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BeckResearchLab · Jan 29, 2019 · f52d8d1 · f52d8d1
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diff --git a/model_create/__pycache__/model_create.cpython-36.pyc b/model_create/__pycache__/model_create.cpython-36.pyc
diff --git a/model_create/__pycache__/parameter.cpython-36.pyc b/model_create/__pycache__/parameter.cpython-36.pyc
diff --git a/model_create/latest.json b/model_create/latest.json
@@ -1 +1 @@
-{"layer_number": 1, "starting_n": 72, "best_R": 0.9620589137849329, "best_param": [["tanh", 10], ["tanh", 18], "linear"], "cumulative_time": 4060.8181924819946}
+{"layer_number": 2, "starting_n": 90, "best_R": 0.9396900626947863, "best_param": [["tanh", 18], ["tanh", 5], ["linear", 10], "linear"], "cumulative_time": 7373.343111991882}
diff --git a/model_create/model_create.py b/model_create/model_create.py
@@ -268,7 +268,6 @@ def model_continue_search(data,test_fraction,random_state,cumulative_time,params
  print(x)
  pr.check_write(x,'latest.json')
  print("")
- f.close()
 
  print(best_param)
  print(best_R)
@@ -332,6 +331,11 @@ def continue_layer_search(data,test_fraction,random_state,cumulative_time,params
  print("best R for the combination %s with %d hidden layer is %0.4f" % (best_param,layer,best_R))
  best_list.append(best_param)
  best_R_list.append(best_R)
+ else:
+ best_param,best_R = model_initial_search(data,test_fraction,random_state,layer,cumulative_time,params)
+ print("best R for the combination %s with %d hidden layer is %0.4f" % (best_param,layer,best_R))
+ best_list.append(best_param)
+ best_R_list.append(best_R)
  print(best_list,best_R_list)
  max_R = best_R_list[0]
  max_param = best_list[0]

diff --git a/model_create/parameter.py b/model_create/parameter.py
@@ -21,9 +21,12 @@ def pca_eval(data):
  It takes formatted data as parameter
  The explained variance ratio is printed
  '''
- x = data['X_var']
- x = StandardScaler().fit_transform(x)
+ X_var,Y_var,input_dim,output_dim = dp.data_info(data)
+ x = StandardScaler().fit_transform(X_var)
  pca = PCA()
  pca.fit(x)
- print(pca.explained_variance_ratio_) 
-
+ print(pca.explained_variance_ratio_) 
+ return pca.explained_variance_ratio_
+
+
+
diff --git a/model_create/results2.txt b/model_create/results2.txt