Validation Loss: 0.2935 | Validation Accuracy: 0.9219 | Validation Mean Precision: 0.8076 | Validation Mean Recall: 0.8677 | Validation Mean F1_score: 0.8338
|
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|
2024-05-29 01:07:00 INFO: Epoch 032 | Train Loss: 0.2824 | Train Accuracy: 0.9232 | Validation Loss: 0.3298 | Validation Accuracy: 0.9447 | Validation Mean Precision: 0.9091 | Validation Mean Recall: 0.8462 | Validation Mean F1_score: 0.8727
|
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|
2024-05-29 01:07:02 INFO: Epoch 033 | Train Loss: 0.2837 | Train Accuracy: 0.9224 | Validation Loss: 0.2909 | Validation Accuracy: 0.9401 | Validation Mean Precision: 0.8588 | Validation Mean Recall: 0.8793 | Validation Mean F1_score: 0.8661
|
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|
2024-05-29 01:07:03 INFO: Epoch 034 | Train Loss: 0.2817 | Train Accuracy: 0.9224 | Validation Loss: 0.2925 | Validation Accuracy: 0.9286 | Validation Mean Precision: 0.8098 | Validation Mean Recall: 0.8709 | Validation Mean F1_score: 0.8354
|
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|
2024-05-29 01:07:04 INFO: Epoch 035 | Train Loss: 0.2828 | Train Accuracy: 0.9257 | Validation Loss: 0.3143 | Validation Accuracy: 0.9459 | Validation Mean Precision: 0.9279 | Validation Mean Recall: 0.8317 | Validation Mean F1_score: 0.8661
|
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|
2024-05-29 01:07:06 INFO: Epoch 036 | Train Loss: 0.2807 | Train Accuracy: 0.9251 | Validation Loss: 0.2908 | Validation Accuracy: 0.9142 | Validation Mean Precision: 0.7866 | Validation Mean Recall: 0.8656 | Validation Mean F1_score: 0.8195
|
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|
2024-05-29 01:07:08 INFO: Epoch 037 | Train Loss: 0.2707 | Train Accuracy: 0.9263 | Validation Loss: 0.2948 | Validation Accuracy: 0.8996 | Validation Mean Precision: 0.8118 | Validation Mean Recall: 0.8603 | Validation Mean F1_score: 0.8336
|
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|
2024-05-29 01:07:09 INFO: Epoch 038 | Train Loss: 0.2781 | Train Accuracy: 0.9269 | Validation Loss: 0.3149 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8591 | Validation Mean Recall: 0.8720 | Validation Mean F1_score: 0.8644
|
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|
2024-05-29 01:07:11 INFO: Epoch 039 | Train Loss: 0.2825 | Train Accuracy: 0.9238 | Validation Loss: 0.2745 | Validation Accuracy: 0.9372 | Validation Mean Precision: 0.8428 | Validation Mean Recall: 0.8778 | Validation Mean F1_score: 0.8585
|
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|
2024-05-29 01:07:12 INFO: Epoch 040 | Train Loss: 0.2710 | Train Accuracy: 0.9251 | Validation Loss: 0.2770 | Validation Accuracy: 0.9382 | Validation Mean Precision: 0.8456 | Validation Mean Recall: 0.8808 | Validation Mean F1_score: 0.8608
|
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|
2024-05-29 01:07:14 INFO: Epoch 041 | Train Loss: 0.2737 | Train Accuracy: 0.9256 | Validation Loss: 0.2823 | Validation Accuracy: 0.9272 | Validation Mean Precision: 0.8186 | Validation Mean Recall: 0.8739 | Validation Mean F1_score: 0.8417
|
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|
2024-05-29 01:07:15 INFO: Epoch 042 | Train Loss: 0.2737 | Train Accuracy: 0.9262 | Validation Loss: 0.2772 | Validation Accuracy: 0.9332 | Validation Mean Precision: 0.8278 | Validation Mean Recall: 0.8764 | Validation Mean F1_score: 0.8484
|
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|
2024-05-29 01:07:17 INFO: Epoch 043 | Train Loss: 0.2708 | Train Accuracy: 0.9291 | Validation Loss: 0.2925 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.7864 | Validation Mean Recall: 0.8704 | Validation Mean F1_score: 0.8201
|
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|
2024-05-29 01:07:19 INFO: Epoch 044 | Train Loss: 0.2712 | Train Accuracy: 0.9275 | Validation Loss: 0.2971 | Validation Accuracy: 0.9413 | Validation Mean Precision: 0.8440 | Validation Mean Recall: 0.8748 | Validation Mean F1_score: 0.8531
|
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|
2024-05-29 01:07:20 INFO: Epoch 045 | Train Loss: 0.2637 | Train Accuracy: 0.9281 | Validation Loss: 0.2773 | Validation Accuracy: 0.9257 | Validation Mean Precision: 0.8128 | Validation Mean Recall: 0.8746 | Validation Mean F1_score: 0.8390
|
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|
2024-05-29 01:07:22 INFO: Epoch 046 | Train Loss: 0.2646 | Train Accuracy: 0.9314 | Validation Loss: 0.3151 | Validation Accuracy: 0.9384 | Validation Mean Precision: 0.8973 | Validation Mean Recall: 0.8465 | Validation Mean F1_score: 0.8643
|
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|
2024-05-29 01:07:24 INFO: Epoch 047 | Train Loss: 0.2746 | Train Accuracy: 0.9307 | Validation Loss: 0.2830 | Validation Accuracy: 0.9202 | Validation Mean Precision: 0.8222 | Validation Mean Recall: 0.8750 | Validation Mean F1_score: 0.8462
|
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|
2024-05-29 01:07:25 INFO: Epoch 048 | Train Loss: 0.2710 | Train Accuracy: 0.9300 | Validation Loss: 0.3276 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8877 | Validation Mean Recall: 0.8459 | Validation Mean F1_score: 0.8653
|
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|
2024-05-29 01:07:27 INFO: Epoch 049 | Train Loss: 0.2664 | Train Accuracy: 0.9273 | Validation Loss: 0.2763 | Validation Accuracy: 0.9468 | Validation Mean Precision: 0.8783 | Validation Mean Recall: 0.8811 | Validation Mean F1_score: 0.8785
|
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|
2024-05-29 01:07:28 INFO: Epoch 050 | Train Loss: 0.2672 | Train Accuracy: 0.9310 | Validation Loss: 0.2751 | Validation Accuracy: 0.9360 | Validation Mean Precision: 0.8619 | Validation Mean Recall: 0.8758 | Validation Mean F1_score: 0.8685
|
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|
2024-05-29 01:07:30 INFO: Epoch 051 | Train Loss: 0.2631 | Train Accuracy: 0.9305 | Validation Loss: 0.3099 | Validation Accuracy: 0.9427 | Validation Mean Precision: 0.8857 | Validation Mean Recall: 0.8576 | Validation Mean F1_score: 0.8705
|
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|
2024-05-29 01:07:31 INFO: Epoch 052 | Train Loss: 0.2644 | Train Accuracy: 0.9319 | Validation Loss: 0.2810 | Validation Accuracy: 0.9281 | Validation Mean Precision: 0.8176 | Validation Mean Recall: 0.8737 | Validation Mean F1_score: 0.8406
|
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|
2024-05-29 01:07:32 INFO: Epoch 053 | Train Loss: 0.2651 | Train Accuracy: 0.9327 | Validation Loss: 0.2926 | Validation Accuracy: 0.9461 | Validation Mean Precision: 0.9038 | Validation Mean Recall: 0.8609 | Validation Mean F1_score: 0.8805
|
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|
2024-05-29 01:07:34 INFO: Epoch 054 | Train Loss: 0.2667 | Train Accuracy: 0.9330 | Validation Loss: 0.2811 | Validation Accuracy: 0.9267 | Validation Mean Precision: 0.8414 | Validation Mean Recall: 0.8662 | Validation Mean F1_score: 0.8523
|
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|
2024-05-29 01:07:35 INFO: Epoch 055 | Train Loss: 0.2633 | Train Accuracy: 0.9303 | Validation Loss: 0.2722 | Validation Accuracy: 0.9300 | Validation Mean Precision: 0.8459 | Validation Mean Recall: 0.8767 | Validation Mean F1_score: 0.8604
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2024-05-29 01:07:37 INFO: Epoch 056 | Train Loss: 0.2631 | Train Accuracy: 0.9333 | Validation Loss: 0.2820 | Validation Accuracy: 0.9406 | Validation Mean Precision: 0.8851 | Validation Mean Recall: 0.8645 | Validation Mean F1_score: 0.8727
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2024-05-29 01:07:38 INFO: Epoch 057 | Train Loss: 0.2571 | Train Accuracy: 0.9340 | Validation Loss: 0.2712 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.8676 | Validation Mean Recall: 0.8853 | Validation Mean F1_score: 0.8736
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2024-05-29 01:07:40 INFO: Epoch 058 | Train Loss: 0.2627 | Train Accuracy: 0.9320 | Validation Loss: 0.2894 | Validation Accuracy: 0.9403 | Validation Mean Precision: 0.8377 | Validation Mean Recall: 0.8681 | Validation Mean F1_score: 0.8471
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2024-05-29 01:07:41 INFO: Epoch 059 | Train Loss: 0.2638 | Train Accuracy: 0.9315 | Validation Loss: 0.2959 | Validation Accuracy: 0.9197 | Validation Mean Precision: 0.8363 | Validation Mean Recall: 0.8684 | Validation Mean F1_score: 0.8494
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2024-05-29 01:07:43 INFO: Epoch 060 | Train Loss: 0.2573 | Train Accuracy: 0.9353 | Validation Loss: 0.2799 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.8791 | Validation Mean Recall: 0.8676 | Validation Mean F1_score: 0.8729
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2024-05-29 01:07:45 INFO: Epoch 061 | Train Loss: 0.2565 | Train Accuracy: 0.9344 | Validation Loss: 0.2700 | Validation Accuracy: 0.9432 | Validation Mean Precision: 0.8607 | Validation Mean Recall: 0.8765 | Validation Mean F1_score: 0.8679
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2024-05-29 01:07:46 INFO: Epoch 062 | Train Loss: 0.2567 | Train Accuracy: 0.9355 | Validation Loss: 0.2701 | Validation Accuracy: 0.9329 | Validation Mean Precision: 0.8125 | Validation Mean Recall: 0.8743 | Validation Mean F1_score: 0.8380
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2024-05-29 01:07:48 INFO: Epoch 063 | Train Loss: 0.2568 | Train Accuracy: 0.9347 | Validation Loss: 0.2848 | Validation Accuracy: 0.9308 | Validation Mean Precision: 0.8642 | Validation Mean Recall: 0.8640 | Validation Mean F1_score: 0.8640
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2024-05-29 01:07:49 INFO: Epoch 064 | Train Loss: 0.2592 | Train Accuracy: 0.9347 | Validation Loss: 0.3028 | Validation Accuracy: 0.9502 | Validation Mean Precision: 0.9341 | Validation Mean Recall: 0.8443 | Validation Mean F1_score: 0.8780
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2024-05-29 01:07:51 INFO: Epoch 065 | Train Loss: 0.2563 | Train Accuracy: 0.9364 | Validation Loss: 0.2770 | Validation Accuracy: 0.9344 | Validation Mean Precision: 0.8393 | Validation Mean Recall: 0.8752 | Validation Mean F1_score: 0.8552
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2024-05-29 01:07:52 INFO: Epoch 066 | Train Loss: 0.2573 | Train Accuracy: 0.9366 | Validation Loss: 0.2776 | Validation Accuracy: 0.9377 | Validation Mean Precision: 0.8700 | Validation Mean Recall: 0.8737 | Validation Mean F1_score: 0.8718
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2024-05-29 01:07:54 INFO: Epoch 067 | Train Loss: 0.2579 | Train Accuracy: 0.9347 | Validation Loss: 0.2781 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.8977 | Validation Mean Recall: 0.8684 | Validation Mean F1_score: 0.8821
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2024-05-29 01:07:55 INFO: Epoch 068 | Train Loss: 0.2532 | Train Accuracy: 0.9356 | Validation Loss: 0.2768 | Validation Accuracy: 0.9327 | Validation Mean Precision: 0.8469 | Validation Mean Recall: 0.8583 | Validation Mean F1_score: 0.8522
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2024-05-29 01:07:57 INFO: Epoch 069 | Train Loss: 0.2602 | Train Accuracy: 0.9335 | Validation Loss: 0.2614 | Validation Accuracy: 0.9387 | Validation Mean Precision: 0.8516 | Validation Mean Recall: 0.8835 | Validation Mean F1_score: 0.8659
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2024-05-29 01:07:58 INFO: Epoch 070 | Train Loss: 0.2517 | Train Accuracy: 0.9378 | Validation Loss: 0.2627 | Validation Accuracy: 0.9451 | Validation Mean Precision: 0.8909 | Validation Mean Recall: 0.8638 | Validation Mean F1_score: 0.8762
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2024-05-29 01:08:00 INFO: Epoch 071 | Train Loss: 0.2524 | Train Accuracy: 0.9378 | Validation Loss: 0.3027 | Validation Accuracy: 0.9370 | Validation Mean Precision: 0.9020 | Validation Mean Recall: 0.8489 | Validation Mean F1_score: 0.8703
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2024-05-29 01:08:01 INFO: Epoch 072 | Train Loss: 0.2508 | Train Accuracy: 0.9387 | Validation Loss: 0.2622 | Validation Accuracy: 0.9339 | Validation Mean Precision: 0.8282 | Validation Mean Recall: 0.8786 | Validation Mean F1_score: 0.8501
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2024-05-29 01:08:02 INFO: Epoch 073 | Train Loss: 0.2510 | Train Accuracy: 0.9374 | Validation Loss: 0.3073 | Validation Accuracy: 0.9001 | Validation Mean Precision: 0.8304 | Validation Mean Recall: 0.8477 | Validation Mean F1_score: 0.8362
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2024-05-29 01:08:04 INFO: Epoch 074 | Train Loss: 0.2538 | Train Accuracy: 0.9381 | Validation Loss: 0.2730 | Validation Accuracy: 0.9241 | Validation Mean Precision: 0.8150 | Validation Mean Recall: 0.8734 | Validation Mean F1_score: 0.8408
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2024-05-29 01:08:05 INFO: Epoch 075 | Train Loss: 0.2461 | Train Accuracy: 0.9397 | Validation Loss: 0.2752 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.8718 | Validation Mean Recall: 0.8853 | Validation Mean F1_score: 0.8759
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2024-05-29 01:08:07 INFO: Epoch 076 | Train Loss: 0.2501 | Train Accuracy: 0.9390 | Validation Loss: 0.2890 | Validation Accuracy: 0.9511 | Validation Mean Precision: 0.8746 | Validation Mean Recall: 0.8827 | Validation Mean F1_score: 0.8767
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2024-05-29 01:08:08 INFO: Epoch 077 | Train Loss: 0.2499 | Train Accuracy: 0.9379 | Validation Loss: 0.2729 | Validation Accuracy: 0.9437 | Validation Mean Precision: 0.8866 | Validation Mean Recall: 0.8568 | Validation Mean F1_score: 0.8679
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2024-05-29 01:08:09 INFO: Epoch 078 | Train Loss: 0.2495 | Train Accuracy: 0.9379 | Validation Loss: 0.3090 | Validation Accuracy: 0.9430 | Validation Mean Precision: 0.8976 | Validation Mean Recall: 0.8496 | Validation Mean F1_score: 0.8678
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2024-05-29 01:08:11 INFO: Epoch 079 | Train Loss: 0.2597 | Train Accuracy: 0.9355 | Validation Loss: 0.2853 | Validation Accuracy: 0.9420 | Validation Mean Precision: 0.8788 | Validation Mean Recall: 0.8599 | Validation Mean F1_score: 0.8684
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2024-05-29 01:08:12 INFO: Epoch 080 | Train Loss: 0.2516 | Train Accuracy: 0.9388 | Validation Loss: 0.3153 | Validation Accuracy: 0.9459 | Validation Mean Precision: 0.8786 | Validation Mean Recall: 0.8645 | Validation Mean F1_score: 0.8669
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2024-05-29 01:08:14 INFO: Epoch 081 | Train Loss: 0.2436 | Train Accuracy: 0.9395 | Validation Loss: 0.2982 | Validation Accuracy: 0.9061 | Validation Mean Precision: 0.8083 | Validation Mean Recall: 0.8647 | Validation Mean F1_score: 0.8334
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2024-05-29 01:08:15 INFO: Epoch 082 | Train Loss: 0.2471 | Train Accuracy: 0.9388 | Validation Loss: 0.2890 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.8683 | Validation Mean Recall: 0.8676 | Validation Mean F1_score: 0.8639
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2024-05-29 01:08:17 INFO: Epoch 083 | Train Loss: 0.2451 | Train Accuracy: 0.9402 | Validation Loss: 0.2967 | Validation Accuracy: 0.9027 | Validation Mean Precision: 0.8015 | Validation Mean Recall: 0.8642 | Validation Mean F1_score: 0.8289
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2024-05-29 01:08:18 INFO: Epoch 084 | Train Loss: 0.2420 | Train Accuracy: 0.9386 | Validation Loss: 0.2831 | Validation Accuracy: 0.9523 | Validation Mean Precision: 0.8775 | Validation Mean Recall: 0.8854 | Validation Mean F1_score: 0.8786
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2024-05-29 01:08:20 INFO: Epoch 085 | Train Loss: 0.2547 | Train Accuracy: 0.9369 | Validation Loss: 0.2654 | Validation Accuracy: 0.9346 | Validation Mean Precision: 0.8498 | Validation Mean Recall: 0.8797 | Validation Mean F1_score: 0.8636
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2024-05-29 01:08:21 INFO: Epoch 086 | Train Loss: 0.2514 | Train Accuracy: 0.9384 | Validation Loss: 0.3007 | Validation Accuracy: 0.9082 | Validation Mean Precision: 0.8393 | Validation Mean Recall: 0.8697 | Validation Mean F1_score: 0.8536
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2024-05-29 01:08:22 INFO: Epoch 087 | Train Loss: 0.2424 | Train Accuracy: 0.9400 | Validation Loss: 0.3106 | Validation Accuracy: 0.9075 | Validation Mean Precision: 0.7938 | Validation Mean Recall: 0.8659 | Validation Mean F1_score: 0.8248
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2024-05-29 01:08:24 INFO: Epoch 088 | Train Loss: 0.2446 | Train Accuracy: 0.9409 | Validation Loss: 0.2821 | Validation Accuracy: 0.9511 | Validation Mean Precision: 0.8834 | Validation Mean Recall: 0.8685 | Validation Mean F1_score: 0.8756
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2024-05-29 01:08:25 INFO: Epoch 089 | Train Loss: 0.2482 | Train Accuracy: 0.9385 | Validation Loss: 0.2714 | Validation Accuracy: 0.9300 | Validation Mean Precision: 0.8420 | Validation Mean Recall: 0.8810 | Validation Mean F1_score: 0.8599
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2024-05-29 01:08:26 INFO: Epoch 090 | Train Loss: 0.2391 | Train Accuracy: 0.9412 | Validation Loss: 0.2766 | Validation Accuracy: 0.9253 | Validation Mean Precision: 0.8245 | Validation Mean Recall: 0.8741 | Validation Mean F1_score: 0.8466
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2024-05-29 01:08:28 INFO: Epoch 091 | Train Loss: 0.2444 | Train Accuracy: 0.9385 | Validation Loss: 0.2952 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.8953 | Validation Mean Recall: 0.8605 | Validation Mean F1_score: 0.8764
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2024-05-29 01:08:29 INFO: Epoch 092 | Train Loss: 0.2455 | Train Accuracy: 0.9415 | Validation Loss: 0.3181 | Validation Accuracy: 0.9097 | Validation Mean Precision: 0.8257 | Validation Mean Recall: 0.8678 | Validation Mean F1_score: 0.8453
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2024-05-29 01:08:31 INFO: Epoch 093 | Train Loss: 0.2396 | Train Accuracy: 0.9411 | Validation Loss: 0.2680 | Validation Accuracy: 0.9447 | Validation Mean Precision: 0.8448 | Validation Mean Recall: 0.8827 | Validation Mean F1_score: 0.8604
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2024-05-29 01:08:32 INFO: Epoch 094 | Train Loss: 0.2380 | Train Accuracy: 0.9434 | Validation Loss: 0.2805 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8437 | Validation Mean Recall: 0.8829 | Validation Mean F1_score: 0.8607
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2024-05-29 01:08:34 INFO: Epoch 095 | Train Loss: 0.2412 | Train Accuracy: 0.9411 | Validation Loss: 0.2776 | Validation Accuracy: 0.9267 | Validation Mean Precision: 0.8410 | Validation Mean Recall: 0.8749 | Validation Mean F1_score: 0.8569
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2024-05-29 01:08:35 INFO: Epoch 096 | Train Loss: 0.2447 | Train Accuracy: 0.9393 | Validation Loss: 0.2868 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.8860 | Validation Mean Recall: 0.8736 | Validation Mean F1_score: 0.8790
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2024-05-29 01:08:37 INFO: Epoch 097 | Train Loss: 0.2447 | Train Accuracy: 0.9392 | Validation Loss: 0.2930 | Validation Accuracy: 0.9276 | Validation Mean Precision: 0.8495 | Validation Mean Recall: 0.8744 | Validation Mean F1_score: 0.8609
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2024-05-29 01:08:38 INFO: Epoch 098 | Train Loss: 0.2377 | Train Accuracy: 0.9417 | Validation Loss: 0.2798 | Validation Accuracy: 0.9483 | Validation Mean Precision: 0.8845 | Validation Mean Recall: 0.8865 | Validation Mean F1_score: 0.8851
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2024-05-29 01:08:40 INFO: Epoch 099 | Train Loss: 0.2369 | Train Accuracy: 0.9421 | Validation Loss: 0.2916 | Validation Accuracy: 0.9279 | Validation Mean Precision: 0.8261 | Validation Mean Recall: 0.8778 | Validation Mean F1_score: 0.8490
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2024-05-29 01:08:41 INFO: Epoch 100 | Train Loss: 0.2441 | Train Accuracy: 0.9405 | Validation Loss: 0.2857 | Validation Accuracy: 0.9497 | Validation Mean Precision: 0.9044 | Validation Mean Recall: 0.8552 | Validation Mean F1_score: 0.8778
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2024-05-29 01:08:42 INFO: Epoch 101 | Train Loss: 0.2394 | Train Accuracy: 0.9421 | Validation Loss: 0.2720 | Validation Accuracy: 0.9427 | Validation Mean Precision: 0.8477 | Validation Mean Recall: 0.8843 | Validation Mean F1_score: 0.8634
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2024-05-29 01:08:44 INFO: Epoch 102 | Train Loss: 0.2360 | Train Accuracy: 0.9436 | Validation Loss: 0.3173 | Validation Accuracy: 0.9554 | Validation Mean Precision: 0.9357 | Validation Mean Recall: 0.8516 | Validation Mean F1_score: 0.8851
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2024-05-29 01:08:45 INFO: Epoch 103 | Train Loss: 0.2453 | Train Accuracy: 0.9418 | Validation Loss: 0.2888 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.8438 | Validation Mean Recall: 0.8632 | Validation Mean F1_score: 0.8490
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2024-05-29 01:08:47 INFO: Epoch 104 | Train Loss: 0.2416 | Train Accuracy: 0.9428 | Validation Loss: 0.2814 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.8923 | Validation Mean Recall: 0.8646 | Validation Mean F1_score: 0.8769
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2024-05-29 01:08:48 INFO: Epoch 105 | Train Loss: 0.2352 | Train Accuracy: 0.9433 | Validation Loss: 0.2688 | Validation Accuracy: 0.9518 | Validation Mean Precision: 0.8917 | Validation Mean Recall: 0.8902 | Validation Mean F1_score: 0.8906
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2024-05-29 01:08:50 INFO: Epoch 106 | Train Loss: 0.2389 | Train Accuracy: 0.9411 | Validation Loss: 0.2652 | Validation Accuracy: 0.9430 | Validation Mean Precision: 0.8431 | Validation Mean Recall: 0.8823 | Validation Mean F1_score: 0.8598
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2024-05-29 01:08:51 INFO: Epoch 107 | Train Loss: 0.2376 | Train Accuracy: 0.9431 | Validation Loss: 0.3083 | Validation Accuracy: 0.9526 | Validation Mean Precision: 0.8946 | Validation Mean Recall: 0.8753 | Validation Mean F1_score: 0.8840
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2024-05-29 01:08:52 INFO: Epoch 108 | Train Loss: 0.2360 | Train Accuracy: 0.9435 | Validation Loss: 0.2626 | Validation Accuracy: 0.9471 | Validation Mean Precision: 0.8882 | Validation Mean Recall: 0.8715 | Validation Mean F1_score: 0.8792
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2024-05-29 01:08:54 INFO: Epoch 109 | Train Loss: 0.2354 | Train Accuracy: 0.9424 | Validation Loss: 0.2737 | Validation Accuracy: 0.9432 | Validation Mean Precision: 0.8633 | Validation Mean Recall: 0.8868 | Validation Mean F1_score: 0.8737
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2024-05-29 01:08:55 INFO: Epoch 110 | Train Loss: 0.2351 | Train Accuracy: 0.9440 | Validation Loss: 0.2690 | Validation Accuracy: 0.9533 | Validation Mean Precision: 0.8975 | Validation Mean Recall: 0.8797 | Validation Mean F1_score: 0.8882
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2024-05-29 01:08:57 INFO: Epoch 111 | Train Loss: 0.2378 | Train Accuracy: 0.9420 | Validation Loss: 0.3163 | Validation Accuracy: 0.9463 | Validation Mean Precision: 0.8949 | Validation Mean Recall: 0.8634 | Validation Mean F1_score: 0.8783
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2024-05-29 01:08:58 INFO: Epoch 112 | Train Loss: 0.2336 | Train Accuracy: 0.9429 | Validation Loss: 0.2854 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.8654 | Validation Mean Recall: 0.8679 | Validation Mean F1_score: 0.8661
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2024-05-29 01:08:59 INFO: Epoch 113 | Train Loss: 0.2371 | Train Accuracy: 0.9418 | Validation Loss: 0.2602 | Validation Accuracy: 0.9415 | Validation Mean Precision: 0.8678 | Validation Mean Recall: 0.8832 | Validation Mean F1_score: 0.8750
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2024-05-29 01:09:01 INFO: Epoch 114 | Train Loss: 0.2405 | Train Accuracy: 0.9430 | Validation Loss: 0.2923 | Validation Accuracy: 0.9526 | Validation Mean Precision: 0.9054 | Validation Mean Recall: 0.8668 | Validation Mean F1_score: 0.8843
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2024-05-29 01:09:02 INFO: Epoch 115 | Train Loss: 0.2383 | Train Accuracy: 0.9420 | Validation Loss: 0.2974 | Validation Accuracy: 0.9523 | Validation Mean Precision: 0.8905 | Validation Mean Recall: 0.8809 | Validation Mean F1_score: 0.8850
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2024-05-29 01:09:04 INFO: Epoch 116 | Train Loss: 0.2352 | Train Accuracy: 0.9421 | Validation Loss: 0.2949 | Validation Accuracy: 0.9483 | Validation Mean Precision: 0.8926 | Validation Mean Recall: 0.8773 | Validation Mean F1_score: 0.8845
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2024-05-29 01:09:05 INFO: Epoch 117 | Train Loss: 0.2295 | Train Accuracy: 0.9423 | Validation Loss: 0.2957 | Validation Accuracy: 0.9475 | Validation Mean Precision: 0.8692 | Validation Mean Recall: 0.8806 | Validation Mean F1_score: 0.8743
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2024-05-29 01:09:07 INFO: Epoch 118 | Train Loss: 0.2352 | Train Accuracy: 0.9419 | Validation Loss: 0.2967 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8815 | Validation Mean Recall: 0.8578 | Validation Mean F1_score: 0.8684
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2024-05-29 01:09:08 INFO: Epoch 119 | Train Loss: 0.2330 | Train Accuracy: 0.9426 | Validation Loss: 0.2782 | Validation Accuracy: 0.9267 | Validation Mean Precision: 0.7955 | Validation Mean Recall: 0.8685 | Validation Mean F1_score: 0.8241
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2024-05-29 01:09:09 INFO: Epoch 120 | Train Loss: 0.2346 | Train Accuracy: 0.9435 | Validation Loss: 0.2898 | Validation Accuracy: 0.9509 | Validation Mean Precision: 0.8836 | Validation Mean Recall: 0.8824 | Validation Mean F1_score: 0.8825
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2024-05-29 01:09:11 INFO: Epoch 121 | Train Loss: 0.2317 | Train Accuracy: 0.9406 | Validation Loss: 0.2599 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8615 | Validation Mean Recall: 0.8849 | Validation Mean F1_score: 0.8718
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2024-05-29 01:09:12 INFO: Epoch 122 | Train Loss: 0.2317 | Train Accuracy: 0.9433 | Validation Loss: 0.3046 | Validation Accuracy: 0.9538 | Validation Mean Precision: 0.9172 | Validation Mean Recall: 0.8648 | Validation Mean F1_score: 0.8887
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2024-05-29 01:09:14 INFO: Epoch 123 | Train Loss: 0.2369 | Train Accuracy: 0.9432 | Validation Loss: 0.2878 | Validation Accuracy: 0.9435 | Validation Mean Precision: 0.8843 | Validation Mean Recall: 0.8609 | Validation Mean F1_score: 0.8721
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2024-05-29 01:09:15 INFO: Epoch 124 | Train Loss: 0.2359 | Train Accuracy: 0.9421 | Validation Loss: 0.2757 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8707 | Validation Mean Recall: 0.8850 | Validation Mean F1_score: 0.8775
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2024-05-29 01:09:16 INFO: Epoch 125 | Train Loss: 0.2291 | Train Accuracy: 0.9441 | Validation Loss: 0.2829 | Validation Accuracy: 0.9528 | Validation Mean Precision: 0.8847 | Validation Mean Recall: 0.8695 | Validation Mean F1_score: 0.8768
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2024-05-29 01:09:18 INFO: Epoch 126 | Train Loss: 0.2311 | Train Accuracy: 0.9438 | Validation Loss: 0.2883 | Validation Accuracy: 0.9516 | Validation Mean Precision: 0.8827 | Validation Mean Recall: 0.8722 | Validation Mean F1_score: 0.8769
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2024-05-29 01:09:19 INFO: Epoch 127 | Train Loss: 0.2359 | Train Accuracy: 0.9426 | Validation Loss: 0.2760 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.8837 | Validation Mean Recall: 0.8745 | Validation Mean F1_score: 0.8789
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2024-05-29 01:09:21 INFO: Epoch 128 | Train Loss: 0.2295 | Train Accuracy: 0.9463 | Validation Loss: 0.2796 | Validation Accuracy: 0.9442 | Validation Mean Precision: 0.8730 | Validation Mean Recall: 0.8767 | Validation Mean F1_score: 0.8746
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2024-05-29 01:09:22 INFO: Epoch 129 | Train Loss: 0.2364 | Train Accuracy: 0.9432 | Validation Loss: 0.2764 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.9033 | Validation Mean Recall: 0.8750 | Validation Mean F1_score: 0.8878
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2024-05-29 01:09:24 INFO: Epoch 130 | Train Loss: 0.2364 | Train Accuracy: 0.9417 | Validation Loss: 0.2771 | Validation Accuracy: 0.9494 | Validation Mean Precision: 0.8728 | Validation Mean Recall: 0.8905 | Validation Mean F1_score: 0.8803
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2024-05-29 01:09:25 INFO: Epoch 131 | Train Loss: 0.2376 | Train Accuracy: 0.9442 | Validation Loss: 0.2667 | Validation Accuracy: 0.9490 | Validation Mean Precision: 0.8756 | Validation Mean Recall: 0.8862 | Validation Mean F1_score: 0.8801
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2024-05-29 01:09:27 INFO: Epoch 132 | Train Loss: 0.2263 | Train Accuracy: 0.9450 | Validation Loss: 0.3103 | Validation Accuracy: 0.9535 | Validation Mean Precision: 0.8947 | Validation Mean Recall: 0.8818 | Validation Mean F1_score: 0.8875
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2024-05-29 01:09:28 INFO: Epoch 133 | Train Loss: 0.2348 | Train Accuracy: 0.9429 | Validation Loss: 0.2708 | Validation Accuracy: 0.9379 | Validation Mean Precision: 0.8562 | Validation Mean Recall: 0.8815 | Validation Mean F1_score: 0.8666
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2024-05-29 01:09:30 INFO: Epoch 134 | Train Loss: 0.2355 | Train Accuracy: 0.9433 | Validation Loss: 0.3033 | Validation Accuracy: 0.9356 | Validation Mean Precision: 0.8828 | Validation Mean Recall: 0.8483 | Validation Mean F1_score: 0.8617
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2024-05-29 01:09:31 INFO: Epoch 135 | Train Loss: 0.2343 | Train Accuracy: 0.9430 | Validation Loss: 0.2929 | Validation Accuracy: 0.9554 | Validation Mean Precision: 0.9127 | Validation Mean Recall: 0.8739 | Validation Mean F1_score: 0.8918
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2024-05-29 01:09:33 INFO: Epoch 136 | Train Loss: 0.2328 | Train Accuracy: 0.9437 | Validation Loss: 0.2694 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.8926 | Validation Mean Recall: 0.8659 | Validation Mean F1_score: 0.8773
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2024-05-29 01:09:34 INFO: Epoch 137 | Train Loss: 0.2263 | Train Accuracy: 0.9457 | Validation Loss: 0.3113 | Validation Accuracy: 0.9533 | Validation Mean Precision: 0.9083 | Validation Mean Recall: 0.8547 | Validation Mean F1_score: 0.8789
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2024-05-29 01:09:35 INFO: Epoch 138 | Train Loss: 0.2282 | Train Accuracy: 0.9449 | Validation Loss: 0.3070 | Validation Accuracy: 0.9540 | Validation Mean Precision: 0.8865 | Validation Mean Recall: 0.8901 | Validation Mean F1_score: 0.8864
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2024-05-29 01:09:37 INFO: Epoch 139 | Train Loss: 0.2246 | Train Accuracy: 0.9457 | Validation Loss: 0.2966 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8537 | Validation Mean Recall: 0.8867 | Validation Mean F1_score: 0.8683
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2024-05-29 01:09:38 INFO: Epoch 140 | Train Loss: 0.2394 | Train Accuracy: 0.9415 | Validation Loss: 0.3025 | Validation Accuracy: 0.9459 | Validation Mean Precision: 0.8786 | Validation Mean Recall: 0.8632 | Validation Mean F1_score: 0.8692
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2024-05-29 01:09:39 INFO: Epoch 141 | Train Loss: 0.2264 | Train Accuracy: 0.9451 | Validation Loss: 0.3347 | Validation Accuracy: 0.9142 | Validation Mean Precision: 0.8398 | Validation Mean Recall: 0.8613 | Validation Mean F1_score: 0.8476
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2024-05-29 01:09:41 INFO: Epoch 142 | Train Loss: 0.2311 | Train Accuracy: 0.9445 | Validation Loss: 0.3079 | Validation Accuracy: 0.9411 | Validation Mean Precision: 0.8551 | Validation Mean Recall: 0.8717 | Validation Mean F1_score: 0.8614
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2024-05-29 01:09:42 INFO: Epoch 143 | Train Loss: 0.2273 | Train Accuracy: 0.9443 | Validation Loss: 0.2940 | Validation Accuracy: 0.9415 | Validation Mean Precision: 0.8405 | Validation Mean Recall: 0.8832 | Validation Mean F1_score: 0.8584
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2024-05-29 01:09:44 INFO: Epoch 144 | Train Loss: 0.2301 | Train Accuracy: 0.9426 | Validation Loss: 0.2795 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8480 | Validation Mean Recall: 0.8835 | Validation Mean F1_score: 0.8631
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2024-05-29 01:09:45 INFO: Epoch 145 | Train Loss: 0.2287 | Train Accuracy: 0.9466 | Validation Loss: 0.2916 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8783 | Validation Mean Recall: 0.8773 | Validation Mean F1_score: 0.8776
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2024-05-29 01:09:46 INFO: Epoch 146 | Train Loss: 0.2211 | Train Accuracy: 0.9451 | Validation Loss: 0.2923 | Validation Accuracy: 0.9523 | Validation Mean Precision: 0.8744 | Validation Mean Recall: 0.8823 | Validation Mean F1_score: 0.8773
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2024-05-29 01:09:48 INFO: Epoch 147 | Train Loss: 0.2251 | Train Accuracy: 0.9453 | Validation Loss: 0.2950 | Validation Accuracy: 0.9389 | Validation Mean Precision: 0.8420 | Validation Mean Recall: 0.8840 | Validation Mean F1_score: 0.8605
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2024-05-29 01:09:49 INFO: Epoch 148 | Train Loss: 0.2266 | Train Accuracy: 0.9455 | Validation Loss: 0.3134 | Validation Accuracy: 0.9547 | Validation Mean Precision: 0.9031 | Validation Mean Recall: 0.8579 | Validation Mean F1_score: 0.8784
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2024-05-29 01:09:51 INFO: Epoch 149 | Train Loss: 0.2201 | Train Accuracy: 0.9451 | Validation Loss: 0.3001 | Validation Accuracy: 0.9509 | Validation Mean Precision: 0.8832 | Validation Mean Recall: 0.8781 | Validation Mean F1_score: 0.8803
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2024-05-29 01:09:52 INFO: Epoch 150 | Train Loss: 0.2248 | Train Accuracy: 0.9472 | Validation Loss: 0.2832 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8776 | Validation Mean Recall: 0.8634 | Validation Mean F1_score: 0.8686
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2024-05-29 01:09:52 INFO: Best Validation F1 Score (Macro): 0.8918
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2024-05-29 01:09:52 INFO: Best Validation Recall (Macro): 0.8739
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2024-05-29 01:09:52 INFO: Best Validation Precision (Macro): 0.9127
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2024-05-29 01:09:52 INFO: Best Epoch: 135
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2024-05-29 01:09:53 INFO: Infer Result:
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2024-05-29 01:09:53 INFO: Prediction errors: 276
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2024-05-29 01:09:53 INFO: Prediction error percentage: 5.29%
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2024-05-29 01:09:53 INFO: Total samples: 5218
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2024-05-29 01:09:53 INFO: Infer Result End:
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2024-05-29 01:09:54 INFO: Class weights: tensor([21.1878, 3.1149, 0.7420, 0.4378], device='cuda:0')
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2024-05-29 01:09:55 INFO: Epoch 001 | Train Loss: 0.7153 | Train Accuracy: 0.7340 | Validation Loss: 0.3855 | Validation Accuracy: 0.8579 | Validation Mean Precision: 0.7364 | Validation Mean Recall: 0.8465 | Validation Mean F1_score: 0.7803
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2024-05-29 01:09:57 INFO: Epoch 002 | Train Loss: 0.3869 | Train Accuracy: 0.8727 | Validation Loss: 0.3771 | Validation Accuracy: 0.8960 | Validation Mean Precision: 0.8236 | Validation Mean Recall: 0.8232 | Validation Mean F1_score: 0.8229
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2024-05-29 01:09:58 INFO: Epoch 003 | Train Loss: 0.3729 | Train Accuracy: 0.8802 | Validation Loss: 0.3644 | Validation Accuracy: 0.8915 | Validation Mean Precision: 0.8278 | Validation Mean Recall: 0.8135 | Validation Mean F1_score: 0.8188
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2024-05-29 01:10:00 INFO: Epoch 004 | Train Loss: 0.3626 | Train Accuracy: 0.8838 | Validation Loss: 0.3687 | Validation Accuracy: 0.8912 | Validation Mean Precision: 0.8143 | Validation Mean Recall: 0.8141 | Validation Mean F1_score: 0.8088
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2024-05-29 01:10:01 INFO: Epoch 005 | Train Loss: 0.3617 | Train Accuracy: 0.8846 | Validation Loss: 0.3838 | Validation Accuracy: 0.8994 | Validation Mean Precision: 0.8640 | Validation Mean Recall: 0.7868 | Validation Mean F1_score: 0.8173
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2024-05-29 01:10:03 INFO: Epoch 006 | Train Loss: 0.3598 | Train Accuracy: 0.8884 | Validation Loss: 0.3625 | Validation Accuracy: 0.8797 | Validation Mean Precision: 0.8158 | Validation Mean Recall: 0.8171 | Validation Mean F1_score: 0.8122
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2024-05-29 01:10:04 INFO: Epoch 007 | Train Loss: 0.3538 | Train Accuracy: 0.8877 | Validation Loss: 0.3807 | Validation Accuracy: 0.9011 | Validation Mean Precision: 0.8244 | Validation Mean Recall: 0.8377 | Validation Mean F1_score: 0.8253
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2024-05-29 01:10:06 INFO: Epoch 008 | Train Loss: 0.3549 | Train Accuracy: 0.8872 | Validation Loss: 0.3486 | Validation Accuracy: 0.8977 | Validation Mean Precision: 0.8069 | Validation Mean Recall: 0.8500 | Validation Mean F1_score: 0.8255
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2024-05-29 01:10:07 INFO: Epoch 009 | Train Loss: 0.3569 | Train Accuracy: 0.8903 | Validation Loss: 0.3481 | Validation Accuracy: 0.9042 | Validation Mean Precision: 0.8344 | Validation Mean Recall: 0.8363 | Validation Mean F1_score: 0.8353
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|
2024-05-29 01:10:09 INFO: Epoch 010 | Train Loss: 0.3561 | Train Accuracy: 0.8857 | Validation Loss: 0.3606 | Validation Accuracy: 0.8939 | Validation Mean Precision: 0.7999 | Validation Mean Recall: 0.8533 | Validation Mean F1_score: 0.8184
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|
2024-05-29 01:10:10 INFO: Epoch 011 | Train Loss: 0.3514 | Train Accuracy: 0.8919 | Validation Loss: 0.3448 | Validation Accuracy: 0.8963 | Validation Mean Precision: 0.8194 | Validation Mean Recall: 0.8499 | Validation Mean F1_score: 0.8338
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|
2024-05-29 01:10:11 INFO: Epoch 012 | Train Loss: 0.3464 | Train Accuracy: 0.8920 | Validation Loss: 0.4253 | Validation Accuracy: 0.8244 | Validation Mean Precision: 0.7776 | Validation Mean Recall: 0.8241 | Validation Mean F1_score: 0.7930
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|
2024-05-29 01:10:13 INFO: Epoch 013 | Train Loss: 0.3534 | Train Accuracy: 0.8903 | Validation Loss: 0.3526 | Validation Accuracy: 0.9063 | Validation Mean Precision: 0.8406 | Validation Mean Recall: 0.8238 | Validation Mean F1_score: 0.8318
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|
2024-05-29 01:10:14 INFO: Epoch 014 | Train Loss: 0.3552 | Train Accuracy: 0.8912 | Validation Loss: 0.3485 | Validation Accuracy: 0.8864 | Validation Mean Precision: 0.8004 | Validation Mean Recall: 0.8515 | Validation Mean F1_score: 0.8229
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|
2024-05-29 01:10:16 INFO: Epoch 015 | Train Loss: 0.3518 | Train Accuracy: 0.8903 | Validation Loss: 0.3456 | Validation Accuracy: 0.8970 | Validation Mean Precision: 0.8218 | Validation Mean Recall: 0.8341 | Validation Mean F1_score: 0.8272
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2024-05-29 01:10:17 INFO: Epoch 016 | Train Loss: 0.3447 | Train Accuracy: 0.8915 | Validation Loss: 0.3723 | Validation Accuracy: 0.8953 | Validation Mean Precision: 0.8107 | Validation Mean Recall: 0.8414 | Validation Mean F1_score: 0.8198
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2024-05-29 01:10:19 INFO: Epoch 017 | Train Loss: 0.3465 | Train Accuracy: 0.8955 | Validation Loss: 0.3739 | Validation Accuracy: 0.9003 | Validation Mean Precision: 0.8512 | Validation Mean Recall: 0.8323 | Validation Mean F1_score: 0.8394
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|
2024-05-29 01:10:20 INFO: Epoch 018 | Train Loss: 0.3487 | Train Accuracy: 0.8912 | Validation Loss: 0.3505 | Validation Accuracy: 0.9015 | Validation Mean Precision: 0.8415 | Validation Mean Recall: 0.8071 | Validation Mean F1_score: 0.8215
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|
2024-05-29 01:10:22 INFO: Epoch 019 | Train Loss: 0.3456 | Train Accuracy: 0.8959 | Validation Loss: 0.3628 | Validation Accuracy: 0.8893 | Validation Mean Precision: 0.8132 | Validation Mean Recall: 0.8352 | Validation Mean F1_score: 0.8177
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|
2024-05-29 01:10:23 INFO: Epoch 020 | Train Loss: 0.3460 | Train Accuracy: 0.8949 | Validation Loss: 0.3566 | Validation Accuracy: 0.8860 | Validation Mean Precision: 0.7617 | Validation Mean Recall: 0.8656 | Validation Mean F1_score: 0.8009
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|
2024-05-29 01:10:25 INFO: Epoch 021 | Train Loss: 0.3447 | Train Accuracy: 0.8946 | Validation Loss: 0.3573 | Validation Accuracy: 0.9051 | Validation Mean Precision: 0.8354 | Validation Mean Recall: 0.8056 | Validation Mean F1_score: 0.8175
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|
2024-05-29 01:10:26 INFO: Epoch 022 | Train Loss: 0.3391 | Train Accuracy: 0.8954 | Validation Loss: 0.3559 | Validation Accuracy: 0.9034 | Validation Mean Precision: 0.7991 | Validation Mean Recall: 0.8563 | Validation Mean F1_score: 0.8178
|
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|
2024-05-29 01:10:28 INFO: Epoch 023 | Train Loss: 0.3366 | Train Accuracy: 0.8990 | Validation Loss: 0.3500 | Validation Accuracy: 0.9116 | Validation Mean Precision: 0.8469 | Validation Mean Recall: 0.8488 | Validation Mean F1_score: 0.8458
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|
2024-05-29 01:10:30 INFO: Epoch 024 | Train Loss: 0.3260 | Train Accuracy: 0.9006 | Validation Loss: 0.3413 | Validation Accuracy: 0.8886 | Validation Mean Precision: 0.8000 | Validation Mean Recall: 0.8478 | Validation Mean F1_score: 0.8180
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|
2024-05-29 01:10:31 INFO: Epoch 025 | Train Loss: 0.3264 | Train Accuracy: 0.9026 | Validation Loss: 0.3468 | Validation Accuracy: 0.8840 | Validation Mean Precision: 0.8166 | Validation Mean Recall: 0.8548 | Validation Mean F1_score: 0.8311
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|
2024-05-29 01:10:33 INFO: Epoch 026 | Train Loss: 0.3199 | Train Accuracy: 0.9057 | Validation Loss: 0.3456 | Validation Accuracy: 0.9188 | Validation Mean Precision: 0.8186 | Validation Mean Recall: 0.8632 | Validation Mean F1_score: 0.8298
|
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|
2024-05-29 01:10:34 INFO: Epoch 027 | Train Loss: 0.3121 | Train Accuracy: 0.9085 | Validation Loss: 0.3176 | Validation Accuracy: 0.9229 | Validation Mean Precision: 0.8549 | Validation Mean Recall: 0.8609 | Validation Mean F1_score: 0.8577
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|
2024-05-29 01:10:36 INFO: Epoch 028 | Train Loss: 0.3128 | Train Accuracy: 0.9088 | Validation Loss: 0.3313 | Validation Accuracy: 0.9030 | Validation Mean Precision: 0.8433 | Validation Mean Recall: 0.8171 | Validation Mean F1_score: 0.8277
|
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|
2024-05-29 01:10:37 INFO: Epoch 029 | Train Loss: 0.3048 | Train Accuracy: 0.9121 | Validation Loss: 0.3351 | Validation Accuracy: 0.8896 | Validation Mean Precision: 0.8207 | Validation Mean Recall: 0.8580 | Validation Mean F1_score: 0.8375
|
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|
2024-05-29 01:10:39 INFO: Epoch 030 | Train Loss: 0.3070 | Train Accuracy: 0.9118 | Validation Loss: 0.3896 | Validation Accuracy: 0.9308 | Validation Mean Precision: 0.9174 | Validation Mean Recall: 0.7874 | Validation Mean F1_score: 0.8335
|
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|
2024-05-29 01:10:41 INFO: Epoch 031 | Train Loss: 0.3086 | Train Accuracy: 0.9126 | Validation Loss: 0.3215 | Validation Accuracy: 0.9272 | Validation Mean Precision: 0.8323 | Validation Mean Recall: 0.8757 | Validation Mean F1_score: 0.8484
|
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|
2024-05-29 01:10:42 INFO: Epoch 032 | Train Loss: 0.2959 | Train Accuracy: 0.9132 | Validation Loss: 0.3049 | Validation Accuracy: 0.9166 | Validation Mean Precision: 0.8345 | Validation Mean Recall: 0.8784 | Validation Mean F1_score: 0.8547
|
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|
2024-05-29 01:10:44 INFO: Epoch 033 | Train Loss: 0.3047 | Train Accuracy: 0.9145 | Validation Loss: 0.3062 | Validation Accuracy: 0.9281 | Validation Mean Precision: 0.8512 | Validation Mean Recall: 0.8437 | Validation Mean F1_score: 0.8453
|
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|
2024-05-29 01:10:45 INFO: Epoch 034 | Train Loss: 0.2985 | Train Accuracy: 0.9163 | Validation Loss: 0.3060 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.8429 | Validation Mean Recall: 0.8732 | Validation Mean F1_score: 0.8570
|
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|
2024-05-29 01:10:47 INFO: Epoch 035 | Train Loss: 0.2927 | Train Accuracy: 0.9151 | Validation Loss: 0.3039 | Validation Accuracy: 0.9138 | Validation Mean Precision: 0.8351 | Validation Mean Recall: 0.8775 | Validation Mean F1_score: 0.8543
|
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|
2024-05-29 01:10:48 INFO: Epoch 036 | Train Loss: 0.2896 | Train Accuracy: 0.9177 | Validation Loss: 0.3140 | Validation Accuracy: 0.9322 | Validation Mean Precision: 0.8434 | Validation Mean Recall: 0.8705 | Validation Mean F1_score: 0.8519
|
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|
2024-05-29 01:10:50 INFO: Epoch 037 | Train Loss: 0.2899 | Train Accuracy: 0.9188 | Validation Loss: 0.3012 | Validation Accuracy: 0.9176 | Validation Mean Precision: 0.8340 | Validation Mean Recall: 0.8794 | Validation Mean F1_score: 0.8539
|
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|
2024-05-29 01:10:51 INFO: Epoch 038 | Train Loss: 0.2863 | Train Accuracy: 0.9207 | Validation Loss: 0.3030 | Validation Accuracy: 0.9231 | Validation Mean Precision: 0.8070 | Validation Mean Recall: 0.8945 | Validation Mean F1_score: 0.8400
|
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|
2024-05-29 01:10:53 INFO: Epoch 039 | Train Loss: 0.2907 | Train Accuracy: 0.9194 | Validation Loss: 0.3020 | Validation Accuracy: 0.9250 | Validation Mean Precision: 0.8040 | Validation Mean Recall: 0.8742 | Validation Mean F1_score: 0.8310
|
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|
2024-05-29 01:10:54 INFO: Epoch 040 | Train Loss: 0.2924 | Train Accuracy: 0.9205 | Validation Loss: 0.2926 | Validation Accuracy: 0.9190 | Validation Mean Precision: 0.8339 | Validation Mean Recall: 0.8848 | Validation Mean F1_score: 0.8564
|
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|
2024-05-29 01:10:55 INFO: Epoch 041 | Train Loss: 0.2851 | Train Accuracy: 0.9194 | Validation Loss: 0.2905 | Validation Accuracy: 0.9372 | Validation Mean Precision: 0.8701 | Validation Mean Recall: 0.8803 | Validation Mean F1_score: 0.8746
|
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|
2024-05-29 01:10:57 INFO: Epoch 042 | Train Loss: 0.2851 | Train Accuracy: 0.9224 | Validation Loss: 0.2880 | Validation Accuracy: 0.9351 | Validation Mean Precision: 0.8657 | Validation Mean Recall: 0.8688 | Validation Mean F1_score: 0.8664
|
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|
2024-05-29 01:10:58 INFO: Epoch 043 | Train Loss: 0.2797 | Train Accuracy: 0.9250 | Validation Loss: 0.3238 | Validation Accuracy: 0.8979 | Validation Mean Precision: 0.8217 | Validation Mean Recall: 0.8565 | Validation Mean F1_score: 0.8367
|
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|
2024-05-29 01:11:00 INFO: Epoch 044 | Train Loss: 0.2775 | Train Accuracy: 0.9228 | Validation Loss: 0.2947 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.8022 | Validation Mean Recall: 0.8744 | Validation Mean F1_score: 0.8306
|
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|
2024-05-29 01:11:02 INFO: Epoch 045 | Train Loss: 0.2753 | Train Accuracy: 0.9261 | Validation Loss: 0.2843 | Validation Accuracy: 0.9363 | Validation Mean Precision: 0.8575 | Validation Mean Recall: 0.8772 | Validation Mean F1_score: 0.8659
|
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|
2024-05-29 01:11:03 INFO: Epoch 046 | Train Loss: 0.2702 | Train Accuracy: 0.9260 | Validation Loss: 0.3121 | Validation Accuracy: 0.9334 | Validation Mean Precision: 0.8922 | Validation Mean Recall: 0.8340 | Validation Mean F1_score: 0.8572
|
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|
2024-05-29 01:11:05 INFO: Epoch 047 | Train Loss: 0.2709 | Train Accuracy: 0.9273 | Validation Loss: 0.2895 | Validation Accuracy: 0.9391 | Validation Mean Precision: 0.8918 | Validation Mean Recall: 0.8594 | Validation Mean F1_score: 0.8749
|
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|
2024-05-29 01:11:06 INFO: Epoch 048 | Train Loss: 0.2790 | Train Accuracy: 0.9240 | Validation Loss: 0.2837 | Validation Accuracy: 0.9425 | Validation Mean Precision: 0.8962 | Validation Mean Recall: 0.8756 | Validation Mean F1_score: 0.8851
|
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|
2024-05-29 01:11:08 INFO: Epoch 049 | Train Loss: 0.2739 | Train Accuracy: 0.9266 | Validation Loss: 0.2945 | Validation Accuracy: 0.9123 | Validation Mean Precision: 0.7993 | Validation Mean Recall: 0.8767 | Validation Mean F1_score: 0.8307
|
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|
2024-05-29 01:11:09 INFO: Epoch 050 | Train Loss: 0.2743 | Train Accuracy: 0.9259 | Validation Loss: 0.2828 | Validation Accuracy: 0.9217 | Validation Mean Precision: 0.8427 | Validation Mean Recall: 0.8726 | Validation Mean F1_score: 0.8566
|
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|
2024-05-29 01:11:11 INFO: Epoch 051 | Train Loss: 0.2698 | Train Accuracy: 0.9280 | Validation Loss: 0.2861 | Validation Accuracy: 0.9152 | Validation Mean Precision: 0.8464 | Validation Mean Recall: 0.8744 | Validation Mean F1_score: 0.8596
|
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|
2024-05-29 01:11:12 INFO: Epoch 052 | Train Loss: 0.2723 | Train Accuracy: 0.9254 | Validation Loss: 0.2761 | Validation Accuracy: 0.9341 | Validation Mean Precision: 0.8384 | Validation Mean Recall: 0.9002 | Validation Mean F1_score: 0.8632
|
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|
2024-05-29 01:11:14 INFO: Epoch 053 | Train Loss: 0.2654 | Train Accuracy: 0.9287 | Validation Loss: 0.2775 | Validation Accuracy: 0.9439 | Validation Mean Precision: 0.9045 | Validation Mean Recall: 0.8643 | Validation Mean F1_score: 0.8826
|
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|
2024-05-29 01:11:15 INFO: Epoch 054 | Train Loss: 0.2657 | Train Accuracy: 0.9287 | Validation Loss: 0.2999 | Validation Accuracy: 0.9044 | Validation Mean Precision: 0.8346 | Validation Mean Recall: 0.8505 | Validation Mean F1_score: 0.8404
|
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|
2024-05-29 01:11:17 INFO: Epoch 055 | Train Loss: 0.2673 | Train Accuracy: 0.9313 | Validation Loss: 0.2771 | Validation Accuracy: 0.9401 | Validation Mean Precision: 0.8600 | Validation Mean Recall: 0.8788 | Validation Mean F1_score: 0.8675
|
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|
2024-05-29 01:11:18 INFO: Epoch 056 | Train Loss: 0.2655 | Train Accuracy: 0.9294 | Validation Loss: 0.2879 | Validation Accuracy: 0.9420 | Validation Mean Precision: 0.8785 | Validation Mean Recall: 0.8743 | Validation Mean F1_score: 0.8739
|
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|
2024-05-29 01:11:19 INFO: Epoch 057 | Train Loss: 0.2641 | Train Accuracy: 0.9294 | Validation Loss: 0.2677 | Validation Accuracy: 0.9305 | Validation Mean Precision: 0.8363 | Validation Mean Recall: 0.8826 | Validation Mean F1_score: 0.8563
|
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|
2024-05-29 01:11:21 INFO: Epoch 058 | Train Loss: 0.2594 | Train Accuracy: 0.9315 | Validation Loss: 0.2707 | Validation Accuracy: 0.9260 | Validation Mean Precision: 0.8238 | Validation Mean Recall: 0.8940 | Validation Mean F1_score: 0.8536
|
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|
2024-05-29 01:11:22 INFO: Epoch 059 | Train Loss: 0.2617 | Train Accuracy: 0.9338 | Validation Loss: 0.2643 | Validation Accuracy: 0.9379 | Validation Mean Precision: 0.8479 | Validation Mean Recall: 0.8942 | Validation Mean F1_score: 0.8659
|
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|
2024-05-29 01:11:24 INFO: Epoch 060 | Train Loss: 0.2569 | Train Accuracy: 0.9321 | Validation Loss: 0.2638 | Validation Accuracy: 0.9430 | Validation Mean Precision: 0.8675 | Validation Mean Recall: 0.8817 | Validation Mean F1_score: 0.8726
|
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|
2024-05-29 01:11:26 INFO: Epoch 061 | Train Loss: 0.2625 | Train Accuracy: 0.9306 | Validation Loss: 0.3039 | Validation Accuracy: 0.9336 | Validation Mean Precision: 0.8855 | Validation Mean Recall: 0.8657 | Validation Mean F1_score: 0.8732
|
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|
2024-05-29 01:11:27 INFO: Epoch 062 | Train Loss: 0.2603 | Train Accuracy: 0.9309 | Validation Loss: 0.2673 | Validation Accuracy: 0.9274 | Validation Mean Precision: 0.8403 | Validation Mean Recall: 0.8833 | Validation Mean F1_score: 0.8599
|
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|
2024-05-29 01:11:29 INFO: Epoch 063 | Train Loss: 0.2590 | Train Accuracy: 0.9335 | Validation Loss: 0.2725 | Validation Accuracy: 0.9439 | Validation Mean Precision: 0.9112 | Validation Mean Recall: 0.8662 | Validation Mean F1_score: 0.8867
|
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|
2024-05-29 01:11:30 INFO: Epoch 064 | Train Loss: 0.2616 | Train Accuracy: 0.9327 | Validation Loss: 0.2650 | Validation Accuracy: 0.9365 | Validation Mean Precision: 0.8602 | Validation Mean Recall: 0.8991 | Validation Mean F1_score: 0.8761
|
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|
2024-05-29 01:11:32 INFO: Epoch 065 | Train Loss: 0.2493 | Train Accuracy: 0.9362 | Validation Loss: 0.2712 | Validation Accuracy: 0.9442 | Validation Mean Precision: 0.8534 | Validation Mean Recall: 0.8945 | Validation Mean F1_score: 0.8651
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|
2024-05-29 01:11:33 INFO: Epoch 066 | Train Loss: 0.2582 | Train Accuracy: 0.9297 | Validation Loss: 0.2670 | Validation Accuracy: 0.9415 | Validation Mean Precision: 0.8514 | Validation Mean Recall: 0.8869 | Validation Mean F1_score: 0.8645
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|
2024-05-29 01:11:35 INFO: Epoch 067 | Train Loss: 0.2598 | Train Accuracy: 0.9332 | Validation Loss: 0.2765 | Validation Accuracy: 0.9197 | Validation Mean Precision: 0.8676 | Validation Mean Recall: 0.8667 | Validation Mean F1_score: 0.8670
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|
2024-05-29 01:11:36 INFO: Epoch 068 | Train Loss: 0.2601 | Train Accuracy: 0.9302 | Validation Loss: 0.2669 | Validation Accuracy: 0.9415 | Validation Mean Precision: 0.8963 | Validation Mean Recall: 0.8715 | Validation Mean F1_score: 0.8824
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|
2024-05-29 01:11:38 INFO: Epoch 069 | Train Loss: 0.2609 | Train Accuracy: 0.9323 | Validation Loss: 0.2747 | Validation Accuracy: 0.9305 | Validation Mean Precision: 0.8149 | Validation Mean Recall: 0.8885 | Validation Mean F1_score: 0.8423
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|
2024-05-29 01:11:40 INFO: Epoch 070 | Train Loss: 0.2543 | Train Accuracy: 0.9336 | Validation Loss: 0.2802 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.8160 | Validation Mean Recall: 0.8889 | Validation Mean F1_score: 0.8465
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|
2024-05-29 01:11:42 INFO: Epoch 071 | Train Loss: 0.2506 | Train Accuracy: 0.9366 | Validation Loss: 0.2599 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.9094 | Validation Mean Recall: 0.8801 | Validation Mean F1_score: 0.8939
|
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|
2024-05-29 01:11:43 INFO: Epoch 072 | Train Loss: 0.2561 | Train Accuracy: 0.9327 | Validation Loss: 0.2603 | Validation Accuracy: 0.9444 | Validation Mean Precision: 0.8659 | Validation Mean Recall: 0.8944 | Validation Mean F1_score: 0.8757
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|
2024-05-29 01:11:45 INFO: Epoch 073 | Train Loss: 0.2520 | Train Accuracy: 0.9353 | Validation Loss: 0.2702 | Validation Accuracy: 0.9377 | Validation Mean Precision: 0.8264 | Validation Mean Recall: 0.8977 | Validation Mean F1_score: 0.8513
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|
2024-05-29 01:11:46 INFO: Epoch 074 | Train Loss: 0.2481 | Train Accuracy: 0.9343 | Validation Loss: 0.2680 | Validation Accuracy: 0.9274 | Validation Mean Precision: 0.8202 | Validation Mean Recall: 0.8893 | Validation Mean F1_score: 0.8472
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|
2024-05-29 01:11:48 INFO: Epoch 075 | Train Loss: 0.2522 | Train Accuracy: 0.9351 | Validation Loss: 0.2735 | Validation Accuracy: 0.9193 | Validation Mean Precision: 0.8245 | Validation Mean Recall: 0.8841 | Validation Mean F1_score: 0.8512
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|
2024-05-29 01:11:49 INFO: Epoch 076 | Train Loss: 0.2547 | Train Accuracy: 0.9346 | Validation Loss: 0.3240 | Validation Accuracy: 0.9123 | Validation Mean Precision: 0.8894 | Validation Mean Recall: 0.8398 | Validation Mean F1_score: 0.8617
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|
2024-05-29 01:11:51 INFO: Epoch 077 | Train Loss: 0.2498 | Train Accuracy: 0.9393 | Validation Loss: 0.2805 | Validation Accuracy: 0.9188 | Validation Mean Precision: 0.7940 | Validation Mean Recall: 0.8892 | Validation Mean F1_score: 0.8308
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|
2024-05-29 01:11:52 INFO: Epoch 078 | Train Loss: 0.2471 | Train Accuracy: 0.9360 | Validation Loss: 0.2699 | Validation Accuracy: 0.9439 | Validation Mean Precision: 0.8825 | Validation Mean Recall: 0.8944 | Validation Mean F1_score: 0.8848
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|
2024-05-29 01:11:54 INFO: Epoch 079 | Train Loss: 0.2487 | Train Accuracy: 0.9356 | Validation Loss: 0.2776 | Validation Accuracy: 0.9339 | Validation Mean Precision: 0.8538 | Validation Mean Recall: 0.8796 | Validation Mean F1_score: 0.8654
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|
2024-05-29 01:11:55 INFO: Epoch 080 | Train Loss: 0.2572 | Train Accuracy: 0.9366 | Validation Loss: 0.2511 | Validation Accuracy: 0.9406 | Validation Mean Precision: 0.8664 | Validation Mean Recall: 0.8982 | Validation Mean F1_score: 0.8802
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2024-05-29 01:11:57 INFO: Epoch 081 | Train Loss: 0.2506 | Train Accuracy: 0.9360 | Validation Loss: 0.2938 | Validation Accuracy: 0.9248 | Validation Mean Precision: 0.7877 | Validation Mean Recall: 0.8899 | Validation Mean F1_score: 0.8225
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2024-05-29 01:11:58 INFO: Epoch 082 | Train Loss: 0.2437 | Train Accuracy: 0.9394 | Validation Loss: 0.2564 | Validation Accuracy: 0.9372 | Validation Mean Precision: 0.8497 | Validation Mean Recall: 0.8953 | Validation Mean F1_score: 0.8694
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|
2024-05-29 01:12:00 INFO: Epoch 083 | Train Loss: 0.2443 | Train Accuracy: 0.9384 | Validation Loss: 0.2602 | Validation Accuracy: 0.9363 | Validation Mean Precision: 0.8785 | Validation Mean Recall: 0.8850 | Validation Mean F1_score: 0.8812
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|
2024-05-29 01:12:01 INFO: Epoch 084 | Train Loss: 0.2452 | Train Accuracy: 0.9362 | Validation Loss: 0.2597 | Validation Accuracy: 0.9396 | Validation Mean Precision: 0.8585 | Validation Mean Recall: 0.8910 | Validation Mean F1_score: 0.8725
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2024-05-29 01:12:03 INFO: Epoch 085 | Train Loss: 0.2435 | Train Accuracy: 0.9352 | Validation Loss: 0.2677 | Validation Accuracy: 0.9444 | Validation Mean Precision: 0.9117 | Validation Mean Recall: 0.8634 | Validation Mean F1_score: 0.8844
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|
2024-05-29 01:12:04 INFO: Epoch 086 | Train Loss: 0.2476 | Train Accuracy: 0.9402 | Validation Loss: 0.2685 | Validation Accuracy: 0.9339 | Validation Mean Precision: 0.8227 | Validation Mean Recall: 0.8931 | Validation Mean F1_score: 0.8450
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2024-05-29 01:12:06 INFO: Epoch 087 | Train Loss: 0.2483 | Train Accuracy: 0.9378 | Validation Loss: 0.2700 | Validation Accuracy: 0.9459 | Validation Mean Precision: 0.8503 | Validation Mean Recall: 0.8925 | Validation Mean F1_score: 0.8636
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|
2024-05-29 01:12:08 INFO: Epoch 088 | Train Loss: 0.2434 | Train Accuracy: 0.9364 | Validation Loss: 0.2546 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.9009 | Validation Mean Recall: 0.8806 | Validation Mean F1_score: 0.8901
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|
2024-05-29 01:12:09 INFO: Epoch 089 | Train Loss: 0.2387 | Train Accuracy: 0.9374 | Validation Loss: 0.2575 | Validation Accuracy: 0.9447 | Validation Mean Precision: 0.8725 | Validation Mean Recall: 0.8967 | Validation Mean F1_score: 0.8812
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2024-05-29 01:12:11 INFO: Epoch 090 | Train Loss: 0.2502 | Train Accuracy: 0.9339 | Validation Loss: 0.2569 | Validation Accuracy: 0.9423 | Validation Mean Precision: 0.8874 | Validation Mean Recall: 0.8838 | Validation Mean F1_score: 0.8856
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2024-05-29 01:12:12 INFO: Epoch 091 | Train Loss: 0.2408 | Train Accuracy: 0.9385 | Validation Loss: 0.2585 | Validation Accuracy: 0.9459 | Validation Mean Precision: 0.8800 | Validation Mean Recall: 0.8921 | Validation Mean F1_score: 0.8820
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|
2024-05-29 01:12:14 INFO: Epoch 092 | Train Loss: 0.2420 | Train Accuracy: 0.9387 | Validation Loss: 0.2552 | Validation Accuracy: 0.9480 | Validation Mean Precision: 0.8807 | Validation Mean Recall: 0.8985 | Validation Mean F1_score: 0.8866
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2024-05-29 01:12:15 INFO: Epoch 093 | Train Loss: 0.2379 | Train Accuracy: 0.9394 | Validation Loss: 0.2599 | Validation Accuracy: 0.9411 | Validation Mean Precision: 0.8927 | Validation Mean Recall: 0.8822 | Validation Mean F1_score: 0.8868
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2024-05-29 01:12:16 INFO: Epoch 094 | Train Loss: 0.2454 | Train Accuracy: 0.9393 | Validation Loss: 0.2661 | Validation Accuracy: 0.9339 | Validation Mean Precision: 0.8435 | Validation Mean Recall: 0.8907 | Validation Mean F1_score: 0.8642
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|
2024-05-29 01:12:18 INFO: Epoch 095 | Train Loss: 0.2451 | Train Accuracy: 0.9379 | Validation Loss: 0.2583 | Validation Accuracy: 0.9365 | Validation Mean Precision: 0.8730 | Validation Mean Recall: 0.8885 | Validation Mean F1_score: 0.8802
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|
2024-05-29 01:12:19 INFO: Epoch 096 | Train Loss: 0.2467 | Train Accuracy: 0.9383 | Validation Loss: 0.2601 | Validation Accuracy: 0.9439 | Validation Mean Precision: 0.8610 | Validation Mean Recall: 0.8937 | Validation Mean F1_score: 0.8725
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|
2024-05-29 01:12:21 INFO: Epoch 097 | Train Loss: 0.2420 | Train Accuracy: 0.9386 | Validation Loss: 0.2540 | Validation Accuracy: 0.9399 | Validation Mean Precision: 0.8324 | Validation Mean Recall: 0.8900 | Validation Mean F1_score: 0.8544
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2024-05-29 01:12:22 INFO: Epoch 098 | Train Loss: 0.2386 | Train Accuracy: 0.9376 | Validation Loss: 0.3058 | Validation Accuracy: 0.8941 | Validation Mean Precision: 0.7867 | Validation Mean Recall: 0.8765 | Validation Mean F1_score: 0.8249
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2024-05-29 01:12:24 INFO: Epoch 099 | Train Loss: 0.2474 | Train Accuracy: 0.9330 | Validation Loss: 0.2698 | Validation Accuracy: 0.9451 | Validation Mean Precision: 0.8972 | Validation Mean Recall: 0.8685 | Validation Mean F1_score: 0.8821
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|
2024-05-29 01:12:25 INFO: Epoch 100 | Train Loss: 0.2386 | Train Accuracy: 0.9400 | Validation Loss: 0.2691 | Validation Accuracy: 0.9456 | Validation Mean Precision: 0.8807 | Validation Mean Recall: 0.8983 | Validation Mean F1_score: 0.8867
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|
2024-05-29 01:12:26 INFO: Epoch 101 | Train Loss: 0.2379 | Train Accuracy: 0.9388 | Validation Loss: 0.2913 | Validation Accuracy: 0.9118 | Validation Mean Precision: 0.8662 | Validation Mean Recall: 0.8597 | Validation Mean F1_score: 0.8601
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2024-05-29 01:12:28 INFO: Epoch 102 | Train Loss: 0.2417 | Train Accuracy: 0.9402 | Validation Loss: 0.2545 | Validation Accuracy: 0.9492 | Validation Mean Precision: 0.8994 | Validation Mean Recall: 0.8907 | Validation Mean F1_score: 0.8947
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|
2024-05-29 01:12:29 INFO: Epoch 103 | Train Loss: 0.2373 | Train Accuracy: 0.9405 | Validation Loss: 0.2559 | Validation Accuracy: 0.9468 | Validation Mean Precision: 0.8630 | Validation Mean Recall: 0.8946 | Validation Mean F1_score: 0.8734
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|
2024-05-29 01:12:31 INFO: Epoch 104 | Train Loss: 0.2386 | Train Accuracy: 0.9402 | Validation Loss: 0.2571 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.8940 | Validation Mean Recall: 0.8795 | Validation Mean F1_score: 0.8862
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|
2024-05-29 01:12:32 INFO: Epoch 105 | Train Loss: 0.2383 | Train Accuracy: 0.9399 | Validation Loss: 0.2599 | Validation Accuracy: 0.9473 | Validation Mean Precision: 0.9270 | Validation Mean Recall: 0.8749 | Validation Mean F1_score: 0.8987
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|
2024-05-29 01:12:34 INFO: Epoch 106 | Train Loss: 0.2351 | Train Accuracy: 0.9403 | Validation Loss: 0.2768 | Validation Accuracy: 0.9394 | Validation Mean Precision: 0.8365 | Validation Mean Recall: 0.8886 | Validation Mean F1_score: 0.8547
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|
2024-05-29 01:12:35 INFO: Epoch 107 | Train Loss: 0.2368 | Train Accuracy: 0.9414 | Validation Loss: 0.2615 | Validation Accuracy: 0.9379 | Validation Mean Precision: 0.8621 | Validation Mean Recall: 0.8880 | Validation Mean F1_score: 0.8737
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|
2024-05-29 01:12:37 INFO: Epoch 108 | Train Loss: 0.2389 | Train Accuracy: 0.9409 | Validation Loss: 0.2585 | Validation Accuracy: 0.9298 | Validation Mean Precision: 0.8401 | Validation Mean Recall: 0.8891 | Validation Mean F1_score: 0.8622
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|
2024-05-29 01:12:38 INFO: Epoch 109 | Train Loss: 0.2375 | Train Accuracy: 0.9400 | Validation Loss: 0.2929 | Validation Accuracy: 0.9415 | Validation Mean Precision: 0.8369 | Validation Mean Recall: 0.8850 | Validation Mean F1_score: 0.8461
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2024-05-29 01:12:40 INFO: Epoch 110 | Train Loss: 0.2347 | Train Accuracy: 0.9405 | Validation Loss: 0.3048 | Validation Accuracy: 0.8991 | Validation Mean Precision: 0.8031 | Validation Mean Recall: 0.8789 | Validation Mean F1_score: 0.8356
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|
2024-05-29 01:12:42 INFO: Epoch 111 | Train Loss: 0.2366 | Train Accuracy: 0.9398 | Validation Loss: 0.2538 | Validation Accuracy: 0.9475 | Validation Mean Precision: 0.8843 | Validation Mean Recall: 0.8884 | Validation Mean F1_score: 0.8856
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|
2024-05-29 01:12:44 INFO: Epoch 112 | Train Loss: 0.2364 | Train Accuracy: 0.9410 | Validation Loss: 0.2593 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.9128 | Validation Mean Recall: 0.8733 | Validation Mean F1_score: 0.8917
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|
2024-05-29 01:12:45 INFO: Epoch 113 | Train Loss: 0.2355 | Train Accuracy: 0.9414 | Validation Loss: 0.2456 | Validation Accuracy: 0.9442 | Validation Mean Precision: 0.8732 | Validation Mean Recall: 0.8889 | Validation Mean F1_score: 0.8805
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2024-05-29 01:12:47 INFO: Epoch 114 | Train Loss: 0.2308 | Train Accuracy: 0.9405 | Validation Loss: 0.2547 | Validation Accuracy: 0.9509 | Validation Mean Precision: 0.8926 | Validation Mean Recall: 0.8934 | Validation Mean F1_score: 0.8917
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|
2024-05-29 01:12:49 INFO: Epoch 115 | Train Loss: 0.2352 | Train Accuracy: 0.9398 | Validation Loss: 0.2585 | Validation Accuracy: 0.9516 | Validation Mean Precision: 0.9059 | Validation Mean Recall: 0.8819 | Validation Mean F1_score: 0.8934
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|
2024-05-29 01:12:50 INFO: Epoch 116 | Train Loss: 0.2350 | Train Accuracy: 0.9418 | Validation Loss: 0.2582 | Validation Accuracy: 0.9437 | Validation Mean Precision: 0.8530 | Validation Mean Recall: 0.8864 | Validation Mean F1_score: 0.8667
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|
2024-05-29 01:12:52 INFO: Epoch 117 | Train Loss: 0.2365 | Train Accuracy: 0.9412 | Validation Loss: 0.2547 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8572 | Validation Mean Recall: 0.8984 | Validation Mean F1_score: 0.8743
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|
2024-05-29 01:12:54 INFO: Epoch 118 | Train Loss: 0.2359 | Train Accuracy: 0.9421 | Validation Loss: 0.2676 | Validation Accuracy: 0.9226 | Validation Mean Precision: 0.8458 | Validation Mean Recall: 0.8865 | Validation Mean F1_score: 0.8648
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|
2024-05-29 01:12:55 INFO: Epoch 119 | Train Loss: 0.2350 | Train Accuracy: 0.9417 | Validation Loss: 0.2670 | Validation Accuracy: 0.9233 | Validation Mean Precision: 0.8406 | Validation Mean Recall: 0.8663 | Validation Mean F1_score: 0.8529
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|
2024-05-29 01:12:57 INFO: Epoch 120 | Train Loss: 0.2361 | Train Accuracy: 0.9419 | Validation Loss: 0.2471 | Validation Accuracy: 0.9454 | Validation Mean Precision: 0.9043 | Validation Mean Recall: 0.8730 | Validation Mean F1_score: 0.8868
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|
2024-05-29 01:12:58 INFO: Epoch 121 | Train Loss: 0.2301 | Train Accuracy: 0.9425 | Validation Loss: 0.2528 | Validation Accuracy: 0.9435 | Validation Mean Precision: 0.8586 | Validation Mean Recall: 0.8952 | Validation Mean F1_score: 0.8735
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2024-05-29 01:13:00 INFO: Epoch 122 | Train Loss: 0.2301 | Train Accuracy: 0.9428 | Validation Loss: 0.2522 | Validation Accuracy: 0.9368 | Validation Mean Precision: 0.8629 | Validation Mean Recall: 0.8920 | Validation Mean F1_score: 0.8765
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|
2024-05-29 01:13:01 INFO: Epoch 123 | Train Loss: 0.2270 | Train Accuracy: 0.9430 | Validation Loss: 0.2535 | Validation Accuracy: 0.9483 | Validation Mean Precision: 0.8869 | Validation Mean Recall: 0.8861 | Validation Mean F1_score: 0.8854
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|
2024-05-29 01:13:03 INFO: Epoch 124 | Train Loss: 0.2373 | Train Accuracy: 0.9407 | Validation Loss: 0.2443 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.9040 | Validation Mean Recall: 0.8877 | Validation Mean F1_score: 0.8953
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|
2024-05-29 01:13:04 INFO: Epoch 125 | Train Loss: 0.2369 | Train Accuracy: 0.9408 | Validation Loss: 0.2487 | Validation Accuracy: 0.9408 | Validation Mean Precision: 0.8470 | Validation Mean Recall: 0.8950 | Validation Mean F1_score: 0.8669
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2024-05-29 01:13:05 INFO: Epoch 126 | Train Loss: 0.2325 | Train Accuracy: 0.9406 | Validation Loss: 0.2493 | Validation Accuracy: 0.9451 | Validation Mean Precision: 0.8878 | Validation Mean Recall: 0.8862 | Validation Mean F1_score: 0.8862
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|
2024-05-29 01:13:07 INFO: Epoch 127 | Train Loss: 0.2287 | Train Accuracy: 0.9436 | Validation Loss: 0.2560 | Validation Accuracy: 0.9497 | Validation Mean Precision: 0.9214 | Validation Mean Recall: 0.8633 | Validation Mean F1_score: 0.8888
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|
2024-05-29 01:13:08 INFO: Epoch 128 | Train Loss: 0.2326 | Train Accuracy: 0.9425 | Validation Loss: 0.2499 | Validation Accuracy: 0.9473 | Validation Mean Precision: 0.9066 | Validation Mean Recall: 0.8545 | Validation Mean F1_score: 0.8769
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|
2024-05-29 01:13:10 INFO: Epoch 129 | Train Loss: 0.2261 | Train Accuracy: 0.9439 | Validation Loss: 0.2410 | Validation Accuracy: 0.9468 | Validation Mean Precision: 0.8777 | Validation Mean Recall: 0.8924 | Validation Mean F1_score: 0.8840
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|
2024-05-29 01:13:11 INFO: Epoch 130 | Train Loss: 0.2302 | Train Accuracy: 0.9420 | Validation Loss: 0.2591 | Validation Accuracy: 0.9468 | Validation Mean Precision: 0.9059 | Validation Mean Recall: 0.8826 | Validation Mean F1_score: 0.8934
|
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|
2024-05-29 01:13:13 INFO: Epoch 131 | Train Loss: 0.2277 | Train Accuracy: 0.9424 | Validation Loss: 0.2433 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8739 | Validation Mean Recall: 0.8906 | Validation Mean F1_score: 0.8817
|
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|
2024-05-29 01:13:14 INFO: Epoch 132 | Train Loss: 0.2311 | Train Accuracy: 0.9432 | Validation Loss: 0.2515 | Validation Accuracy: 0.9483 | Validation Mean Precision: 0.8859 | Validation Mean Recall: 0.8938 | Validation Mean F1_score: 0.8871
|
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|
2024-05-29 01:13:15 INFO: Epoch 133 | Train Loss: 0.2321 | Train Accuracy: 0.9453 | Validation Loss: 0.2674 | Validation Accuracy: 0.9391 | Validation Mean Precision: 0.8580 | Validation Mean Recall: 0.8718 | Validation Mean F1_score: 0.8639
|
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|
2024-05-29 01:13:17 INFO: Epoch 134 | Train Loss: 0.2290 | Train Accuracy: 0.9418 | Validation Loss: 0.2519 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.8650 | Validation Mean Recall: 0.8955 | Validation Mean F1_score: 0.8749
|
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|
2024-05-29 01:13:18 INFO: Epoch 135 | Train Loss: 0.2315 | Train Accuracy: 0.9430 | Validation Loss: 0.2515 | Validation Accuracy: 0.9430 | Validation Mean Precision: 0.8731 | Validation Mean Recall: 0.8855 | Validation Mean F1_score: 0.8788
|
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|
2024-05-29 01:13:20 INFO: Epoch 136 | Train Loss: 0.2241 | Train Accuracy: 0.9444 | Validation Loss: 0.2534 | Validation Accuracy: 0.9384 | Validation Mean Precision: 0.8605 | Validation Mean Recall: 0.8888 | Validation Mean F1_score: 0.8722
|
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|
2024-05-29 01:13:22 INFO: Epoch 137 | Train Loss: 0.2242 | Train Accuracy: 0.9451 | Validation Loss: 0.2517 | Validation Accuracy: 0.9466 | Validation Mean Precision: 0.8789 | Validation Mean Recall: 0.8929 | Validation Mean F1_score: 0.8835
|
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|
2024-05-29 01:13:24 INFO: Epoch 138 | Train Loss: 0.2232 | Train Accuracy: 0.9460 | Validation Loss: 0.2462 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.8552 | Validation Mean Recall: 0.8826 | Validation Mean F1_score: 0.8662
|
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|
2024-05-29 01:13:26 INFO: Epoch 139 | Train Loss: 0.2217 | Train Accuracy: 0.9437 | Validation Loss: 0.2574 | Validation Accuracy: 0.9406 | Validation Mean Precision: 0.8720 | Validation Mean Recall: 0.8893 | Validation Mean F1_score: 0.8796
|
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|
2024-05-29 01:13:27 INFO: Epoch 140 | Train Loss: 0.2289 | Train Accuracy: 0.9464 | Validation Loss: 0.2516 | Validation Accuracy: 0.9415 | Validation Mean Precision: 0.9035 | Validation Mean Recall: 0.8865 | Validation Mean F1_score: 0.8946
|
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|
2024-05-29 01:13:29 INFO: Epoch 141 | Train Loss: 0.2312 | Train Accuracy: 0.9439 | Validation Loss: 0.2439 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.8684 | Validation Mean Recall: 0.8967 | Validation Mean F1_score: 0.8771
|
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|
2024-05-29 01:13:30 INFO: Epoch 142 | Train Loss: 0.2297 | Train Accuracy: 0.9418 | Validation Loss: 0.2441 | Validation Accuracy: 0.9447 | Validation Mean Precision: 0.8890 | Validation Mean Recall: 0.8807 | Validation Mean F1_score: 0.8845
|
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|
2024-05-29 01:13:32 INFO: Epoch 143 | Train Loss: 0.2305 | Train Accuracy: 0.9445 | Validation Loss: 0.2535 | Validation Accuracy: 0.9454 | Validation Mean Precision: 0.8631 | Validation Mean Recall: 0.8980 | Validation Mean F1_score: 0.8765
|
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|
2024-05-29 01:13:33 INFO: Epoch 144 | Train Loss: 0.2258 | Train Accuracy: 0.9448 | Validation Loss: 0.2426 | Validation Accuracy: 0.9487 | Validation Mean Precision: 0.8848 | Validation Mean Recall: 0.8961 | Validation Mean F1_score: 0.8885
|
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|
2024-05-29 01:13:35 INFO: Epoch 145 | Train Loss: 0.2177 | Train Accuracy: 0.9453 | Validation Loss: 0.2586 | Validation Accuracy: 0.9399 | Validation Mean Precision: 0.8581 | Validation Mean Recall: 0.8820 | Validation Mean F1_score: 0.8683
|
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|
2024-05-29 01:13:37 INFO: Epoch 146 | Train Loss: 0.2191 | Train Accuracy: 0.9460 | Validation Loss: 0.2532 | Validation Accuracy: 0.9368 | Validation Mean Precision: 0.8530 | Validation Mean Recall: 0.8699 | Validation Mean F1_score: 0.8604
|
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|
2024-05-29 01:13:38 INFO: Epoch 147 | Train Loss: 0.2292 | Train Accuracy: 0.9462 | Validation Loss: 0.2493 | Validation Accuracy: 0.9456 | Validation Mean Precision: 0.8658 | Validation Mean Recall: 0.8877 | Validation Mean F1_score: 0.8744
|
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|
2024-05-29 01:13:40 INFO: Epoch 148 | Train Loss: 0.2264 | Train Accuracy: 0.9430 | Validation Loss: 0.2436 | Validation Accuracy: 0.9471 | Validation Mean Precision: 0.8962 | Validation Mean Recall: 0.8813 | Validation Mean F1_score: 0.8883
|
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|
2024-05-29 01:13:41 INFO: Epoch 149 | Train Loss: 0.2257 | Train Accuracy: 0.9436 | Validation Loss: 0.2408 | Validation Accuracy: 0.9502 | Validation Mean Precision: 0.8866 | Validation Mean Recall: 0.8838 | Validation Mean F1_score: 0.8844
|
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|
2024-05-29 01:13:43 INFO: Epoch 150 | Train Loss: 0.2259 | Train Accuracy: 0.9453 | Validation Loss: 0.2507 | Validation Accuracy: 0.9447 | Validation Mean Precision: 0.9128 | Validation Mean Recall: 0.8688 | Validation Mean F1_score: 0.8888
|
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|
2024-05-29 01:13:43 INFO: Best Validation F1 Score (Macro): 0.8987
|
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|
2024-05-29 01:13:43 INFO: Best Validation Recall (Macro): 0.8749
|
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|
2024-05-29 01:13:43 INFO: Best Validation Precision (Macro): 0.9270
|
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|
2024-05-29 01:13:43 INFO: Best Epoch: 105
|
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|
2024-05-29 01:13:44 INFO: Infer Result:
|
||||||
|
2024-05-29 01:13:44 INFO: Prediction errors: 277
|
||||||
|
2024-05-29 01:13:44 INFO: Prediction error percentage: 5.31%
|
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|
2024-05-29 01:13:44 INFO: Total samples: 5218
|
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|
2024-05-29 01:13:44 INFO: Infer Result End:
|
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|
2024-05-29 01:13:45 INFO: Class weights: tensor([21.1878, 3.1149, 0.7420, 0.4378], device='cuda:0')
|
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|
2024-05-29 01:13:46 INFO: Epoch 001 | Train Loss: 0.5522 | Train Accuracy: 0.8203 | Validation Loss: 0.3500 | Validation Accuracy: 0.8654 | Validation Mean Precision: 0.7424 | Validation Mean Recall: 0.8555 | Validation Mean F1_score: 0.7875
|
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|
2024-05-29 01:13:48 INFO: Epoch 002 | Train Loss: 0.3739 | Train Accuracy: 0.8840 | Validation Loss: 0.3281 | Validation Accuracy: 0.8884 | Validation Mean Precision: 0.7683 | Validation Mean Recall: 0.8636 | Validation Mean F1_score: 0.8060
|
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|
2024-05-29 01:13:49 INFO: Epoch 003 | Train Loss: 0.3690 | Train Accuracy: 0.8832 | Validation Loss: 0.3156 | Validation Accuracy: 0.8948 | Validation Mean Precision: 0.8094 | Validation Mean Recall: 0.8525 | Validation Mean F1_score: 0.8294
|
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|
2024-05-29 01:13:50 INFO: Epoch 004 | Train Loss: 0.3699 | Train Accuracy: 0.8828 | Validation Loss: 0.3496 | Validation Accuracy: 0.8752 | Validation Mean Precision: 0.7393 | Validation Mean Recall: 0.8699 | Validation Mean F1_score: 0.7881
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|
2024-05-29 01:13:52 INFO: Epoch 005 | Train Loss: 0.3555 | Train Accuracy: 0.8906 | Validation Loss: 0.3119 | Validation Accuracy: 0.8970 | Validation Mean Precision: 0.8134 | Validation Mean Recall: 0.8354 | Validation Mean F1_score: 0.8235
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2024-05-29 01:13:53 INFO: Epoch 006 | Train Loss: 0.3598 | Train Accuracy: 0.8899 | Validation Loss: 0.3153 | Validation Accuracy: 0.8915 | Validation Mean Precision: 0.7934 | Validation Mean Recall: 0.8546 | Validation Mean F1_score: 0.8209
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2024-05-29 01:13:55 INFO: Epoch 007 | Train Loss: 0.3670 | Train Accuracy: 0.8904 | Validation Loss: 0.3234 | Validation Accuracy: 0.8924 | Validation Mean Precision: 0.7900 | Validation Mean Recall: 0.8508 | Validation Mean F1_score: 0.8137
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2024-05-29 01:13:56 INFO: Epoch 008 | Train Loss: 0.3572 | Train Accuracy: 0.8905 | Validation Loss: 0.3167 | Validation Accuracy: 0.8936 | Validation Mean Precision: 0.7821 | Validation Mean Recall: 0.8500 | Validation Mean F1_score: 0.8108
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2024-05-29 01:13:58 INFO: Epoch 009 | Train Loss: 0.3542 | Train Accuracy: 0.8954 | Validation Loss: 0.3912 | Validation Accuracy: 0.8977 | Validation Mean Precision: 0.8861 | Validation Mean Recall: 0.6835 | Validation Mean F1_score: 0.6724
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2024-05-29 01:14:00 INFO: Epoch 010 | Train Loss: 0.3517 | Train Accuracy: 0.8951 | Validation Loss: 0.3090 | Validation Accuracy: 0.9154 | Validation Mean Precision: 0.8555 | Validation Mean Recall: 0.8375 | Validation Mean F1_score: 0.8456
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2024-05-29 01:14:02 INFO: Epoch 011 | Train Loss: 0.3468 | Train Accuracy: 0.8996 | Validation Loss: 0.3001 | Validation Accuracy: 0.9090 | Validation Mean Precision: 0.8131 | Validation Mean Recall: 0.8506 | Validation Mean F1_score: 0.8292
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2024-05-29 01:14:04 INFO: Epoch 012 | Train Loss: 0.3399 | Train Accuracy: 0.9003 | Validation Loss: 0.3083 | Validation Accuracy: 0.9015 | Validation Mean Precision: 0.7884 | Validation Mean Recall: 0.8673 | Validation Mean F1_score: 0.8189
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2024-05-29 01:14:05 INFO: Epoch 013 | Train Loss: 0.3385 | Train Accuracy: 0.9004 | Validation Loss: 0.3251 | Validation Accuracy: 0.8757 | Validation Mean Precision: 0.7619 | Validation Mean Recall: 0.8754 | Validation Mean F1_score: 0.8048
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2024-05-29 01:14:07 INFO: Epoch 014 | Train Loss: 0.3400 | Train Accuracy: 0.8993 | Validation Loss: 0.3105 | Validation Accuracy: 0.8975 | Validation Mean Precision: 0.7679 | Validation Mean Recall: 0.8820 | Validation Mean F1_score: 0.8111
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2024-05-29 01:14:08 INFO: Epoch 015 | Train Loss: 0.3263 | Train Accuracy: 0.9047 | Validation Loss: 0.2822 | Validation Accuracy: 0.9212 | Validation Mean Precision: 0.8312 | Validation Mean Recall: 0.8591 | Validation Mean F1_score: 0.8429
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2024-05-29 01:14:09 INFO: Epoch 016 | Train Loss: 0.3287 | Train Accuracy: 0.9078 | Validation Loss: 0.2929 | Validation Accuracy: 0.9276 | Validation Mean Precision: 0.8541 | Validation Mean Recall: 0.8508 | Validation Mean F1_score: 0.8517
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2024-05-29 01:14:11 INFO: Epoch 017 | Train Loss: 0.3217 | Train Accuracy: 0.9075 | Validation Loss: 0.2738 | Validation Accuracy: 0.9253 | Validation Mean Precision: 0.8276 | Validation Mean Recall: 0.8760 | Validation Mean F1_score: 0.8480
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2024-05-29 01:14:12 INFO: Epoch 018 | Train Loss: 0.3195 | Train Accuracy: 0.9144 | Validation Loss: 0.2735 | Validation Accuracy: 0.9269 | Validation Mean Precision: 0.8196 | Validation Mean Recall: 0.8776 | Validation Mean F1_score: 0.8433
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2024-05-29 01:14:14 INFO: Epoch 019 | Train Loss: 0.3118 | Train Accuracy: 0.9167 | Validation Loss: 0.2774 | Validation Accuracy: 0.9138 | Validation Mean Precision: 0.7965 | Validation Mean Recall: 0.8827 | Validation Mean F1_score: 0.8314
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2024-05-29 01:14:15 INFO: Epoch 020 | Train Loss: 0.3158 | Train Accuracy: 0.9158 | Validation Loss: 0.2708 | Validation Accuracy: 0.9221 | Validation Mean Precision: 0.8245 | Validation Mean Recall: 0.8754 | Validation Mean F1_score: 0.8471
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2024-05-29 01:14:16 INFO: Epoch 021 | Train Loss: 0.3059 | Train Accuracy: 0.9145 | Validation Loss: 0.2673 | Validation Accuracy: 0.9197 | Validation Mean Precision: 0.8241 | Validation Mean Recall: 0.8800 | Validation Mean F1_score: 0.8487
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2024-05-29 01:14:18 INFO: Epoch 022 | Train Loss: 0.3047 | Train Accuracy: 0.9197 | Validation Loss: 0.3004 | Validation Accuracy: 0.9152 | Validation Mean Precision: 0.8557 | Validation Mean Recall: 0.8587 | Validation Mean F1_score: 0.8480
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2024-05-29 01:14:19 INFO: Epoch 023 | Train Loss: 0.3043 | Train Accuracy: 0.9167 | Validation Loss: 0.2625 | Validation Accuracy: 0.9358 | Validation Mean Precision: 0.8606 | Validation Mean Recall: 0.8653 | Validation Mean F1_score: 0.8607
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2024-05-29 01:14:21 INFO: Epoch 024 | Train Loss: 0.2983 | Train Accuracy: 0.9209 | Validation Loss: 0.2709 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8613 | Validation Mean Recall: 0.8708 | Validation Mean F1_score: 0.8633
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2024-05-29 01:14:22 INFO: Epoch 025 | Train Loss: 0.2962 | Train Accuracy: 0.9197 | Validation Loss: 0.2698 | Validation Accuracy: 0.9411 | Validation Mean Precision: 0.8537 | Validation Mean Recall: 0.8783 | Validation Mean F1_score: 0.8642
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2024-05-29 01:14:24 INFO: Epoch 026 | Train Loss: 0.3008 | Train Accuracy: 0.9197 | Validation Loss: 0.3021 | Validation Accuracy: 0.8917 | Validation Mean Precision: 0.8151 | Validation Mean Recall: 0.8501 | Validation Mean F1_score: 0.8305
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2024-05-29 01:14:25 INFO: Epoch 027 | Train Loss: 0.2928 | Train Accuracy: 0.9239 | Validation Loss: 0.2605 | Validation Accuracy: 0.9353 | Validation Mean Precision: 0.8407 | Validation Mean Recall: 0.8948 | Validation Mean F1_score: 0.8608
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2024-05-29 01:14:27 INFO: Epoch 028 | Train Loss: 0.2858 | Train Accuracy: 0.9230 | Validation Loss: 0.2611 | Validation Accuracy: 0.9365 | Validation Mean Precision: 0.8308 | Validation Mean Recall: 0.8963 | Validation Mean F1_score: 0.8562
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2024-05-29 01:14:28 INFO: Epoch 029 | Train Loss: 0.2883 | Train Accuracy: 0.9275 | Validation Loss: 0.2759 | Validation Accuracy: 0.9068 | Validation Mean Precision: 0.7824 | Validation Mean Recall: 0.8876 | Validation Mean F1_score: 0.8235
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2024-05-29 01:14:29 INFO: Epoch 030 | Train Loss: 0.2825 | Train Accuracy: 0.9279 | Validation Loss: 0.2701 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.8755 | Validation Mean Recall: 0.8559 | Validation Mean F1_score: 0.8630
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2024-05-29 01:14:31 INFO: Epoch 031 | Train Loss: 0.2863 | Train Accuracy: 0.9243 | Validation Loss: 0.2559 | Validation Accuracy: 0.9358 | Validation Mean Precision: 0.8351 | Validation Mean Recall: 0.8988 | Validation Mean F1_score: 0.8585
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2024-05-29 01:14:32 INFO: Epoch 032 | Train Loss: 0.2789 | Train Accuracy: 0.9287 | Validation Loss: 0.2467 | Validation Accuracy: 0.9463 | Validation Mean Precision: 0.8719 | Validation Mean Recall: 0.8786 | Validation Mean F1_score: 0.8740
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2024-05-29 01:14:34 INFO: Epoch 033 | Train Loss: 0.2783 | Train Accuracy: 0.9295 | Validation Loss: 0.2501 | Validation Accuracy: 0.9379 | Validation Mean Precision: 0.8656 | Validation Mean Recall: 0.8665 | Validation Mean F1_score: 0.8658
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2024-05-29 01:14:35 INFO: Epoch 034 | Train Loss: 0.2727 | Train Accuracy: 0.9312 | Validation Loss: 0.2493 | Validation Accuracy: 0.9298 | Validation Mean Precision: 0.8434 | Validation Mean Recall: 0.8546 | Validation Mean F1_score: 0.8484
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2024-05-29 01:14:37 INFO: Epoch 035 | Train Loss: 0.2779 | Train Accuracy: 0.9296 | Validation Loss: 0.2492 | Validation Accuracy: 0.9224 | Validation Mean Precision: 0.8464 | Validation Mean Recall: 0.8520 | Validation Mean F1_score: 0.8489
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2024-05-29 01:14:39 INFO: Epoch 036 | Train Loss: 0.2733 | Train Accuracy: 0.9327 | Validation Loss: 0.2885 | Validation Accuracy: 0.9279 | Validation Mean Precision: 0.9080 | Validation Mean Recall: 0.8273 | Validation Mean F1_score: 0.8616
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2024-05-29 01:14:40 INFO: Epoch 037 | Train Loss: 0.2775 | Train Accuracy: 0.9303 | Validation Loss: 0.2454 | Validation Accuracy: 0.9399 | Validation Mean Precision: 0.8496 | Validation Mean Recall: 0.8985 | Validation Mean F1_score: 0.8704
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2024-05-29 01:14:42 INFO: Epoch 038 | Train Loss: 0.2728 | Train Accuracy: 0.9313 | Validation Loss: 0.2623 | Validation Accuracy: 0.9121 | Validation Mean Precision: 0.8160 | Validation Mean Recall: 0.8964 | Validation Mean F1_score: 0.8509
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2024-05-29 01:14:43 INFO: Epoch 039 | Train Loss: 0.2680 | Train Accuracy: 0.9321 | Validation Loss: 0.2379 | Validation Accuracy: 0.9471 | Validation Mean Precision: 0.8742 | Validation Mean Recall: 0.8566 | Validation Mean F1_score: 0.8649
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2024-05-29 01:14:45 INFO: Epoch 040 | Train Loss: 0.2686 | Train Accuracy: 0.9324 | Validation Loss: 0.2637 | Validation Accuracy: 0.9487 | Validation Mean Precision: 0.8879 | Validation Mean Recall: 0.8862 | Validation Mean F1_score: 0.8837
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2024-05-29 01:14:46 INFO: Epoch 041 | Train Loss: 0.2633 | Train Accuracy: 0.9357 | Validation Loss: 0.2428 | Validation Accuracy: 0.9435 | Validation Mean Precision: 0.8923 | Validation Mean Recall: 0.8526 | Validation Mean F1_score: 0.8701
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2024-05-29 01:14:48 INFO: Epoch 042 | Train Loss: 0.2661 | Train Accuracy: 0.9352 | Validation Loss: 0.2480 | Validation Accuracy: 0.9281 | Validation Mean Precision: 0.8271 | Validation Mean Recall: 0.8921 | Validation Mean F1_score: 0.8525
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2024-05-29 01:14:49 INFO: Epoch 043 | Train Loss: 0.2624 | Train Accuracy: 0.9364 | Validation Loss: 0.2365 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.8922 | Validation Mean Recall: 0.8856 | Validation Mean F1_score: 0.8863
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2024-05-29 01:14:51 INFO: Epoch 044 | Train Loss: 0.2619 | Train Accuracy: 0.9357 | Validation Loss: 0.2507 | Validation Accuracy: 0.9375 | Validation Mean Precision: 0.8640 | Validation Mean Recall: 0.8634 | Validation Mean F1_score: 0.8619
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2024-05-29 01:14:52 INFO: Epoch 045 | Train Loss: 0.2611 | Train Accuracy: 0.9391 | Validation Loss: 0.2320 | Validation Accuracy: 0.9449 | Validation Mean Precision: 0.8784 | Validation Mean Recall: 0.8908 | Validation Mean F1_score: 0.8828
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2024-05-29 01:14:54 INFO: Epoch 046 | Train Loss: 0.2609 | Train Accuracy: 0.9356 | Validation Loss: 0.2472 | Validation Accuracy: 0.9255 | Validation Mean Precision: 0.8256 | Validation Mean Recall: 0.8952 | Validation Mean F1_score: 0.8548
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2024-05-29 01:14:55 INFO: Epoch 047 | Train Loss: 0.2604 | Train Accuracy: 0.9354 | Validation Loss: 0.2942 | Validation Accuracy: 0.9097 | Validation Mean Precision: 0.8179 | Validation Mean Recall: 0.8810 | Validation Mean F1_score: 0.8430
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2024-05-29 01:14:57 INFO: Epoch 048 | Train Loss: 0.2584 | Train Accuracy: 0.9365 | Validation Loss: 0.2268 | Validation Accuracy: 0.9425 | Validation Mean Precision: 0.8596 | Validation Mean Recall: 0.9028 | Validation Mean F1_score: 0.8763
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2024-05-29 01:14:58 INFO: Epoch 049 | Train Loss: 0.2583 | Train Accuracy: 0.9348 | Validation Loss: 0.2326 | Validation Accuracy: 0.9435 | Validation Mean Precision: 0.8569 | Validation Mean Recall: 0.8761 | Validation Mean F1_score: 0.8655
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2024-05-29 01:15:00 INFO: Epoch 050 | Train Loss: 0.2558 | Train Accuracy: 0.9369 | Validation Loss: 0.2437 | Validation Accuracy: 0.9327 | Validation Mean Precision: 0.8721 | Validation Mean Recall: 0.8755 | Validation Mean F1_score: 0.8734
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2024-05-29 01:15:01 INFO: Epoch 051 | Train Loss: 0.2592 | Train Accuracy: 0.9356 | Validation Loss: 0.2396 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.9035 | Validation Mean Recall: 0.8756 | Validation Mean F1_score: 0.8885
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2024-05-29 01:15:03 INFO: Epoch 052 | Train Loss: 0.2561 | Train Accuracy: 0.9392 | Validation Loss: 0.2425 | Validation Accuracy: 0.9207 | Validation Mean Precision: 0.8424 | Validation Mean Recall: 0.8876 | Validation Mean F1_score: 0.8620
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2024-05-29 01:15:04 INFO: Epoch 053 | Train Loss: 0.2649 | Train Accuracy: 0.9364 | Validation Loss: 0.2449 | Validation Accuracy: 0.9293 | Validation Mean Precision: 0.8623 | Validation Mean Recall: 0.8785 | Validation Mean F1_score: 0.8700
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2024-05-29 01:15:06 INFO: Epoch 054 | Train Loss: 0.2537 | Train Accuracy: 0.9384 | Validation Loss: 0.2415 | Validation Accuracy: 0.9502 | Validation Mean Precision: 0.8928 | Validation Mean Recall: 0.8738 | Validation Mean F1_score: 0.8826
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2024-05-29 01:15:07 INFO: Epoch 055 | Train Loss: 0.2535 | Train Accuracy: 0.9378 | Validation Loss: 0.2268 | Validation Accuracy: 0.9490 | Validation Mean Precision: 0.8852 | Validation Mean Recall: 0.8867 | Validation Mean F1_score: 0.8844
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2024-05-29 01:15:09 INFO: Epoch 056 | Train Loss: 0.2523 | Train Accuracy: 0.9385 | Validation Loss: 0.2487 | Validation Accuracy: 0.9442 | Validation Mean Precision: 0.8939 | Validation Mean Recall: 0.8531 | Validation Mean F1_score: 0.8709
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2024-05-29 01:15:10 INFO: Epoch 057 | Train Loss: 0.2543 | Train Accuracy: 0.9369 | Validation Loss: 0.2358 | Validation Accuracy: 0.9506 | Validation Mean Precision: 0.9005 | Validation Mean Recall: 0.8847 | Validation Mean F1_score: 0.8918
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2024-05-29 01:15:12 INFO: Epoch 058 | Train Loss: 0.2486 | Train Accuracy: 0.9423 | Validation Loss: 0.2328 | Validation Accuracy: 0.9418 | Validation Mean Precision: 0.8817 | Validation Mean Recall: 0.8804 | Validation Mean F1_score: 0.8804
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2024-05-29 01:15:13 INFO: Epoch 059 | Train Loss: 0.2492 | Train Accuracy: 0.9417 | Validation Loss: 0.2293 | Validation Accuracy: 0.9447 | Validation Mean Precision: 0.8670 | Validation Mean Recall: 0.8881 | Validation Mean F1_score: 0.8757
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2024-05-29 01:15:14 INFO: Epoch 060 | Train Loss: 0.2520 | Train Accuracy: 0.9357 | Validation Loss: 0.2328 | Validation Accuracy: 0.9442 | Validation Mean Precision: 0.8621 | Validation Mean Recall: 0.8965 | Validation Mean F1_score: 0.8711
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2024-05-29 01:15:16 INFO: Epoch 061 | Train Loss: 0.2513 | Train Accuracy: 0.9388 | Validation Loss: 0.2349 | Validation Accuracy: 0.9344 | Validation Mean Precision: 0.8586 | Validation Mean Recall: 0.8796 | Validation Mean F1_score: 0.8686
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2024-05-29 01:15:18 INFO: Epoch 062 | Train Loss: 0.2477 | Train Accuracy: 0.9411 | Validation Loss: 0.2338 | Validation Accuracy: 0.9494 | Validation Mean Precision: 0.8695 | Validation Mean Recall: 0.8990 | Validation Mean F1_score: 0.8757
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2024-05-29 01:15:19 INFO: Epoch 063 | Train Loss: 0.2536 | Train Accuracy: 0.9403 | Validation Loss: 0.2277 | Validation Accuracy: 0.9435 | Validation Mean Precision: 0.8602 | Validation Mean Recall: 0.8964 | Validation Mean F1_score: 0.8733
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2024-05-29 01:15:21 INFO: Epoch 064 | Train Loss: 0.2574 | Train Accuracy: 0.9391 | Validation Loss: 0.2368 | Validation Accuracy: 0.9518 | Validation Mean Precision: 0.9008 | Validation Mean Recall: 0.8799 | Validation Mean F1_score: 0.8888
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2024-05-29 01:15:22 INFO: Epoch 065 | Train Loss: 0.2454 | Train Accuracy: 0.9426 | Validation Loss: 0.2489 | Validation Accuracy: 0.9430 | Validation Mean Precision: 0.8678 | Validation Mean Recall: 0.8740 | Validation Mean F1_score: 0.8679
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2024-05-29 01:15:24 INFO: Epoch 066 | Train Loss: 0.2527 | Train Accuracy: 0.9414 | Validation Loss: 0.2262 | Validation Accuracy: 0.9471 | Validation Mean Precision: 0.8680 | Validation Mean Recall: 0.8970 | Validation Mean F1_score: 0.8770
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2024-05-29 01:15:25 INFO: Epoch 067 | Train Loss: 0.2477 | Train Accuracy: 0.9420 | Validation Loss: 0.2258 | Validation Accuracy: 0.9528 | Validation Mean Precision: 0.8917 | Validation Mean Recall: 0.8876 | Validation Mean F1_score: 0.8877
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2024-05-29 01:15:27 INFO: Epoch 068 | Train Loss: 0.2420 | Train Accuracy: 0.9434 | Validation Loss: 0.2347 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.8667 | Validation Mean Recall: 0.8981 | Validation Mean F1_score: 0.8763
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2024-05-29 01:15:28 INFO: Epoch 069 | Train Loss: 0.2491 | Train Accuracy: 0.9409 | Validation Loss: 0.2411 | Validation Accuracy: 0.9253 | Validation Mean Precision: 0.8311 | Validation Mean Recall: 0.8892 | Validation Mean F1_score: 0.8557
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2024-05-29 01:15:30 INFO: Epoch 070 | Train Loss: 0.2476 | Train Accuracy: 0.9410 | Validation Loss: 0.2438 | Validation Accuracy: 0.9310 | Validation Mean Precision: 0.8419 | Validation Mean Recall: 0.8923 | Validation Mean F1_score: 0.8622
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2024-05-29 01:15:31 INFO: Epoch 071 | Train Loss: 0.2451 | Train Accuracy: 0.9432 | Validation Loss: 0.2347 | Validation Accuracy: 0.9526 | Validation Mean Precision: 0.8871 | Validation Mean Recall: 0.8912 | Validation Mean F1_score: 0.8864
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2024-05-29 01:15:33 INFO: Epoch 072 | Train Loss: 0.2509 | Train Accuracy: 0.9420 | Validation Loss: 0.2302 | Validation Accuracy: 0.9370 | Validation Mean Precision: 0.8412 | Validation Mean Recall: 0.8959 | Validation Mean F1_score: 0.8639
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2024-05-29 01:15:34 INFO: Epoch 073 | Train Loss: 0.2429 | Train Accuracy: 0.9423 | Validation Loss: 0.2365 | Validation Accuracy: 0.9461 | Validation Mean Precision: 0.8589 | Validation Mean Recall: 0.8936 | Validation Mean F1_score: 0.8718
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2024-05-29 01:15:36 INFO: Epoch 074 | Train Loss: 0.2398 | Train Accuracy: 0.9436 | Validation Loss: 0.2248 | Validation Accuracy: 0.9499 | Validation Mean Precision: 0.8697 | Validation Mean Recall: 0.8973 | Validation Mean F1_score: 0.8780
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2024-05-29 01:15:37 INFO: Epoch 075 | Train Loss: 0.2439 | Train Accuracy: 0.9429 | Validation Loss: 0.2445 | Validation Accuracy: 0.9341 | Validation Mean Precision: 0.8606 | Validation Mean Recall: 0.8901 | Validation Mean F1_score: 0.8703
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2024-05-29 01:15:38 INFO: Epoch 076 | Train Loss: 0.2503 | Train Accuracy: 0.9416 | Validation Loss: 0.2321 | Validation Accuracy: 0.9516 | Validation Mean Precision: 0.8785 | Validation Mean Recall: 0.9019 | Validation Mean F1_score: 0.8835
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2024-05-29 01:15:40 INFO: Epoch 077 | Train Loss: 0.2388 | Train Accuracy: 0.9443 | Validation Loss: 0.2253 | Validation Accuracy: 0.9492 | Validation Mean Precision: 0.8923 | Validation Mean Recall: 0.8838 | Validation Mean F1_score: 0.8871
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2024-05-29 01:15:41 INFO: Epoch 078 | Train Loss: 0.2395 | Train Accuracy: 0.9445 | Validation Loss: 0.2290 | Validation Accuracy: 0.9483 | Validation Mean Precision: 0.8846 | Validation Mean Recall: 0.8879 | Validation Mean F1_score: 0.8834
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2024-05-29 01:15:43 INFO: Epoch 079 | Train Loss: 0.2402 | Train Accuracy: 0.9431 | Validation Loss: 0.2307 | Validation Accuracy: 0.9475 | Validation Mean Precision: 0.8603 | Validation Mean Recall: 0.8771 | Validation Mean F1_score: 0.8656
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2024-05-29 01:15:44 INFO: Epoch 080 | Train Loss: 0.2382 | Train Accuracy: 0.9441 | Validation Loss: 0.2315 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.8613 | Validation Mean Recall: 0.8771 | Validation Mean F1_score: 0.8660
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2024-05-29 01:15:46 INFO: Epoch 081 | Train Loss: 0.2442 | Train Accuracy: 0.9447 | Validation Loss: 0.2756 | Validation Accuracy: 0.9173 | Validation Mean Precision: 0.8645 | Validation Mean Recall: 0.8634 | Validation Mean F1_score: 0.8637
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2024-05-29 01:15:47 INFO: Epoch 082 | Train Loss: 0.2427 | Train Accuracy: 0.9418 | Validation Loss: 0.2658 | Validation Accuracy: 0.9061 | Validation Mean Precision: 0.8135 | Validation Mean Recall: 0.8797 | Validation Mean F1_score: 0.8424
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2024-05-29 01:15:49 INFO: Epoch 083 | Train Loss: 0.2400 | Train Accuracy: 0.9437 | Validation Loss: 0.2399 | Validation Accuracy: 0.9365 | Validation Mean Precision: 0.8269 | Validation Mean Recall: 0.8993 | Validation Mean F1_score: 0.8505
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2024-05-29 01:15:50 INFO: Epoch 084 | Train Loss: 0.2394 | Train Accuracy: 0.9458 | Validation Loss: 0.2312 | Validation Accuracy: 0.9435 | Validation Mean Precision: 0.8488 | Validation Mean Recall: 0.8906 | Validation Mean F1_score: 0.8652
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2024-05-29 01:15:52 INFO: Epoch 085 | Train Loss: 0.2399 | Train Accuracy: 0.9439 | Validation Loss: 0.2269 | Validation Accuracy: 0.9492 | Validation Mean Precision: 0.8641 | Validation Mean Recall: 0.9015 | Validation Mean F1_score: 0.8755
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2024-05-29 01:15:54 INFO: Epoch 086 | Train Loss: 0.2386 | Train Accuracy: 0.9461 | Validation Loss: 0.2290 | Validation Accuracy: 0.9504 | Validation Mean Precision: 0.8869 | Validation Mean Recall: 0.8848 | Validation Mean F1_score: 0.8851
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2024-05-29 01:15:55 INFO: Epoch 087 | Train Loss: 0.2349 | Train Accuracy: 0.9438 | Validation Loss: 0.2372 | Validation Accuracy: 0.9471 | Validation Mean Precision: 0.8773 | Validation Mean Recall: 0.8883 | Validation Mean F1_score: 0.8772
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2024-05-29 01:15:56 INFO: Epoch 088 | Train Loss: 0.2403 | Train Accuracy: 0.9450 | Validation Loss: 0.2286 | Validation Accuracy: 0.9478 | Validation Mean Precision: 0.8763 | Validation Mean Recall: 0.8840 | Validation Mean F1_score: 0.8773
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2024-05-29 01:15:58 INFO: Epoch 089 | Train Loss: 0.2317 | Train Accuracy: 0.9470 | Validation Loss: 0.2379 | Validation Accuracy: 0.9490 | Validation Mean Precision: 0.8656 | Validation Mean Recall: 0.8911 | Validation Mean F1_score: 0.8728
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2024-05-29 01:15:59 INFO: Epoch 090 | Train Loss: 0.2358 | Train Accuracy: 0.9441 | Validation Loss: 0.3328 | Validation Accuracy: 0.8857 | Validation Mean Precision: 0.7890 | Validation Mean Recall: 0.8822 | Validation Mean F1_score: 0.8281
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2024-05-29 01:16:01 INFO: Epoch 091 | Train Loss: 0.2360 | Train Accuracy: 0.9441 | Validation Loss: 0.2315 | Validation Accuracy: 0.9485 | Validation Mean Precision: 0.8613 | Validation Mean Recall: 0.9039 | Validation Mean F1_score: 0.8736
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2024-05-29 01:16:03 INFO: Epoch 092 | Train Loss: 0.2379 | Train Accuracy: 0.9424 | Validation Loss: 0.2375 | Validation Accuracy: 0.9523 | Validation Mean Precision: 0.8939 | Validation Mean Recall: 0.8746 | Validation Mean F1_score: 0.8835
|
||||||
|
2024-05-29 01:16:04 INFO: Epoch 093 | Train Loss: 0.2345 | Train Accuracy: 0.9463 | Validation Loss: 0.2396 | Validation Accuracy: 0.9506 | Validation Mean Precision: 0.8930 | Validation Mean Recall: 0.8806 | Validation Mean F1_score: 0.8851
|
||||||
|
2024-05-29 01:16:05 INFO: Epoch 094 | Train Loss: 0.2340 | Train Accuracy: 0.9457 | Validation Loss: 0.2291 | Validation Accuracy: 0.9523 | Validation Mean Precision: 0.8789 | Validation Mean Recall: 0.8975 | Validation Mean F1_score: 0.8825
|
||||||
|
2024-05-29 01:16:07 INFO: Epoch 095 | Train Loss: 0.2359 | Train Accuracy: 0.9465 | Validation Loss: 0.2341 | Validation Accuracy: 0.9492 | Validation Mean Precision: 0.8710 | Validation Mean Recall: 0.9028 | Validation Mean F1_score: 0.8809
|
||||||
|
2024-05-29 01:16:08 INFO: Epoch 096 | Train Loss: 0.2328 | Train Accuracy: 0.9440 | Validation Loss: 0.2341 | Validation Accuracy: 0.9487 | Validation Mean Precision: 0.8756 | Validation Mean Recall: 0.9014 | Validation Mean F1_score: 0.8792
|
||||||
|
2024-05-29 01:16:10 INFO: Epoch 097 | Train Loss: 0.2368 | Train Accuracy: 0.9475 | Validation Loss: 0.2284 | Validation Accuracy: 0.9432 | Validation Mean Precision: 0.8534 | Validation Mean Recall: 0.8919 | Validation Mean F1_score: 0.8662
|
||||||
|
2024-05-29 01:16:11 INFO: Epoch 098 | Train Loss: 0.2383 | Train Accuracy: 0.9458 | Validation Loss: 0.2287 | Validation Accuracy: 0.9492 | Validation Mean Precision: 0.8593 | Validation Mean Recall: 0.9070 | Validation Mean F1_score: 0.8711
|
||||||
|
2024-05-29 01:16:13 INFO: Epoch 099 | Train Loss: 0.2322 | Train Accuracy: 0.9465 | Validation Loss: 0.2415 | Validation Accuracy: 0.9542 | Validation Mean Precision: 0.9140 | Validation Mean Recall: 0.8597 | Validation Mean F1_score: 0.8844
|
||||||
|
2024-05-29 01:16:14 INFO: Epoch 100 | Train Loss: 0.2398 | Train Accuracy: 0.9429 | Validation Loss: 0.2266 | Validation Accuracy: 0.9540 | Validation Mean Precision: 0.8987 | Validation Mean Recall: 0.8803 | Validation Mean F1_score: 0.8885
|
||||||
|
2024-05-29 01:16:16 INFO: Epoch 101 | Train Loss: 0.2326 | Train Accuracy: 0.9475 | Validation Loss: 0.2360 | Validation Accuracy: 0.9492 | Validation Mean Precision: 0.8990 | Validation Mean Recall: 0.8713 | Validation Mean F1_score: 0.8846
|
||||||
|
2024-05-29 01:16:18 INFO: Epoch 102 | Train Loss: 0.2255 | Train Accuracy: 0.9474 | Validation Loss: 0.2285 | Validation Accuracy: 0.9535 | Validation Mean Precision: 0.8878 | Validation Mean Recall: 0.8961 | Validation Mean F1_score: 0.8883
|
||||||
|
2024-05-29 01:16:19 INFO: Epoch 103 | Train Loss: 0.2353 | Train Accuracy: 0.9448 | Validation Loss: 0.2224 | Validation Accuracy: 0.9533 | Validation Mean Precision: 0.8830 | Validation Mean Recall: 0.8941 | Validation Mean F1_score: 0.8862
|
||||||
|
2024-05-29 01:16:21 INFO: Epoch 104 | Train Loss: 0.2271 | Train Accuracy: 0.9485 | Validation Loss: 0.2401 | Validation Accuracy: 0.9523 | Validation Mean Precision: 0.8855 | Validation Mean Recall: 0.8681 | Validation Mean F1_score: 0.8759
|
||||||
|
2024-05-29 01:16:22 INFO: Epoch 105 | Train Loss: 0.2360 | Train Accuracy: 0.9412 | Validation Loss: 0.2309 | Validation Accuracy: 0.9502 | Validation Mean Precision: 0.8945 | Validation Mean Recall: 0.8722 | Validation Mean F1_score: 0.8824
|
||||||
|
2024-05-29 01:16:24 INFO: Epoch 106 | Train Loss: 0.2348 | Train Accuracy: 0.9449 | Validation Loss: 0.2282 | Validation Accuracy: 0.9487 | Validation Mean Precision: 0.8652 | Validation Mean Recall: 0.9024 | Validation Mean F1_score: 0.8771
|
||||||
|
2024-05-29 01:16:25 INFO: Epoch 107 | Train Loss: 0.2368 | Train Accuracy: 0.9457 | Validation Loss: 0.2383 | Validation Accuracy: 0.9197 | Validation Mean Precision: 0.8275 | Validation Mean Recall: 0.8991 | Validation Mean F1_score: 0.8548
|
||||||
|
2024-05-29 01:16:26 INFO: Early stopping at epoch 106 | Best epoch : 57
|
||||||
|
2024-05-29 01:16:26 INFO: Best Validation F1 Score (Macro): 0.8918
|
||||||
|
2024-05-29 01:16:26 INFO: Best Validation Recall (Macro): 0.8847
|
||||||
|
2024-05-29 01:16:26 INFO: Best Validation Precision (Macro): 0.9005
|
||||||
|
2024-05-29 01:16:26 INFO: Best Epoch: 57
|
||||||
|
2024-05-29 01:16:26 INFO: Infer Result:
|
||||||
|
2024-05-29 01:16:26 INFO: Prediction errors: 434
|
||||||
|
2024-05-29 01:16:26 INFO: Prediction error percentage: 8.32%
|
||||||
|
2024-05-29 01:16:26 INFO: Total samples: 5218
|
||||||
|
2024-05-29 01:16:26 INFO: Infer Result End:
|
||||||
|
2024-05-29 01:16:26 INFO: Result: Avg F1: 0.8822 Avg Wrong Percentage: 5.99%
|
||||||
|
2024-05-29 01:16:26 INFO: Result: Avg Precision: [0.7481330358677849, 0.8581788688175195, 0.949279701595013, 0.9525727597360033] | 0.87704109150408
|
||||||
|
2024-05-29 01:16:26 INFO: Result: Avg Recall: [0.8096774193548386, 0.8906921241050119, 0.8885600455321571, 0.9802013422818792] | 0.8922827328184718
|
||||||
|
2024-05-29 01:16:26 INFO: Result: Avg F1: [0.7714399759907937, 0.8738125884545493, 0.9175302382524844, 0.9660268498572094] | 0.8822024131387591
|
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2024-05-29 01:43:02 INFO: config:
|
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2024-05-29 01:43:03 INFO: Infer Result:
|
||||||
|
2024-05-29 01:43:03 INFO: Prediction errors: 1070
|
||||||
|
2024-05-29 01:43:03 INFO: Prediction error percentage: 4.10%
|
||||||
|
2024-05-29 01:43:03 INFO: Total samples: 26088
|
||||||
|
2024-05-29 01:43:03 INFO: Infer Result End:
|
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2024-05-29 01:46:51 INFO: config:
|
||||||
|
2024-05-29 01:46:52 INFO: Infer Result:
|
||||||
|
2024-05-29 01:46:52 INFO: Prediction errors: 1070
|
||||||
|
2024-05-29 01:46:52 INFO: Prediction error percentage: 4.10%
|
||||||
|
2024-05-29 01:46:52 INFO: Total samples: 26088
|
||||||
|
2024-05-29 01:46:52 INFO: Infer Result End:
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg F1: 0.9233 Avg Wrong Percentage: 4.10%
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg Precision: [0.8276923076923077, 0.9590373783922171, 0.9740385781875531, 0.9537483137406051] | 0.9286291445031708
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg Recall: [0.8733766233766234, 0.8944603629417383, 0.9136322257624033, 0.9965767217076118] | 0.9195114834470941
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg F1: [0.8499210110584519, 0.9256239189523102, 0.9428688861487876, 0.9746922698178238] | 0.9232765214943434
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2024-05-29 01:46:51 INFO: config:
|
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|
2024-05-29 01:46:52 INFO: Infer Result:
|
||||||
|
2024-05-29 01:46:52 INFO: Prediction errors: 1070
|
||||||
|
2024-05-29 01:46:52 INFO: Prediction error percentage: 4.10%
|
||||||
|
2024-05-29 01:46:52 INFO: Total samples: 26088
|
||||||
|
2024-05-29 01:46:52 INFO: Infer Result End:
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg F1: 0.9233 Avg Wrong Percentage: 4.10%
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg Precision: [0.8276923076923077, 0.9590373783922171, 0.9740385781875531, 0.9537483137406051] | 0.9286291445031708
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg Recall: [0.8733766233766234, 0.8944603629417383, 0.9136322257624033, 0.9965767217076118] | 0.9195114834470941
|
||||||
|
2024-05-29 01:46:52 INFO: Result: Avg F1: [0.8499210110584519, 0.9256239189523102, 0.9428688861487876, 0.9746922698178238] | 0.9232765214943434
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|||||||
|
from pydantic import BaseModel
|
||||||
|
import requests
|
||||||
|
import pandas as pd
|
||||||
|
import os
|
||||||
|
|
||||||
|
def preprocess_data(df_src, df_leave, df_dropout_warning):
|
||||||
|
"""
|
||||||
|
对原始数据进行预处理,返回处理好的 DataFrame。
|
||||||
|
|
||||||
|
参数:
|
||||||
|
df_src (pandas.DataFrame): 学生信息表
|
||||||
|
df_leave (pandas.DataFrame): 请假记录表
|
||||||
|
df_dropout_warning (pandas.DataFrame): 学业预警表
|
||||||
|
|
||||||
|
返回:
|
||||||
|
pandas.DataFrame: 处理好的数据 DataFrame
|
||||||
|
"""
|
||||||
|
# 定义SCL-90的10个因子
|
||||||
|
scl_90_factors = ["躯体化", "强迫症状", "人际关系敏感", "抑郁", "焦虑", "敌对", "恐怖", "偏执", "精神病性", "其他"]
|
||||||
|
new_factor_names = ["somatization", "obsessive_compulsive", "interpersonal_sensitivity", "depression", "anxiety", "hostility", "terror", "paranoia", "psychoticism", "other"]
|
||||||
|
|
||||||
|
def calculate_warning_level(row):
|
||||||
|
factors = row[scl_90_factors]
|
||||||
|
if (factors >= 4).sum() >= 1 or (factors >= 3).sum() >= 8:
|
||||||
|
return 1
|
||||||
|
elif (factors >= 3).sum() >= 1:
|
||||||
|
return 2
|
||||||
|
elif (factors >= 2).sum() >= 1:
|
||||||
|
return 3
|
||||||
|
else:
|
||||||
|
return 4
|
||||||
|
|
||||||
|
# 根据学号填充请假次数
|
||||||
|
df_leave['请假次数'] = df_leave['学号'].map(df_leave.groupby('学号')['请假次数'].sum().to_dict())
|
||||||
|
df_src['请假次数'] = df_src['编号'].map(df_leave.set_index('学号')['请假次数']).fillna(0)
|
||||||
|
# 计算请假次数平均值
|
||||||
|
leave_mean = df_leave['请假次数'].mean()
|
||||||
|
|
||||||
|
# 根据学号填充是否受过退学预警
|
||||||
|
df_dropout_warning['是否受过退学预警'] = df_dropout_warning['学号'].map(df_dropout_warning.groupby('学号')['是否受过退学预警'].sum().to_dict())
|
||||||
|
df_src['是否受过退学预警'] = df_src['编号'].map(df_dropout_warning.set_index('学号')['是否受过退学预警']).fillna(0)
|
||||||
|
|
||||||
|
# 计算预警等级
|
||||||
|
df_src['类别'] = df_src.apply(calculate_warning_level, axis=1)
|
||||||
|
|
||||||
|
# 英文数字化特征
|
||||||
|
for i, factor in enumerate(scl_90_factors):
|
||||||
|
df_src[new_factor_names[i]] = df_src[factor]
|
||||||
|
df_src['label'] = df_src['类别'].apply(lambda x: x - 1)
|
||||||
|
|
||||||
|
# 对df_src进行统一处理
|
||||||
|
df_src['father_parenting_style'] = df_src['父亲教养方式'].apply(lambda x: 1 if x == "温暖与理解" else 0)
|
||||||
|
df_src['mother_parenting_style'] = df_src['母亲教养方式'].apply(lambda x: 1 if x == "温暖与理解" else 0)
|
||||||
|
df_src['self_assessed_family_economic_condition'] = df_src['自评家庭经济条件'].apply(lambda x: 2 if x == "贫困" else 1 if x == "较差" else 0)
|
||||||
|
df_src['history_of_psychological_counseling'] = df_src['心理治疗（咨询）史'].apply(lambda x: 0 if x in ['无', '没有'] else 1)
|
||||||
|
df_src['absenteeism_above_average'] = df_src['请假次数'].apply(lambda x: 1 if x >= leave_mean else 0)
|
||||||
|
df_src['academic_warning'] = df_src['是否受过退学预警'].apply(lambda x: 1 if x == 1 else 0)
|
||||||
|
|
||||||
|
return df_src
|
||||||
|
|
||||||
|
def convert_to_list(df):
|
||||||
|
"""
|
||||||
|
将 DataFrame 转换成包含所有特征和标签的数据列表。
|
||||||
|
|
||||||
|
参数:
|
||||||
|
df (pandas.DataFrame): 处理好的数据 DataFrame
|
||||||
|
|
||||||
|
返回:
|
||||||
|
list: 包含所有特征和标签的数据列表
|
||||||
|
"""
|
||||||
|
features_data_list = []
|
||||||
|
for _, row in df.iterrows():
|
||||||
|
features_data = {
|
||||||
|
"somatization": row["somatization"],
|
||||||
|
"obsessive_compulsive": row["obsessive_compulsive"],
|
||||||
|
"interpersonal_sensitivity": row["interpersonal_sensitivity"],
|
||||||
|
"depression": row["depression"],
|
||||||
|
"anxiety": row["anxiety"],
|
||||||
|
"hostility": row["hostility"],
|
||||||
|
"terror": row["terror"],
|
||||||
|
"paranoia": row["paranoia"],
|
||||||
|
"psychoticism": row["psychoticism"],
|
||||||
|
"other": row["other"],
|
||||||
|
"father_parenting_style": row["father_parenting_style"],
|
||||||
|
"mother_parenting_style": row["mother_parenting_style"],
|
||||||
|
"self_assessed_family_economic_condition": row["self_assessed_family_economic_condition"],
|
||||||
|
"history_of_psychological_counseling": row["history_of_psychological_counseling"],
|
||||||
|
"absenteeism_above_average": row["absenteeism_above_average"],
|
||||||
|
"academic_warning": row["academic_warning"],
|
||||||
|
"label": row["label"]
|
||||||
|
}
|
||||||
|
features_data_list.append(features_data)
|
||||||
|
return features_data_list
|
||||||
Loading…
Reference in New Issue