0.1.108

PyPI/setup.cfg

@@ -1,7 +1,7 @@
 [metadata]
 # replace with your username:
 name = guan
-version = 0.1.107
+version = 0.1.108
 author = guanjihuan
 author_email = guanjihuan@163.com
 description = An open source python package

PyPI/src/guan.egg-info/PKG-INFO

@@ -1,6 +1,6 @@
 Metadata-Version: 2.1
 Name: guan
-Version: 0.1.107
+Version: 0.1.108
 Summary: An open source python package
 Home-page: https://py.guanjihuan.com
 Author: guanjihuan

PyPI/src/guan/machine_learning.py

@@ -254,11 +254,18 @@ def save_model(model, filename='./model.pth'):
     import torch
     torch.save(model, filename)
 
-# 以字典的形式保存模型的所有信息到文件（保存时需要模型的类可访问）
+# 以字典的形式保存模型的所有信息到文件（保存时需要模型的类可访问，此外还要输入模型的实例化函数）
-def save_model_with_all_information(model, model_class, note='', filename='./model_with_all_information.pth'):
+def save_model_with_all_information(model, model_class, model_instantiation, note='', filename='./model_with_all_information.pth'):
     import torch
+    import guan
+    model_class_source = guan.get_source(name=model_class)
+    model_class_source = 'import torch\n'+model_class_source
+    model_instantiation_source = guan.get_source(name=model_instantiation)
     checkpoint = {'model_state_dict': model.state_dict(),
-                  'model_class': model_class,
+                  'model_class_name': model_class.__name__,
+                  'model_class_source': model_class_source,
+                  'model_instantiation_name':model_instantiation.__name__,
+                  'model_instantiation_source': model_instantiation_source,
                   'note': note,}
     torch.save(checkpoint, filename)
 
@@ -274,12 +281,19 @@ def load_model(filename='./model.pth'):
     model = torch.load(filename)
     return model
 
-# 加载包含所有信息的模型（包含了模型的类，返回的是对象）
+# 加载包含所有信息的模型（包含了模型的类和实例化函数等，返回的是模型对象）
 def load_model_with_all_information(filename='./model_with_all_information.pth', note_print=0):
     import torch
     checkpoint = torch.load(filename)
-    model_class = checkpoint['model_class']
+    model_class_source = checkpoint['model_class_source']
-    model = model_class()
+    exec(model_class_source, globals())
+    # model_class_name = checkpoint['model_class_name']
+    # model_class = globals()[model_class_name]
+    model_instantiation_source = checkpoint['model_instantiation_source']
+    exec(model_instantiation_source, globals())
+    model_instantiation_name = checkpoint['model_instantiation_name']
+    model_instantiation = globals()[model_instantiation_name]
+    model = model_instantiation()
     model.load_state_dict(checkpoint['model_state_dict'])
     if note_print==1:
         note = checkpoint['note']

PyPI/src/guan/others.py

@@ -40,6 +40,12 @@ def chat(prompt='你好', model=1, stream=0, top_p=0.8, temperature=0.85):
             print('\n--- End Stream Message ---\n')
     return response
 
+# 获取函数或类的源码（返回字符串）
+def get_source(name):
+    import inspect
+    source = inspect.getsource(name)
+    return source
+
 # 获取当前日期字符串
 def get_date(bar=True):
     import datetime
@@ -464,12 +470,6 @@ def get_PID(name):
     id_running = ps_ef[1]
     return id_running
 
-# 获取函数的源码
-def get_function_source(function_name):
-    import inspect
-    function_source = inspect.getsource(function_name)
-    return function_source
-
 # 查找文件名相同的文件
 def find_repeated_file_with_same_filename(directory='./', ignored_directory_with_words=[], ignored_file_with_words=[], num=1000):
     import os