diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 43a3ed3..299396f 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,7 @@
   <component name="ChangeListManager">
     <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/train.py" beforeDir="false" afterPath="$PROJECT_DIR$/train.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2735" />
+          <entry key="py" value="2776" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2735" />
+          <entry key="Python" value="2776" />
         </counts>
       </usages-collector>
     </session>
@@ -67,8 +67,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/main.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="276">
-              <caret line="151" column="82" selection-start-line="151" selection-start-column="51" selection-end-line="151" selection-end-column="82" />
+            <state relative-caret-position="223">
+              <caret line="205" column="54" lean-forward="true" selection-start-line="205" selection-start-column="54" selection-end-line="205" selection-end-column="54" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -79,8 +79,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="157">
-              <caret line="42" column="9" selection-start-line="42" selection-start-column="4" selection-end-line="42" selection-end-column="9" />
+            <state relative-caret-position="-1056">
+              <caret line="43" column="16" lean-forward="true" selection-start-line="43" selection-start-column="16" selection-end-line="43" selection-end-column="16" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
                 <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
@@ -89,11 +89,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="295">
-              <caret line="106" column="59" selection-start-line="106" selection-start-column="59" selection-end-line="106" selection-end-column="59" />
+            <state relative-caret-position="326">
+              <caret line="70" column="56" selection-start-line="70" selection-start-column="45" selection-end-line="70" selection-end-column="56" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -131,11 +131,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="282">
-              <caret line="47" column="12" selection-start-line="47" selection-start-column="12" selection-end-line="47" selection-end-column="60" />
+            <state relative-caret-position="79">
+              <caret line="39" column="28" lean-forward="true" selection-start-line="39" selection-start-column="28" selection-end-line="39" selection-end-column="28" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -179,11 +179,11 @@
         <option value="$PROJECT_DIR$/requirements.txt" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
         <option value="$PROJECT_DIR$/README.md" />
-        <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/serve.py" />
         <option value="$PROJECT_DIR$/train.py" />
+        <option value="$PROJECT_DIR$/main.py" />
       </list>
     </option>
   </component>
@@ -226,7 +226,7 @@
   <component name="PropertiesComponent">
     <property name="WebServerToolWindowFactoryState" value="false" />
     <property name="aspect.path.notification.shown" value="true" />
-    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588389284728" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588391197616" />
     <property name="go.gopath.indexing.explicitly.defined" value="true" />
     <property name="nodejs_interpreter_path.stuck_in_default_project" value="undefined stuck path" />
     <property name="nodejs_npm_path_reset_for_default_project" value="true" />
@@ -267,15 +267,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="23403000" />
+      <workItem from="1588319878551" duration="24387000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="40376000" />
+    <option name="totallyTimeSpent" value="41360000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
+    <editor active="true" />
     <layout>
       <window_info id="Designer" order="0" />
       <window_info id="UI Designer" order="1" />
@@ -364,20 +365,20 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/main.py">
+    <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="276">
-          <caret line="151" column="82" selection-start-line="151" selection-start-column="51" selection-end-line="151" selection-end-column="82" />
+        <state relative-caret-position="326">
+          <caret line="70" column="56" selection-start-line="70" selection-start-column="45" selection-end-line="70" selection-end-column="56" />
           <folding>
-            <element signature="e#0#19#0" expanded="true" />
+            <element signature="e#0#28#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="157">
-          <caret line="42" column="9" selection-start-line="42" selection-start-column="4" selection-end-line="42" selection-end-column="9" />
+        <state relative-caret-position="-1056">
+          <caret line="43" column="16" lean-forward="true" selection-start-line="43" selection-start-column="16" selection-end-line="43" selection-end-column="16" />
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             <element signature="e#18#46#0" expanded="true" />
             <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
@@ -385,22 +386,22 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+    <entry file="file://$PROJECT_DIR$/main.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="282">
-          <caret line="47" column="12" selection-start-line="47" selection-start-column="12" selection-end-line="47" selection-end-column="60" />
+        <state relative-caret-position="223">
+          <caret line="205" column="54" lean-forward="true" selection-start-line="205" selection-start-column="54" selection-end-line="205" selection-end-column="54" />
           <folding>
-            <element signature="e#0#23#0" expanded="true" />
+            <element signature="e#0#19#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/train.py">
+    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="295">
-          <caret line="106" column="59" selection-start-line="106" selection-start-column="59" selection-end-line="106" selection-end-column="59" />
+        <state relative-caret-position="79">
+          <caret line="39" column="28" lean-forward="true" selection-start-line="39" selection-start-column="28" selection-end-line="39" selection-end-column="28" />
           <folding>
-            <element signature="e#0#28#0" expanded="true" />
+            <element signature="e#0#23#0" expanded="true" />
           </folding>
         </state>
       </provider>
diff --git a/main.py b/main.py
index 9ed77ed..b5e39b5 100644
--- a/main.py
+++ b/main.py
@@ -187,7 +187,6 @@ def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):  # 这
 # print(label_data[-1])
 # print(predict_data[-1][0])
 
-
 def main(config):
 	np.random.seed(config.random_seed)
 	data_gainer = Data(config)
diff --git a/train.py b/train.py
index 57f1cbf..9bb8ca4 100644
--- a/train.py
+++ b/train.py
@@ -90,7 +90,7 @@ def experiment(repeats, series, seed):
 	supervised = timeseries_to_supervised(diff_values, lag2)
 	supervised_values = supervised.values
 	# split data into train and test-sets
-	test_data_num = 4
+	test_data_num = 12
 	train, test = supervised_values[0:-test_data_num], supervised_values[-test_data_num:]
 	# transform the scale of the data
 	print(test)