From c68a1aaa5aa08a168101faab36da691711cc41f1 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 16:35:56 +0800
Subject: [PATCH 001/108] update

---
 .idea/workspace.xml | 126 ++++++++++++++++++--------------------------
 main.py             |  49 +++++++++--------
 serve.py            | 109 ++++++++++++++++++++++----------------
 3 files changed, 140 insertions(+), 144 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 63a1c03..2b5add6 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,6 +2,7 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
+      <change beforePath="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -15,8 +16,9 @@
     <session id="570274097">
       <usages-collector id="statistics.lifecycle.project">
         <counts>
+          <entry key="project.open.time.1" value="1" />
           <entry key="project.open.time.3" value="1" />
-          <entry key="project.opened" value="1" />
+          <entry key="project.opened" value="2" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.extensions.open">
@@ -43,24 +45,24 @@
       <usages-collector id="statistics.file.extensions.edit">
         <counts>
           <entry key="Dockerfile" value="16" />
-          <entry key="py" value="1357" />
+          <entry key="py" value="1577" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.types.edit">
         <counts>
           <entry key="Dockerfile" value="16" />
-          <entry key="Python" value="1357" />
+          <entry key="Python" value="1577" />
         </counts>
       </usages-collector>
     </session>
   </component>
   <component name="FileEditorManager">
-    <leaf>
+    <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
       <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="2160">
-              <caret line="144" column="4" selection-start-line="144" selection-start-column="4" selection-end-line="144" selection-end-column="30" />
+            <state relative-caret-position="72">
+              <caret line="215" lean-forward="true" selection-start-line="215" selection-end-line="215" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -80,11 +82,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="260">
-              <caret line="53" column="28" selection-start-line="53" selection-start-column="28" selection-end-line="53" selection-end-column="28" />
+            <state relative-caret-position="159">
+              <caret line="215" column="29" lean-forward="true" selection-start-line="215" selection-start-column="29" selection-end-line="215" selection-end-column="29" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588180249558" expanded="true" signature="5697:5971" ph="..." />
+                <marker date="1588322032419" expanded="true" signature="5713:5715" ph="..." />
               </folding>
             </state>
           </provider>
@@ -103,7 +105,7 @@
         <entry file="file://$PROJECT_DIR$/requirements.txt">
           <provider selected="true" editor-type-id="text-editor">
             <state relative-caret-position="120">
-              <caret line="8" lean-forward="true" selection-start-line="8" selection-end-line="8" />
+              <caret line="8" selection-start-line="8" selection-end-line="8" />
             </state>
           </provider>
         </entry>
@@ -111,7 +113,7 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="358">
+            <state relative-caret-position="870">
               <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
@@ -145,9 +147,9 @@
         <option value="$PROJECT_DIR$/test.py" />
         <option value="$PROJECT_DIR$/model/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/requirements.txt" />
-        <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
+        <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/serve.py" />
       </list>
     </option>
@@ -167,8 +169,6 @@
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
-      <pane id="AndroidView" />
-      <pane id="PackagesPane" />
       <pane id="ProjectPane">
         <subPane>
           <expand>
@@ -185,6 +185,8 @@
           <select />
         </subPane>
       </pane>
+      <pane id="AndroidView" />
+      <pane id="PackagesPane" />
       <pane id="Scope" />
     </panes>
   </component>
@@ -232,21 +234,23 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
+      <workItem from="1588319878551" duration="1997000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="16973000" />
+    <option name="totallyTimeSpent" value="18970000" />
   </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" />
       <window_info id="Capture Tool" order="2" />
       <window_info id="Favorites" order="3" side_tool="true" />
       <window_info id="Image Layers" order="4" />
-      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.24959612" />
+      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
       <window_info id="Structure" order="6" sideWeight="0.50101835" side_tool="true" weight="0.24959612" />
       <window_info anchor="bottom" id="Version Control" order="0" />
       <window_info active="true" anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
@@ -282,62 +286,15 @@
     <entry file="file://$PROJECT_DIR$/yao-optimizer.iml">
       <provider selected="true" editor-type-id="text-editor" />
     </entry>
-    <entry file="file://$PROJECT_DIR$/test.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="150">
-          <caret line="52" column="30" selection-start-line="52" selection-start-column="30" selection-end-line="52" selection-end-column="30" />
-          <folding>
-            <element signature="e#0#19#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/figure/continue_predict_high_with_pytorch.png">
-      <provider selected="true" editor-type-id="images" />
-    </entry>
-    <entry file="file://$PROJECT_DIR$/figure/continue_predict_low_with_pytorch.png">
-      <provider selected="true" editor-type-id="images" />
-    </entry>
-    <entry file="file://$PROJECT_DIR$/figure/predict_high_with_keras.png">
-      <provider selected="true" editor-type-id="images" />
-    </entry>
-    <entry file="file://$PROJECT_DIR$/figure/predict_low_with_tensorflow.png">
-      <provider selected="true" editor-type-id="images" />
-    </entry>
-    <entry file="file://$PROJECT_DIR$/figure/predict_low_with_keras.png">
-      <provider selected="true" editor-type-id="images" />
-    </entry>
-    <entry file="file://$PROJECT_DIR$/figure/predict_high_with_tensorflow.png">
-      <provider selected="true" editor-type-id="images" />
-    </entry>
-    <entry file="file://$PROJECT_DIR$/figure/predict_high_with_pytorch.png">
-      <provider selected="true" editor-type-id="images" />
-    </entry>
-    <entry file="file://$PROJECT_DIR$/Readme.md">
-      <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
-        <state split_layout="SPLIT">
-          <first_editor />
-          <second_editor />
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/requirements.txt">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="120">
-          <caret line="8" lean-forward="true" selection-start-line="8" selection-end-line="8" />
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/main.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="2160">
-          <caret line="144" column="4" selection-start-line="144" selection-start-column="4" selection-end-line="144" selection-end-column="30" />
-          <folding>
-            <element signature="e#0#19#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
+    <entry file="file://$PROJECT_DIR$/test.py" />
+    <entry file="file://$PROJECT_DIR$/figure/continue_predict_high_with_pytorch.png" />
+    <entry file="file://$PROJECT_DIR$/figure/continue_predict_low_with_pytorch.png" />
+    <entry file="file://$PROJECT_DIR$/figure/predict_high_with_keras.png" />
+    <entry file="file://$PROJECT_DIR$/figure/predict_low_with_tensorflow.png" />
+    <entry file="file://$PROJECT_DIR$/figure/predict_low_with_keras.png" />
+    <entry file="file://$PROJECT_DIR$/figure/predict_high_with_tensorflow.png" />
+    <entry file="file://$PROJECT_DIR$/figure/predict_high_with_pytorch.png" />
+    <entry file="file://$PROJECT_DIR$/Readme.md" />
     <entry file="file://$PROJECT_DIR$/data/stock_data.csv">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="60">
@@ -352,9 +309,16 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/requirements.txt">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="120">
+          <caret line="8" selection-start-line="8" selection-end-line="8" />
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="358">
+        <state relative-caret-position="870">
           <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
           <folding>
             <element signature="e#0#23#0" expanded="true" />
@@ -362,13 +326,23 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/main.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="72">
+          <caret line="215" lean-forward="true" selection-start-line="215" selection-end-line="215" />
+          <folding>
+            <element signature="e#0#19#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="260">
-          <caret line="53" column="28" selection-start-line="53" selection-start-column="28" selection-end-line="53" selection-end-column="28" />
+        <state relative-caret-position="159">
+          <caret line="215" column="29" lean-forward="true" selection-start-line="215" selection-start-column="29" selection-end-line="215" selection-end-column="29" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588180249558" expanded="true" signature="5697:5971" ph="..." />
+            <marker date="1588322032419" expanded="true" signature="5713:5715" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/main.py b/main.py
index 38a9c36..9ed77ed 100644
--- a/main.py
+++ b/main.py
@@ -4,7 +4,6 @@ import os
 from sklearn.model_selection import train_test_split
 from model_tensorflow import train, predict
 
-
 frame = "tensorflow"
 
 
@@ -31,7 +30,7 @@ class Config:
 	shuffle_train_data = True
 
 	# train_data_rate = 0.95 #comment yqy
-	train_data_rate = 1 #add yqy
+	train_data_rate = 1  # add yqy
 	valid_data_rate = 0.15
 
 	batch_size = 64
@@ -47,11 +46,11 @@ class Config:
 		batch_size = 1
 		continue_flag = "continue_"
 
-	#comment yqy
+	# comment yqy
 	# train_data_path = "./data/stock_data.csv"
 	model_save_path = "./checkpoint/"
 	figure_save_path = "./figure/"
-	#comment end
+	# comment end
 	# add yqy
 	train_data_path = "./data/stock_data_30.csv"
 	# model_save_path = "./checkpoint/30/"
@@ -129,10 +128,10 @@ class Data:
 		if test_data_yqy is None:
 			test_data_yqy = []
 		# test_data_yqy=test_data_yqy[1:21]
-		feature_data=(test_data_yqy - self.mean) / self.std
-		test_x=[feature_data]
+		feature_data = (test_data_yqy - self.mean) / self.std
+		test_x = [feature_data]
 		return np.array(test_x)
-	# add end
+# add end
 
 
 def draw(config, origin_data, predict_norm_data):
@@ -161,38 +160,42 @@ def draw(config, origin_data, predict_norm_data):
 	print(predict_data)
 
 
-def draw_yqy(config, origin_data, predict_norm_data,mean_yqy,std_yqy):# 这里origin_data等同于test_data_values_yqy
+def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):  # 这里origin_data等同于test_data_values_yqy
 	label_norm_data = (origin_data - mean_yqy) / std_yqy
-	assert label_norm_data.shape[0] == predict_norm_data.shape[0], "The element number in origin and predicted data is different"
+	assert label_norm_data.shape[0] == predict_norm_data.shape[
+		0], "The element number in origin and predicted data is different"
 
-	#label_norm_data=label_norm_data[:,1]
+	# label_norm_data=label_norm_data[:,1]
 	label_name = 'high'
 	label_column_num = 1
 
-	loss = np.mean((label_norm_data[config.predict_day:][:,1] - predict_norm_data[:-config.predict_day][0:]) ** 2, axis=0)[1]
+	loss = \
+	np.mean((label_norm_data[config.predict_day:][:, 1] - predict_norm_data[:-config.predict_day][0:]) ** 2, axis=0)[1]
 	print("The mean squared error of stock {} is ".format(label_name), loss)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
 	# predict_X = [x + config.predict_day for x in label_X]
 
-	label_data = label_norm_data[:,1] * std_yqy[1]+ mean_yqy[1]
+	label_data = label_norm_data[:, 1] * std_yqy[1] + mean_yqy[1]
 
-	predict_data = predict_norm_data * std_yqy[1]+ mean_yqy[1]
+	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
 
 	print(label_data)
 	print(predict_data)
-	# print(label_data[-1])
-	# print(predict_data[-1][0])
+
+
+# print(label_data[-1])
+# print(predict_data[-1][0])
+
 
 def main(config):
 	np.random.seed(config.random_seed)
 	data_gainer = Data(config)
 
 	# add yqy
-	mean_yqy=Data(config).mean
-	std_yqy=Data(config).std
-	#add end
-
+	mean_yqy = Data(config).mean
+	std_yqy = Data(config).std
+	# add end
 
 	if config.do_train:
 		train_X, valid_X, train_Y, valid_Y = data_gainer.get_train_and_valid_data()
@@ -200,15 +203,15 @@ def main(config):
 
 	if config.do_predict:
 		# add yqy
-		test_data_yqy = pd.read_csv("./data/test_data.csv",usecols=list([2, 5]))
-		test_data_values_yqy=test_data_yqy.values[:]
+		test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=list([2, 5]))
+		test_data_values_yqy = test_data_yqy.values[:]
 		# test_data_yqy=[104.3,104.39]
-		test_X =data_gainer.get_test_data_yqy(test_data_values_yqy)
+		test_X = data_gainer.get_test_data_yqy(test_data_values_yqy)
 		# add end
 		# test_X, test_Y = data_gainer.get_test_data(return_label_data=True)# comment yqy
 		pred_result = predict(config, test_X)
 		# draw(config, data_gainer, pred_result)# comment yqy
-		draw_yqy(config, test_data_values_yqy, pred_result,mean_yqy,std_yqy)
+		draw_yqy(config, test_data_values_yqy, pred_result, mean_yqy, std_yqy)
 
 
 if __name__ == "__main__":
diff --git a/serve.py b/serve.py
index c40bbb5..dbff087 100644
--- a/serve.py
+++ b/serve.py
@@ -11,11 +11,13 @@ import os
 from sklearn.model_selection import train_test_split
 from model_tensorflow import train, predict
 import csv
+from collections import deque
+from StringIO import StringIO
 
 
 class Config:
-	feature_columns = list(range(0, 6))
-	label_columns = [3, 4, 5]
+	feature_columns = list([2, 5])
+	label_columns = [5]
 	feature_and_label_columns = feature_columns + label_columns
 	label_in_feature_columns = (lambda x, y: [x.index(i) for i in y])(feature_columns, label_columns)
 
@@ -34,7 +36,8 @@ class Config:
 	add_train = False
 	shuffle_train_data = True
 
-	train_data_rate = 0.95
+	# train_data_rate = 0.95 #comment yqy
+	train_data_rate = 1  # add yqy
 	valid_data_rate = 0.15
 
 	batch_size = 64
@@ -50,10 +53,10 @@ class Config:
 		batch_size = 1
 		continue_flag = "continue_"
 
-	train_data_path = "./data.csv"
-	test_data_path = "./test.csv"
+	train_data_path = "./data/data.csv"
 	model_save_path = "./checkpoint/"
 	figure_save_path = "./figure/"
+
 	do_figure_save = False
 	if not os.path.exists(model_save_path):
 		os.mkdir(model_save_path)
@@ -74,17 +77,14 @@ class Data:
 		self.train_num = int(self.data_num * self.config.train_data_rate)
 
 		self.mean = np.mean(self.data, axis=0)
-
 		self.std = np.std(self.data, axis=0)
 		self.norm_data = (self.data - self.mean) / self.std
 
 		self.start_num_in_test = 0
 
 	def read_data(self):
-		init_data = pd.read_csv(
-			self.config.train_data_path,
-			usecols=self.config.feature_and_label_columns
-		)
+		init_data = pd.read_csv(self.config.train_data_path,
+		                        usecols=self.config.feature_and_label_columns)
 		return init_data.values, init_data.columns.tolist()
 
 	def get_train_and_valid_data(self):
@@ -112,22 +112,6 @@ class Data:
 		return train_x, valid_x, train_y, valid_y
 
 	def get_test_data(self, return_label_data=False):
-		init_data = pd.read_csv(
-			self.config.test_data_path,
-			usecols=self.config.feature_and_label_columns
-		)
-		norm_data = (init_data - self.mean) / self.std
-		feature_data = norm_data[:]
-		time_step_size = feature_data.shape[0] // self.config.time_step
-
-		test_x = [feature_data[0 + i * self.config.time_step: 0 + (
-				i + 1) * self.config.time_step]
-		          for i in range(time_step_size)]
-		if return_label_data:
-			label_data = norm_data[0:, self.config.label_in_feature_columns]
-			return np.array(test_x), label_data
-		return np.array(test_x)
-
 		feature_data = self.norm_data[self.train_num:]
 		self.start_num_in_test = feature_data.shape[0] % self.config.time_step
 		time_step_size = feature_data.shape[0] // self.config.time_step
@@ -140,31 +124,46 @@ class Data:
 			return np.array(test_x), label_data
 		return np.array(test_x)
 
+	# add yqy
+	def get_test_data_yqy(self, test_data_yqy=None):
+		if test_data_yqy is None:
+			test_data_yqy = []
+		# test_data_yqy=test_data_yqy[1:21]
+		feature_data = (test_data_yqy - self.mean) / self.std
+		test_x = [feature_data]
+		return np.array(test_x)
 
-def draw(config, origin_data, predict_norm_data):
-	label_norm_data = origin_data.norm_data[origin_data.train_num + origin_data.start_num_in_test:,
-	                  config.label_in_feature_columns]
+
+# add end
+
+
+def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):  # 这里origin_data等同于test_data_values_yqy
+	label_norm_data = (origin_data - mean_yqy) / std_yqy
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"
 
-	label_name = [origin_data.data_column_name[i] for i in config.label_in_feature_columns]
-	label_column_num = len(config.label_columns)
+	# label_norm_data=label_norm_data[:,1]
+	label_name = 'high'
+	label_column_num = 1
 
-	loss = np.mean((label_norm_data[config.predict_day:] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
+	loss = \
+		np.mean((label_norm_data[config.predict_day:][:, 1] - predict_norm_data[:-config.predict_day][0:]) ** 2,
+		        axis=0)[1]
 	print("The mean squared error of stock {} is ".format(label_name), loss)
 
-	label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
-	predict_X = [x + config.predict_day for x in label_X]
+	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
+	# predict_X = [x + config.predict_day for x in label_X]
 
-	label_data = label_norm_data * origin_data.std[config.label_in_feature_columns] + \
-	             origin_data.mean[config.label_in_feature_columns]
+	label_data = label_norm_data[:, 1] * std_yqy[1] + mean_yqy[1]
 
-	predict_data = predict_norm_data * origin_data.std[config.label_in_feature_columns] + \
-	               origin_data.mean[config.label_in_feature_columns]
+	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
 
 	print(label_data)
 	print(predict_data)
 
+	print(label_data[-1])
+	print(predict_data[-1])
+
 
 PORT_NUMBER = 8080
 lock = Lock()
@@ -199,15 +198,35 @@ class MyHandler(BaseHTTPRequestHandler):
 
 		elif req.path == "/predict":
 			try:
-				job = query.get('job')[0]
-				gpu_model = query.get('gpu_model')[0]
-				time = query.get('time')[0]
+				data = {
+					'job': query.get('job')[0],
+					'model': query.get('model')[0],
+					'time': query.get('time')[0],
+					'utilGPU': query.get('utilGPU')[0],
+					'utilCPU': query.get('utilCPU')[0],
+					'pre': 0,
+					'main': 0,
+					'post': 0
+				}
+
+				with open(config.train_data_path, 'r') as f:
+					q = deque(f, config.time_step - 1)
+					df = pd.read_csv(StringIO(''.join(q)), usecols=config.feature_and_label_columns)
+
+					df.append(data, ignore_index=True)
+					df.to_csv('./data/test_data.csv')
+
+				np.random.seed(config.random_seed)
 				data_gainer = Data(config)
-				test_X, test_Y = data_gainer.get_test_data(return_label_data=True)
-				print(test_X, test_Y)
+				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=list(range(0, 8)))
+				test_data_values = test_data_yqy.values[:]
+				test_X = data_gainer.get_test_data_yqy(test_data_values)
 				pred_result = predict(config, test_X)
-				print(pred_result)
-				draw(config, data_gainer, pred_result)
+
+				mean = Data(config).mean
+				std = Data(config).std
+				draw_yqy(config, test_data_values, pred_result, mean, std)
+
 				msg = {'code': 1, 'error': "container not exist"}
 			except Exception as e:
 				msg = {'code': 2, 'error': str(e)}

From ac6cb487975066cf7bdb0b934f1451197c51548b Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 16:37:26 +0800
Subject: [PATCH 002/108] update

---
 serve.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/serve.py b/serve.py
index dbff087..519af5b 100644
--- a/serve.py
+++ b/serve.py
@@ -137,7 +137,7 @@ class Data:
 # add end
 
 
-def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):  # 这里origin_data等同于test_data_values_yqy
+def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	label_norm_data = (origin_data - mean_yqy) / std_yqy
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"

From 062b021bc0811e3c45eee6c6033e593425996c53 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 16:43:41 +0800
Subject: [PATCH 003/108] update

---
 .idea/workspace.xml | 112 ++++++++++++++++++++++----------------------
 Dockerfile          |   4 +-
 2 files changed, 60 insertions(+), 56 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 2b5add6..59aaedb 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,8 +2,7 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
-      <change beforePath="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/Dockerfile" beforeDir="false" afterPath="$PROJECT_DIR$/Dockerfile" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -29,11 +28,13 @@
           <entry key="md" value="1" />
           <entry key="png" value="7" />
           <entry key="py" value="6" />
+          <entry key="sh" value="1" />
           <entry key="txt" value="2" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.types.open">
         <counts>
+          <entry key="Bash" value="1" />
           <entry key="Dockerfile" value="1" />
           <entry key="IDEA_MODULE" value="1" />
           <entry key="Image" value="7" />
@@ -44,14 +45,16 @@
       </usages-collector>
       <usages-collector id="statistics.file.extensions.edit">
         <counts>
-          <entry key="Dockerfile" value="16" />
-          <entry key="py" value="1577" />
+          <entry key="Dockerfile" value="75" />
+          <entry key="py" value="1581" />
+          <entry key="sh" value="5" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.types.edit">
         <counts>
-          <entry key="Dockerfile" value="16" />
-          <entry key="Python" value="1577" />
+          <entry key="Bash" value="5" />
+          <entry key="Dockerfile" value="75" />
+          <entry key="Python" value="1581" />
         </counts>
       </usages-collector>
     </session>
@@ -79,33 +82,24 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <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="159">
-              <caret line="215" column="29" lean-forward="true" selection-start-line="215" selection-start-column="29" selection-end-line="215" selection-end-column="29" />
+            <state relative-caret-position="1597">
+              <caret line="139" column="72" selection-start-line="139" selection-start-column="72" selection-end-line="139" selection-end-column="72" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588322032419" expanded="true" signature="5713:5715" ph="..." />
+                <marker date="1588322245802" expanded="true" signature="5480:5482" ph="..." />
               </folding>
             </state>
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/Dockerfile">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="180">
-              <caret line="12" column="24" selection-start-line="12" selection-start-column="24" selection-end-line="12" selection-end-column="24" />
-            </state>
-          </provider>
-        </entry>
-      </file>
-      <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/requirements.txt">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="120">
-              <caret line="8" selection-start-line="8" selection-end-line="8" />
+            <state relative-caret-position="315">
+              <caret line="21" lean-forward="true" selection-start-line="21" selection-end-line="21" />
             </state>
           </provider>
         </entry>
@@ -113,7 +107,7 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="870">
+            <state relative-caret-position="358">
               <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
@@ -147,10 +141,11 @@
         <option value="$PROJECT_DIR$/test.py" />
         <option value="$PROJECT_DIR$/model/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/requirements.txt" />
-        <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/serve.py" />
+        <option value="$PROJECT_DIR$/Dockerfile" />
+        <option value="$PROJECT_DIR$/bootstrap.sh" />
       </list>
     </option>
   </component>
@@ -234,12 +229,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="1997000" />
+      <workItem from="1588319878551" duration="2541000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="18970000" />
+    <option name="totallyTimeSpent" value="19514000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -250,10 +245,10 @@
       <window_info id="Capture Tool" order="2" />
       <window_info id="Favorites" order="3" side_tool="true" />
       <window_info id="Image Layers" order="4" />
-      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
+      <window_info active="true" content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
       <window_info id="Structure" order="6" sideWeight="0.50101835" side_tool="true" weight="0.24959612" />
       <window_info anchor="bottom" id="Version Control" order="0" />
-      <window_info active="true" anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
+      <window_info anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
       <window_info anchor="bottom" id="Event Log" order="2" side_tool="true" />
       <window_info anchor="bottom" id="Database Changes" order="3" show_stripe_button="false" />
       <window_info anchor="bottom" id="Docker" order="4" show_stripe_button="false" />
@@ -302,30 +297,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Dockerfile">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="180">
-          <caret line="12" column="24" selection-start-line="12" selection-start-column="24" selection-end-line="12" selection-end-column="24" />
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/requirements.txt">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="120">
-          <caret line="8" selection-start-line="8" selection-end-line="8" />
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="870">
-          <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
-          <folding>
-            <element signature="e#0#23#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/main.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="72">
@@ -338,15 +309,46 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="159">
-          <caret line="215" column="29" lean-forward="true" selection-start-line="215" selection-start-column="29" selection-end-line="215" selection-end-column="29" />
+        <state relative-caret-position="1597">
+          <caret line="139" column="72" selection-start-line="139" selection-start-column="72" selection-end-line="139" selection-end-column="72" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588322032419" expanded="true" signature="5713:5715" ph="..." />
+            <marker date="1588322245802" expanded="true" signature="5480:5482" ph="..." />
           </folding>
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/requirements.txt">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="120">
+          <caret line="8" selection-start-line="8" selection-end-line="8" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="358">
+          <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
+          <folding>
+            <element signature="e#0#23#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/bootstrap.sh">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="30">
+          <caret line="2" column="22" lean-forward="true" selection-start-line="2" selection-start-column="22" selection-end-line="2" selection-end-column="22" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/Dockerfile">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="315">
+          <caret line="21" lean-forward="true" selection-start-line="21" selection-end-line="21" />
+        </state>
+      </provider>
+    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/Dockerfile b/Dockerfile
index 88d1875..7ffcbf0 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -14,7 +14,9 @@ RUN pip3 install pandas sklearn tensorflow-gpu==1.14
 
 ADD bootstrap.sh /etc/bootstrap.sh
 
-ADD agent.py /root/agent.py
+RUN mkdir /root/data/
+ADD serve.py /root/serve.py
+ADD model_tensorflow.py /root/model_tensorflow.py
 
 WORKDIR /root
 

From 2d2fa99b297b502dcfdb02db3462b9c8d5d456f7 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 16:44:16 +0800
Subject: [PATCH 004/108] update

---
 bootstrap.sh | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100755 bootstrap.sh

diff --git a/bootstrap.sh b/bootstrap.sh
new file mode 100755
index 0000000..6552432
--- /dev/null
+++ b/bootstrap.sh
@@ -0,0 +1,3 @@
+#!/usr/bin/env bash
+
+python3 /root/serve.py
\ No newline at end of file

From e165177626c0edb63b72d655829870e57a991e38 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 16:54:18 +0800
Subject: [PATCH 005/108] update

---
 .idea/workspace.xml | 36 +++++++++++++++++++++---------------
 serve.py            |  2 +-
 2 files changed, 22 insertions(+), 16 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 59aaedb..3d8a65a 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,9 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
-      <change beforePath="$PROJECT_DIR$/Dockerfile" beforeDir="false" afterPath="$PROJECT_DIR$/Dockerfile" afterDir="false" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -28,13 +26,13 @@
           <entry key="md" value="1" />
           <entry key="png" value="7" />
           <entry key="py" value="6" />
-          <entry key="sh" value="1" />
+          <entry key="sh" value="2" />
           <entry key="txt" value="2" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.types.open">
         <counts>
-          <entry key="Bash" value="1" />
+          <entry key="Bash" value="2" />
           <entry key="Dockerfile" value="1" />
           <entry key="IDEA_MODULE" value="1" />
           <entry key="Image" value="7" />
@@ -98,8 +96,17 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/Dockerfile">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="315">
-              <caret line="21" lean-forward="true" selection-start-line="21" selection-end-line="21" />
+            <state relative-caret-position="210">
+              <caret line="14" column="34" lean-forward="true" selection-start-line="14" selection-start-column="34" selection-end-line="14" selection-end-column="34" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/bootstrap.sh">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="30">
+              <caret line="2" column="22" lean-forward="true" selection-start-line="2" selection-start-column="22" selection-end-line="2" selection-end-column="22" />
             </state>
           </provider>
         </entry>
@@ -198,13 +205,13 @@
     <property name="settings.editor.selected.configurable" value="http.proxy" />
   </component>
   <component name="RecentsManager">
-    <key name="CopyFile.RECENT_KEYS">
-      <recent name="$PROJECT_DIR$" />
-    </key>
     <key name="MoveFile.RECENT_KEYS">
       <recent name="$PROJECT_DIR$" />
       <recent name="$PROJECT_DIR$/model" />
     </key>
+    <key name="CopyFile.RECENT_KEYS">
+      <recent name="$PROJECT_DIR$" />
+    </key>
   </component>
   <component name="RunDashboard">
     <option name="ruleStates">
@@ -229,16 +236,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="2541000" />
+      <workItem from="1588319878551" duration="2803000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="19514000" />
+    <option name="totallyTimeSpent" value="19776000" />
   </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" />
@@ -344,8 +350,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/Dockerfile">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="315">
-          <caret line="21" lean-forward="true" selection-start-line="21" selection-end-line="21" />
+        <state relative-caret-position="210">
+          <caret line="14" column="34" lean-forward="true" selection-start-line="14" selection-start-column="34" selection-end-line="14" selection-end-column="34" />
         </state>
       </provider>
     </entry>
diff --git a/serve.py b/serve.py
index 519af5b..08aa7fa 100644
--- a/serve.py
+++ b/serve.py
@@ -12,7 +12,7 @@ from sklearn.model_selection import train_test_split
 from model_tensorflow import train, predict
 import csv
 from collections import deque
-from StringIO import StringIO
+from io import StringIO
 
 
 class Config:

From 8a3aaa92f29c9262f53a9a4945c7e87f8bcc9e0f Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 16:57:04 +0800
Subject: [PATCH 006/108] update

---
 .idea/workspace.xml | 46 ++++++++++++++++++++++-----------------------
 serve.py            |  5 ++++-
 2 files changed, 27 insertions(+), 24 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 3d8a65a..d17b1a3 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,9 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
+      <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
+    </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -80,20 +82,19 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="1597">
-              <caret line="139" column="72" selection-start-line="139" selection-start-column="72" selection-end-line="139" selection-end-column="72" />
+            <state relative-caret-position="195">
+              <caret line="13" column="29" lean-forward="true" selection-start-line="13" selection-start-column="29" selection-end-line="13" selection-end-column="29" />
               <folding>
-                <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588322245802" expanded="true" signature="5480:5482" ph="..." />
+                <marker date="1588323257423" expanded="true" signature="5474:5476" ph="..." />
               </folding>
             </state>
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/Dockerfile">
           <provider selected="true" editor-type-id="text-editor">
             <state relative-caret-position="210">
@@ -150,9 +151,9 @@
         <option value="$PROJECT_DIR$/requirements.txt" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/main.py" />
-        <option value="$PROJECT_DIR$/serve.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
+        <option value="$PROJECT_DIR$/serve.py" />
       </list>
     </option>
   </component>
@@ -236,12 +237,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="2803000" />
+      <workItem from="1588319878551" duration="3124000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="19776000" />
+    <option name="totallyTimeSpent" value="20097000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -251,10 +252,10 @@
       <window_info id="Capture Tool" order="2" />
       <window_info id="Favorites" order="3" side_tool="true" />
       <window_info id="Image Layers" order="4" />
-      <window_info active="true" content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
+      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
       <window_info id="Structure" order="6" sideWeight="0.50101835" side_tool="true" weight="0.24959612" />
       <window_info anchor="bottom" id="Version Control" order="0" />
-      <window_info anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
+      <window_info active="true" anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
       <window_info anchor="bottom" id="Event Log" order="2" side_tool="true" />
       <window_info anchor="bottom" id="Database Changes" order="3" show_stripe_button="false" />
       <window_info anchor="bottom" id="Docker" order="4" show_stripe_button="false" />
@@ -313,17 +314,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/serve.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="1597">
-          <caret line="139" column="72" selection-start-line="139" selection-start-column="72" selection-end-line="139" selection-end-column="72" />
-          <folding>
-            <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588322245802" expanded="true" signature="5480:5482" ph="..." />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/requirements.txt">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="120">
@@ -355,6 +345,16 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/serve.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="195">
+          <caret line="13" column="29" lean-forward="true" selection-start-line="13" selection-start-column="29" selection-end-line="13" selection-end-column="29" />
+          <folding>
+            <marker date="1588323257423" expanded="true" signature="5474:5476" ph="..." />
+          </folding>
+        </state>
+      </provider>
+    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/serve.py b/serve.py
index 08aa7fa..a6bd165 100644
--- a/serve.py
+++ b/serve.py
@@ -240,15 +240,18 @@ class MyHandler(BaseHTTPRequestHandler):
 				job = query.get('job')[0]
 				model = query.get('model')[0]
 				time = query.get('time')[0]
+				utilGPU = query.get('utilGPU')[0]
+				utilCPU = query.get('utilCPU')[0]
 				pre = query.get('pre')[0]
 				main = query.get('main')[0]
 				post = query.get('post')[0]
+
 				with open(config.train_data_path, 'a+', newline='') as csvfile:
 					spamwriter = csv.writer(
 						csvfile, delimiter=',',
 						quotechar='|', quoting=csv.QUOTE_MINIMAL
 					)
-					spamwriter.writerow([job, model, time, pre, main, post])
+					spamwriter.writerow([job, model, time, utilGPU, utilCPU, pre, main, post])
 				msg = {'code': 1, 'error': "container not exist"}
 			except Exception as e:
 				msg = {'code': 2, 'error': str(e)}

From 13ea0efe0c71429aa57dec988d59de609446a7ac Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 16:59:42 +0800
Subject: [PATCH 007/108] update

---
 .idea/workspace.xml | 79 ++++++++++++++++++++++++++++++---------------
 serve.py            |  2 +-
 2 files changed, 54 insertions(+), 27 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index d17b1a3..278ea27 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,7 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
-      <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -25,7 +25,7 @@
           <entry key="Dockerfile" value="1" />
           <entry key="csv" value="2" />
           <entry key="iml" value="1" />
-          <entry key="md" value="1" />
+          <entry key="md" value="2" />
           <entry key="png" value="7" />
           <entry key="py" value="6" />
           <entry key="sh" value="2" />
@@ -38,7 +38,7 @@
           <entry key="Dockerfile" value="1" />
           <entry key="IDEA_MODULE" value="1" />
           <entry key="Image" value="7" />
-          <entry key="Markdown" value="1" />
+          <entry key="Markdown" value="2" />
           <entry key="PLAIN_TEXT" value="4" />
           <entry key="Python" value="6" />
         </counts>
@@ -46,7 +46,8 @@
       <usages-collector id="statistics.file.extensions.edit">
         <counts>
           <entry key="Dockerfile" value="75" />
-          <entry key="py" value="1581" />
+          <entry key="md" value="66" />
+          <entry key="py" value="1597" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +55,8 @@
         <counts>
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
-          <entry key="Python" value="1581" />
+          <entry key="Markdown" value="66" />
+          <entry key="Python" value="1597" />
         </counts>
       </usages-collector>
     </session>
@@ -82,18 +84,31 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <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="195">
-              <caret line="13" column="29" lean-forward="true" selection-start-line="13" selection-start-column="29" selection-end-line="13" selection-end-column="29" />
+            <state relative-caret-position="47">
+              <caret line="239" selection-start-line="239" selection-end-line="246" selection-end-column="43" />
               <folding>
-                <marker date="1588323257423" expanded="true" signature="5474:5476" ph="..." />
+                <element signature="e#18#46#0" expanded="true" />
+                <marker date="1588323423143" expanded="true" signature="5474:5476" ph="..." />
               </folding>
             </state>
           </provider>
         </entry>
       </file>
+      <file pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/README.md">
+          <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
+            <state split_layout="SPLIT">
+              <first_editor relative-caret-position="60">
+                <caret line="4" column="5" lean-forward="true" selection-start-line="4" selection-start-column="5" selection-end-line="4" selection-end-column="66" />
+              </first_editor>
+              <second_editor />
+            </state>
+          </provider>
+        </entry>
+      </file>
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/Dockerfile">
           <provider selected="true" editor-type-id="text-editor">
@@ -154,6 +169,7 @@
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
         <option value="$PROJECT_DIR$/serve.py" />
+        <option value="$PROJECT_DIR$/README.md" />
       </list>
     </option>
   </component>
@@ -196,7 +212,7 @@
   <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="1588180252829" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588323505241" />
     <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" />
@@ -237,15 +253,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="3124000" />
+      <workItem from="1588319878551" duration="3366000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="20097000" />
+    <option name="totallyTimeSpent" value="20339000" />
   </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" />
@@ -296,7 +313,6 @@
     <entry file="file://$PROJECT_DIR$/figure/predict_low_with_keras.png" />
     <entry file="file://$PROJECT_DIR$/figure/predict_high_with_tensorflow.png" />
     <entry file="file://$PROJECT_DIR$/figure/predict_high_with_pytorch.png" />
-    <entry file="file://$PROJECT_DIR$/Readme.md" />
     <entry file="file://$PROJECT_DIR$/data/stock_data.csv">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="60">
@@ -304,16 +320,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/main.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="72">
-          <caret line="215" lean-forward="true" selection-start-line="215" selection-end-line="215" />
-          <folding>
-            <element signature="e#0#19#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/requirements.txt">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="120">
@@ -345,16 +351,37 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/main.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="72">
+          <caret line="215" lean-forward="true" selection-start-line="215" selection-end-line="215" />
+          <folding>
+            <element signature="e#0#19#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="195">
-          <caret line="13" column="29" lean-forward="true" selection-start-line="13" selection-start-column="29" selection-end-line="13" selection-end-column="29" />
+        <state relative-caret-position="47">
+          <caret line="239" selection-start-line="239" selection-end-line="246" selection-end-column="43" />
           <folding>
-            <marker date="1588323257423" expanded="true" signature="5474:5476" ph="..." />
+            <element signature="e#18#46#0" expanded="true" />
+            <marker date="1588323423143" expanded="true" signature="5474:5476" ph="..." />
           </folding>
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/README.md">
+      <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
+        <state split_layout="SPLIT">
+          <first_editor relative-caret-position="60">
+            <caret line="4" column="5" lean-forward="true" selection-start-line="4" selection-start-column="5" selection-end-line="4" selection-end-column="66" />
+          </first_editor>
+          <second_editor />
+        </state>
+      </provider>
+    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/serve.py b/serve.py
index a6bd165..b2025d6 100644
--- a/serve.py
+++ b/serve.py
@@ -315,7 +315,7 @@ if __name__ == '__main__':
 				csvfile, delimiter=',',
 				quotechar='|', quoting=csv.QUOTE_MINIMAL
 			)
-			spamwriter.writerow(["Job", "Model", "Time", "Pre", "Main", "Post"])
+			spamwriter.writerow(["job", "model", "time", "utilGPU", "utilCPU", "pre", "main", "post"])
 
 		# Wait forever for incoming http requests
 		server.serve_forever()

From 6dc0b8485c57dfa084d4f66d0f82bf0de23fd1a9 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:09:07 +0800
Subject: [PATCH 008/108] update

---
 .idea/workspace.xml | 44 ++++++++++++++++++++++----------------------
 serve.py            |  2 +-
 2 files changed, 23 insertions(+), 23 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 278ea27..549ac90 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="66" />
-          <entry key="py" value="1597" />
+          <entry key="py" value="1653" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="66" />
-          <entry key="Python" value="1597" />
+          <entry key="Python" value="1653" />
         </counts>
       </usages-collector>
     </session>
@@ -84,20 +84,20 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="47">
-              <caret line="239" selection-start-line="239" selection-end-line="246" selection-end-column="43" />
+            <state relative-caret-position="280">
+              <caret line="179" column="17" selection-start-line="179" selection-start-column="10" selection-end-line="179" selection-end-column="17" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588323423143" expanded="true" signature="5474:5476" ph="..." />
+                <marker date="1588323581632" expanded="true" signature="5474:5476" ph="..." />
               </folding>
             </state>
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/README.md">
           <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
             <state split_layout="SPLIT">
@@ -168,8 +168,8 @@
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
-        <option value="$PROJECT_DIR$/serve.py" />
         <option value="$PROJECT_DIR$/README.md" />
+        <option value="$PROJECT_DIR$/serve.py" />
       </list>
     </option>
   </component>
@@ -212,7 +212,7 @@
   <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="1588323505241" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588323910385" />
     <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" />
@@ -253,12 +253,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="3366000" />
+      <workItem from="1588319878551" duration="3554000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="20339000" />
+    <option name="totallyTimeSpent" value="20527000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -361,17 +361,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/serve.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="47">
-          <caret line="239" selection-start-line="239" selection-end-line="246" selection-end-column="43" />
-          <folding>
-            <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588323423143" expanded="true" signature="5474:5476" ph="..." />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -382,6 +371,17 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/serve.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="280">
+          <caret line="179" column="17" selection-start-line="179" selection-start-column="10" selection-end-line="179" selection-end-column="17" />
+          <folding>
+            <element signature="e#18#46#0" expanded="true" />
+            <marker date="1588323581632" expanded="true" signature="5474:5476" ph="..." />
+          </folding>
+        </state>
+      </provider>
+    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/serve.py b/serve.py
index b2025d6..3cc1953 100644
--- a/serve.py
+++ b/serve.py
@@ -77,7 +77,7 @@ class Data:
 		self.train_num = int(self.data_num * self.config.train_data_rate)
 
 		self.mean = np.mean(self.data, axis=0)
-		self.std = np.std(self.data, axis=0)
+		self.std = np.std(self.data + 0.0001, axis=0)
 		self.norm_data = (self.data - self.mean) / self.std
 
 		self.start_num_in_test = 0

From 96d4ecc483f161f1b43fbc41f099845531d7fc8a Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:09:37 +0800
Subject: [PATCH 009/108] update

---
 .idea/workspace.xml | 44 ++++++++++++++++++++++----------------------
 serve.py            |  2 +-
 2 files changed, 23 insertions(+), 23 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 549ac90..514db54 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="66" />
-          <entry key="py" value="1653" />
+          <entry key="py" value="1674" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="66" />
-          <entry key="Python" value="1653" />
+          <entry key="Python" value="1674" />
         </counts>
       </usages-collector>
     </session>
@@ -87,11 +88,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="280">
-              <caret line="179" column="17" selection-start-line="179" selection-start-column="10" selection-end-line="179" selection-end-column="17" />
+            <state relative-caret-position="238">
+              <caret line="79" column="38" selection-start-line="79" selection-start-column="38" selection-end-line="79" selection-end-column="38" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588323581632" expanded="true" signature="5474:5476" ph="..." />
+                <marker date="1588324145666" expanded="true" signature="5483:5485" ph="..." />
               </folding>
             </state>
           </provider>
@@ -212,7 +213,7 @@
   <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="1588323910385" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588324085798" />
     <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" />
@@ -253,16 +254,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="3554000" />
+      <workItem from="1588319878551" duration="3765000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="20527000" />
+    <option name="totallyTimeSpent" value="20738000" />
   </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" />
@@ -327,16 +327,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="358">
-          <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
-          <folding>
-            <element signature="e#0#23#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/bootstrap.sh">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="30">
@@ -371,13 +361,23 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="358">
+          <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
+          <folding>
+            <element signature="e#0#23#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="280">
-          <caret line="179" column="17" selection-start-line="179" selection-start-column="10" selection-end-line="179" selection-end-column="17" />
+        <state relative-caret-position="238">
+          <caret line="79" column="38" selection-start-line="79" selection-start-column="38" selection-end-line="79" selection-end-column="38" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588323581632" expanded="true" signature="5474:5476" ph="..." />
+            <marker date="1588324145666" expanded="true" signature="5483:5485" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 3cc1953..1ca640a 100644
--- a/serve.py
+++ b/serve.py
@@ -77,7 +77,7 @@ class Data:
 		self.train_num = int(self.data_num * self.config.train_data_rate)
 
 		self.mean = np.mean(self.data, axis=0)
-		self.std = np.std(self.data + 0.0001, axis=0)
+		self.std = np.std(self.data, axis=0) + 0.0001
 		self.norm_data = (self.data - self.mean) / self.std
 
 		self.start_num_in_test = 0

From 7fc3ba4732f5040cd270fa407e1ec576dcd8d454 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:21:35 +0800
Subject: [PATCH 010/108] update

---
 .idea/workspace.xml | 58 +++++++++++++++++++++++----------------------
 serve.py            |  4 ++--
 2 files changed, 32 insertions(+), 30 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 514db54..caeeda1 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,8 +47,8 @@
       <usages-collector id="statistics.file.extensions.edit">
         <counts>
           <entry key="Dockerfile" value="75" />
-          <entry key="md" value="66" />
-          <entry key="py" value="1674" />
+          <entry key="md" value="104" />
+          <entry key="py" value="1700" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,8 +56,8 @@
         <counts>
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
-          <entry key="Markdown" value="66" />
-          <entry key="Python" value="1674" />
+          <entry key="Markdown" value="104" />
+          <entry key="Python" value="1700" />
         </counts>
       </usages-collector>
     </session>
@@ -85,25 +85,25 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <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="238">
-              <caret line="79" column="38" selection-start-line="79" selection-start-column="38" selection-end-line="79" selection-end-column="38" />
+            <state relative-caret-position="134">
+              <caret line="179" column="44" selection-start-line="179" selection-start-column="37" selection-end-line="179" selection-end-column="44" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588324145666" expanded="true" signature="5483:5485" ph="..." />
+                <marker date="1588324534076" expanded="true" signature="5494:5496" ph="..." />
               </folding>
             </state>
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/README.md">
           <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
             <state split_layout="SPLIT">
-              <first_editor relative-caret-position="60">
-                <caret line="4" column="5" lean-forward="true" selection-start-line="4" selection-start-column="5" selection-end-line="4" selection-end-column="66" />
+              <first_editor relative-caret-position="105">
+                <caret line="7" column="6" selection-start-line="7" selection-start-column="6" selection-end-line="7" selection-end-column="6" />
               </first_editor>
               <second_editor />
             </state>
@@ -154,6 +154,7 @@
       <find>lstm</find>
       <find>used</find>
       <find>mean</find>
+      <find>std</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -169,8 +170,8 @@
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
-        <option value="$PROJECT_DIR$/README.md" />
         <option value="$PROJECT_DIR$/serve.py" />
+        <option value="$PROJECT_DIR$/README.md" />
       </list>
     </option>
   </component>
@@ -213,7 +214,7 @@
   <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="1588324085798" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588324551639" />
     <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" />
@@ -254,15 +255,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="3765000" />
+      <workItem from="1588319878551" duration="4214000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="20738000" />
+    <option name="totallyTimeSpent" value="21187000" />
   </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" />
@@ -351,16 +353,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/README.md">
-      <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
-        <state split_layout="SPLIT">
-          <first_editor relative-caret-position="60">
-            <caret line="4" column="5" lean-forward="true" selection-start-line="4" selection-start-column="5" selection-end-line="4" selection-end-column="66" />
-          </first_editor>
-          <second_editor />
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="358">
@@ -373,15 +365,25 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="238">
-          <caret line="79" column="38" selection-start-line="79" selection-start-column="38" selection-end-line="79" selection-end-column="38" />
+        <state relative-caret-position="134">
+          <caret line="179" column="44" selection-start-line="179" selection-start-column="37" selection-end-line="179" selection-end-column="44" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588324145666" expanded="true" signature="5483:5485" ph="..." />
+            <marker date="1588324534076" expanded="true" signature="5494:5496" ph="..." />
           </folding>
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/README.md">
+      <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
+        <state split_layout="SPLIT">
+          <first_editor relative-caret-position="105">
+            <caret line="7" column="6" selection-start-line="7" selection-start-column="6" selection-end-line="7" selection-end-column="6" />
+          </first_editor>
+          <second_editor />
+        </state>
+      </provider>
+    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/serve.py b/serve.py
index 1ca640a..785532b 100644
--- a/serve.py
+++ b/serve.py
@@ -16,8 +16,8 @@ from io import StringIO
 
 
 class Config:
-	feature_columns = list([2, 5])
-	label_columns = [5]
+	feature_columns = list(range(0, 8))
+	label_columns = [5, 6, 7]
 	feature_and_label_columns = feature_columns + label_columns
 	label_in_feature_columns = (lambda x, y: [x.index(i) for i in y])(feature_columns, label_columns)
 

From 4025141db24ad73e8795fc4360a1b7668d05ebbf Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:28:32 +0800
Subject: [PATCH 011/108] update

---
 .idea/workspace.xml | 37 ++++++++++++++++++-------------------
 serve.py            |  2 +-
 2 files changed, 19 insertions(+), 20 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index caeeda1..02831af 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,6 @@
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -85,11 +84,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="134">
-              <caret line="179" column="44" selection-start-line="179" selection-start-column="37" selection-end-line="179" selection-end-column="44" />
+            <state relative-caret-position="177">
+              <caret line="19" column="29" lean-forward="true" selection-start-line="19" selection-start-column="29" selection-end-line="19" selection-end-column="29" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
                 <marker date="1588324534076" expanded="true" signature="5494:5496" ph="..." />
@@ -98,7 +97,7 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/README.md">
           <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
             <state split_layout="SPLIT">
@@ -214,7 +213,7 @@
   <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="1588324551639" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588325250123" />
     <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" />
@@ -255,12 +254,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="4214000" />
+      <workItem from="1588319878551" duration="4368000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="21187000" />
+    <option name="totallyTimeSpent" value="21341000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -363,17 +362,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/serve.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="134">
-          <caret line="179" column="44" selection-start-line="179" selection-start-column="37" selection-end-line="179" selection-end-column="44" />
-          <folding>
-            <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588324534076" expanded="true" signature="5494:5496" ph="..." />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -384,6 +372,17 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/serve.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="177">
+          <caret line="19" column="29" lean-forward="true" selection-start-line="19" selection-start-column="29" selection-end-line="19" selection-end-column="29" />
+          <folding>
+            <element signature="e#18#46#0" expanded="true" />
+            <marker date="1588324534076" expanded="true" signature="5494:5496" ph="..." />
+          </folding>
+        </state>
+      </provider>
+    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/serve.py b/serve.py
index 785532b..93314c0 100644
--- a/serve.py
+++ b/serve.py
@@ -212,7 +212,7 @@ class MyHandler(BaseHTTPRequestHandler):
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
 					df = pd.read_csv(StringIO(''.join(q)), usecols=config.feature_and_label_columns)
-
+					print(df)
 					df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv')
 

From 8e1024d0909ea7dc990c6bf07d03615450a5f976 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:36:53 +0800
Subject: [PATCH 012/108] update

---
 .idea/workspace.xml | 26 ++++++++++++++------------
 serve.py            |  4 ++--
 2 files changed, 16 insertions(+), 14 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 02831af..bd77355 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1700" />
+          <entry key="py" value="1711" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1700" />
+          <entry key="Python" value="1711" />
         </counts>
       </usages-collector>
     </session>
@@ -87,11 +88,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="177">
-              <caret line="19" column="29" lean-forward="true" selection-start-line="19" selection-start-column="29" selection-end-line="19" selection-end-column="29" />
+            <state relative-caret-position="265">
+              <caret line="216" column="53" lean-forward="true" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588324534076" expanded="true" signature="5494:5496" ph="..." />
+                <marker date="1588325752043" expanded="true" signature="5494:5496" ph="..." />
               </folding>
             </state>
           </provider>
@@ -154,6 +155,7 @@
       <find>used</find>
       <find>mean</find>
       <find>std</find>
+      <find>usecol</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -169,8 +171,8 @@
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
-        <option value="$PROJECT_DIR$/serve.py" />
         <option value="$PROJECT_DIR$/README.md" />
+        <option value="$PROJECT_DIR$/serve.py" />
       </list>
     </option>
   </component>
@@ -213,7 +215,7 @@
   <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="1588325250123" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588325680642" />
     <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" />
@@ -254,12 +256,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="4368000" />
+      <workItem from="1588319878551" duration="4904000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="21341000" />
+    <option name="totallyTimeSpent" value="21877000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -374,11 +376,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="177">
-          <caret line="19" column="29" lean-forward="true" selection-start-line="19" selection-start-column="29" selection-end-line="19" selection-end-column="29" />
+        <state relative-caret-position="265">
+          <caret line="216" column="53" lean-forward="true" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588324534076" expanded="true" signature="5494:5496" ph="..." />
+            <marker date="1588325752043" expanded="true" signature="5494:5496" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 93314c0..41f1cc2 100644
--- a/serve.py
+++ b/serve.py
@@ -211,14 +211,14 @@ class MyHandler(BaseHTTPRequestHandler):
 
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
-					df = pd.read_csv(StringIO(''.join(q)), usecols=config.feature_and_label_columns)
+					df = pd.read_csv(StringIO(''.join(q)), header=None)
 					print(df)
 					df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv')
 
 				np.random.seed(config.random_seed)
 				data_gainer = Data(config)
-				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=list(range(0, 8)))
+				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=config.feature_and_label_columns)
 				test_data_values = test_data_yqy.values[:]
 				test_X = data_gainer.get_test_data_yqy(test_data_values)
 				pred_result = predict(config, test_X)

From b40cd37c45eb4b02f9de634cf211d2a7cb1963ff Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:41:08 +0800
Subject: [PATCH 013/108] update

---
 .idea/workspace.xml | 20 +++++++++-----------
 serve.py            |  3 ++-
 2 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index bd77355..6b617cc 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,6 @@
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1711" />
+          <entry key="py" value="1715" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1711" />
+          <entry key="Python" value="1715" />
         </counts>
       </usages-collector>
     </session>
@@ -89,10 +88,10 @@
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
             <state relative-caret-position="265">
-              <caret line="216" column="53" lean-forward="true" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
+              <caret line="216" column="53" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588325752043" expanded="true" signature="5494:5496" ph="..." />
+                <marker date="1588325812248" expanded="true" signature="5494:5496" ph="..." />
               </folding>
             </state>
           </provider>
@@ -215,7 +214,7 @@
   <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="1588325680642" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588325900732" />
     <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" />
@@ -256,16 +255,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="4904000" />
+      <workItem from="1588319878551" duration="5073000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="21877000" />
+    <option name="totallyTimeSpent" value="22046000" />
   </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" />
@@ -377,10 +375,10 @@
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="265">
-          <caret line="216" column="53" lean-forward="true" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
+          <caret line="216" column="53" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588325752043" expanded="true" signature="5494:5496" ph="..." />
+            <marker date="1588325812248" expanded="true" signature="5494:5496" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 41f1cc2..69caa3d 100644
--- a/serve.py
+++ b/serve.py
@@ -214,7 +214,8 @@ class MyHandler(BaseHTTPRequestHandler):
 					df = pd.read_csv(StringIO(''.join(q)), header=None)
 					print(df)
 					df.append(data, ignore_index=True)
-					df.to_csv('./data/test_data.csv')
+					print(df)
+					df.to_csv('./data/test_data.csv', index=False)
 
 				np.random.seed(config.random_seed)
 				data_gainer = Data(config)

From a989912b0f187cae374fda0e42294a8e27e36969 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:43:47 +0800
Subject: [PATCH 014/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 4 +---
 2 files changed, 2 insertions(+), 4 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 6b617cc..7408a70 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -214,7 +214,7 @@
   <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="1588325900732" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588326091384" />
     <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" />
diff --git a/serve.py b/serve.py
index 69caa3d..18f6d7b 100644
--- a/serve.py
+++ b/serve.py
@@ -212,9 +212,7 @@ class MyHandler(BaseHTTPRequestHandler):
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
 					df = pd.read_csv(StringIO(''.join(q)), header=None)
-					print(df)
-					df.append(data, ignore_index=True)
-					print(df)
+					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 
 				np.random.seed(config.random_seed)

From 0ac1e57c1fab32eb89028e3c0e3e6437cc9d017e Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:47:01 +0800
Subject: [PATCH 015/108] update

---
 .idea/workspace.xml | 23 ++++++++++++-----------
 serve.py            |  3 ++-
 2 files changed, 14 insertions(+), 12 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 7408a70..04d7035 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1715" />
+          <entry key="py" value="1732" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1715" />
+          <entry key="Python" value="1732" />
         </counts>
       </usages-collector>
     </session>
@@ -87,11 +87,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="265">
-              <caret line="216" column="53" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
+            <state relative-caret-position="200">
+              <caret line="213" column="70" selection-start-line="213" selection-start-column="66" selection-end-line="213" selection-end-column="70" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588325812248" expanded="true" signature="5494:5496" ph="..." />
+                <marker date="1588326226349" expanded="true" signature="5494:5496" ph="..." />
               </folding>
             </state>
           </provider>
@@ -214,7 +214,7 @@
   <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="1588326091384" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588326351611" />
     <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" />
@@ -255,15 +255,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="5073000" />
+      <workItem from="1588319878551" duration="5348000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="22046000" />
+    <option name="totallyTimeSpent" value="22321000" />
   </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" />
@@ -374,11 +375,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="265">
-          <caret line="216" column="53" selection-start-line="216" selection-start-column="53" selection-end-line="216" selection-end-column="53" />
+        <state relative-caret-position="200">
+          <caret line="213" column="70" selection-start-line="213" selection-start-column="66" selection-end-line="213" selection-end-column="70" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588325812248" expanded="true" signature="5494:5496" ph="..." />
+            <marker date="1588326226349" expanded="true" signature="5494:5496" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 18f6d7b..697e92a 100644
--- a/serve.py
+++ b/serve.py
@@ -211,7 +211,8 @@ class MyHandler(BaseHTTPRequestHandler):
 
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
-					df = pd.read_csv(StringIO(''.join(q)), header=None)
+					df = pd.read_csv(StringIO(''.join(q)), header=None,
+					                 columns=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 

From 76376317f110dae4106ec52125ca85f229d9b01b Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:49:56 +0800
Subject: [PATCH 016/108] update

---
 .idea/workspace.xml | 22 +++++++++++-----------
 serve.py            |  4 ++--
 2 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 04d7035..3fb4b8b 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1732" />
+          <entry key="py" value="1774" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1732" />
+          <entry key="Python" value="1774" />
         </counts>
       </usages-collector>
     </session>
@@ -87,11 +87,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="200">
-              <caret line="213" column="70" selection-start-line="213" selection-start-column="66" selection-end-line="213" selection-end-column="70" />
+            <state relative-caret-position="185">
+              <caret line="213" column="36" selection-start-line="213" selection-start-column="36" selection-end-line="213" selection-end-column="36" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588326226349" expanded="true" signature="5494:5496" ph="..." />
+                <marker date="1588326420710" expanded="true" signature="5494:5496" ph="..." />
               </folding>
             </state>
           </provider>
@@ -214,7 +214,7 @@
   <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="1588326351611" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588326537255" />
     <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" />
@@ -255,12 +255,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="5348000" />
+      <workItem from="1588319878551" duration="5573000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="22321000" />
+    <option name="totallyTimeSpent" value="22546000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -375,11 +375,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="200">
-          <caret line="213" column="70" selection-start-line="213" selection-start-column="66" selection-end-line="213" selection-end-column="70" />
+        <state relative-caret-position="185">
+          <caret line="213" column="36" selection-start-line="213" selection-start-column="36" selection-end-line="213" selection-end-column="36" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588326226349" expanded="true" signature="5494:5496" ph="..." />
+            <marker date="1588326420710" expanded="true" signature="5494:5496" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 697e92a..434f8f7 100644
--- a/serve.py
+++ b/serve.py
@@ -211,8 +211,8 @@ class MyHandler(BaseHTTPRequestHandler):
 
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
-					df = pd.read_csv(StringIO(''.join(q)), header=None,
-					                 columns=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
+					df = pd.read_csv(StringIO(''.join(q)))
+					                 #columns=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 

From 82119f037905511796fd2887682897856d01a661 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:50:52 +0800
Subject: [PATCH 017/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 3fb4b8b..a5ad9c4 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -214,7 +214,7 @@
   <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="1588326537255" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588326548623" />
     <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" />
diff --git a/serve.py b/serve.py
index 434f8f7..33ad2b4 100644
--- a/serve.py
+++ b/serve.py
@@ -211,8 +211,8 @@ class MyHandler(BaseHTTPRequestHandler):
 
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
-					df = pd.read_csv(StringIO(''.join(q)))
-					                 #columns=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
+					df = pd.read_csv(StringIO(''.join(q)), header=
+					['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 

From c27a8808396408b8980394c1157c106f16c6a8f8 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:51:13 +0800
Subject: [PATCH 018/108] update

---
 serve.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/serve.py b/serve.py
index 33ad2b4..2acd458 100644
--- a/serve.py
+++ b/serve.py
@@ -211,11 +211,15 @@ class MyHandler(BaseHTTPRequestHandler):
 
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
-					df = pd.read_csv(StringIO(''.join(q)), header=
-					['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
+					df = pd.read_csv(StringIO(''.join(q)),
+					                 header=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
+
+					print(df)
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 
+					print(df)
+
 				np.random.seed(config.random_seed)
 				data_gainer = Data(config)
 				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=config.feature_and_label_columns)

From 83c1ef49cef684110c2f9836f1bad74f8ff96b9d Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:52:19 +0800
Subject: [PATCH 019/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index a5ad9c4..78a0b14 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -214,7 +214,7 @@
   <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="1588326548623" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588326684451" />
     <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" />
diff --git a/serve.py b/serve.py
index 2acd458..8c28a6e 100644
--- a/serve.py
+++ b/serve.py
@@ -212,7 +212,7 @@ class MyHandler(BaseHTTPRequestHandler):
 				with open(config.train_data_path, 'r') as f:
 					q = deque(f, config.time_step - 1)
 					df = pd.read_csv(StringIO(''.join(q)),
-					                 header=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
+					                 usecols=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
 
 					print(df)
 					df = df.append(data, ignore_index=True)

From 8aa9ed15d0970ed0f6a1ac3a71c686e9a7de3bd6 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:54:56 +0800
Subject: [PATCH 020/108] update

---
 .idea/workspace.xml | 19 +++++++++----------
 serve.py            |  5 ++---
 2 files changed, 11 insertions(+), 13 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 78a0b14..06bb346 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1774" />
+          <entry key="py" value="1805" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1774" />
+          <entry key="Python" value="1805" />
         </counts>
       </usages-collector>
     </session>
@@ -88,10 +88,10 @@
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
             <state relative-caret-position="185">
-              <caret line="213" column="36" selection-start-line="213" selection-start-column="36" selection-end-line="213" selection-end-column="36" />
+              <caret line="214" column="40" selection-start-line="214" selection-start-column="40" selection-end-line="214" selection-end-column="40" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588326420710" expanded="true" signature="5494:5496" ph="..." />
+                <marker date="1588326738289" expanded="true" signature="5494:5496" ph="..." />
               </folding>
             </state>
           </provider>
@@ -214,7 +214,7 @@
   <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="1588326684451" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588326889173" />
     <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" />
@@ -255,16 +255,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="5573000" />
+      <workItem from="1588319878551" duration="5825000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="22546000" />
+    <option name="totallyTimeSpent" value="22798000" />
   </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" />
@@ -376,10 +375,10 @@
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="185">
-          <caret line="213" column="36" selection-start-line="213" selection-start-column="36" selection-end-line="213" selection-end-column="36" />
+          <caret line="214" column="40" selection-start-line="214" selection-start-column="40" selection-end-line="214" selection-end-column="40" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588326420710" expanded="true" signature="5494:5496" ph="..." />
+            <marker date="1588326738289" expanded="true" signature="5494:5496" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 8c28a6e..b4602f2 100644
--- a/serve.py
+++ b/serve.py
@@ -210,10 +210,9 @@ class MyHandler(BaseHTTPRequestHandler):
 				}
 
 				with open(config.train_data_path, 'r') as f:
-					q = deque(f, config.time_step - 1)
-					df = pd.read_csv(StringIO(''.join(q)),
+					df = pd.read_csv(config.train_data_path,
 					                 usecols=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
-
+					df = df.tail(config.time_step - 1)
 					print(df)
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)

From 91bffbaa53c29edc34f327cf2e6fdc2fa70fcc2a Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 17:56:52 +0800
Subject: [PATCH 021/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 5 +----
 2 files changed, 2 insertions(+), 5 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 06bb346..873066f 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -214,7 +214,7 @@
   <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="1588326889173" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588326893506" />
     <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" />
diff --git a/serve.py b/serve.py
index b4602f2..d73dcbb 100644
--- a/serve.py
+++ b/serve.py
@@ -213,15 +213,12 @@ class MyHandler(BaseHTTPRequestHandler):
 					df = pd.read_csv(config.train_data_path,
 					                 usecols=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
 					df = df.tail(config.time_step - 1)
-					print(df)
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 
-					print(df)
-
 				np.random.seed(config.random_seed)
 				data_gainer = Data(config)
-				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=config.feature_and_label_columns)
+				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=list(range(0, 8)))
 				test_data_values = test_data_yqy.values[:]
 				test_X = data_gainer.get_test_data_yqy(test_data_values)
 				pred_result = predict(config, test_X)

From dd5a03cb87720796873b5c4f8e7f97bfca377b15 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:00:58 +0800
Subject: [PATCH 022/108] update

---
 .idea/workspace.xml | 47 +++++++++++++++++++++++----------------------
 README.md           | 11 +++++++++++
 2 files changed, 35 insertions(+), 23 deletions(-)
 create mode 100644 README.md

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 873066f..6cc6adc 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1805" />
+          <entry key="py" value="1855" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1805" />
+          <entry key="Python" value="1855" />
         </counts>
       </usages-collector>
     </session>
@@ -66,8 +66,8 @@
       <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="72">
-              <caret line="215" lean-forward="true" selection-start-line="215" selection-end-line="215" />
+            <state relative-caret-position="167">
+              <caret line="205" column="67" selection-start-line="205" selection-start-column="60" selection-end-line="205" selection-end-column="67" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -87,11 +87,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="185">
-              <caret line="214" column="40" selection-start-line="214" selection-start-column="40" selection-end-line="214" selection-end-column="40" />
+            <state relative-caret-position="330">
+              <caret line="220" column="94" lean-forward="true" selection-start-line="220" selection-start-column="94" selection-end-line="220" selection-end-column="94" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588326738289" expanded="true" signature="5494:5496" ph="..." />
+                <marker date="1588327012079" expanded="true" signature="5494:5496" ph="..." />
               </folding>
             </state>
           </provider>
@@ -214,7 +214,7 @@
   <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="1588326893506" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588327017525" />
     <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" />
@@ -255,15 +255,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="5825000" />
+      <workItem from="1588319878551" duration="6168000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="22798000" />
+    <option name="totallyTimeSpent" value="23141000" />
   </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" />
@@ -342,16 +343,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/main.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="72">
-          <caret line="215" lean-forward="true" selection-start-line="215" selection-end-line="215" />
-          <folding>
-            <element signature="e#0#19#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="358">
@@ -362,6 +353,16 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/main.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="167">
+          <caret line="205" column="67" selection-start-line="205" selection-start-column="60" selection-end-line="205" selection-end-column="67" />
+          <folding>
+            <element signature="e#0#19#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -374,11 +375,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="185">
-          <caret line="214" column="40" selection-start-line="214" selection-start-column="40" selection-end-line="214" selection-end-column="40" />
+        <state relative-caret-position="330">
+          <caret line="220" column="94" lean-forward="true" selection-start-line="220" selection-start-column="94" selection-end-line="220" selection-end-column="94" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588326738289" expanded="true" signature="5494:5496" ph="..." />
+            <marker date="1588327012079" expanded="true" signature="5494:5496" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..be165d8
--- /dev/null
+++ b/README.md
@@ -0,0 +1,11 @@
+
+
+## Feed
+
+/feed?job=1&model=2&time=3&utilGPU=4&utilCPU=5&pre=1&main=2&post=3
+
+## train
+/train
+
+## predict
+/predict?job=1&model=2&time=3&utilGPU=4&utilCPU=5
\ No newline at end of file

From 7cd43511acad453251d1b164e203d0e386eb36cb Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:07:54 +0800
Subject: [PATCH 023/108] update

---
 .idea/workspace.xml | 14 +++++++-------
 serve.py            |  1 +
 2 files changed, 8 insertions(+), 7 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 6cc6adc..a8e899a 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -87,8 +87,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="330">
-              <caret line="220" column="94" lean-forward="true" selection-start-line="220" selection-start-column="94" selection-end-line="220" selection-end-column="94" />
+            <state relative-caret-position="1299">
+              <caret line="220" column="29" selection-start-line="220" selection-start-column="16" selection-end-line="220" selection-end-column="29" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
                 <marker date="1588327012079" expanded="true" signature="5494:5496" ph="..." />
@@ -214,7 +214,7 @@
   <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="1588327017525" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588327466466" />
     <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" />
@@ -255,12 +255,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="6168000" />
+      <workItem from="1588319878551" duration="6452000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="23141000" />
+    <option name="totallyTimeSpent" value="23425000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -375,8 +375,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="330">
-          <caret line="220" column="94" lean-forward="true" selection-start-line="220" selection-start-column="94" selection-end-line="220" selection-end-column="94" />
+        <state relative-caret-position="1299">
+          <caret line="220" column="29" selection-start-line="220" selection-start-column="16" selection-end-line="220" selection-end-column="29" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
             <marker date="1588327012079" expanded="true" signature="5494:5496" ph="..." />
diff --git a/serve.py b/serve.py
index d73dcbb..e1d57e4 100644
--- a/serve.py
+++ b/serve.py
@@ -142,6 +142,7 @@ def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"
 
+	print("dasdsadsadas")
 	# label_norm_data=label_norm_data[:,1]
 	label_name = 'high'
 	label_column_num = 1

From 557ee80026243a2794618542befcb277ac5e3ac3 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:13:06 +0800
Subject: [PATCH 024/108] update

---
 .idea/workspace.xml | 23 ++++++++++++-----------
 serve.py            | 31 +++++++++++++++++++------------
 2 files changed, 31 insertions(+), 23 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index a8e899a..69cc3f5 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1855" />
+          <entry key="py" value="1918" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1855" />
+          <entry key="Python" value="1918" />
         </counts>
       </usages-collector>
     </session>
@@ -87,11 +88,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="1299">
-              <caret line="220" column="29" selection-start-line="220" selection-start-column="16" selection-end-line="220" selection-end-column="29" />
+            <state relative-caret-position="32">
+              <caret line="149" column="62" selection-start-line="149" selection-start-column="62" selection-end-line="149" selection-end-column="62" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588327012079" expanded="true" signature="5494:5496" ph="..." />
+                <marker date="1588327862904" expanded="true" signature="5954:5956" ph="..." />
               </folding>
             </state>
           </provider>
@@ -214,7 +215,7 @@
   <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="1588327466466" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588327865429" />
     <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" />
@@ -255,12 +256,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="6452000" />
+      <workItem from="1588319878551" duration="6769000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="23425000" />
+    <option name="totallyTimeSpent" value="23742000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -375,11 +376,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="1299">
-          <caret line="220" column="29" selection-start-line="220" selection-start-column="16" selection-end-line="220" selection-end-column="29" />
+        <state relative-caret-position="32">
+          <caret line="149" column="62" selection-start-line="149" selection-start-column="62" selection-end-line="149" selection-end-column="62" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588327012079" expanded="true" signature="5494:5496" ph="..." />
+            <marker date="1588327862904" expanded="true" signature="5954:5956" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index e1d57e4..8238b99 100644
--- a/serve.py
+++ b/serve.py
@@ -142,28 +142,35 @@ def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"
 
-	print("dasdsadsadas")
 	# label_norm_data=label_norm_data[:,1]
-	label_name = 'high'
+	label_names = ['pre', 'main', 'post']
 	label_column_num = 1
 
-	loss = \
-		np.mean((label_norm_data[config.predict_day:][:, 1] - predict_norm_data[:-config.predict_day][0:]) ** 2,
-		        axis=0)[1]
-	print("The mean squared error of stock {} is ".format(label_name), loss)
+	loss1 = \
+		np.mean((label_norm_data[config.predict_day:][:, 5] - predict_norm_data[:-config.predict_day][0:]) ** 2,
+		        axis=0)[5]
+	loss2 = \
+		np.mean((label_norm_data[config.predict_day:][:, 6] - predict_norm_data[:-config.predict_day][0:]) ** 2,
+		        axis=0)[6]
+	loss3 = \
+		np.mean((label_norm_data[config.predict_day:][:, 7] - predict_norm_data[:-config.predict_day][0:]) ** 2,
+		        axis=0)[7]
+	print("The mean squared error of stock {} is ".format(label_names[0]), loss1)
+	print("The mean squared error of stock {} is ".format(label_names[1]), loss2)
+	print("The mean squared error of stock {} is ".format(label_names[2]), loss3)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
 	# predict_X = [x + config.predict_day for x in label_X]
 
-	label_data = label_norm_data[:, 1] * std_yqy[1] + mean_yqy[1]
+	label_datas = label_norm_data * std_yqy + mean_yqy
 
-	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
+	predict_datas = predict_norm_data * std_yqy + mean_yqy
 
-	print(label_data)
-	print(predict_data)
+	print(label_datas)
+	print(predict_datas)
 
-	print(label_data[-1])
-	print(predict_data[-1])
+	print(label_datas[-1])
+	print(predict_datas[-1])
 
 
 PORT_NUMBER = 8080

From 1b99a877a1e343581ed72dded5d99ba5c62b92d9 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:13:43 +0800
Subject: [PATCH 025/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 69cc3f5..60921e1 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -215,7 +215,7 @@
   <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="1588327865429" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588327999670" />
     <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" />
diff --git a/serve.py b/serve.py
index 8238b99..15f817d 100644
--- a/serve.py
+++ b/serve.py
@@ -138,6 +138,7 @@ class Data:
 
 
 def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):
+	return
 	label_norm_data = (origin_data - mean_yqy) / std_yqy
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"

From 0339f52a39d6d7a0256483dd3e54cc05e4e28a55 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:18:18 +0800
Subject: [PATCH 026/108] update

---
 .idea/workspace.xml |  2 +-
 serve.py            | 36 +++++++++++++++---------------------
 2 files changed, 16 insertions(+), 22 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 60921e1..be99bb2 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -215,7 +215,7 @@
   <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="1588327999670" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588328026943" />
     <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" />
diff --git a/serve.py b/serve.py
index 15f817d..cfec87d 100644
--- a/serve.py
+++ b/serve.py
@@ -137,41 +137,35 @@ class Data:
 # add end
 
 
-def draw_yqy(config, origin_data, predict_norm_data, mean_yqy, std_yqy):
-	return
+def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	label_norm_data = (origin_data - mean_yqy) / std_yqy
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"
 
+	print("dsa")
 	# label_norm_data=label_norm_data[:,1]
-	label_names = ['pre', 'main', 'post']
+	label_name = 'high'
 	label_column_num = 1
 
-	loss1 = \
-		np.mean((label_norm_data[config.predict_day:][:, 5] - predict_norm_data[:-config.predict_day][0:]) ** 2,
-		        axis=0)[5]
-	loss2 = \
-		np.mean((label_norm_data[config.predict_day:][:, 6] - predict_norm_data[:-config.predict_day][0:]) ** 2,
-		        axis=0)[6]
-	loss3 = \
-		np.mean((label_norm_data[config.predict_day:][:, 7] - predict_norm_data[:-config.predict_day][0:]) ** 2,
-		        axis=0)[7]
-	print("The mean squared error of stock {} is ".format(label_names[0]), loss1)
-	print("The mean squared error of stock {} is ".format(label_names[1]), loss2)
-	print("The mean squared error of stock {} is ".format(label_names[2]), loss3)
+	loss = \
+		np.mean((label_norm_data[config.predict_day:][:, 1] - predict_norm_data[:-config.predict_day][0:]) ** 2,
+		        axis=0)[1]
+	print("The mean squared error of stock {} is ".format(label_name), loss)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
 	# predict_X = [x + config.predict_day for x in label_X]
 
-	label_datas = label_norm_data * std_yqy + mean_yqy
+	print("2")
 
-	predict_datas = predict_norm_data * std_yqy + mean_yqy
+	label_data = label_norm_data[:, 1] * std_yqy[1] + mean_yqy[1]
 
-	print(label_datas)
-	print(predict_datas)
+	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
 
-	print(label_datas[-1])
-	print(predict_datas[-1])
+	print(label_data)
+	print(predict_data)
+
+	print(label_data[-1])
+	print(predict_data[-1])
 
 
 PORT_NUMBER = 8080

From 011bdf146c615761d7fdde35c22cea2931b9417a Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:22:08 +0800
Subject: [PATCH 027/108] update

---
 .idea/workspace.xml | 23 +++++++++++------------
 serve.py            |  5 ++---
 2 files changed, 13 insertions(+), 15 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index be99bb2..30c7195 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1918" />
+          <entry key="py" value="1977" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1918" />
+          <entry key="Python" value="1977" />
         </counts>
       </usages-collector>
     </session>
@@ -88,11 +88,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="32">
-              <caret line="149" column="62" selection-start-line="149" selection-start-column="62" selection-end-line="149" selection-end-column="62" />
+            <state relative-caret-position="254">
+              <caret line="157" column="12" selection-start-line="157" selection-start-column="12" selection-end-line="157" selection-end-column="12" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588327862904" expanded="true" signature="5954:5956" ph="..." />
+                <marker date="1588328297771" expanded="true" signature="5522:5524" ph="..." />
               </folding>
             </state>
           </provider>
@@ -215,7 +215,7 @@
   <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="1588328026943" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588328312548" />
     <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" />
@@ -256,16 +256,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="6769000" />
+      <workItem from="1588319878551" duration="7182000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="23742000" />
+    <option name="totallyTimeSpent" value="24155000" />
   </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" />
@@ -376,11 +375,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="32">
-          <caret line="149" column="62" selection-start-line="149" selection-start-column="62" selection-end-line="149" selection-end-column="62" />
+        <state relative-caret-position="254">
+          <caret line="157" column="12" selection-start-line="157" selection-start-column="12" selection-end-line="157" selection-end-column="12" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588327862904" expanded="true" signature="5954:5956" ph="..." />
+            <marker date="1588328297771" expanded="true" signature="5522:5524" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index cfec87d..b1ee2ac 100644
--- a/serve.py
+++ b/serve.py
@@ -145,11 +145,10 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	print("dsa")
 	# label_norm_data=label_norm_data[:,1]
 	label_name = 'high'
-	label_column_num = 1
+	label_column_num = 3
 
 	loss = \
-		np.mean((label_norm_data[config.predict_day:][:, 1] - predict_norm_data[:-config.predict_day][0:]) ** 2,
-		        axis=0)[1]
+		np.mean((label_norm_data[config.predict_day:] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
 	print("The mean squared error of stock {} is ".format(label_name), loss)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)

From 91c55959ff9d552cd72edc9fa27f427b4957f551 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:47:41 +0800
Subject: [PATCH 028/108] update

---
 .idea/workspace.xml | 54 +++++++++++++++++++++++----------------------
 serve.py            |  3 ++-
 2 files changed, 30 insertions(+), 27 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 30c7195..7cc7460 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -48,7 +49,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1977" />
+          <entry key="py" value="1983" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,18 +58,18 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1977" />
+          <entry key="Python" value="1983" />
         </counts>
       </usages-collector>
     </session>
   </component>
   <component name="FileEditorManager">
     <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/main.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="167">
-              <caret line="205" column="67" selection-start-line="205" selection-start-column="60" selection-end-line="205" selection-end-column="67" />
+            <state relative-caret-position="387">
+              <caret line="203" column="60" selection-start-line="203" selection-start-column="60" selection-end-line="203" selection-end-column="60" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -85,14 +86,14 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <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="254">
-              <caret line="157" column="12" selection-start-line="157" selection-start-column="12" selection-end-line="157" selection-end-column="12" />
+            <state relative-caret-position="90">
+              <caret line="143" lean-forward="true" selection-start-line="143" selection-end-line="143" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588328297771" expanded="true" signature="5522:5524" ph="..." />
+                <marker date="1588328769048" expanded="true" signature="5533:5535" ph="..." />
               </folding>
             </state>
           </provider>
@@ -168,11 +169,11 @@
         <option value="$PROJECT_DIR$/model/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/requirements.txt" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
-        <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
         <option value="$PROJECT_DIR$/README.md" />
         <option value="$PROJECT_DIR$/serve.py" />
+        <option value="$PROJECT_DIR$/main.py" />
       </list>
     </option>
   </component>
@@ -215,7 +216,7 @@
   <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="1588328312548" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588329940971" />
     <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" />
@@ -256,15 +257,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="7182000" />
+      <workItem from="1588319878551" duration="8695000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="24155000" />
+    <option name="totallyTimeSpent" value="25668000" />
   </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" />
@@ -353,16 +355,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/main.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="167">
-          <caret line="205" column="67" selection-start-line="205" selection-start-column="60" selection-end-line="205" selection-end-column="67" />
-          <folding>
-            <element signature="e#0#19#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -375,11 +367,21 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="254">
-          <caret line="157" column="12" selection-start-line="157" selection-start-column="12" selection-end-line="157" selection-end-column="12" />
+        <state relative-caret-position="90">
+          <caret line="143" lean-forward="true" selection-start-line="143" selection-end-line="143" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588328297771" expanded="true" signature="5522:5524" ph="..." />
+            <marker date="1588328769048" expanded="true" signature="5533:5535" ph="..." />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/main.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="387">
+          <caret line="203" column="60" selection-start-line="203" selection-start-column="60" selection-end-line="203" selection-end-column="60" />
+          <folding>
+            <element signature="e#0#19#0" expanded="true" />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index b1ee2ac..f733f65 100644
--- a/serve.py
+++ b/serve.py
@@ -148,7 +148,8 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	label_column_num = 3
 
 	loss = \
-		np.mean((label_norm_data[config.predict_day:] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
+		np.mean((label_norm_data[config.predict_day:][:, 5][:,np.newaxis] - predict_norm_data[:-config.predict_day][0:]) ** 2,
+		        axis=0)
 	print("The mean squared error of stock {} is ".format(label_name), loss)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)

From f119fd345eee40f8fbe2c6ca7aed445b1f3e13fa Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:51:08 +0800
Subject: [PATCH 029/108] update

---
 .idea/workspace.xml | 74 ++++++++++++++++++---------------------------
 serve.py            |  3 +-
 2 files changed, 31 insertions(+), 46 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 7cc7460..33c0a98 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,11 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <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="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -49,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="1983" />
+          <entry key="py" value="2003" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -58,18 +54,18 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="1983" />
+          <entry key="Python" value="2003" />
         </counts>
       </usages-collector>
     </session>
   </component>
   <component name="FileEditorManager">
     <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
-      <file pinned="false" current-in-tab="true">
+      <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="387">
-              <caret line="203" column="60" selection-start-line="203" selection-start-column="60" selection-end-line="203" selection-end-column="60" />
+            <state relative-caret-position="150">
+              <caret line="10" column="34" lean-forward="true" selection-start-line="10" selection-start-column="34" selection-end-line="10" selection-end-column="34" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -77,23 +73,14 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/data/stock_data.csv">
-          <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="60">
-              <caret line="4" column="37" selection-start-line="4" selection-start-column="37" selection-end-line="4" selection-end-column="37" />
-            </state>
-          </provider>
-        </entry>
-      </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="90">
-              <caret line="143" lean-forward="true" selection-start-line="143" selection-end-line="143" />
+            <state relative-caret-position="153">
+              <caret line="151" column="23" lean-forward="true" selection-start-line="151" selection-start-column="23" selection-end-line="151" selection-end-column="23" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588328769048" expanded="true" signature="5533:5535" ph="..." />
+                <marker date="1588330059782" expanded="true" signature="5533:5535" ph="..." />
               </folding>
             </state>
           </provider>
@@ -172,8 +159,8 @@
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
         <option value="$PROJECT_DIR$/README.md" />
-        <option value="$PROJECT_DIR$/serve.py" />
         <option value="$PROJECT_DIR$/main.py" />
+        <option value="$PROJECT_DIR$/serve.py" />
       </list>
     </option>
   </component>
@@ -216,7 +203,7 @@
   <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="1588329940971" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588330168329" />
     <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" />
@@ -257,16 +244,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="8695000" />
+      <workItem from="1588319878551" duration="8840000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="25668000" />
+    <option name="totallyTimeSpent" value="25813000" />
   </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" />
@@ -317,13 +303,6 @@
     <entry file="file://$PROJECT_DIR$/figure/predict_low_with_keras.png" />
     <entry file="file://$PROJECT_DIR$/figure/predict_high_with_tensorflow.png" />
     <entry file="file://$PROJECT_DIR$/figure/predict_high_with_pytorch.png" />
-    <entry file="file://$PROJECT_DIR$/data/stock_data.csv">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="60">
-          <caret line="4" column="37" selection-start-line="4" selection-start-column="37" selection-end-line="4" selection-end-column="37" />
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/requirements.txt">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="120">
@@ -365,23 +344,30 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/serve.py">
+    <entry file="file://$PROJECT_DIR$/main.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="90">
-          <caret line="143" lean-forward="true" selection-start-line="143" selection-end-line="143" />
+        <state relative-caret-position="150">
+          <caret line="10" column="34" lean-forward="true" selection-start-line="10" selection-start-column="34" selection-end-line="10" selection-end-column="34" />
           <folding>
-            <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588328769048" expanded="true" signature="5533:5535" ph="..." />
+            <element signature="e#0#19#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/main.py">
+    <entry file="file://$PROJECT_DIR$/data/stock_data.csv">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="387">
-          <caret line="203" column="60" selection-start-line="203" selection-start-column="60" selection-end-line="203" selection-end-column="60" />
+        <state relative-caret-position="60">
+          <caret line="4" column="37" selection-start-line="4" selection-start-column="37" selection-end-line="4" selection-end-column="37" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/serve.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="153">
+          <caret line="151" column="23" lean-forward="true" selection-start-line="151" selection-start-column="23" selection-end-line="151" selection-end-column="23" />
           <folding>
-            <element signature="e#0#19#0" expanded="true" />
+            <element signature="e#18#46#0" expanded="true" />
+            <marker date="1588330059782" expanded="true" signature="5533:5535" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index f733f65..2709f15 100644
--- a/serve.py
+++ b/serve.py
@@ -148,8 +148,7 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	label_column_num = 3
 
 	loss = \
-		np.mean((label_norm_data[config.predict_day:][:, 5][:,np.newaxis] - predict_norm_data[:-config.predict_day][0:]) ** 2,
-		        axis=0)
+		np.mean((label_norm_data[config.predict_day:][:-3] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
 	print("The mean squared error of stock {} is ".format(label_name), loss)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)

From 25236a77d43f0e94bddcce2e0f3e76c9da02ad5e Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:53:27 +0800
Subject: [PATCH 030/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 33c0a98..e8847a6 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -203,7 +203,7 @@
   <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="1588330168329" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588330361419" />
     <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" />
diff --git a/serve.py b/serve.py
index 2709f15..a81652b 100644
--- a/serve.py
+++ b/serve.py
@@ -148,7 +148,7 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	label_column_num = 3
 
 	loss = \
-		np.mean((label_norm_data[config.predict_day:][:-3] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
+		np.mean((label_norm_data[config.predict_day:, 5:8] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
 	print("The mean squared error of stock {} is ".format(label_name), loss)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)

From e5911eab1ed8d5ea5fc46a93b36b2d1e1ac798aa Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:57:06 +0800
Subject: [PATCH 031/108] update

---
 .idea/workspace.xml | 22 ++++++++++++----------
 serve.py            |  4 ++--
 2 files changed, 14 insertions(+), 12 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index e8847a6..473abd1 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,9 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
+      <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
+    </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -45,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2003" />
+          <entry key="py" value="2012" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2003" />
+          <entry key="Python" value="2012" />
         </counts>
       </usages-collector>
     </session>
@@ -77,10 +79,10 @@
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
             <state relative-caret-position="153">
-              <caret line="151" column="23" lean-forward="true" selection-start-line="151" selection-start-column="23" selection-end-line="151" selection-end-column="23" />
+              <caret line="150" column="54" selection-start-line="150" selection-start-column="54" selection-end-line="150" selection-end-column="54" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588330059782" expanded="true" signature="5533:5535" ph="..." />
+                <marker date="1588330405823" expanded="true" signature="5504:5506" ph="..." />
               </folding>
             </state>
           </provider>
@@ -203,7 +205,7 @@
   <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="1588330361419" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588330577312" />
     <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" />
@@ -244,12 +246,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="8840000" />
+      <workItem from="1588319878551" duration="9084000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="25813000" />
+    <option name="totallyTimeSpent" value="26057000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -364,10 +366,10 @@
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="153">
-          <caret line="151" column="23" lean-forward="true" selection-start-line="151" selection-start-column="23" selection-end-line="151" selection-end-column="23" />
+          <caret line="150" column="54" selection-start-line="150" selection-start-column="54" selection-end-line="150" selection-end-column="54" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588330059782" expanded="true" signature="5533:5535" ph="..." />
+            <marker date="1588330405823" expanded="true" signature="5504:5506" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index a81652b..273c8f3 100644
--- a/serve.py
+++ b/serve.py
@@ -156,9 +156,9 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 
 	print("2")
 
-	label_data = label_norm_data[:, 1] * std_yqy[1] + mean_yqy[1]
+	label_data = label_norm_data[:, 5:8] * std_yqy[:, 5:8] + mean_yqy[:, 5:8]
 
-	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
+	predict_data = predict_norm_data * std_yqy[:, 5:8] + mean_yqy[:, 5:8]
 
 	print(label_data)
 	print(predict_data)

From d082a06b80ec1017140e59c5f849b2e30317157b Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:58:03 +0800
Subject: [PATCH 032/108] update

---
 .idea/workspace.xml | 24 +++++++++++++-----------
 serve.py            |  4 ++--
 2 files changed, 15 insertions(+), 13 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 473abd1..b44e5f5 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,6 +2,7 @@
 <project version="4">
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2012" />
+          <entry key="py" value="2035" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2012" />
+          <entry key="Python" value="2035" />
         </counts>
       </usages-collector>
     </session>
@@ -78,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="153">
-              <caret line="150" column="54" selection-start-line="150" selection-start-column="54" selection-end-line="150" selection-end-column="54" />
+            <state relative-caret-position="56">
+              <caret line="150" column="52" selection-start-line="150" selection-start-column="52" selection-end-line="150" selection-end-column="52" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588330405823" expanded="true" signature="5504:5506" ph="..." />
+                <marker date="1588330670010" expanded="true" signature="5504:5506" ph="..." />
               </folding>
             </state>
           </provider>
@@ -205,7 +206,7 @@
   <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="1588330577312" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588330670119" />
     <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" />
@@ -246,15 +247,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="9084000" />
+      <workItem from="1588319878551" duration="9341000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="26057000" />
+    <option name="totallyTimeSpent" value="26314000" />
   </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" />
@@ -365,11 +367,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="153">
-          <caret line="150" column="54" selection-start-line="150" selection-start-column="54" selection-end-line="150" selection-end-column="54" />
+        <state relative-caret-position="56">
+          <caret line="150" column="52" selection-start-line="150" selection-start-column="52" selection-end-line="150" selection-end-column="52" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588330405823" expanded="true" signature="5504:5506" ph="..." />
+            <marker date="1588330670010" expanded="true" signature="5504:5506" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 273c8f3..a81652b 100644
--- a/serve.py
+++ b/serve.py
@@ -156,9 +156,9 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 
 	print("2")
 
-	label_data = label_norm_data[:, 5:8] * std_yqy[:, 5:8] + mean_yqy[:, 5:8]
+	label_data = label_norm_data[:, 1] * std_yqy[1] + mean_yqy[1]
 
-	predict_data = predict_norm_data * std_yqy[:, 5:8] + mean_yqy[:, 5:8]
+	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
 
 	print(label_data)
 	print(predict_data)

From e5f6f0c3b51e12f5229ea1a3be944c5f15f65c9f Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 18:58:46 +0800
Subject: [PATCH 033/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 5 ++---
 2 files changed, 3 insertions(+), 4 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b44e5f5..00d143b 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -206,7 +206,7 @@
   <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="1588330670119" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588330687448" />
     <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" />
diff --git a/serve.py b/serve.py
index a81652b..75b19a2 100644
--- a/serve.py
+++ b/serve.py
@@ -156,11 +156,10 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 
 	print("2")
 
-	label_data = label_norm_data[:, 1] * std_yqy[1] + mean_yqy[1]
+	label_data = label_norm_data[:, 5:8] * std_yqy[5:8] + mean_yqy[5:8]
+	print(label_data)
 
 	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
-
-	print(label_data)
 	print(predict_data)
 
 	print(label_data[-1])

From ffafb1716b15f1f61edd777e7866d2527bca1fbb Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 19:03:20 +0800
Subject: [PATCH 034/108] update

---
 .idea/workspace.xml | 51 +++++++++++++++++++++------------------------
 serve.py            |  3 ++-
 2 files changed, 26 insertions(+), 28 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 00d143b..58bfcfd 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,10 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -48,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2035" />
+          <entry key="py" value="2047" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2035" />
+          <entry key="Python" value="2047" />
         </counts>
       </usages-collector>
     </session>
@@ -67,8 +64,8 @@
       <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="150">
-              <caret line="10" column="34" lean-forward="true" selection-start-line="10" selection-start-column="34" selection-end-line="10" selection-end-column="34" />
+            <state relative-caret-position="167">
+              <caret line="151" column="46" selection-start-line="151" selection-start-column="35" selection-end-line="151" selection-end-column="46" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -79,11 +76,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="56">
-              <caret line="150" column="52" selection-start-line="150" selection-start-column="52" selection-end-line="150" selection-end-column="52" />
+            <state relative-caret-position="261">
+              <caret line="161" column="49" selection-start-line="161" selection-start-column="49" selection-end-line="161" selection-end-column="49" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588330670010" expanded="true" signature="5504:5506" ph="..." />
+                <marker date="1588330724423" expanded="true" signature="5509:5511" ph="..." />
               </folding>
             </state>
           </provider>
@@ -206,7 +203,7 @@
   <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="1588330687448" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588330872502" />
     <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" />
@@ -247,12 +244,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="9341000" />
+      <workItem from="1588319878551" duration="9593000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="26314000" />
+    <option name="totallyTimeSpent" value="26566000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -348,16 +345,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/main.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="150">
-          <caret line="10" column="34" lean-forward="true" selection-start-line="10" selection-start-column="34" selection-end-line="10" selection-end-column="34" />
-          <folding>
-            <element signature="e#0#19#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/data/stock_data.csv">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="60">
@@ -365,13 +352,23 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/main.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="167">
+          <caret line="151" column="46" selection-start-line="151" selection-start-column="35" selection-end-line="151" selection-end-column="46" />
+          <folding>
+            <element signature="e#0#19#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="56">
-          <caret line="150" column="52" selection-start-line="150" selection-start-column="52" selection-end-line="150" selection-end-column="52" />
+        <state relative-caret-position="261">
+          <caret line="161" column="49" selection-start-line="161" selection-start-column="49" selection-end-line="161" selection-end-column="49" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588330670010" expanded="true" signature="5504:5506" ph="..." />
+            <marker date="1588330724423" expanded="true" signature="5509:5511" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 75b19a2..84f3c89 100644
--- a/serve.py
+++ b/serve.py
@@ -159,7 +159,8 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	label_data = label_norm_data[:, 5:8] * std_yqy[5:8] + mean_yqy[5:8]
 	print(label_data)
 
-	predict_data = predict_norm_data * std_yqy[1] + mean_yqy[1]
+	print(predict_norm_data)
+	predict_data = predict_norm_data * std_yqy[config.label_in_feature_columns] + mean_yqy[config.label_in_feature_columns]
 	print(predict_data)
 
 	print(label_data[-1])

From 9e9e3b092c533b00067be7d6dcfeef1f9201a7cb Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 19:11:31 +0800
Subject: [PATCH 035/108] update

---
 .idea/workspace.xml | 35 +++++++++++++++++++----------------
 serve.py            |  8 +++++---
 2 files changed, 24 insertions(+), 19 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 58bfcfd..9a0300d 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,10 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
+    <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
+    </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -45,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2047" />
+          <entry key="py" value="2064" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2047" />
+          <entry key="Python" value="2064" />
         </counts>
       </usages-collector>
     </session>
@@ -64,8 +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="167">
-              <caret line="151" column="46" selection-start-line="151" selection-start-column="35" selection-end-line="151" selection-end-column="46" />
+            <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" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -76,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="261">
-              <caret line="161" column="49" selection-start-line="161" selection-start-column="49" selection-end-line="161" selection-end-column="49" />
+            <state relative-caret-position="328">
+              <caret line="167" column="27" lean-forward="true" selection-start-line="167" selection-start-column="27" selection-end-line="167" selection-end-column="27" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588330724423" expanded="true" signature="5509:5511" ph="..." />
+                <marker date="1588331240153" expanded="true" signature="5604:5606" ph="..." />
               </folding>
             </state>
           </provider>
@@ -203,7 +206,7 @@
   <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="1588330872502" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588331456031" />
     <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" />
@@ -244,12 +247,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="9593000" />
+      <workItem from="1588319878551" duration="9940000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="26566000" />
+    <option name="totallyTimeSpent" value="26913000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -354,8 +357,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/main.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="167">
-          <caret line="151" column="46" selection-start-line="151" selection-start-column="35" selection-end-line="151" selection-end-column="46" />
+        <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" />
           <folding>
             <element signature="e#0#19#0" expanded="true" />
           </folding>
@@ -364,11 +367,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="261">
-          <caret line="161" column="49" selection-start-line="161" selection-start-column="49" selection-end-line="161" selection-end-column="49" />
+        <state relative-caret-position="328">
+          <caret line="167" column="27" lean-forward="true" selection-start-line="167" selection-start-column="27" selection-end-line="167" selection-end-column="27" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588330724423" expanded="true" signature="5509:5511" ph="..." />
+            <marker date="1588331240153" expanded="true" signature="5604:5606" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 84f3c89..77d117f 100644
--- a/serve.py
+++ b/serve.py
@@ -156,15 +156,17 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 
 	print("2")
 
+	print(label_norm_data[:,5:8])
 	label_data = label_norm_data[:, 5:8] * std_yqy[5:8] + mean_yqy[5:8]
 	print(label_data)
 
 	print(predict_norm_data)
-	predict_data = predict_norm_data * std_yqy[config.label_in_feature_columns] + mean_yqy[config.label_in_feature_columns]
+	predict_data = predict_norm_data * std_yqy[config.label_in_feature_columns] + mean_yqy[
+		config.label_in_feature_columns]
 	print(predict_data)
 
-	print(label_data[-1])
-	print(predict_data[-1])
+	print(label_data[:, -1])
+	print(predict_data[:, -1])
 
 
 PORT_NUMBER = 8080

From f06b4fd0ebd6c1d872c3ef94a67f6aaa12271800 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 19:41:00 +0800
Subject: [PATCH 036/108] update

---
 .idea/workspace.xml | 22 +++++++++++-----------
 serve.py            |  6 +++---
 2 files changed, 14 insertions(+), 14 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 9a0300d..7e9ba5c 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2064" />
+          <entry key="py" value="2082" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2064" />
+          <entry key="Python" value="2082" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="328">
-              <caret line="167" column="27" lean-forward="true" selection-start-line="167" selection-start-column="27" selection-end-line="167" selection-end-column="27" />
+            <state relative-caret-position="197">
+              <caret line="158" column="33" selection-start-line="158" selection-start-column="33" selection-end-line="158" selection-end-column="33" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588331240153" expanded="true" signature="5604:5606" ph="..." />
+                <marker date="1588331974840" expanded="true" signature="5636:5638" ph="..." />
               </folding>
             </state>
           </provider>
@@ -206,7 +206,7 @@
   <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="1588331456031" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588331674374" />
     <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" />
@@ -247,12 +247,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="9940000" />
+      <workItem from="1588319878551" duration="10196000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="26913000" />
+    <option name="totallyTimeSpent" value="27169000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -367,11 +367,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="328">
-          <caret line="167" column="27" lean-forward="true" selection-start-line="167" selection-start-column="27" selection-end-line="167" selection-end-column="27" />
+        <state relative-caret-position="197">
+          <caret line="158" column="33" selection-start-line="158" selection-start-column="33" selection-end-line="158" selection-end-column="33" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588331240153" expanded="true" signature="5604:5606" ph="..." />
+            <marker date="1588331974840" expanded="true" signature="5636:5638" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 77d117f..3d653f1 100644
--- a/serve.py
+++ b/serve.py
@@ -156,7 +156,7 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 
 	print("2")
 
-	print(label_norm_data[:,5:8])
+	print(label_norm_data[:, 5:8])
 	label_data = label_norm_data[:, 5:8] * std_yqy[5:8] + mean_yqy[5:8]
 	print(label_data)
 
@@ -216,8 +216,8 @@ class MyHandler(BaseHTTPRequestHandler):
 				with open(config.train_data_path, 'r') as f:
 					df = pd.read_csv(config.train_data_path,
 					                 usecols=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
-					df = df.tail(config.time_step - 1)
-					df = df.append(data, ignore_index=True)
+					df = df.tail(config.time_step)
+					#df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 
 				np.random.seed(config.random_seed)

From 83dcd6c0d0188cf0cac2b920fa8eca4808909189 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 19:44:21 +0800
Subject: [PATCH 037/108] update

---
 .idea/workspace.xml | 28 ++++++++++++----------------
 serve.py            |  2 +-
 2 files changed, 13 insertions(+), 17 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 7e9ba5c..ddac956 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,10 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -48,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2082" />
+          <entry key="py" value="2085" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2082" />
+          <entry key="Python" value="2085" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +76,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="197">
-              <caret line="158" column="33" selection-start-line="158" selection-start-column="33" selection-end-line="158" selection-end-column="33" />
+            <state relative-caret-position="258">
+              <caret line="219" column="21" selection-start-line="219" selection-start-column="21" selection-end-line="219" selection-end-column="21" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588331974840" expanded="true" signature="5636:5638" ph="..." />
+                <marker date="1588333259272" expanded="true" signature="5636:5638" ph="..." />
               </folding>
             </state>
           </provider>
@@ -206,7 +203,7 @@
   <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="1588331674374" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588333384466" />
     <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" />
@@ -247,16 +244,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="10196000" />
+      <workItem from="1588319878551" duration="10360000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="27169000" />
+    <option name="totallyTimeSpent" value="27333000" />
   </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" />
@@ -367,11 +363,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="197">
-          <caret line="158" column="33" selection-start-line="158" selection-start-column="33" selection-end-line="158" selection-end-column="33" />
+        <state relative-caret-position="258">
+          <caret line="219" column="21" selection-start-line="219" selection-start-column="21" selection-end-line="219" selection-end-column="21" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588331974840" expanded="true" signature="5636:5638" ph="..." />
+            <marker date="1588333259272" expanded="true" signature="5636:5638" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 3d653f1..2a7bb9e 100644
--- a/serve.py
+++ b/serve.py
@@ -217,7 +217,7 @@ class MyHandler(BaseHTTPRequestHandler):
 					df = pd.read_csv(config.train_data_path,
 					                 usecols=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
 					df = df.tail(config.time_step)
-					#df = df.append(data, ignore_index=True)
+					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 
 				np.random.seed(config.random_seed)

From 5678dcf770c6d9017a4c161642bd7cad44e2d872 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 19:45:26 +0800
Subject: [PATCH 038/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index ddac956..b625821 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -203,7 +203,7 @@
   <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="1588333384466" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588333480672" />
     <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" />
diff --git a/serve.py b/serve.py
index 2a7bb9e..7ea3455 100644
--- a/serve.py
+++ b/serve.py
@@ -216,7 +216,7 @@ class MyHandler(BaseHTTPRequestHandler):
 				with open(config.train_data_path, 'r') as f:
 					df = pd.read_csv(config.train_data_path,
 					                 usecols=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
-					df = df.tail(config.time_step)
+					df = df.tail(config.time_step - 1)
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 

From 3310cdb41716b9e88f1e5456d02b6a31356021dc Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 19:47:20 +0800
Subject: [PATCH 039/108] update

---
 .idea/workspace.xml | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b625821..363d9f1 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -45,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2085" />
+          <entry key="py" value="2087" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2085" />
+          <entry key="Python" value="2087" />
         </counts>
       </usages-collector>
     </session>
@@ -76,11 +76,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="258">
-              <caret line="219" column="21" selection-start-line="219" selection-start-column="21" selection-end-line="219" selection-end-column="21" />
+            <state relative-caret-position="164">
+              <caret line="218" column="53" selection-start-line="218" selection-start-column="53" selection-end-line="218" selection-end-column="53" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588333259272" expanded="true" signature="5636:5638" ph="..." />
+                <marker date="1588333523250" expanded="true" signature="5636:5638" ph="..." />
               </folding>
             </state>
           </provider>
@@ -203,7 +203,7 @@
   <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="1588333480672" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588333595786" />
     <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" />
@@ -244,12 +244,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="10360000" />
+      <workItem from="1588319878551" duration="10569000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="27333000" />
+    <option name="totallyTimeSpent" value="27542000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -363,11 +363,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="258">
-          <caret line="219" column="21" selection-start-line="219" selection-start-column="21" selection-end-line="219" selection-end-column="21" />
+        <state relative-caret-position="164">
+          <caret line="218" column="53" selection-start-line="218" selection-start-column="53" selection-end-line="218" selection-end-column="53" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588333259272" expanded="true" signature="5636:5638" ph="..." />
+            <marker date="1588333523250" expanded="true" signature="5636:5638" ph="..." />
           </folding>
         </state>
       </provider>

From e90d5f499fcb7dbf31447a7907f4a40bbd95f586 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Fri, 1 May 2020 22:52:25 +0800
Subject: [PATCH 040/108] update

---
 .idea/workspace.xml | 28 ++++++++++++++++------------
 serve.py            | 29 +++++++++++++++++++----------
 2 files changed, 35 insertions(+), 22 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 363d9f1..52e725a 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,10 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
+    <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
+    </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -45,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2087" />
+          <entry key="py" value="2182" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2087" />
+          <entry key="Python" value="2182" />
         </counts>
       </usages-collector>
     </session>
@@ -76,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="164">
-              <caret line="218" column="53" selection-start-line="218" selection-start-column="53" selection-end-line="218" selection-end-column="53" />
+            <state relative-caret-position="207">
+              <caret line="330" column="101" selection-start-line="330" selection-start-column="47" selection-end-line="330" selection-end-column="101" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588333523250" expanded="true" signature="5636:5638" ph="..." />
+                <marker date="1588344725125" expanded="true" signature="5630:5632" ph="..." />
               </folding>
             </state>
           </provider>
@@ -203,7 +206,7 @@
   <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="1588333595786" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588342234577" />
     <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" />
@@ -244,15 +247,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="10569000" />
+      <workItem from="1588319878551" duration="11497000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="27542000" />
+    <option name="totallyTimeSpent" value="28470000" />
   </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" />
@@ -363,11 +367,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="164">
-          <caret line="218" column="53" selection-start-line="218" selection-start-column="53" selection-end-line="218" selection-end-column="53" />
+        <state relative-caret-position="207">
+          <caret line="330" column="101" selection-start-line="330" selection-start-column="47" selection-end-line="330" selection-end-column="101" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588333523250" expanded="true" signature="5636:5638" ph="..." />
+            <marker date="1588344725125" expanded="true" signature="5630:5632" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 7ea3455..6ab531e 100644
--- a/serve.py
+++ b/serve.py
@@ -16,8 +16,8 @@ from io import StringIO
 
 
 class Config:
-	feature_columns = list(range(0, 8))
-	label_columns = [5, 6, 7]
+	feature_columns = list(range(0, 2))
+	label_columns = [1]
 	feature_and_label_columns = feature_columns + label_columns
 	label_in_feature_columns = (lambda x, y: [x.index(i) for i in y])(feature_columns, label_columns)
 
@@ -148,7 +148,7 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	label_column_num = 3
 
 	loss = \
-		np.mean((label_norm_data[config.predict_day:, 5:8] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
+		np.mean((label_norm_data[config.predict_day:, 1:2] - predict_norm_data[:-config.predict_day]) ** 2, axis=0)
 	print("The mean squared error of stock {} is ".format(label_name), loss)
 
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
@@ -156,8 +156,8 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 
 	print("2")
 
-	print(label_norm_data[:, 5:8])
-	label_data = label_norm_data[:, 5:8] * std_yqy[5:8] + mean_yqy[5:8]
+	print(label_norm_data[:, 1:2])
+	label_data = label_norm_data[:, 1:2] * std_yqy[1:2] + mean_yqy[1:2]
 	print(label_data)
 
 	print(predict_norm_data)
@@ -213,16 +213,20 @@ class MyHandler(BaseHTTPRequestHandler):
 					'post': 0
 				}
 
+				data = {
+					'seq': query.get('job')[0],
+					'value': query.get('model')[0],
+				}
+
 				with open(config.train_data_path, 'r') as f:
-					df = pd.read_csv(config.train_data_path,
-					                 usecols=['job', 'model', 'time', 'utilCPU', 'utilGPU', 'pre', 'main', 'post'])
+					df = pd.read_csv(config.train_data_path, usecols=['seq', 'value'])
 					df = df.tail(config.time_step - 1)
 					df = df.append(data, ignore_index=True)
 					df.to_csv('./data/test_data.csv', index=False)
 
 				np.random.seed(config.random_seed)
 				data_gainer = Data(config)
-				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=list(range(0, 8)))
+				test_data_yqy = pd.read_csv("./data/test_data.csv", usecols=list(range(0, 2)))
 				test_data_values = test_data_yqy.values[:]
 				test_X = data_gainer.get_test_data_yqy(test_data_values)
 				pred_result = predict(config, test_X)
@@ -250,12 +254,16 @@ class MyHandler(BaseHTTPRequestHandler):
 				main = query.get('main')[0]
 				post = query.get('post')[0]
 
+				seq = query.get('seq')[0]
+				value = query.get('value')[0]
+
 				with open(config.train_data_path, 'a+', newline='') as csvfile:
 					spamwriter = csv.writer(
 						csvfile, delimiter=',',
 						quotechar='|', quoting=csv.QUOTE_MINIMAL
 					)
-					spamwriter.writerow([job, model, time, utilGPU, utilCPU, pre, main, post])
+					# spamwriter.writerow([job, model, time, utilGPU, utilCPU, pre, main, post])
+					spamwriter.writerow([seq, value])
 				msg = {'code': 1, 'error': "container not exist"}
 			except Exception as e:
 				msg = {'code': 2, 'error': str(e)}
@@ -319,7 +327,8 @@ if __name__ == '__main__':
 				csvfile, delimiter=',',
 				quotechar='|', quoting=csv.QUOTE_MINIMAL
 			)
-			spamwriter.writerow(["job", "model", "time", "utilGPU", "utilCPU", "pre", "main", "post"])
+			#spamwriter.writerow(["job", "model", "time", "utilGPU", "utilCPU", "pre", "main", "post"])
+			spamwriter.writerow(["seq", "value"])
 
 		# Wait forever for incoming http requests
 		server.serve_forever()

From 569dd276dc5ea9056366845fcdfe1dde295052f3 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 00:55:50 +0800
Subject: [PATCH 041/108] update

---
 .idea/workspace.xml | 48 +++++++++++++++++++++++----------------------
 serve.py            |  3 +--
 2 files changed, 26 insertions(+), 25 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 52e725a..1f02c39 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2182" />
+          <entry key="py" value="2192" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2182" />
+          <entry key="Python" value="2192" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="207">
-              <caret line="330" column="101" selection-start-line="330" selection-start-column="47" selection-end-line="330" selection-end-column="101" />
+            <state relative-caret-position="-1677">
+              <caret line="50" column="18" selection-start-line="50" selection-start-column="8" selection-end-line="50" selection-end-column="18" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588344725125" expanded="true" signature="5630:5632" ph="..." />
+                <marker date="1588351385710" expanded="true" signature="5576:5578" ph="..." />
               </folding>
             </state>
           </provider>
@@ -122,8 +122,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="358">
-              <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
+            <state relative-caret-position="157">
+              <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -147,6 +147,8 @@
       <find>mean</find>
       <find>std</find>
       <find>usecol</find>
+      <find>valid_data_rate</find>
+      <find>batch_size</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -206,7 +208,7 @@
   <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="1588342234577" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588352062214" />
     <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" />
@@ -247,12 +249,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="11497000" />
+      <workItem from="1588319878551" duration="12250000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="28470000" />
+    <option name="totallyTimeSpent" value="29223000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -328,16 +330,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="358">
-          <caret line="59" column="45" selection-start-line="59" selection-start-column="45" selection-end-line="59" selection-end-column="45" />
-          <folding>
-            <element signature="e#0#23#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -365,13 +357,23 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="157">
+          <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
+          <folding>
+            <element signature="e#0#23#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="207">
-          <caret line="330" column="101" selection-start-line="330" selection-start-column="47" selection-end-line="330" selection-end-column="101" />
+        <state relative-caret-position="-1677">
+          <caret line="50" column="18" selection-start-line="50" selection-start-column="8" selection-end-line="50" selection-end-column="18" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588344725125" expanded="true" signature="5630:5632" ph="..." />
+            <marker date="1588351385710" expanded="true" signature="5576:5578" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 6ab531e..0767392 100644
--- a/serve.py
+++ b/serve.py
@@ -11,8 +11,6 @@ import os
 from sklearn.model_selection import train_test_split
 from model_tensorflow import train, predict
 import csv
-from collections import deque
-from io import StringIO
 
 
 class Config:
@@ -182,6 +180,7 @@ def train_models():
 	train_X, valid_X, train_Y, valid_Y = data_gainer.get_train_and_valid_data()
 
 	print(train_X, valid_X, train_Y, valid_Y)
+	print(train_X.shape)
 
 	train(config, train_X, train_Y, valid_X, valid_Y)
 

From cf7a9309aaeee58b3e0c7402d2d83a4e0a018ba8 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:00:49 +0800
Subject: [PATCH 042/108] update

---
 .idea/workspace.xml | 23 +++++++++++------------
 serve.py            |  6 +++++-
 2 files changed, 16 insertions(+), 13 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 1f02c39..655bc0b 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,6 @@
 <project version="4">
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2192" />
+          <entry key="py" value="2232" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2192" />
+          <entry key="Python" value="2232" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +78,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-1677">
-              <caret line="50" column="18" selection-start-line="50" selection-start-column="8" selection-end-line="50" selection-end-column="18" />
+            <state relative-caret-position="278">
+              <caret line="183" column="26" selection-start-line="183" selection-start-column="26" selection-end-line="183" selection-end-column="26" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588351385710" expanded="true" signature="5576:5578" ph="..." />
+                <marker date="1588352306315" expanded="true" signature="5576:5578" ph="..." />
               </folding>
             </state>
           </provider>
@@ -208,7 +207,7 @@
   <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="1588352062214" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588352157389" />
     <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" />
@@ -249,12 +248,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="12250000" />
+      <workItem from="1588319878551" duration="12480000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="29223000" />
+    <option name="totallyTimeSpent" value="29453000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -369,11 +368,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-1677">
-          <caret line="50" column="18" selection-start-line="50" selection-start-column="8" selection-end-line="50" selection-end-column="18" />
+        <state relative-caret-position="278">
+          <caret line="183" column="26" selection-start-line="183" selection-start-column="26" selection-end-line="183" selection-end-column="26" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588351385710" expanded="true" signature="5576:5578" ph="..." />
+            <marker date="1588352306315" expanded="true" signature="5576:5578" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 0767392..3a50801 100644
--- a/serve.py
+++ b/serve.py
@@ -180,7 +180,11 @@ def train_models():
 	train_X, valid_X, train_Y, valid_Y = data_gainer.get_train_and_valid_data()
 
 	print(train_X, valid_X, train_Y, valid_Y)
-	print(train_X.shape)
+	print(train_X.shape[0])
+	if train_X.shape[0] < 500:
+		config.batch_size = 32
+	if train_X.shape[0] < 200:
+		config.batch_size = 16
 
 	train(config, train_X, train_Y, valid_X, valid_Y)
 

From 399903a965d05cb34dff68704c05b277eca27d16 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:11:37 +0800
Subject: [PATCH 043/108] update

---
 .idea/workspace.xml | 23 ++++++++++++-----------
 serve.py            | 15 ++++++---------
 2 files changed, 18 insertions(+), 20 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 655bc0b..00980c1 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,6 +2,7 @@
 <project version="4">
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2232" />
+          <entry key="py" value="2265" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2232" />
+          <entry key="Python" value="2265" />
         </counts>
       </usages-collector>
     </session>
@@ -78,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="278">
-              <caret line="183" column="26" selection-start-line="183" selection-start-column="26" selection-end-line="183" selection-end-column="26" />
+            <state relative-caret-position="287">
+              <caret line="156" lean-forward="true" selection-start-line="156" selection-end-line="156" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588352306315" expanded="true" signature="5576:5578" ph="..." />
+                <marker date="1588352857258" expanded="true" signature="5557:5559" ph="..." />
               </folding>
             </state>
           </provider>
@@ -207,7 +208,7 @@
   <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="1588352157389" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588352857448" />
     <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" />
@@ -248,12 +249,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="12480000" />
+      <workItem from="1588319878551" duration="12852000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="29453000" />
+    <option name="totallyTimeSpent" value="29825000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -368,11 +369,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="278">
-          <caret line="183" column="26" selection-start-line="183" selection-start-column="26" selection-end-line="183" selection-end-column="26" />
+        <state relative-caret-position="287">
+          <caret line="156" lean-forward="true" selection-start-line="156" selection-end-line="156" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588352306315" expanded="true" signature="5576:5578" ph="..." />
+            <marker date="1588352857258" expanded="true" signature="5557:5559" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 3a50801..876dc66 100644
--- a/serve.py
+++ b/serve.py
@@ -35,7 +35,7 @@ class Config:
 	shuffle_train_data = True
 
 	# train_data_rate = 0.95 #comment yqy
-	train_data_rate = 1  # add yqy
+	train_data_rate = 0.95  # add yqy
 	valid_data_rate = 0.15
 
 	batch_size = 64
@@ -140,7 +140,6 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"
 
-	print("dsa")
 	# label_norm_data=label_norm_data[:,1]
 	label_name = 'high'
 	label_column_num = 3
@@ -152,16 +151,14 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
 	# predict_X = [x + config.predict_day for x in label_X]
 
-	print("2")
-
-	print(label_norm_data[:, 1:2])
+	# print(label_norm_data[:, 1:2])
 	label_data = label_norm_data[:, 1:2] * std_yqy[1:2] + mean_yqy[1:2]
-	print(label_data)
+	# print(label_data)
 
-	print(predict_norm_data)
+	# print(predict_norm_data)
 	predict_data = predict_norm_data * std_yqy[config.label_in_feature_columns] + mean_yqy[
 		config.label_in_feature_columns]
-	print(predict_data)
+	# print(predict_data)
 
 	print(label_data[:, -1])
 	print(predict_data[:, -1])
@@ -330,7 +327,7 @@ if __name__ == '__main__':
 				csvfile, delimiter=',',
 				quotechar='|', quoting=csv.QUOTE_MINIMAL
 			)
-			#spamwriter.writerow(["job", "model", "time", "utilGPU", "utilCPU", "pre", "main", "post"])
+			# spamwriter.writerow(["job", "model", "time", "utilGPU", "utilCPU", "pre", "main", "post"])
 			spamwriter.writerow(["seq", "value"])
 
 		# Wait forever for incoming http requests

From e77537b55365bfc531804fb319d2c9b8cc8c11d2 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:21:18 +0800
Subject: [PATCH 044/108] update

---
 .idea/workspace.xml | 28 ++++++++++++----------------
 serve.py            |  2 ++
 2 files changed, 14 insertions(+), 16 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 00980c1..60e86cb 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,10 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -48,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2265" />
+          <entry key="py" value="2269" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2265" />
+          <entry key="Python" value="2269" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +76,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="287">
-              <caret line="156" lean-forward="true" selection-start-line="156" selection-end-line="156" />
+            <state relative-caret-position="154">
+              <caret line="37" column="27" selection-start-line="37" selection-start-column="27" selection-end-line="37" selection-end-column="27" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588352857258" expanded="true" signature="5557:5559" ph="..." />
+                <marker date="1588353097067" expanded="true" signature="5560:5562" ph="..." />
               </folding>
             </state>
           </provider>
@@ -208,7 +205,7 @@
   <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="1588352857448" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588353255401" />
     <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" />
@@ -249,16 +246,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="12852000" />
+      <workItem from="1588319878551" duration="12998000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="29825000" />
+    <option name="totallyTimeSpent" value="29971000" />
   </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" />
@@ -369,11 +365,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="287">
-          <caret line="156" lean-forward="true" selection-start-line="156" selection-end-line="156" />
+        <state relative-caret-position="154">
+          <caret line="37" column="27" selection-start-line="37" selection-start-column="27" selection-end-line="37" selection-end-column="27" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588352857258" expanded="true" signature="5557:5559" ph="..." />
+            <marker date="1588353097067" expanded="true" signature="5560:5562" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 876dc66..3984c0b 100644
--- a/serve.py
+++ b/serve.py
@@ -120,6 +120,7 @@ class Data:
 		if return_label_data:
 			label_data = self.norm_data[self.train_num + self.start_num_in_test:, self.config.label_in_feature_columns]
 			return np.array(test_x), label_data
+		print(test_x)
 		return np.array(test_x)
 
 	# add yqy
@@ -129,6 +130,7 @@ class Data:
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
 		test_x = [feature_data]
+		print(test_x)
 		return np.array(test_x)
 
 

From 2e803f0ec961f6bd8d4f2c6c86538eb54c554549 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:23:11 +0800
Subject: [PATCH 045/108] update

---
 .idea/workspace.xml | 27 ++++++++++++++-------------
 serve.py            |  2 +-
 2 files changed, 15 insertions(+), 14 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 60e86cb..99e1605 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -45,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2269" />
+          <entry key="py" value="2291" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2269" />
+          <entry key="Python" value="2291" />
         </counts>
       </usages-collector>
     </session>
@@ -76,11 +76,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="154">
-              <caret line="37" column="27" selection-start-line="37" selection-start-column="27" selection-end-line="37" selection-end-column="27" />
+            <state relative-caret-position="283">
+              <caret line="132" column="20" selection-start-line="132" selection-start-column="20" selection-end-line="132" selection-end-column="20" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588353097067" expanded="true" signature="5560:5562" ph="..." />
+                <marker date="1588353677501" expanded="true" signature="5592:5594" ph="..." />
               </folding>
             </state>
           </provider>
@@ -119,7 +119,7 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="157">
+            <state relative-caret-position="-783">
               <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
@@ -146,6 +146,7 @@
       <find>usecol</find>
       <find>valid_data_rate</find>
       <find>batch_size</find>
+      <find>predict</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -205,7 +206,7 @@
   <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="1588353255401" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588353307531" />
     <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" />
@@ -246,12 +247,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="12998000" />
+      <workItem from="1588319878551" duration="13536000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="29971000" />
+    <option name="totallyTimeSpent" value="30509000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -355,7 +356,7 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="157">
+        <state relative-caret-position="-783">
           <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
           <folding>
             <element signature="e#0#23#0" expanded="true" />
@@ -365,11 +366,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="154">
-          <caret line="37" column="27" selection-start-line="37" selection-start-column="27" selection-end-line="37" selection-end-column="27" />
+        <state relative-caret-position="283">
+          <caret line="132" column="20" selection-start-line="132" selection-start-column="20" selection-end-line="132" selection-end-column="20" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588353097067" expanded="true" signature="5560:5562" ph="..." />
+            <marker date="1588353677501" expanded="true" signature="5592:5594" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 3984c0b..420e40e 100644
--- a/serve.py
+++ b/serve.py
@@ -117,10 +117,10 @@ class Data:
 		test_x = [feature_data[self.start_num_in_test + i * self.config.time_step: self.start_num_in_test + (
 				i + 1) * self.config.time_step]
 		          for i in range(time_step_size)]
+		print("test_x is", test_x)
 		if return_label_data:
 			label_data = self.norm_data[self.train_num + self.start_num_in_test:, self.config.label_in_feature_columns]
 			return np.array(test_x), label_data
-		print(test_x)
 		return np.array(test_x)
 
 	# add yqy

From fb7b2ef8adefff039a72a6b84344386d91936007 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:29:40 +0800
Subject: [PATCH 046/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 7 +++----
 2 files changed, 4 insertions(+), 5 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 99e1605..606275b 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -206,7 +206,7 @@
   <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="1588353307531" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588353692184" />
     <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" />
diff --git a/serve.py b/serve.py
index 420e40e..b4abe28 100644
--- a/serve.py
+++ b/serve.py
@@ -115,9 +115,8 @@ class Data:
 		time_step_size = feature_data.shape[0] // self.config.time_step
 
 		test_x = [feature_data[self.start_num_in_test + i * self.config.time_step: self.start_num_in_test + (
-				i + 1) * self.config.time_step]
-		          for i in range(time_step_size)]
-		print("test_x is", test_x)
+				i + 1) * self.config.time_step] for i in range(time_step_size)]
+
 		if return_label_data:
 			label_data = self.norm_data[self.train_num + self.start_num_in_test:, self.config.label_in_feature_columns]
 			return np.array(test_x), label_data
@@ -129,7 +128,7 @@ class Data:
 			test_data_yqy = []
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
-		test_x = [feature_data]
+		test_x = [feature_data][:, 0]
 		print(test_x)
 		return np.array(test_x)
 

From 1a92b83f29b71ca7968317dadbe373fd5fe7dd66 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:29:49 +0800
Subject: [PATCH 047/108] update

---
 serve.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/serve.py b/serve.py
index b4abe28..5ff79a9 100644
--- a/serve.py
+++ b/serve.py
@@ -128,7 +128,7 @@ class Data:
 			test_data_yqy = []
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
-		test_x = [feature_data][:, 0]
+		test_x = [feature_data][:, 0:1]
 		print(test_x)
 		return np.array(test_x)
 

From 05c0a7a90bba9e70789502147a4e1d1c8d708196 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:32:11 +0800
Subject: [PATCH 048/108] update

---
 .idea/workspace.xml | 32 +++++++++++++++++---------------
 serve.py            |  2 +-
 2 files changed, 18 insertions(+), 16 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 606275b..aa917c8 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -45,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2291" />
+          <entry key="py" value="2316" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2291" />
+          <entry key="Python" value="2316" />
         </counts>
       </usages-collector>
     </session>
@@ -76,11 +76,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="283">
-              <caret line="132" column="20" selection-start-line="132" selection-start-column="20" selection-end-line="132" selection-end-column="20" />
+            <state relative-caret-position="312">
+              <caret line="131" column="21" lean-forward="true" selection-start-line="131" selection-start-column="21" selection-end-line="131" selection-end-column="21" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588353677501" expanded="true" signature="5592:5594" ph="..." />
+                <marker date="1588354187030" expanded="true" signature="5573:5575" ph="..." />
               </folding>
             </state>
           </provider>
@@ -119,8 +119,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-783">
-              <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
+            <state relative-caret-position="57">
+              <caret line="82" column="26" selection-start-line="82" selection-start-column="20" selection-end-line="82" selection-end-column="26" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -147,6 +147,7 @@
       <find>valid_data_rate</find>
       <find>batch_size</find>
       <find>predict</find>
+      <find>train_num</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -206,7 +207,7 @@
   <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="1588353692184" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588354194556" />
     <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" />
@@ -247,15 +248,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="13536000" />
+      <workItem from="1588319878551" duration="13956000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="30509000" />
+    <option name="totallyTimeSpent" value="30929000" />
   </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" />
@@ -356,8 +358,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-783">
-          <caret line="26" column="45" selection-start-line="26" selection-start-column="35" selection-end-line="26" selection-end-column="45" />
+        <state relative-caret-position="57">
+          <caret line="82" column="26" selection-start-line="82" selection-start-column="20" selection-end-line="82" selection-end-column="26" />
           <folding>
             <element signature="e#0#23#0" expanded="true" />
           </folding>
@@ -366,11 +368,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="283">
-          <caret line="132" column="20" selection-start-line="132" selection-start-column="20" selection-end-line="132" selection-end-column="20" />
+        <state relative-caret-position="312">
+          <caret line="131" column="21" lean-forward="true" selection-start-line="131" selection-start-column="21" selection-end-line="131" selection-end-column="21" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588353677501" expanded="true" signature="5592:5594" ph="..." />
+            <marker date="1588354187030" expanded="true" signature="5573:5575" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 5ff79a9..2ea0d23 100644
--- a/serve.py
+++ b/serve.py
@@ -14,7 +14,7 @@ import csv
 
 
 class Config:
-	feature_columns = list(range(0, 2))
+	feature_columns = list(range(0, 1))
 	label_columns = [1]
 	feature_and_label_columns = feature_columns + label_columns
 	label_in_feature_columns = (lambda x, y: [x.index(i) for i in y])(feature_columns, label_columns)

From f3cef4f20a45464731dc76e7921f3c00dcd3cdc8 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:34:47 +0800
Subject: [PATCH 049/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index aa917c8..b301a65 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -207,7 +207,7 @@
   <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="1588354194556" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588354296835" />
     <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" />
diff --git a/serve.py b/serve.py
index 2ea0d23..1dfd2a9 100644
--- a/serve.py
+++ b/serve.py
@@ -14,7 +14,7 @@ import csv
 
 
 class Config:
-	feature_columns = list(range(0, 1))
+	feature_columns = list(range(0, 2))
 	label_columns = [1]
 	feature_and_label_columns = feature_columns + label_columns
 	label_in_feature_columns = (lambda x, y: [x.index(i) for i in y])(feature_columns, label_columns)
@@ -184,7 +184,7 @@ def train_models():
 	if train_X.shape[0] < 200:
 		config.batch_size = 16
 
-	train(config, train_X, train_Y, valid_X, valid_Y)
+	train(config, train_X[:, :1], train_Y, valid_X[:, :1], valid_Y)
 
 	lock.release()
 

From e6bc92507c542c2b1f86ecfa4b4505edc772b5dc Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:38:39 +0800
Subject: [PATCH 050/108] update

---
 .idea/workspace.xml | 36 +++++++++++++++++++-----------------
 serve.py            |  3 +--
 2 files changed, 20 insertions(+), 19 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b301a65..b7115b5 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,9 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
+      <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
+    </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -45,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2316" />
+          <entry key="py" value="2330" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2316" />
+          <entry key="Python" value="2330" />
         </counts>
       </usages-collector>
     </session>
@@ -76,11 +78,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="312">
-              <caret line="131" column="21" lean-forward="true" selection-start-line="131" selection-start-column="21" selection-end-line="131" selection-end-column="21" />
+            <state relative-caret-position="259">
+              <caret line="186" column="56" selection-start-line="186" selection-start-column="56" selection-end-line="186" selection-end-column="56" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588354187030" expanded="true" signature="5573:5575" ph="..." />
+                <marker date="1588354485880" expanded="true" signature="5573:5575" ph="..." />
               </folding>
             </state>
           </provider>
@@ -119,8 +121,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="57">
-              <caret line="82" column="26" selection-start-line="82" selection-start-column="20" selection-end-line="82" selection-end-column="26" />
+            <state relative-caret-position="774">
+              <caret line="85" lean-forward="true" selection-start-line="85" selection-end-line="85" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -148,6 +150,7 @@
       <find>batch_size</find>
       <find>predict</find>
       <find>train_num</find>
+      <find>label_in_feature_columns</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -207,7 +210,7 @@
   <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="1588354296835" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588354652110" />
     <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" />
@@ -248,16 +251,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="13956000" />
+      <workItem from="1588319878551" duration="14254000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="30929000" />
+    <option name="totallyTimeSpent" value="31227000" />
   </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" />
@@ -358,8 +360,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="57">
-          <caret line="82" column="26" selection-start-line="82" selection-start-column="20" selection-end-line="82" selection-end-column="26" />
+        <state relative-caret-position="774">
+          <caret line="85" lean-forward="true" selection-start-line="85" selection-end-line="85" />
           <folding>
             <element signature="e#0#23#0" expanded="true" />
           </folding>
@@ -368,11 +370,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="312">
-          <caret line="131" column="21" lean-forward="true" selection-start-line="131" selection-start-column="21" selection-end-line="131" selection-end-column="21" />
+        <state relative-caret-position="259">
+          <caret line="186" column="56" selection-start-line="186" selection-start-column="56" selection-end-line="186" selection-end-column="56" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588354187030" expanded="true" signature="5573:5575" ph="..." />
+            <marker date="1588354485880" expanded="true" signature="5573:5575" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 1dfd2a9..b56a3ab 100644
--- a/serve.py
+++ b/serve.py
@@ -177,13 +177,12 @@ def train_models():
 
 	train_X, valid_X, train_Y, valid_Y = data_gainer.get_train_and_valid_data()
 
-	print(train_X, valid_X, train_Y, valid_Y)
-	print(train_X.shape[0])
 	if train_X.shape[0] < 500:
 		config.batch_size = 32
 	if train_X.shape[0] < 200:
 		config.batch_size = 16
 
+	print(train_X[:, :1], valid_X[:, :1], train_Y, valid_Y)
 	train(config, train_X[:, :1], train_Y, valid_X[:, :1], valid_Y)
 
 	lock.release()

From daf04a03c1155ea8c91799ad68ca532a1ca2fc6c Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:49:15 +0800
Subject: [PATCH 051/108] update

---
 .idea/workspace.xml | 32 +++++++++++++++++---------------
 serve.py            |  4 ++--
 2 files changed, 19 insertions(+), 17 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b7115b5..afcdf62 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,6 +2,7 @@
 <project version="4">
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2330" />
+          <entry key="py" value="2348" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2330" />
+          <entry key="Python" value="2348" />
         </counts>
       </usages-collector>
     </session>
@@ -78,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="259">
-              <caret line="186" column="56" selection-start-line="186" selection-start-column="56" selection-end-line="186" selection-end-column="56" />
+            <state relative-caret-position="286">
+              <caret line="184" column="38" lean-forward="true" selection-start-line="184" selection-start-column="38" selection-end-line="184" selection-end-column="38" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588354485880" expanded="true" signature="5573:5575" ph="..." />
+                <marker date="1588354803877" expanded="true" signature="5573:5575" ph="..." />
               </folding>
             </state>
           </provider>
@@ -121,8 +122,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="774">
-              <caret line="85" lean-forward="true" selection-start-line="85" selection-end-line="85" />
+            <state relative-caret-position="306">
+              <caret line="51" column="45" selection-start-line="51" selection-start-column="38" selection-end-line="51" selection-end-column="45" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -210,7 +211,7 @@
   <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="1588354652110" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588354978612" />
     <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" />
@@ -251,15 +252,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="14254000" />
+      <workItem from="1588319878551" duration="14551000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="31227000" />
+    <option name="totallyTimeSpent" value="31524000" />
   </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" />
@@ -360,8 +362,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="774">
-          <caret line="85" lean-forward="true" selection-start-line="85" selection-end-line="85" />
+        <state relative-caret-position="306">
+          <caret line="51" column="45" selection-start-line="51" selection-start-column="38" selection-end-line="51" selection-end-column="45" />
           <folding>
             <element signature="e#0#23#0" expanded="true" />
           </folding>
@@ -370,11 +372,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="259">
-          <caret line="186" column="56" selection-start-line="186" selection-start-column="56" selection-end-line="186" selection-end-column="56" />
+        <state relative-caret-position="286">
+          <caret line="184" column="38" lean-forward="true" selection-start-line="184" selection-start-column="38" selection-end-line="184" selection-end-column="38" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588354485880" expanded="true" signature="5573:5575" ph="..." />
+            <marker date="1588354803877" expanded="true" signature="5573:5575" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index b56a3ab..2de00eb 100644
--- a/serve.py
+++ b/serve.py
@@ -21,7 +21,7 @@ class Config:
 
 	predict_day = 1
 
-	input_size = len(feature_columns)
+	input_size = len(feature_columns)-1
 	output_size = len(label_columns)
 
 	hidden_size = 128
@@ -182,7 +182,7 @@ def train_models():
 	if train_X.shape[0] < 200:
 		config.batch_size = 16
 
-	print(train_X[:, :1], valid_X[:, :1], train_Y, valid_Y)
+	print(train_X[:1, ], valid_X[:1, :], train_Y, valid_Y)
 	train(config, train_X[:, :1], train_Y, valid_X[:, :1], valid_Y)
 
 	lock.release()

From 75cbdfda69bfe183f8d2edd85674bd8a13d1eefa Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:52:46 +0800
Subject: [PATCH 052/108] update

---
 .idea/workspace.xml | 33 ++++++++++++++++-----------------
 serve.py            |  8 ++++----
 2 files changed, 20 insertions(+), 21 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index afcdf62..70cdbb4 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2348" />
+          <entry key="py" value="2352" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2348" />
+          <entry key="Python" value="2352" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +79,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="286">
-              <caret line="184" column="38" lean-forward="true" selection-start-line="184" selection-start-column="38" selection-end-line="184" selection-end-column="38" />
+            <state relative-caret-position="-1410">
+              <caret line="13" lean-forward="true" selection-start-line="13" selection-end-line="13" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588354803877" expanded="true" signature="5573:5575" ph="..." />
+                <marker date="1588355353548" expanded="true" signature="5575:5577" ph="..." />
               </folding>
             </state>
           </provider>
@@ -122,8 +122,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="306">
-              <caret line="51" column="45" selection-start-line="51" selection-start-column="38" selection-end-line="51" selection-end-column="45" />
+            <state relative-caret-position="55">
+              <caret line="5" column="29" selection-start-line="5" selection-start-column="29" selection-end-line="5" selection-end-column="29" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -163,12 +163,12 @@
         <option value="$PROJECT_DIR$/test.py" />
         <option value="$PROJECT_DIR$/model/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/requirements.txt" />
-        <option value="$PROJECT_DIR$/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
         <option value="$PROJECT_DIR$/bootstrap.sh" />
         <option value="$PROJECT_DIR$/README.md" />
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/serve.py" />
+        <option value="$PROJECT_DIR$/model_tensorflow.py" />
       </list>
     </option>
   </component>
@@ -211,7 +211,7 @@
   <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="1588354978612" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588355445137" />
     <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" />
@@ -252,16 +252,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="14551000" />
+      <workItem from="1588319878551" duration="15087000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="31524000" />
+    <option name="totallyTimeSpent" value="32060000" />
   </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" />
@@ -362,8 +361,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="306">
-          <caret line="51" column="45" selection-start-line="51" selection-start-column="38" selection-end-line="51" selection-end-column="45" />
+        <state relative-caret-position="55">
+          <caret line="5" column="29" selection-start-line="5" selection-start-column="29" selection-end-line="5" selection-end-column="29" />
           <folding>
             <element signature="e#0#23#0" expanded="true" />
           </folding>
@@ -372,11 +371,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="286">
-          <caret line="184" column="38" lean-forward="true" selection-start-line="184" selection-start-column="38" selection-end-line="184" selection-end-column="38" />
+        <state relative-caret-position="-1410">
+          <caret line="13" lean-forward="true" selection-start-line="13" selection-end-line="13" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588354803877" expanded="true" signature="5573:5575" ph="..." />
+            <marker date="1588355353548" expanded="true" signature="5575:5577" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index 2de00eb..f40e21f 100644
--- a/serve.py
+++ b/serve.py
@@ -21,7 +21,7 @@ class Config:
 
 	predict_day = 1
 
-	input_size = len(feature_columns)-1
+	input_size = len(feature_columns) - 1
 	output_size = len(label_columns)
 
 	hidden_size = 128
@@ -128,7 +128,7 @@ class Data:
 			test_data_yqy = []
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
-		test_x = [feature_data][:, 0:1]
+		test_x = [feature_data]
 		print(test_x)
 		return np.array(test_x)
 
@@ -182,8 +182,8 @@ def train_models():
 	if train_X.shape[0] < 200:
 		config.batch_size = 16
 
-	print(train_X[:1, ], valid_X[:1, :], train_Y, valid_Y)
-	train(config, train_X[:, :1], train_Y, valid_X[:, :1], valid_Y)
+	print(train_X[:, :, :1], valid_X[:, :, :1], train_Y, valid_Y)
+	train(config, train_X[:, :, :1], train_Y, valid_X[:, :, :1], valid_Y)
 
 	lock.release()
 

From a64e4810a128fbdd4c233c2003cd16c006252d0d Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:54:45 +0800
Subject: [PATCH 053/108] update

---
 .idea/workspace.xml | 26 +++++++++++++-------------
 serve.py            |  4 ++--
 2 files changed, 15 insertions(+), 15 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 70cdbb4..1df0778 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,6 @@
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2352" />
+          <entry key="py" value="2366" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2352" />
+          <entry key="Python" value="2366" />
         </counts>
       </usages-collector>
     </session>
@@ -79,11 +78,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-1410">
-              <caret line="13" lean-forward="true" selection-start-line="13" selection-end-line="13" />
+            <state relative-caret-position="359">
+              <caret line="132" column="30" selection-start-line="132" selection-start-column="24" selection-end-line="132" selection-end-column="30" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588355353548" expanded="true" signature="5575:5577" ph="..." />
+                <marker date="1588355566079" expanded="true" signature="5569:5571" ph="..." />
               </folding>
             </state>
           </provider>
@@ -167,8 +166,8 @@
         <option value="$PROJECT_DIR$/bootstrap.sh" />
         <option value="$PROJECT_DIR$/README.md" />
         <option value="$PROJECT_DIR$/main.py" />
-        <option value="$PROJECT_DIR$/serve.py" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
+        <option value="$PROJECT_DIR$/serve.py" />
       </list>
     </option>
   </component>
@@ -211,7 +210,7 @@
   <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="1588355445137" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588355572420" />
     <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" />
@@ -252,15 +251,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="15087000" />
+      <workItem from="1588319878551" duration="15348000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="32060000" />
+    <option name="totallyTimeSpent" value="32321000" />
   </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" />
@@ -371,11 +371,11 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-1410">
-          <caret line="13" lean-forward="true" selection-start-line="13" selection-end-line="13" />
+        <state relative-caret-position="359">
+          <caret line="132" column="30" selection-start-line="132" selection-start-column="24" selection-end-line="132" selection-end-column="30" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588355353548" expanded="true" signature="5575:5577" ph="..." />
+            <marker date="1588355566079" expanded="true" signature="5569:5571" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index f40e21f..285ba26 100644
--- a/serve.py
+++ b/serve.py
@@ -129,8 +129,8 @@ class Data:
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
 		test_x = [feature_data]
-		print(test_x)
-		return np.array(test_x)
+		print(test_x[:, :, :1])
+		return np.array(test_x[:, :, :1])
 
 
 # add end

From 37193157650a85aca135ec400d5d65a54d7770ca Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 01:57:46 +0800
Subject: [PATCH 054/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 4 ++--
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 1df0778..f8a6d24 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -210,7 +210,7 @@
   <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="1588355572420" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588355696642" />
     <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" />
diff --git a/serve.py b/serve.py
index 285ba26..fed29b8 100644
--- a/serve.py
+++ b/serve.py
@@ -129,8 +129,8 @@ class Data:
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
 		test_x = [feature_data]
-		print(test_x[:, :, :1])
-		return np.array(test_x[:, :, :1])
+		print(feature_data)
+		return np.array(test_x)
 
 
 # add end

From f601309c96286001dfd7b0965b35fcd545fe4bdd Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 02:00:16 +0800
Subject: [PATCH 055/108] update

---
 .idea/workspace.xml | 19 +++++++++----------
 serve.py            |  1 +
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index f8a6d24..4e1bd36 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2366" />
+          <entry key="py" value="2384" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2366" />
+          <entry key="Python" value="2384" />
         </counts>
       </usages-collector>
     </session>
@@ -79,10 +79,10 @@
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
             <state relative-caret-position="359">
-              <caret line="132" column="30" selection-start-line="132" selection-start-column="24" selection-end-line="132" selection-end-column="30" />
+              <caret line="132" column="30" selection-start-line="132" selection-start-column="30" selection-end-line="132" selection-end-column="30" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588355566079" expanded="true" signature="5569:5571" ph="..." />
+                <marker date="1588355865244" expanded="true" signature="5575:5577" ph="..." />
               </folding>
             </state>
           </provider>
@@ -210,7 +210,7 @@
   <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="1588355696642" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588355871605" />
     <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" />
@@ -251,16 +251,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="15348000" />
+      <workItem from="1588319878551" duration="15553000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="32321000" />
+    <option name="totallyTimeSpent" value="32526000" />
   </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" />
@@ -372,10 +371,10 @@
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="359">
-          <caret line="132" column="30" selection-start-line="132" selection-start-column="24" selection-end-line="132" selection-end-column="30" />
+          <caret line="132" column="30" selection-start-line="132" selection-start-column="30" selection-end-line="132" selection-end-column="30" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588355566079" expanded="true" signature="5569:5571" ph="..." />
+            <marker date="1588355865244" expanded="true" signature="5575:5577" ph="..." />
           </folding>
         </state>
       </provider>
diff --git a/serve.py b/serve.py
index fed29b8..8fa76b6 100644
--- a/serve.py
+++ b/serve.py
@@ -128,6 +128,7 @@ class Data:
 			test_data_yqy = []
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
+		print(feature_data[:, :1])
 		test_x = [feature_data]
 		print(feature_data)
 		return np.array(test_x)

From 2ea1b900a4188221663f1d662f8865efea92e2b6 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 02:01:35 +0800
Subject: [PATCH 056/108] update

---
 .idea/workspace.xml | 2 +-
 serve.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 4e1bd36..ceb0eb6 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -210,7 +210,7 @@
   <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="1588355871605" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588355928470" />
     <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" />
diff --git a/serve.py b/serve.py
index 8fa76b6..315a241 100644
--- a/serve.py
+++ b/serve.py
@@ -129,7 +129,7 @@ class Data:
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
 		print(feature_data[:, :1])
-		test_x = [feature_data]
+		test_x = [feature_data[:, :1]]
 		print(feature_data)
 		return np.array(test_x)
 

From 4125568514e70358b3fe648b5fa5373250019a90 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 02:16:19 +0800
Subject: [PATCH 057/108] update

---
 .idea/workspace.xml | 56 ++++++++++++++++++++++++++++++++-------------
 1 file changed, 40 insertions(+), 16 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index ceb0eb6..3be6ca3 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -27,7 +27,7 @@
           <entry key="iml" value="1" />
           <entry key="md" value="2" />
           <entry key="png" value="7" />
-          <entry key="py" value="6" />
+          <entry key="py" value="7" />
           <entry key="sh" value="2" />
           <entry key="txt" value="2" />
         </counts>
@@ -40,14 +40,14 @@
           <entry key="Image" value="7" />
           <entry key="Markdown" value="2" />
           <entry key="PLAIN_TEXT" value="4" />
-          <entry key="Python" value="6" />
+          <entry key="Python" value="7" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.extensions.edit">
         <counts>
           <entry key="Dockerfile" value="75" />
           <entry key="md" value="104" />
-          <entry key="py" value="2384" />
+          <entry key="py" value="2423" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="75" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2384" />
+          <entry key="Python" value="2423" />
         </counts>
       </usages-collector>
     </session>
@@ -75,14 +75,26 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <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="359">
-              <caret line="132" column="30" selection-start-line="132" selection-start-column="30" selection-end-line="132" selection-end-column="30" />
+            <state relative-caret-position="314">
+              <caret line="131" column="36" selection-start-line="131" selection-start-column="36" selection-end-line="131" selection-end-column="36" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588355865244" expanded="true" signature="5575:5577" ph="..." />
+                <marker date="1588356094829" expanded="true" signature="5611:5613" ph="..." />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/train.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="270">
+              <caret line="20" column="28" selection-start-line="20" selection-start-column="4" selection-end-line="20" selection-end-column="28" />
+              <folding>
+                <element signature="e#0#28#0" expanded="true" />
               </folding>
             </state>
           </provider>
@@ -168,6 +180,7 @@
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/serve.py" />
+        <option value="$PROJECT_DIR$/train.py" />
       </list>
     </option>
   </component>
@@ -210,7 +223,7 @@
   <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="1588355928470" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588356266416" />
     <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" />
@@ -251,25 +264,26 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="15553000" />
+      <workItem from="1588319878551" duration="16036000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="32526000" />
+    <option name="totallyTimeSpent" value="33009000" />
   </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" />
       <window_info id="Capture Tool" order="2" />
       <window_info id="Favorites" order="3" side_tool="true" />
       <window_info id="Image Layers" order="4" />
-      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
+      <window_info active="true" content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
       <window_info id="Structure" order="6" sideWeight="0.50101835" side_tool="true" weight="0.24959612" />
       <window_info anchor="bottom" id="Version Control" order="0" />
-      <window_info active="true" anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
+      <window_info anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
       <window_info anchor="bottom" id="Event Log" order="2" side_tool="true" />
       <window_info anchor="bottom" id="Database Changes" order="3" show_stripe_button="false" />
       <window_info anchor="bottom" id="Docker" order="4" show_stripe_button="false" />
@@ -370,11 +384,21 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="359">
-          <caret line="132" column="30" selection-start-line="132" selection-start-column="30" selection-end-line="132" selection-end-column="30" />
+        <state relative-caret-position="314">
+          <caret line="131" column="36" selection-start-line="131" selection-start-column="36" selection-end-line="131" selection-end-column="36" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588355865244" expanded="true" signature="5575:5577" ph="..." />
+            <marker date="1588356094829" expanded="true" signature="5611:5613" ph="..." />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/train.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="270">
+          <caret line="20" column="28" selection-start-line="20" selection-start-column="4" selection-end-line="20" selection-end-column="28" />
+          <folding>
+            <element signature="e#0#28#0" expanded="true" />
           </folding>
         </state>
       </provider>

From b2ffd6f3326447e2128dcda8bdf3d945de36def1 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 02:16:51 +0800
Subject: [PATCH 058/108] update

---
 .idea/workspace.xml |   2 +-
 train.py            | 128 ++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 129 insertions(+), 1 deletion(-)
 create mode 100644 train.py

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 3be6ca3..6180ca0 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -223,7 +223,7 @@
   <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="1588356266416" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588356880775" />
     <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" />
diff --git a/train.py b/train.py
new file mode 100644
index 0000000..0668898
--- /dev/null
+++ b/train.py
@@ -0,0 +1,128 @@
+from pandas import DataFrame
+from pandas import Series
+from pandas import concat
+from pandas import read_csv
+from pandas import datetime
+from sklearn.metrics import mean_squared_error
+from sklearn.preprocessing import MinMaxScaler
+from keras.models import Sequential
+from keras.layers import Dense
+from keras.layers import LSTM
+from math import sqrt
+import numpy
+
+
+# date-time parsing function for loading the dataset
+def parser(x):
+	return datetime.strptime('190' + x, '%Y-%m')
+
+
+# frame a sequence as a supervised learning problem
+def timeseries_to_supervised(data, lag=1):
+	df = DataFrame(data)
+	columns = [df.shift(i) for i in range(1, lag + 1)]
+	columns.append(df)
+	df = concat(columns, axis=1)
+	df.fillna(0, inplace=True)
+	return df
+
+
+# create a differenced series
+def difference(dataset, interval=1):
+	diff = list()
+	for i in range(interval, len(dataset)):
+		value = dataset[i] - dataset[i - interval]
+		diff.append(value)
+	return Series(diff)
+
+
+# invert differenced value
+def inverse_difference(history, yhat, interval=1):
+	return yhat + history[-interval]
+
+
+# scale train and test data to [-1, 1]
+def scale(train, test):
+	# fit scaler
+	scaler = MinMaxScaler(feature_range=(-1, 1))
+	scaler = scaler.fit(train)
+	# transform train
+	train = train.reshape(train.shape[0], train.shape[1])
+	train_scaled = scaler.transform(train)
+	# transform test
+	test = test.reshape(test.shape[0], test.shape[1])
+	test_scaled = scaler.transform(test)
+	return scaler, train_scaled, test_scaled
+
+
+# inverse scaling for a forecasted value
+def invert_scale(scaler, X, value):
+	new_row = [x for x in X] + [value]
+	array = numpy.array(new_row)
+	array = array.reshape(1, len(array))
+	inverted = scaler.inverse_transform(array)
+	return inverted[0, -1]
+
+
+# fit an LSTM network to training data
+def fit_lstm(train, batch_size, nb_epoch, neurons):
+	X, y = train[:, 0:-1], train[:, -1]
+	X = X.reshape(X.shape[0], 1, X.shape[1])
+	model = Sequential()
+	model.add(LSTM(neurons, batch_input_shape=(batch_size, X.shape[1], X.shape[2]), stateful=True))
+	model.add(Dense(1))
+	model.compile(loss='mean_squared_error', optimizer='adam')
+	for i in range(nb_epoch):
+		model.fit(X, y, epochs=1, batch_size=batch_size, verbose=0, shuffle=False)
+		model.reset_states()
+	return model
+
+
+# make a one-step forecast
+def forecast_lstm(model, batch_size, X):
+	X = X.reshape(1, 1, len(X))
+	yhat = model.predict(X, batch_size=batch_size)
+	return yhat[0, 0]
+
+
+# load dataset
+series = read_csv('data.csv', header=0, index_col=0, squeeze=True)
+
+# transform data to be stationary
+raw_values = series.values
+diff_values = difference(raw_values, 1)
+
+# transform data to be supervised learning
+supervised = timeseries_to_supervised(diff_values, 1)
+supervised_values = supervised.values
+
+# split data into train and test-sets
+train, test = supervised_values[0:-12], supervised_values[-12:]
+
+# transform the scale of the data
+scaler, train_scaled, test_scaled = scale(train, test)
+
+# fit the model
+lstm_model = fit_lstm(train_scaled, 1, 3000, 4)
+# forecast the entire training dataset to build up state for forecasting
+train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
+lstm_model.predict(train_reshaped, batch_size=1)
+
+# walk-forward validation on the test data
+predictions = list()
+for i in range(len(test_scaled)):
+	# make one-step forecast
+	X, y = test_scaled[i, 0:-1], test_scaled[i, -1]
+	yhat = forecast_lstm(lstm_model, 1, X)
+	# invert scaling
+	yhat = invert_scale(scaler, X, yhat)
+	# invert differencing
+	yhat = inverse_difference(raw_values, yhat, len(test_scaled) + 1 - i)
+	# store forecast
+	predictions.append(yhat)
+	expected = raw_values[len(train) + i + 1]
+	print('Month=%d, Predicted=%f, Expected=%f' % (i + 1, yhat, expected))
+
+# report performance
+rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))
+print('Test RMSE: %.3f' % rmse)

From 92c305e29d1dbea1e6f81a0021bfe3af1b703bd4 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 02:21:28 +0800
Subject: [PATCH 059/108] update

---
 .idea/workspace.xml | 51 +++++++++++++++++++++++----------------------
 Dockerfile          |  2 +-
 train.py            |  1 +
 3 files changed, 28 insertions(+), 26 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 6180ca0..e693b86 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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="$PROJECT_DIR$/Dockerfile" beforeDir="false" afterPath="$PROJECT_DIR$/Dockerfile" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -45,18 +46,18 @@
       </usages-collector>
       <usages-collector id="statistics.file.extensions.edit">
         <counts>
-          <entry key="Dockerfile" value="75" />
+          <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2423" />
+          <entry key="py" value="2428" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
       <usages-collector id="statistics.file.types.edit">
         <counts>
           <entry key="Bash" value="5" />
-          <entry key="Dockerfile" value="75" />
+          <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2423" />
+          <entry key="Python" value="2428" />
         </counts>
       </usages-collector>
     </session>
@@ -88,11 +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="270">
-              <caret line="20" column="28" selection-start-line="20" selection-start-column="4" selection-end-line="20" selection-end-column="28" />
+            <state relative-caret-position="1320">
+              <caret line="88" column="33" lean-forward="true" selection-start-line="88" selection-start-column="33" selection-end-line="88" selection-end-column="33" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -112,11 +113,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/Dockerfile">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="210">
-              <caret line="14" column="34" lean-forward="true" selection-start-line="14" selection-start-column="34" selection-end-line="14" selection-end-column="34" />
+            <state relative-caret-position="180">
+              <caret line="12" column="58" selection-start-line="12" selection-start-column="58" selection-end-line="12" selection-end-column="58" />
             </state>
           </provider>
         </entry>
@@ -174,13 +175,13 @@
         <option value="$PROJECT_DIR$/test.py" />
         <option value="$PROJECT_DIR$/model/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/requirements.txt" />
-        <option value="$PROJECT_DIR$/Dockerfile" />
         <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="$PROJECT_DIR$/serve.py" />
         <option value="$PROJECT_DIR$/train.py" />
+        <option value="$PROJECT_DIR$/Dockerfile" />
       </list>
     </option>
   </component>
@@ -223,7 +224,7 @@
   <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="1588356880775" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588357220201" />
     <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" />
@@ -264,12 +265,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="16036000" />
+      <workItem from="1588319878551" duration="16300000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="33009000" />
+    <option name="totallyTimeSpent" value="33273000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -280,10 +281,10 @@
       <window_info id="Capture Tool" order="2" />
       <window_info id="Favorites" order="3" side_tool="true" />
       <window_info id="Image Layers" order="4" />
-      <window_info active="true" content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
+      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
       <window_info id="Structure" order="6" sideWeight="0.50101835" side_tool="true" weight="0.24959612" />
       <window_info anchor="bottom" id="Version Control" order="0" />
-      <window_info anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
+      <window_info active="true" anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
       <window_info anchor="bottom" id="Event Log" order="2" side_tool="true" />
       <window_info anchor="bottom" id="Database Changes" order="3" show_stripe_button="false" />
       <window_info anchor="bottom" id="Docker" order="4" show_stripe_button="false" />
@@ -338,13 +339,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/Dockerfile">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="210">
-          <caret line="14" column="34" lean-forward="true" selection-start-line="14" selection-start-column="34" selection-end-line="14" selection-end-column="34" />
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -395,14 +389,21 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="270">
-          <caret line="20" column="28" selection-start-line="20" selection-start-column="4" selection-end-line="20" selection-end-column="28" />
+        <state relative-caret-position="1320">
+          <caret line="88" column="33" lean-forward="true" selection-start-line="88" selection-start-column="33" selection-end-line="88" selection-end-column="33" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/Dockerfile">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="180">
+          <caret line="12" column="58" selection-start-line="12" selection-start-column="58" selection-end-line="12" selection-end-column="58" />
+        </state>
+      </provider>
+    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/Dockerfile b/Dockerfile
index 7ffcbf0..d9a5e0b 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -10,7 +10,7 @@ RUN apt update && \
 	apt install -y git vim httpie && \
 	rm -rf /var/lib/apt/lists/*
 
-RUN pip3 install pandas sklearn tensorflow-gpu==1.14
+RUN pip3 install pandas sklearn tensorflow-gpu==1.14 keras
 
 ADD bootstrap.sh /etc/bootstrap.sh
 
diff --git a/train.py b/train.py
index 0668898..f09f7b5 100644
--- a/train.py
+++ b/train.py
@@ -73,6 +73,7 @@ def fit_lstm(train, batch_size, nb_epoch, neurons):
 	model.add(Dense(1))
 	model.compile(loss='mean_squared_error', optimizer='adam')
 	for i in range(nb_epoch):
+		print("Epoch {}/{}".format(i, nb_epoch))
 		model.fit(X, y, epochs=1, batch_size=batch_size, verbose=0, shuffle=False)
 		model.reset_states()
 	return model

From 6e27af40eaaa1634ff82a604714edf17931f0b63 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 02:21:44 +0800
Subject: [PATCH 060/108] update

---
 train.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/train.py b/train.py
index f09f7b5..b09f6b8 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ train, test = supervised_values[0:-12], supervised_values[-12:]
 scaler, train_scaled, test_scaled = scale(train, test)
 
 # fit the model
-lstm_model = fit_lstm(train_scaled, 1, 3000, 4)
+lstm_model = fit_lstm(train_scaled, 1, 30, 4)
 # forecast the entire training dataset to build up state for forecasting
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
 lstm_model.predict(train_reshaped, batch_size=1)

From e60dc18eb8815958a84c21bfe97d0a7aa25c5640 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 02:25:02 +0800
Subject: [PATCH 061/108] update

---
 .idea/workspace.xml | 98 ++++++++++++++++++++++-----------------------
 serve.py            | 32 ++++++++-------
 2 files changed, 66 insertions(+), 64 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index e693b86..42c1a53 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="$PROJECT_DIR$/Dockerfile" beforeDir="false" afterPath="$PROJECT_DIR$/Dockerfile" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.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="2428" />
+          <entry key="py" value="2434" />
           <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="2428" />
+          <entry key="Python" value="2434" />
         </counts>
       </usages-collector>
     </session>
@@ -76,14 +76,14 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/serve.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="314">
-              <caret line="131" column="36" selection-start-line="131" selection-start-column="36" selection-end-line="131" selection-end-column="36" />
+            <state relative-caret-position="387">
+              <caret line="186" column="30" selection-start-line="186" selection-start-column="30" selection-end-line="186" selection-end-column="30" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
-                <marker date="1588356094829" expanded="true" signature="5611:5613" ph="..." />
+                <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
               </folding>
             </state>
           </provider>
@@ -92,8 +92,8 @@
       <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="1320">
-              <caret line="88" column="33" lean-forward="true" selection-start-line="88" selection-start-column="33" selection-end-line="88" selection-end-column="33" />
+            <state relative-caret-position="178">
+              <caret line="67" column="49" selection-start-line="67" selection-start-column="42" selection-end-line="67" selection-end-column="49" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -113,7 +113,7 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/Dockerfile">
           <provider selected="true" editor-type-id="text-editor">
             <state relative-caret-position="180">
@@ -134,8 +134,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="55">
-              <caret line="5" column="29" selection-start-line="5" selection-start-column="29" selection-end-line="5" selection-end-column="29" />
+            <state relative-caret-position="297">
+              <caret line="48" lean-forward="true" selection-start-line="48" selection-end-line="48" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -179,9 +179,9 @@
         <option value="$PROJECT_DIR$/README.md" />
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
-        <option value="$PROJECT_DIR$/serve.py" />
-        <option value="$PROJECT_DIR$/train.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
+        <option value="$PROJECT_DIR$/train.py" />
+        <option value="$PROJECT_DIR$/serve.py" />
       </list>
     </option>
   </component>
@@ -224,7 +224,7 @@
   <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="1588357220201" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588357393746" />
     <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" />
@@ -265,12 +265,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="16300000" />
+      <workItem from="1588319878551" duration="16609000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="33273000" />
+    <option name="totallyTimeSpent" value="33582000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -339,16 +339,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/README.md">
-      <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
-        <state split_layout="SPLIT">
-          <first_editor relative-caret-position="105">
-            <caret line="7" column="6" selection-start-line="7" selection-start-column="6" selection-end-line="7" selection-end-column="6" />
-          </first_editor>
-          <second_editor />
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/data/stock_data.csv">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="60">
@@ -366,10 +356,37 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/Dockerfile">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="180">
+          <caret line="12" column="58" selection-start-line="12" selection-start-column="58" selection-end-line="12" selection-end-column="58" />
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/train.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="178">
+          <caret line="67" column="49" selection-start-line="67" selection-start-column="42" selection-end-line="67" selection-end-column="49" />
+          <folding>
+            <element signature="e#0#28#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/README.md">
+      <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
+        <state split_layout="SPLIT">
+          <first_editor relative-caret-position="105">
+            <caret line="7" column="6" selection-start-line="7" selection-start-column="6" selection-end-line="7" selection-end-column="6" />
+          </first_editor>
+          <second_editor />
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="55">
-          <caret line="5" column="29" selection-start-line="5" selection-start-column="29" selection-end-line="5" selection-end-column="29" />
+        <state relative-caret-position="297">
+          <caret line="48" lean-forward="true" selection-start-line="48" selection-end-line="48" />
           <folding>
             <element signature="e#0#23#0" expanded="true" />
           </folding>
@@ -378,32 +395,15 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="314">
-          <caret line="131" column="36" selection-start-line="131" selection-start-column="36" selection-end-line="131" selection-end-column="36" />
+        <state relative-caret-position="387">
+          <caret line="186" column="30" selection-start-line="186" selection-start-column="30" selection-end-line="186" selection-end-column="30" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588356094829" expanded="true" signature="5611:5613" ph="..." />
+            <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
           </folding>
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/train.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="1320">
-          <caret line="88" column="33" lean-forward="true" selection-start-line="88" selection-start-column="33" selection-end-line="88" selection-end-column="33" />
-          <folding>
-            <element signature="e#0#28#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
-    <entry file="file://$PROJECT_DIR$/Dockerfile">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="180">
-          <caret line="12" column="58" selection-start-line="12" selection-start-column="58" selection-end-line="12" selection-end-column="58" />
-        </state>
-      </provider>
-    </entry>
   </component>
   <component name="masterDetails">
     <states>
diff --git a/serve.py b/serve.py
index 315a241..3a50801 100644
--- a/serve.py
+++ b/serve.py
@@ -21,7 +21,7 @@ class Config:
 
 	predict_day = 1
 
-	input_size = len(feature_columns) - 1
+	input_size = len(feature_columns)
 	output_size = len(label_columns)
 
 	hidden_size = 128
@@ -35,7 +35,7 @@ class Config:
 	shuffle_train_data = True
 
 	# train_data_rate = 0.95 #comment yqy
-	train_data_rate = 0.95  # add yqy
+	train_data_rate = 1  # add yqy
 	valid_data_rate = 0.15
 
 	batch_size = 64
@@ -115,8 +115,8 @@ class Data:
 		time_step_size = feature_data.shape[0] // self.config.time_step
 
 		test_x = [feature_data[self.start_num_in_test + i * self.config.time_step: self.start_num_in_test + (
-				i + 1) * self.config.time_step] for i in range(time_step_size)]
-
+				i + 1) * self.config.time_step]
+		          for i in range(time_step_size)]
 		if return_label_data:
 			label_data = self.norm_data[self.train_num + self.start_num_in_test:, self.config.label_in_feature_columns]
 			return np.array(test_x), label_data
@@ -128,9 +128,7 @@ class Data:
 			test_data_yqy = []
 		# test_data_yqy=test_data_yqy[1:21]
 		feature_data = (test_data_yqy - self.mean) / self.std
-		print(feature_data[:, :1])
-		test_x = [feature_data[:, :1]]
-		print(feature_data)
+		test_x = [feature_data]
 		return np.array(test_x)
 
 
@@ -142,6 +140,7 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	assert label_norm_data.shape[0] == predict_norm_data.shape[
 		0], "The element number in origin and predicted data is different"
 
+	print("dsa")
 	# label_norm_data=label_norm_data[:,1]
 	label_name = 'high'
 	label_column_num = 3
@@ -153,14 +152,16 @@ def draw_yqy(config2, origin_data, predict_norm_data, mean_yqy, std_yqy):
 	# label_X = range(origin_data.data_num - origin_data.train_num - origin_data.start_num_in_test)
 	# predict_X = [x + config.predict_day for x in label_X]
 
-	# print(label_norm_data[:, 1:2])
-	label_data = label_norm_data[:, 1:2] * std_yqy[1:2] + mean_yqy[1:2]
-	# print(label_data)
+	print("2")
 
-	# print(predict_norm_data)
+	print(label_norm_data[:, 1:2])
+	label_data = label_norm_data[:, 1:2] * std_yqy[1:2] + mean_yqy[1:2]
+	print(label_data)
+
+	print(predict_norm_data)
 	predict_data = predict_norm_data * std_yqy[config.label_in_feature_columns] + mean_yqy[
 		config.label_in_feature_columns]
-	# print(predict_data)
+	print(predict_data)
 
 	print(label_data[:, -1])
 	print(predict_data[:, -1])
@@ -178,13 +179,14 @@ def train_models():
 
 	train_X, valid_X, train_Y, valid_Y = data_gainer.get_train_and_valid_data()
 
+	print(train_X, valid_X, train_Y, valid_Y)
+	print(train_X.shape[0])
 	if train_X.shape[0] < 500:
 		config.batch_size = 32
 	if train_X.shape[0] < 200:
 		config.batch_size = 16
 
-	print(train_X[:, :, :1], valid_X[:, :, :1], train_Y, valid_Y)
-	train(config, train_X[:, :, :1], train_Y, valid_X[:, :, :1], valid_Y)
+	train(config, train_X, train_Y, valid_X, valid_Y)
 
 	lock.release()
 
@@ -328,7 +330,7 @@ if __name__ == '__main__':
 				csvfile, delimiter=',',
 				quotechar='|', quoting=csv.QUOTE_MINIMAL
 			)
-			# spamwriter.writerow(["job", "model", "time", "utilGPU", "utilCPU", "pre", "main", "post"])
+			#spamwriter.writerow(["job", "model", "time", "utilGPU", "utilCPU", "pre", "main", "post"])
 			spamwriter.writerow(["seq", "value"])
 
 		# Wait forever for incoming http requests

From b8e6dfcbc20b819d58dd69824a9fb542b7cdafeb Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 08:50:39 +0800
Subject: [PATCH 062/108] update

---
 .idea/workspace.xml | 61 ++++++++++++++++++++++-----------------------
 train.py            | 10 ++++----
 2 files changed, 35 insertions(+), 36 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 42c1a53..38fa7ac 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,6 @@
   <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="$PROJECT_DIR$/serve.py" beforeDir="false" afterPath="$PROJECT_DIR$/serve.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2434" />
+          <entry key="py" value="2437" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2434" />
+          <entry key="Python" value="2437" />
         </counts>
       </usages-collector>
     </session>
@@ -76,10 +75,10 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <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="387">
+            <state relative-caret-position="-1984">
               <caret line="186" column="30" selection-start-line="186" selection-start-column="30" selection-end-line="186" selection-end-column="30" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
@@ -89,11 +88,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="178">
-              <caret line="67" column="49" selection-start-line="67" selection-start-column="42" selection-end-line="67" selection-end-column="49" />
+            <state relative-caret-position="110">
+              <caret line="20" column="42" lean-forward="true" selection-start-line="20" selection-start-column="42" selection-end-line="20" selection-end-column="42" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -180,8 +179,8 @@
         <option value="$PROJECT_DIR$/main.py" />
         <option value="$PROJECT_DIR$/model_tensorflow.py" />
         <option value="$PROJECT_DIR$/Dockerfile" />
-        <option value="$PROJECT_DIR$/train.py" />
         <option value="$PROJECT_DIR$/serve.py" />
+        <option value="$PROJECT_DIR$/train.py" />
       </list>
     </option>
   </component>
@@ -224,7 +223,7 @@
   <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="1588357393746" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588380374547" />
     <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" />
@@ -265,12 +264,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="16609000" />
+      <workItem from="1588319878551" duration="17012000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="33582000" />
+    <option name="totallyTimeSpent" value="33985000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -363,12 +362,23 @@
         </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="178">
-          <caret line="67" column="49" selection-start-line="67" selection-start-column="42" selection-end-line="67" selection-end-column="49" />
+        <state relative-caret-position="297">
+          <caret line="48" lean-forward="true" selection-start-line="48" selection-end-line="48" />
           <folding>
-            <element signature="e#0#28#0" expanded="true" />
+            <element signature="e#0#23#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="-1984">
+          <caret line="186" column="30" selection-start-line="186" selection-start-column="30" selection-end-line="186" selection-end-column="30" />
+          <folding>
+            <element signature="e#18#46#0" expanded="true" />
+            <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
           </folding>
         </state>
       </provider>
@@ -383,23 +393,12 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+    <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="297">
-          <caret line="48" lean-forward="true" selection-start-line="48" selection-end-line="48" />
+        <state relative-caret-position="110">
+          <caret line="20" column="42" lean-forward="true" selection-start-line="20" selection-start-column="42" selection-end-line="20" selection-end-column="42" />
           <folding>
-            <element signature="e#0#23#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="387">
-          <caret line="186" column="30" selection-start-line="186" selection-start-column="30" selection-end-line="186" selection-end-column="30" />
-          <folding>
-            <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
+            <element signature="e#0#28#0" expanded="true" />
           </folding>
         </state>
       </provider>
diff --git a/train.py b/train.py
index b09f6b8..9f63cf8 100644
--- a/train.py
+++ b/train.py
@@ -111,18 +111,18 @@ lstm_model.predict(train_reshaped, batch_size=1)
 
 # walk-forward validation on the test data
 predictions = list()
-for i in range(len(test_scaled)):
+for j in range(len(test_scaled)):
 	# make one-step forecast
-	X, y = test_scaled[i, 0:-1], test_scaled[i, -1]
+	X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
 	yhat = forecast_lstm(lstm_model, 1, X)
 	# invert scaling
 	yhat = invert_scale(scaler, X, yhat)
 	# invert differencing
-	yhat = inverse_difference(raw_values, yhat, len(test_scaled) + 1 - i)
+	yhat = inverse_difference(raw_values, yhat, len(test_scaled) + 1 - j)
 	# store forecast
 	predictions.append(yhat)
-	expected = raw_values[len(train) + i + 1]
-	print('Month=%d, Predicted=%f, Expected=%f' % (i + 1, yhat, expected))
+	expected = raw_values[len(train) + j + 1]
+	print('Month=%d, Predicted=%f, Expected=%f' % (j + 1, yhat, expected))
 
 # report performance
 rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))

From dcc7664f85e66b6ec01553df27bd8314c37ddf1e Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:21:56 +0800
Subject: [PATCH 063/108] update

---
 .idea/workspace.xml | 24 ++++++++++++------------
 train.py            |  7 +------
 2 files changed, 13 insertions(+), 18 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 38fa7ac..d0e9441 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,7 @@
 <project version="4">
   <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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2437" />
+          <entry key="py" value="2443" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2437" />
+          <entry key="Python" value="2443" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="110">
-              <caret line="20" column="42" lean-forward="true" selection-start-line="20" selection-start-column="42" selection-end-line="20" selection-end-column="42" />
+            <state relative-caret-position="192">
+              <caret line="115" column="23" selection-start-line="115" selection-start-column="23" selection-end-line="115" selection-end-column="23" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -223,7 +223,7 @@
   <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="1588380374547" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588382367607" />
     <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" />
@@ -264,12 +264,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="17012000" />
+      <workItem from="1588319878551" duration="18473000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="33985000" />
+    <option name="totallyTimeSpent" value="35446000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -280,10 +280,10 @@
       <window_info id="Capture Tool" order="2" />
       <window_info id="Favorites" order="3" side_tool="true" />
       <window_info id="Image Layers" order="4" />
-      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
+      <window_info active="true" content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
       <window_info id="Structure" order="6" sideWeight="0.50101835" side_tool="true" weight="0.24959612" />
       <window_info anchor="bottom" id="Version Control" order="0" />
-      <window_info active="true" anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
+      <window_info anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
       <window_info anchor="bottom" id="Event Log" order="2" side_tool="true" />
       <window_info anchor="bottom" id="Database Changes" order="3" show_stripe_button="false" />
       <window_info anchor="bottom" id="Docker" order="4" show_stripe_button="false" />
@@ -395,8 +395,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="110">
-          <caret line="20" column="42" lean-forward="true" selection-start-line="20" selection-start-column="42" selection-end-line="20" selection-end-column="42" />
+        <state relative-caret-position="192">
+          <caret line="115" column="23" selection-start-line="115" selection-start-column="23" selection-end-line="115" selection-end-column="23" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 9f63cf8..ab46c90 100644
--- a/train.py
+++ b/train.py
@@ -12,11 +12,6 @@ from math import sqrt
 import numpy
 
 
-# date-time parsing function for loading the dataset
-def parser(x):
-	return datetime.strptime('190' + x, '%Y-%m')
-
-
 # frame a sequence as a supervised learning problem
 def timeseries_to_supervised(data, lag=1):
 	df = DataFrame(data)
@@ -104,7 +99,7 @@ train, test = supervised_values[0:-12], supervised_values[-12:]
 scaler, train_scaled, test_scaled = scale(train, test)
 
 # fit the model
-lstm_model = fit_lstm(train_scaled, 1, 30, 4)
+lstm_model = fit_lstm(train_scaled, 32, 30, 4)
 # forecast the entire training dataset to build up state for forecasting
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
 lstm_model.predict(train_reshaped, batch_size=1)

From c5d3fdef8d7eca3f1f6ae2e4a81ef4ee12a9cc5d Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:27:31 +0800
Subject: [PATCH 064/108] update

---
 .idea/workspace.xml | 24 ++++++++++++------------
 train.py            |  2 +-
 2 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index d0e9441..eb21a92 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,7 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="">
-      <change beforePath="$PROJECT_DIR$/train.py" beforeDir="false" afterPath="$PROJECT_DIR$/train.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2443" />
+          <entry key="py" value="2445" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2443" />
+          <entry key="Python" value="2445" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="192">
-              <caret line="115" column="23" selection-start-line="115" selection-start-column="23" selection-end-line="115" selection-end-column="23" />
+            <state relative-caret-position="185">
+              <caret line="73" column="16" lean-forward="true" selection-start-line="73" selection-start-column="16" selection-end-line="73" selection-end-column="16" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -223,7 +223,7 @@
   <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="1588382367607" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588382752025" />
     <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" />
@@ -264,12 +264,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="18473000" />
+      <workItem from="1588319878551" duration="18765000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="35446000" />
+    <option name="totallyTimeSpent" value="35738000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -280,10 +280,10 @@
       <window_info id="Capture Tool" order="2" />
       <window_info id="Favorites" order="3" side_tool="true" />
       <window_info id="Image Layers" order="4" />
-      <window_info active="true" content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
+      <window_info content_ui="combo" id="Project" order="5" sideWeight="0.49898168" visible="true" weight="0.2536349" />
       <window_info id="Structure" order="6" sideWeight="0.50101835" side_tool="true" weight="0.24959612" />
       <window_info anchor="bottom" id="Version Control" order="0" />
-      <window_info anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
+      <window_info active="true" anchor="bottom" id="Terminal" order="1" visible="true" weight="0.32739726" />
       <window_info anchor="bottom" id="Event Log" order="2" side_tool="true" />
       <window_info anchor="bottom" id="Database Changes" order="3" show_stripe_button="false" />
       <window_info anchor="bottom" id="Docker" order="4" show_stripe_button="false" />
@@ -395,8 +395,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="192">
-          <caret line="115" column="23" selection-start-line="115" selection-start-column="23" selection-end-line="115" selection-end-column="23" />
+        <state relative-caret-position="185">
+          <caret line="73" column="16" lean-forward="true" selection-start-line="73" selection-start-column="16" selection-end-line="73" selection-end-column="16" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index ab46c90..8b5b777 100644
--- a/train.py
+++ b/train.py
@@ -109,7 +109,7 @@ predictions = list()
 for j in range(len(test_scaled)):
 	# make one-step forecast
 	X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
-	yhat = forecast_lstm(lstm_model, 1, X)
+	yhat = forecast_lstm(lstm_model, 32, X)
 	# invert scaling
 	yhat = invert_scale(scaler, X, yhat)
 	# invert differencing

From d500ec5877ebfffd78c8555ce4eae840713b160e Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:28:09 +0800
Subject: [PATCH 065/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index eb21a92..199c7fb 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -223,7 +223,7 @@
   <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="1588382752025" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588382857916" />
     <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" />
diff --git a/train.py b/train.py
index 8b5b777..7a64ced 100644
--- a/train.py
+++ b/train.py
@@ -102,7 +102,7 @@ scaler, train_scaled, test_scaled = scale(train, test)
 lstm_model = fit_lstm(train_scaled, 32, 30, 4)
 # forecast the entire training dataset to build up state for forecasting
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
-lstm_model.predict(train_reshaped, batch_size=1)
+lstm_model.predict(train_reshaped, batch_size=32)
 
 # walk-forward validation on the test data
 predictions = list()

From 868a231f42d8f1d7a8127f81817a0cf68dabceab Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:33:14 +0800
Subject: [PATCH 066/108] update

---
 .idea/workspace.xml | 18 +++++++++---------
 train.py            |  8 +++++---
 2 files changed, 14 insertions(+), 12 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 199c7fb..9c87a0a 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2445" />
+          <entry key="py" value="2449" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2445" />
+          <entry key="Python" value="2449" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="185">
-              <caret line="73" column="16" lean-forward="true" selection-start-line="73" selection-start-column="16" selection-end-line="73" selection-end-column="16" />
+            <state relative-caret-position="257">
+              <caret line="79" column="38" selection-start-line="79" selection-start-column="28" selection-end-line="79" selection-end-column="38" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -223,7 +223,7 @@
   <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="1588382857916" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588383124284" />
     <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" />
@@ -264,12 +264,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="18765000" />
+      <workItem from="1588319878551" duration="18998000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="35738000" />
+    <option name="totallyTimeSpent" value="35971000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -395,8 +395,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="185">
-          <caret line="73" column="16" lean-forward="true" selection-start-line="73" selection-start-column="16" selection-end-line="73" selection-end-column="16" />
+        <state relative-caret-position="257">
+          <caret line="79" column="38" selection-start-line="79" selection-start-column="28" selection-end-line="79" selection-end-column="38" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 7a64ced..e50861a 100644
--- a/train.py
+++ b/train.py
@@ -81,6 +81,8 @@ def forecast_lstm(model, batch_size, X):
 	return yhat[0, 0]
 
 
+batch_size = 12
+
 # load dataset
 series = read_csv('data.csv', header=0, index_col=0, squeeze=True)
 
@@ -99,17 +101,17 @@ train, test = supervised_values[0:-12], supervised_values[-12:]
 scaler, train_scaled, test_scaled = scale(train, test)
 
 # fit the model
-lstm_model = fit_lstm(train_scaled, 32, 30, 4)
+lstm_model = fit_lstm(train_scaled, batch_size, 30, 4)
 # forecast the entire training dataset to build up state for forecasting
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
-lstm_model.predict(train_reshaped, batch_size=32)
+lstm_model.predict(train_reshaped, batch_size=batch_size)
 
 # walk-forward validation on the test data
 predictions = list()
 for j in range(len(test_scaled)):
 	# make one-step forecast
 	X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
-	yhat = forecast_lstm(lstm_model, 32, X)
+	yhat = forecast_lstm(lstm_model, batch_size, X)
 	# invert scaling
 	yhat = invert_scale(scaler, X, yhat)
 	# invert differencing

From 9a9cbd60aeafe66227dcafd7b47453ca5ab15082 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:34:28 +0800
Subject: [PATCH 067/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 9c87a0a..e701f1a 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -223,7 +223,7 @@
   <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="1588383124284" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588383148197" />
     <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" />
diff --git a/train.py b/train.py
index e50861a..5a799b2 100644
--- a/train.py
+++ b/train.py
@@ -110,10 +110,10 @@ lstm_model.predict(train_reshaped, batch_size=batch_size)
 predictions = list()
 for j in range(len(test_scaled)):
 	# make one-step forecast
-	X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
-	yhat = forecast_lstm(lstm_model, batch_size, X)
+	#X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
+	yhat = forecast_lstm(lstm_model, batch_size, test_scaled)
 	# invert scaling
-	yhat = invert_scale(scaler, X, yhat)
+	yhat = invert_scale(scaler, test_scaled, yhat)
 	# invert differencing
 	yhat = inverse_difference(raw_values, yhat, len(test_scaled) + 1 - j)
 	# store forecast

From 50e51a457549c45d0480175d2edc1512aca533bd Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:35:42 +0800
Subject: [PATCH 068/108] update

---
 .idea/workspace.xml | 22 ++++++++++------------
 train.py            |  2 +-
 2 files changed, 11 insertions(+), 13 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index e701f1a..d978ddd 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,9 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <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" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -47,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2449" />
+          <entry key="py" value="2482" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2449" />
+          <entry key="Python" value="2482" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +89,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="257">
-              <caret line="79" column="38" selection-start-line="79" selection-start-column="28" selection-end-line="79" selection-end-column="38" />
+            <state relative-caret-position="356">
+              <caret line="123" column="20" lean-forward="true" selection-start-line="123" selection-start-column="20" selection-end-line="123" selection-end-column="20" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -223,7 +221,7 @@
   <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="1588383148197" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588383279605" />
     <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" />
@@ -264,12 +262,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="18998000" />
+      <workItem from="1588319878551" duration="19299000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="35971000" />
+    <option name="totallyTimeSpent" value="36272000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -395,8 +393,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="257">
-          <caret line="79" column="38" selection-start-line="79" selection-start-column="28" selection-end-line="79" selection-end-column="38" />
+        <state relative-caret-position="356">
+          <caret line="123" column="20" lean-forward="true" selection-start-line="123" selection-start-column="20" selection-end-line="123" selection-end-column="20" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 5a799b2..aa53fd5 100644
--- a/train.py
+++ b/train.py
@@ -76,7 +76,7 @@ def fit_lstm(train, batch_size, nb_epoch, neurons):
 
 # make a one-step forecast
 def forecast_lstm(model, batch_size, X):
-	X = X.reshape(1, 1, len(X))
+	X = X.reshape(X.shape[0], X.shape[1], len(X))
 	yhat = model.predict(X, batch_size=batch_size)
 	return yhat[0, 0]
 

From 353938aac0b95abca990b54cfb4b5cc2de1af30d Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:38:08 +0800
Subject: [PATCH 069/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 ++
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index d978ddd..6df9ec9 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -221,7 +221,7 @@
   <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="1588383279605" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588383404723" />
     <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" />
diff --git a/train.py b/train.py
index aa53fd5..c851b47 100644
--- a/train.py
+++ b/train.py
@@ -106,6 +106,8 @@ lstm_model = fit_lstm(train_scaled, batch_size, 30, 4)
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
 lstm_model.predict(train_reshaped, batch_size=batch_size)
 
+print(train_scaled, test_scaled)
+
 # walk-forward validation on the test data
 predictions = list()
 for j in range(len(test_scaled)):

From 1f478039b6910e3c3c108ada78158357b1fa38a3 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:39:45 +0800
Subject: [PATCH 070/108] update

---
 .idea/workspace.xml | 22 ++++++++++++----------
 train.py            |  2 ++
 2 files changed, 14 insertions(+), 10 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 6df9ec9..1a55340 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,9 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
+    <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" />
+    </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -45,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2482" />
+          <entry key="py" value="2508" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2482" />
+          <entry key="Python" value="2508" />
         </counts>
       </usages-collector>
     </session>
@@ -89,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="356">
-              <caret line="123" column="20" lean-forward="true" selection-start-line="123" selection-start-column="20" selection-end-line="123" selection-end-column="20" />
+            <state relative-caret-position="274">
+              <caret line="108" column="18" selection-start-line="108" selection-start-column="6" selection-end-line="108" selection-end-column="18" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -221,7 +223,7 @@
   <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="1588383404723" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588383492458" />
     <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" />
@@ -262,12 +264,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="19299000" />
+      <workItem from="1588319878551" duration="19571000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="36272000" />
+    <option name="totallyTimeSpent" value="36544000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -393,8 +395,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="356">
-          <caret line="123" column="20" lean-forward="true" selection-start-line="123" selection-start-column="20" selection-end-line="123" selection-end-column="20" />
+        <state relative-caret-position="274">
+          <caret line="108" column="18" selection-start-line="108" selection-start-column="6" selection-end-line="108" selection-end-column="18" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index c851b47..b85209c 100644
--- a/train.py
+++ b/train.py
@@ -106,6 +106,8 @@ lstm_model = fit_lstm(train_scaled, batch_size, 30, 4)
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
 lstm_model.predict(train_reshaped, batch_size=batch_size)
 
+print(supervised_values)
+print(train, test)
 print(train_scaled, test_scaled)
 
 # walk-forward validation on the test data

From a12bd1a7a324c9918d62e3d4090c7c6e41063a98 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:43:14 +0800
Subject: [PATCH 071/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 ++
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 1a55340..4c7a75f 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -223,7 +223,7 @@
   <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="1588383492458" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588383675146" />
     <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" />
diff --git a/train.py b/train.py
index b85209c..2133494 100644
--- a/train.py
+++ b/train.py
@@ -106,6 +106,8 @@ lstm_model = fit_lstm(train_scaled, batch_size, 30, 4)
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
 lstm_model.predict(train_reshaped, batch_size=batch_size)
 
+print(raw_values)
+print(diff_values)
 print(supervised_values)
 print(train, test)
 print(train_scaled, test_scaled)

From d0d9e3f5bc0a6937ce8c864b8b9f67f0db87be17 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:47:26 +0800
Subject: [PATCH 072/108] update

---
 .idea/workspace.xml | 45 +++++++++++++++++++++++----------------------
 train.py            | 25 +++++++++++--------------
 2 files changed, 34 insertions(+), 36 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 4c7a75f..a383f35 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2508" />
+          <entry key="py" value="2552" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2508" />
+          <entry key="Python" value="2552" />
         </counts>
       </usages-collector>
     </session>
@@ -78,8 +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="-1984">
-              <caret line="186" column="30" selection-start-line="186" selection-start-column="30" selection-end-line="186" selection-end-column="30" />
+            <state relative-caret-position="87">
+              <caret line="326" lean-forward="true" selection-start-line="326" selection-end-line="326" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
                 <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
@@ -91,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="274">
-              <caret line="108" column="18" selection-start-line="108" selection-start-column="6" selection-end-line="108" selection-end-column="18" />
+            <state relative-caret-position="164">
+              <caret line="112" column="20" lean-forward="true" selection-start-line="112" selection-start-column="20" selection-end-line="112" selection-end-column="20" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -223,7 +224,7 @@
   <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="1588383675146" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588383870868" />
     <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" />
@@ -264,12 +265,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="19571000" />
+      <workItem from="1588319878551" duration="20056000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="36544000" />
+    <option name="totallyTimeSpent" value="37029000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -372,17 +373,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/serve.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-1984">
-          <caret line="186" column="30" selection-start-line="186" selection-start-column="30" selection-end-line="186" selection-end-column="30" />
-          <folding>
-            <element signature="e#18#46#0" expanded="true" />
-            <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -393,10 +383,21 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/serve.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="87">
+          <caret line="326" lean-forward="true" selection-start-line="326" selection-end-line="326" />
+          <folding>
+            <element signature="e#18#46#0" expanded="true" />
+            <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
+          </folding>
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="274">
-          <caret line="108" column="18" selection-start-line="108" selection-start-column="6" selection-end-line="108" selection-end-column="18" />
+        <state relative-caret-position="164">
+          <caret line="112" column="20" lean-forward="true" selection-start-line="112" selection-start-column="20" selection-end-line="112" selection-end-column="20" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 2133494..9f63cf8 100644
--- a/train.py
+++ b/train.py
@@ -12,6 +12,11 @@ from math import sqrt
 import numpy
 
 
+# date-time parsing function for loading the dataset
+def parser(x):
+	return datetime.strptime('190' + x, '%Y-%m')
+
+
 # frame a sequence as a supervised learning problem
 def timeseries_to_supervised(data, lag=1):
 	df = DataFrame(data)
@@ -76,13 +81,11 @@ def fit_lstm(train, batch_size, nb_epoch, neurons):
 
 # make a one-step forecast
 def forecast_lstm(model, batch_size, X):
-	X = X.reshape(X.shape[0], X.shape[1], len(X))
+	X = X.reshape(1, 1, len(X))
 	yhat = model.predict(X, batch_size=batch_size)
 	return yhat[0, 0]
 
 
-batch_size = 12
-
 # load dataset
 series = read_csv('data.csv', header=0, index_col=0, squeeze=True)
 
@@ -101,25 +104,19 @@ train, test = supervised_values[0:-12], supervised_values[-12:]
 scaler, train_scaled, test_scaled = scale(train, test)
 
 # fit the model
-lstm_model = fit_lstm(train_scaled, batch_size, 30, 4)
+lstm_model = fit_lstm(train_scaled, 1, 30, 4)
 # forecast the entire training dataset to build up state for forecasting
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
-lstm_model.predict(train_reshaped, batch_size=batch_size)
-
-print(raw_values)
-print(diff_values)
-print(supervised_values)
-print(train, test)
-print(train_scaled, test_scaled)
+lstm_model.predict(train_reshaped, batch_size=1)
 
 # walk-forward validation on the test data
 predictions = list()
 for j in range(len(test_scaled)):
 	# make one-step forecast
-	#X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
-	yhat = forecast_lstm(lstm_model, batch_size, test_scaled)
+	X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
+	yhat = forecast_lstm(lstm_model, 1, X)
 	# invert scaling
-	yhat = invert_scale(scaler, test_scaled, yhat)
+	yhat = invert_scale(scaler, X, yhat)
 	# invert differencing
 	yhat = inverse_difference(raw_values, yhat, len(test_scaled) + 1 - j)
 	# store forecast

From 3c580a33d3521a08149162e311b4212dd4ed188b Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:48:48 +0800
Subject: [PATCH 073/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index a383f35..fc5d277 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -224,7 +224,7 @@
   <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="1588383870868" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588384042640" />
     <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" />
diff --git a/train.py b/train.py
index 9f63cf8..b46565e 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ train, test = supervised_values[0:-12], supervised_values[-12:]
 scaler, train_scaled, test_scaled = scale(train, test)
 
 # fit the model
-lstm_model = fit_lstm(train_scaled, 1, 30, 4)
+lstm_model = fit_lstm(train_scaled, 1, 300, 4)
 # forecast the entire training dataset to build up state for forecasting
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
 lstm_model.predict(train_reshaped, batch_size=1)

From edf61d117d394a84b9f03b6770e1198d7b31ba43 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 09:52:48 +0800
Subject: [PATCH 074/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index fc5d277..37472b1 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -224,7 +224,7 @@
   <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="1588384042640" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588384213991" />
     <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" />
diff --git a/train.py b/train.py
index b46565e..9f63cf8 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ train, test = supervised_values[0:-12], supervised_values[-12:]
 scaler, train_scaled, test_scaled = scale(train, test)
 
 # fit the model
-lstm_model = fit_lstm(train_scaled, 1, 300, 4)
+lstm_model = fit_lstm(train_scaled, 1, 30, 4)
 # forecast the entire training dataset to build up state for forecasting
 train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
 lstm_model.predict(train_reshaped, batch_size=1)

From 4bd70489c5d3714fb0d6140bc0dd41365f4871f7 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:17:38 +0800
Subject: [PATCH 075/108] update

---
 .idea/workspace.xml |  20 ++++----
 train.py            | 109 ++++++++++++++++++++++++--------------------
 2 files changed, 69 insertions(+), 60 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 37472b1..d1f22a3 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,6 @@
   <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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2552" />
+          <entry key="py" value="2553" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2552" />
+          <entry key="Python" value="2553" />
         </counts>
       </usages-collector>
     </session>
@@ -92,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="164">
-              <caret line="112" column="20" lean-forward="true" selection-start-line="112" selection-start-column="20" selection-end-line="112" selection-end-column="20" />
+            <state relative-caret-position="167">
+              <caret line="106" column="40" lean-forward="true" selection-start-line="106" selection-start-column="40" selection-end-line="106" selection-end-column="40" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -224,7 +223,7 @@
   <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="1588384213991" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588384735776" />
     <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" />
@@ -265,16 +264,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="20056000" />
+      <workItem from="1588319878551" duration="20451000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="37029000" />
+    <option name="totallyTimeSpent" value="37424000" />
   </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" />
@@ -396,8 +394,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="164">
-          <caret line="112" column="20" lean-forward="true" selection-start-line="112" selection-start-column="20" selection-end-line="112" selection-end-column="20" />
+        <state relative-caret-position="167">
+          <caret line="106" column="40" lean-forward="true" selection-start-line="106" selection-start-column="40" selection-end-line="106" selection-end-column="40" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 9f63cf8..4ae16b5 100644
--- a/train.py
+++ b/train.py
@@ -2,7 +2,6 @@ from pandas import DataFrame
 from pandas import Series
 from pandas import concat
 from pandas import read_csv
-from pandas import datetime
 from sklearn.metrics import mean_squared_error
 from sklearn.preprocessing import MinMaxScaler
 from keras.models import Sequential
@@ -12,18 +11,13 @@ from math import sqrt
 import numpy
 
 
-# date-time parsing function for loading the dataset
-def parser(x):
-	return datetime.strptime('190' + x, '%Y-%m')
-
-
 # frame a sequence as a supervised learning problem
 def timeseries_to_supervised(data, lag=1):
 	df = DataFrame(data)
 	columns = [df.shift(i) for i in range(1, lag + 1)]
 	columns.append(df)
 	df = concat(columns, axis=1)
-	df.fillna(0, inplace=True)
+	df = df.drop(0)
 	return df
 
 
@@ -56,8 +50,8 @@ def scale(train, test):
 
 
 # inverse scaling for a forecasted value
-def invert_scale(scaler, X, value):
-	new_row = [x for x in X] + [value]
+def invert_scale(scaler, X, yhat):
+	new_row = [x for x in X] + [yhat]
 	array = numpy.array(new_row)
 	array = array.reshape(1, len(array))
 	inverted = scaler.inverse_transform(array)
@@ -73,7 +67,6 @@ def fit_lstm(train, batch_size, nb_epoch, neurons):
 	model.add(Dense(1))
 	model.compile(loss='mean_squared_error', optimizer='adam')
 	for i in range(nb_epoch):
-		print("Epoch {}/{}".format(i, nb_epoch))
 		model.fit(X, y, epochs=1, batch_size=batch_size, verbose=0, shuffle=False)
 		model.reset_states()
 	return model
@@ -86,44 +79,62 @@ def forecast_lstm(model, batch_size, X):
 	return yhat[0, 0]
 
 
+# run a repeated experiment
+def experiment(repeats, series, seed):
+	# transform data to be stationary
+	raw_values = series.values
+	diff_values = difference(raw_values, 1)
+	# transform data to be supervised learning
+	supervised = timeseries_to_supervised(diff_values, 1)
+	supervised_values = supervised.values
+	# split data into train and test-sets
+	train, test = supervised_values[0:-12], supervised_values[-12:]
+	# transform the scale of the data
+	scaler, train_scaled, test_scaled = scale(train, test)
+	# run experiment
+	error_scores = list()
+	for r in range(repeats):
+		# fit the model
+		batch_size = 4
+		train_trimmed = train_scaled[2:, :]
+		lstm_model = fit_lstm(train_trimmed, batch_size, 3000, 4)
+		# forecast the entire training dataset to build up state for forecasting
+		if seed:
+			train_reshaped = train_trimmed[:, 0].reshape(len(train_trimmed), 1, 1)
+			lstm_model.predict(train_reshaped, batch_size=batch_size)
+		# forecast test dataset
+		test_reshaped = test_scaled[:, 0:-1]
+		test_reshaped = test_reshaped.reshape(len(test_reshaped), 1, 1)
+		output = lstm_model.predict(test_reshaped, batch_size=batch_size)
+		predictions = list()
+		for i in range(len(output)):
+			yhat = output[i, 0]
+			X = test_scaled[i, 0:-1]
+			# invert scaling
+			yhat = invert_scale(scaler, X, yhat)
+			# invert differencing
+			yhat = inverse_difference(raw_values, yhat, len(test_scaled) + 1 - i)
+			# store forecast
+			predictions.append(yhat)
+		# report performance
+		rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))
+		print('%d) Test RMSE: %.3f' % (r + 1, rmse))
+		error_scores.append(rmse)
+	return error_scores
+
+
 # load dataset
 series = read_csv('data.csv', header=0, index_col=0, squeeze=True)
-
-# transform data to be stationary
-raw_values = series.values
-diff_values = difference(raw_values, 1)
-
-# transform data to be supervised learning
-supervised = timeseries_to_supervised(diff_values, 1)
-supervised_values = supervised.values
-
-# split data into train and test-sets
-train, test = supervised_values[0:-12], supervised_values[-12:]
-
-# transform the scale of the data
-scaler, train_scaled, test_scaled = scale(train, test)
-
-# fit the model
-lstm_model = fit_lstm(train_scaled, 1, 30, 4)
-# forecast the entire training dataset to build up state for forecasting
-train_reshaped = train_scaled[:, 0].reshape(len(train_scaled), 1, 1)
-lstm_model.predict(train_reshaped, batch_size=1)
-
-# walk-forward validation on the test data
-predictions = list()
-for j in range(len(test_scaled)):
-	# make one-step forecast
-	X, y = test_scaled[j, 0:-1], test_scaled[j, -1]
-	yhat = forecast_lstm(lstm_model, 1, X)
-	# invert scaling
-	yhat = invert_scale(scaler, X, yhat)
-	# invert differencing
-	yhat = inverse_difference(raw_values, yhat, len(test_scaled) + 1 - j)
-	# store forecast
-	predictions.append(yhat)
-	expected = raw_values[len(train) + j + 1]
-	print('Month=%d, Predicted=%f, Expected=%f' % (j + 1, yhat, expected))
-
-# report performance
-rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))
-print('Test RMSE: %.3f' % rmse)
+# experiment
+repeats = 30
+results = DataFrame()
+# with seeding
+with_seed = experiment(repeats, series, True)
+results['with-seed'] = with_seed
+# without seeding
+without_seed = experiment(repeats, series, False)
+results['without-seed'] = without_seed
+# summarize results
+print(results.describe())
+# save boxplot
+results.boxplot()

From ac607fc1702239255ab76329a0a36c5f0505cb1a Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:19:41 +0800
Subject: [PATCH 076/108] update

---
 .idea/workspace.xml | 25 ++++++++++---------------
 train.py            |  3 +++
 2 files changed, 13 insertions(+), 15 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index d1f22a3..20c4bc0 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2553" />
+          <entry key="py" value="2557" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2553" />
+          <entry key="Python" value="2557" />
         </counts>
       </usages-collector>
     </session>
@@ -91,11 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="167">
-              <caret line="106" column="40" lean-forward="true" selection-start-line="106" selection-start-column="40" selection-end-line="106" selection-end-column="40" />
-              <folding>
-                <element signature="e#0#28#0" expanded="true" />
-              </folding>
+            <state relative-caret-position="-1258">
+              <caret line="3" column="27" selection-start-line="3" selection-start-column="27" selection-end-line="3" selection-end-column="27" />
             </state>
           </provider>
         </entry>
@@ -223,7 +221,7 @@
   <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="1588384735776" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588384828302" />
     <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" />
@@ -264,12 +262,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="20451000" />
+      <workItem from="1588319878551" duration="20758000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="37424000" />
+    <option name="totallyTimeSpent" value="37731000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -394,11 +392,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="167">
-          <caret line="106" column="40" lean-forward="true" selection-start-line="106" selection-start-column="40" selection-end-line="106" selection-end-column="40" />
-          <folding>
-            <element signature="e#0#28#0" expanded="true" />
-          </folding>
+        <state relative-caret-position="-1258">
+          <caret line="3" column="27" selection-start-line="3" selection-start-column="27" selection-end-line="3" selection-end-column="27" />
         </state>
       </provider>
     </entry>
diff --git a/train.py b/train.py
index 4ae16b5..eff4ea1 100644
--- a/train.py
+++ b/train.py
@@ -60,6 +60,9 @@ def invert_scale(scaler, X, yhat):
 
 # fit an LSTM network to training data
 def fit_lstm(train, batch_size, nb_epoch, neurons):
+	t = train.shape[0] % batch_size
+	train = train[train.shape[0] - t * batch_size:]
+
 	X, y = train[:, 0:-1], train[:, -1]
 	X = X.reshape(X.shape[0], 1, X.shape[1])
 	model = Sequential()

From 9d2d0635c32a2d495e8fcda2b710b18e5572471b Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:23:57 +0800
Subject: [PATCH 077/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 8 +++++++-
 2 files changed, 8 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 20c4bc0..cd2315e 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -221,7 +221,7 @@
   <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="1588384828302" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588385985992" />
     <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" />
diff --git a/train.py b/train.py
index eff4ea1..e6876db 100644
--- a/train.py
+++ b/train.py
@@ -70,6 +70,7 @@ def fit_lstm(train, batch_size, nb_epoch, neurons):
 	model.add(Dense(1))
 	model.compile(loss='mean_squared_error', optimizer='adam')
 	for i in range(nb_epoch):
+		print("Epoch {}/{}".format(i, nb_epoch))
 		model.fit(X, y, epochs=1, batch_size=batch_size, verbose=0, shuffle=False)
 		model.reset_states()
 	return model
@@ -99,8 +100,13 @@ def experiment(repeats, series, seed):
 	for r in range(repeats):
 		# fit the model
 		batch_size = 4
+		t = train.shape[0] % batch_size
+		train = train[train.shape[0] - t * batch_size:]
+		test = test.shape[0] % batch_size
+		test = test[test.shape[0] - t * batch_size:]
+
 		train_trimmed = train_scaled[2:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 3000, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 30, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		if seed:
 			train_reshaped = train_trimmed[:, 0].reshape(len(train_trimmed), 1, 1)

From 157492f9715687d0b26bdf29c4b1c7e5cef342d4 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:25:27 +0800
Subject: [PATCH 078/108] update

---
 .idea/workspace.xml | 77 ++++++++++++++++++++++++---------------------
 train.py            |  2 +-
 2 files changed, 43 insertions(+), 36 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index cd2315e..b724b92 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2557" />
+          <entry key="py" value="2631" />
           <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="2557" />
+          <entry key="Python" value="2631" />
         </counts>
       </usages-collector>
     </session>
@@ -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="87">
-              <caret line="326" lean-forward="true" selection-start-line="326" selection-end-line="326" />
+            <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" />
               <folding>
                 <element signature="e#18#46#0" expanded="true" />
                 <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
@@ -92,8 +92,11 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-1258">
-              <caret line="3" column="27" selection-start-line="3" selection-start-column="27" selection-end-line="3" selection-end-column="27" />
+            <state relative-caret-position="310">
+              <caret line="105" column="24" selection-start-line="105" selection-start-column="24" selection-end-line="105" selection-end-column="24" />
+              <folding>
+                <element signature="e#0#28#0" expanded="true" />
+              </folding>
             </state>
           </provider>
         </entry>
@@ -131,8 +134,8 @@
       <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="297">
-              <caret line="48" lean-forward="true" selection-start-line="48" selection-end-line="48" />
+            <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" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -161,6 +164,7 @@
       <find>predict</find>
       <find>train_num</find>
       <find>label_in_feature_columns</find>
+      <find>epoch</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -221,7 +225,7 @@
   <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="1588385985992" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588386264613" />
     <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" />
@@ -262,12 +266,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="20758000" />
+      <workItem from="1588319878551" duration="21139000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="37731000" />
+    <option name="totallyTimeSpent" value="38112000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -342,16 +346,6 @@
         </state>
       </provider>
     </entry>
-    <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" />
-          <folding>
-            <element signature="e#0#19#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/Dockerfile">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="180">
@@ -359,16 +353,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="297">
-          <caret line="48" lean-forward="true" selection-start-line="48" selection-end-line="48" />
-          <folding>
-            <element signature="e#0#23#0" expanded="true" />
-          </folding>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/README.md">
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
@@ -379,10 +363,20 @@
         </state>
       </provider>
     </entry>
+    <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" />
+          <folding>
+            <element signature="e#0#19#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="87">
-          <caret line="326" lean-forward="true" selection-start-line="326" selection-end-line="326" />
+        <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" />
           <folding>
             <element signature="e#18#46#0" expanded="true" />
             <marker date="1588357497851" expanded="true" signature="5576:5578" ph="..." />
@@ -390,10 +384,23 @@
         </state>
       </provider>
     </entry>
+    <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" />
+          <folding>
+            <element signature="e#0#23#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-1258">
-          <caret line="3" column="27" selection-start-line="3" selection-start-column="27" selection-end-line="3" selection-end-column="27" />
+        <state relative-caret-position="310">
+          <caret line="105" column="24" selection-start-line="105" selection-start-column="24" selection-end-line="105" selection-end-column="24" />
+          <folding>
+            <element signature="e#0#28#0" expanded="true" />
+          </folding>
         </state>
       </provider>
     </entry>
diff --git a/train.py b/train.py
index e6876db..a05c6e4 100644
--- a/train.py
+++ b/train.py
@@ -102,7 +102,7 @@ def experiment(repeats, series, seed):
 		batch_size = 4
 		t = train.shape[0] % batch_size
 		train = train[train.shape[0] - t * batch_size:]
-		test = test.shape[0] % batch_size
+		t = test.shape[0] % batch_size
 		test = test[test.shape[0] - t * batch_size:]
 
 		train_trimmed = train_scaled[2:, :]

From e7652959af0af2a184190f943040bef3dfd76f79 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:27:40 +0800
Subject: [PATCH 079/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 8 +++-----
 2 files changed, 4 insertions(+), 6 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b724b92..1025693 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -225,7 +225,7 @@
   <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="1588386264613" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588386307951" />
     <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" />
diff --git a/train.py b/train.py
index a05c6e4..7696112 100644
--- a/train.py
+++ b/train.py
@@ -100,12 +100,10 @@ def experiment(repeats, series, seed):
 	for r in range(repeats):
 		# fit the model
 		batch_size = 4
-		t = train.shape[0] % batch_size
-		train = train[train.shape[0] - t * batch_size:]
-		t = test.shape[0] % batch_size
-		test = test[test.shape[0] - t * batch_size:]
+		t1 = train.shape[0] % batch_size
+		t2 = test.shape[0] % batch_size
 
-		train_trimmed = train_scaled[2:, :]
+		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
 		lstm_model = fit_lstm(train_trimmed, batch_size, 30, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		if seed:

From 294ec8d85339360a9890a12fec57bd6e42077e0e Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:29:32 +0800
Subject: [PATCH 080/108] update

---
 .idea/workspace.xml | 20 ++++++++++----------
 train.py            |  8 +++-----
 2 files changed, 13 insertions(+), 15 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 1025693..e3dc153 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,6 @@
   <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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2631" />
+          <entry key="py" value="2638" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2631" />
+          <entry key="Python" value="2638" />
         </counts>
       </usages-collector>
     </session>
@@ -92,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="310">
-              <caret line="105" column="24" selection-start-line="105" selection-start-column="24" selection-end-line="105" selection-end-column="24" />
+            <state relative-caret-position="277">
+              <caret line="73" column="55" selection-start-line="73" selection-start-column="45" selection-end-line="73" selection-end-column="55" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -225,7 +224,7 @@
   <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="1588386307951" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588386514130" />
     <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" />
@@ -266,15 +265,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="21139000" />
+      <workItem from="1588319878551" duration="21391000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="38112000" />
+    <option name="totallyTimeSpent" value="38364000" />
   </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" />
@@ -396,8 +396,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="310">
-          <caret line="105" column="24" selection-start-line="105" selection-start-column="24" selection-end-line="105" selection-end-column="24" />
+        <state relative-caret-position="277">
+          <caret line="73" column="55" selection-start-line="73" selection-start-column="45" selection-end-line="73" selection-end-column="55" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 7696112..21ac7cf 100644
--- a/train.py
+++ b/train.py
@@ -59,19 +59,17 @@ def invert_scale(scaler, X, yhat):
 
 
 # fit an LSTM network to training data
-def fit_lstm(train, batch_size, nb_epoch, neurons):
-	t = train.shape[0] % batch_size
-	train = train[train.shape[0] - t * batch_size:]
+def fit_lstm(train, batch_size2, nb_epoch, neurons):
 
 	X, y = train[:, 0:-1], train[:, -1]
 	X = X.reshape(X.shape[0], 1, X.shape[1])
 	model = Sequential()
-	model.add(LSTM(neurons, batch_input_shape=(batch_size, X.shape[1], X.shape[2]), stateful=True))
+	model.add(LSTM(neurons, batch_input_shape=(batch_size2, X.shape[1], X.shape[2]), stateful=True))
 	model.add(Dense(1))
 	model.compile(loss='mean_squared_error', optimizer='adam')
 	for i in range(nb_epoch):
 		print("Epoch {}/{}".format(i, nb_epoch))
-		model.fit(X, y, epochs=1, batch_size=batch_size, verbose=0, shuffle=False)
+		model.fit(X, y, epochs=1, batch_size=batch_size2, verbose=0, shuffle=False)
 		model.reset_states()
 	return model
 

From c026ca92a0cfbd6c286b837206900a647995d868 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:34:16 +0800
Subject: [PATCH 081/108] update

---
 .idea/workspace.xml | 19 +++++++++----------
 train.py            |  2 +-
 2 files changed, 10 insertions(+), 11 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index e3dc153..22f47ab 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2638" />
+          <entry key="py" value="2643" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2638" />
+          <entry key="Python" value="2643" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="277">
-              <caret line="73" column="55" selection-start-line="73" selection-start-column="45" selection-end-line="73" selection-end-column="55" />
+            <state relative-caret-position="136">
+              <caret line="61" column="52" selection-start-line="61" selection-start-column="52" selection-end-line="61" selection-end-column="52" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -224,7 +224,7 @@
   <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="1588386514130" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588386754517" />
     <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" />
@@ -265,16 +265,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="21391000" />
+      <workItem from="1588319878551" duration="21647000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="38364000" />
+    <option name="totallyTimeSpent" value="38620000" />
   </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" />
@@ -396,8 +395,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="277">
-          <caret line="73" column="55" selection-start-line="73" selection-start-column="45" selection-end-line="73" selection-end-column="55" />
+        <state relative-caret-position="136">
+          <caret line="61" column="52" selection-start-line="61" selection-start-column="52" selection-end-line="61" selection-end-column="52" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 21ac7cf..2c0fd37 100644
--- a/train.py
+++ b/train.py
@@ -60,7 +60,6 @@ def invert_scale(scaler, X, yhat):
 
 # fit an LSTM network to training data
 def fit_lstm(train, batch_size2, nb_epoch, neurons):
-
 	X, y = train[:, 0:-1], train[:, -1]
 	X = X.reshape(X.shape[0], 1, X.shape[1])
 	model = Sequential()
@@ -123,6 +122,7 @@ def experiment(repeats, series, seed):
 			predictions.append(yhat)
 		# report performance
 		rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))
+		print(predictions, raw_values[-12:])
 		print('%d) Test RMSE: %.3f' % (r + 1, rmse))
 		error_scores.append(rmse)
 	return error_scores

From 39973aac72c634a3080b3a060ccc1b44802aff34 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:47:31 +0800
Subject: [PATCH 082/108] update

---
 .idea/workspace.xml | 18 +++++++++---------
 train.py            |  2 +-
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 22f47ab..60984d7 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2643" />
+          <entry key="py" value="2657" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2643" />
+          <entry key="Python" value="2657" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="136">
-              <caret line="61" column="52" selection-start-line="61" selection-start-column="52" selection-end-line="61" selection-end-column="52" />
+            <state relative-caret-position="333">
+              <caret line="124" column="43" selection-start-line="124" selection-start-column="43" selection-end-line="124" selection-end-column="43" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -224,7 +224,7 @@
   <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="1588386754517" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588387322622" />
     <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" />
@@ -265,12 +265,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="21647000" />
+      <workItem from="1588319878551" duration="22078000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="38620000" />
+    <option name="totallyTimeSpent" value="39051000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -395,8 +395,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="136">
-          <caret line="61" column="52" selection-start-line="61" selection-start-column="52" selection-end-line="61" selection-end-column="52" />
+        <state relative-caret-position="333">
+          <caret line="124" column="43" selection-start-line="124" selection-start-column="43" selection-end-line="124" selection-end-column="43" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 2c0fd37..f9f6745 100644
--- a/train.py
+++ b/train.py
@@ -86,7 +86,7 @@ def experiment(repeats, series, seed):
 	raw_values = series.values
 	diff_values = difference(raw_values, 1)
 	# transform data to be supervised learning
-	supervised = timeseries_to_supervised(diff_values, 1)
+	supervised = timeseries_to_supervised(diff_values, 4)
 	supervised_values = supervised.values
 	# split data into train and test-sets
 	train, test = supervised_values[0:-12], supervised_values[-12:]

From c4ecfc9250f64dfa9b602d709624873130b432a0 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:49:48 +0800
Subject: [PATCH 083/108] update

---
 .idea/workspace.xml | 20 +++++++++++---------
 train.py            |  5 +++--
 2 files changed, 14 insertions(+), 11 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 60984d7..af11f3c 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2657" />
+          <entry key="py" value="2658" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2657" />
+          <entry key="Python" value="2658" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="333">
-              <caret line="124" column="43" selection-start-line="124" selection-start-column="43" selection-end-line="124" selection-end-column="43" />
+            <state relative-caret-position="157">
+              <caret line="88" column="56" selection-start-line="88" selection-start-column="56" selection-end-line="88" selection-end-column="56" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -164,6 +165,7 @@
       <find>train_num</find>
       <find>label_in_feature_columns</find>
       <find>epoch</find>
+      <find>timeseries_to_supervised</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -224,7 +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="1588387322622" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588387659262" />
     <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" />
@@ -265,12 +267,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="22078000" />
+      <workItem from="1588319878551" duration="22166000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="39051000" />
+    <option name="totallyTimeSpent" value="39139000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -395,8 +397,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="333">
-          <caret line="124" column="43" selection-start-line="124" selection-start-column="43" selection-end-line="124" selection-end-column="43" />
+        <state relative-caret-position="157">
+          <caret line="88" column="56" selection-start-line="88" selection-start-column="56" selection-end-line="88" selection-end-column="56" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index f9f6745..71bd77a 100644
--- a/train.py
+++ b/train.py
@@ -86,7 +86,8 @@ def experiment(repeats, series, seed):
 	raw_values = series.values
 	diff_values = difference(raw_values, 1)
 	# transform data to be supervised learning
-	supervised = timeseries_to_supervised(diff_values, 4)
+	lag2 = 4
+	supervised = timeseries_to_supervised(diff_values, lag2)
 	supervised_values = supervised.values
 	# split data into train and test-sets
 	train, test = supervised_values[0:-12], supervised_values[-12:]
@@ -104,7 +105,7 @@ def experiment(repeats, series, seed):
 		lstm_model = fit_lstm(train_trimmed, batch_size, 30, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		if seed:
-			train_reshaped = train_trimmed[:, 0].reshape(len(train_trimmed), 1, 1)
+			train_reshaped = train_trimmed[:, 0].reshape(len(train_trimmed), 1, lag2)
 			lstm_model.predict(train_reshaped, batch_size=batch_size)
 		# forecast test dataset
 		test_reshaped = test_scaled[:, 0:-1]

From a80bf6ea16057188b9c7aeccb1247248b5027a25 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:51:42 +0800
Subject: [PATCH 084/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 ++
 2 files changed, 3 insertions(+), 1 deletion(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index af11f3c..030e251 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -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="1588387659262" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588387836932" />
     <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" />
diff --git a/train.py b/train.py
index 71bd77a..e144d98 100644
--- a/train.py
+++ b/train.py
@@ -92,7 +92,9 @@ def experiment(repeats, series, seed):
 	# split data into train and test-sets
 	train, test = supervised_values[0:-12], supervised_values[-12:]
 	# transform the scale of the data
+	print(test)
 	scaler, train_scaled, test_scaled = scale(train, test)
+	print(test_scaled)
 	# run experiment
 	error_scores = list()
 	for r in range(repeats):

From f0c457a09ee9ce0bf1427097be69ec57ec24be07 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:54:09 +0800
Subject: [PATCH 085/108] update

---
 .idea/workspace.xml | 18 +++++++++---------
 train.py            |  5 ++++-
 2 files changed, 13 insertions(+), 10 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 030e251..4188cc3 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2658" />
+          <entry key="py" value="2696" />
           <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="2658" />
+          <entry key="Python" value="2696" />
         </counts>
       </usages-collector>
     </session>
@@ -92,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="157">
-              <caret line="88" column="56" selection-start-line="88" selection-start-column="56" selection-end-line="88" selection-end-column="56" />
+            <state relative-caret-position="130">
+              <caret line="96" column="21" selection-start-line="96" selection-start-column="21" selection-end-line="96" selection-end-column="21" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -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="1588387836932" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588387966642" />
     <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" />
@@ -267,12 +267,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="22166000" />
+      <workItem from="1588319878551" duration="22412000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="39139000" />
+    <option name="totallyTimeSpent" value="39385000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -397,8 +397,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="157">
-          <caret line="88" column="56" selection-start-line="88" selection-start-column="56" selection-end-line="88" selection-end-column="56" />
+        <state relative-caret-position="130">
+          <caret line="96" column="21" selection-start-line="96" selection-start-column="21" selection-end-line="96" selection-end-column="21" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index e144d98..0142524 100644
--- a/train.py
+++ b/train.py
@@ -106,8 +106,11 @@ def experiment(repeats, series, seed):
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
 		lstm_model = fit_lstm(train_trimmed, batch_size, 30, 4)
 		# forecast the entire training dataset to build up state for forecasting
+		print(train_trimmed)
+		print(train_trimmed[:, 0])
+		print(train_trimmed[:, :])
 		if seed:
-			train_reshaped = train_trimmed[:, 0].reshape(len(train_trimmed), 1, lag2)
+			train_reshaped = train_trimmed[:, :].reshape(len(train_trimmed), 1, lag2)
 			lstm_model.predict(train_reshaped, batch_size=batch_size)
 		# forecast test dataset
 		test_reshaped = test_scaled[:, 0:-1]

From eacbd26a01c1fa47c92f9e416cc55fc711018a76 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:55:34 +0800
Subject: [PATCH 086/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 4188cc3..9870cd7 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -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="1588387966642" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588388059599" />
     <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" />
diff --git a/train.py b/train.py
index 0142524..fe383f9 100644
--- a/train.py
+++ b/train.py
@@ -110,7 +110,7 @@ def experiment(repeats, series, seed):
 		print(train_trimmed[:, 0])
 		print(train_trimmed[:, :])
 		if seed:
-			train_reshaped = train_trimmed[:, :].reshape(len(train_trimmed), 1, lag2)
+			train_reshaped = train_trimmed[:, :].reshape(len(train_trimmed), 1, lag2+1)
 			lstm_model.predict(train_reshaped, batch_size=batch_size)
 		# forecast test dataset
 		test_reshaped = test_scaled[:, 0:-1]

From 1cbe0bf37ba0993d0f22720ebd1b667dad18536e Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:55:56 +0800
Subject: [PATCH 087/108] update

---
 train.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/train.py b/train.py
index fe383f9..8175ba5 100644
--- a/train.py
+++ b/train.py
@@ -108,9 +108,9 @@ def experiment(repeats, series, seed):
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])
-		print(train_trimmed[:, :])
+		print(train_trimmed[:, :-2])
 		if seed:
-			train_reshaped = train_trimmed[:, :].reshape(len(train_trimmed), 1, lag2+1)
+			train_reshaped = train_trimmed[:, :-2].reshape(len(train_trimmed), 1, lag2)
 			lstm_model.predict(train_reshaped, batch_size=batch_size)
 		# forecast test dataset
 		test_reshaped = test_scaled[:, 0:-1]

From 6f26c20c4329ee8a9dfdc9605861b6f9414b488f Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:56:50 +0800
Subject: [PATCH 088/108] update

---
 .idea/workspace.xml | 19 +++++++++----------
 train.py            |  4 ++--
 2 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 9870cd7..b361b19 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,7 +2,6 @@
 <project version="4">
   <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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2696" />
+          <entry key="py" value="2722" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2696" />
+          <entry key="Python" value="2722" />
         </counts>
       </usages-collector>
     </session>
@@ -92,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="130">
-              <caret line="96" column="21" selection-start-line="96" selection-start-column="21" selection-end-line="96" selection-end-column="21" />
+            <state relative-caret-position="232">
+              <caret line="112" column="50" selection-start-line="112" selection-start-column="50" selection-end-line="112" selection-end-column="50" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -226,7 +225,7 @@
   <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="1588388059599" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588388161041" />
     <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" />
@@ -267,12 +266,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="22412000" />
+      <workItem from="1588319878551" duration="22667000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="39385000" />
+    <option name="totallyTimeSpent" value="39640000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -397,8 +396,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="130">
-          <caret line="96" column="21" selection-start-line="96" selection-start-column="21" selection-end-line="96" selection-end-column="21" />
+        <state relative-caret-position="232">
+          <caret line="112" column="50" selection-start-line="112" selection-start-column="50" selection-end-line="112" selection-end-column="50" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 8175ba5..be0f209 100644
--- a/train.py
+++ b/train.py
@@ -108,9 +108,9 @@ def experiment(repeats, series, seed):
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])
-		print(train_trimmed[:, :-2])
+		print(train_trimmed[:, :-1])
 		if seed:
-			train_reshaped = train_trimmed[:, :-2].reshape(len(train_trimmed), 1, lag2)
+			train_reshaped = train_trimmed[:, :-1].reshape(len(train_trimmed), 1, lag2)
 			lstm_model.predict(train_reshaped, batch_size=batch_size)
 		# forecast test dataset
 		test_reshaped = test_scaled[:, 0:-1]

From 580c4716b9aad5eced9b243ed28d89b0d62a0564 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 10:57:30 +0800
Subject: [PATCH 089/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b361b19..6c34b98 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -225,7 +225,7 @@
   <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="1588388161041" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588388199075" />
     <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" />
diff --git a/train.py b/train.py
index be0f209..af570a8 100644
--- a/train.py
+++ b/train.py
@@ -114,7 +114,7 @@ def experiment(repeats, series, seed):
 			lstm_model.predict(train_reshaped, batch_size=batch_size)
 		# forecast test dataset
 		test_reshaped = test_scaled[:, 0:-1]
-		test_reshaped = test_reshaped.reshape(len(test_reshaped), 1, 1)
+		test_reshaped = test_reshaped.reshape(len(test_reshaped), 1, lag2)
 		output = lstm_model.predict(test_reshaped, batch_size=batch_size)
 		predictions = list()
 		for i in range(len(output)):

From e7437e5a98eb81430508886cb1b6a6af43637d12 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 11:09:41 +0800
Subject: [PATCH 090/108] update

---
 .idea/workspace.xml | 20 +++++++++++---------
 train.py            | 10 +++++-----
 2 files changed, 16 insertions(+), 14 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 6c34b98..ea149ca 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,6 +2,7 @@
 <project version="4">
   <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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2722" />
+          <entry key="py" value="2730" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2722" />
+          <entry key="Python" value="2730" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="232">
-              <caret line="112" column="50" selection-start-line="112" selection-start-column="50" selection-end-line="112" selection-end-column="50" />
+            <state relative-caret-position="155">
+              <caret line="111" column="18" lean-forward="true" selection-start-line="111" selection-start-column="18" selection-end-line="111" selection-end-column="18" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -225,7 +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="1588388199075" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588388855465" />
     <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" />
@@ -266,15 +267,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="22667000" />
+      <workItem from="1588319878551" duration="22923000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="39640000" />
+    <option name="totallyTimeSpent" value="39896000" />
   </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" />
@@ -396,8 +398,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="232">
-          <caret line="112" column="50" selection-start-line="112" selection-start-column="50" selection-end-line="112" selection-end-column="50" />
+        <state relative-caret-position="155">
+          <caret line="111" column="18" lean-forward="true" selection-start-line="111" selection-start-column="18" selection-end-line="111" selection-end-column="18" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index af570a8..1ab36ce 100644
--- a/train.py
+++ b/train.py
@@ -104,14 +104,14 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 30, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])
 		print(train_trimmed[:, :-1])
-		if seed:
-			train_reshaped = train_trimmed[:, :-1].reshape(len(train_trimmed), 1, lag2)
-			lstm_model.predict(train_reshaped, batch_size=batch_size)
+		# if seed:
+		#	train_reshaped = train_trimmed[:, :-1].reshape(len(train_trimmed), 1, lag2)
+		#	lstm_model.predict(train_reshaped, batch_size=batch_size)
 		# forecast test dataset
 		test_reshaped = test_scaled[:, 0:-1]
 		test_reshaped = test_reshaped.reshape(len(test_reshaped), 1, lag2)
@@ -137,7 +137,7 @@ def experiment(repeats, series, seed):
 # load dataset
 series = read_csv('data.csv', header=0, index_col=0, squeeze=True)
 # experiment
-repeats = 30
+repeats = 1
 results = DataFrame()
 # with seeding
 with_seed = experiment(repeats, series, True)

From 106cffc1a34167d82a2575ba258ec0565024445b Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 11:11:28 +0800
Subject: [PATCH 091/108] update

---
 .idea/workspace.xml | 19 +++++++++----------
 train.py            |  2 +-
 2 files changed, 10 insertions(+), 11 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index ea149ca..c43bd9f 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2730" />
+          <entry key="py" value="2732" />
           <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="2730" />
+          <entry key="Python" value="2732" />
         </counts>
       </usages-collector>
     </session>
@@ -92,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="155">
-              <caret line="111" column="18" lean-forward="true" selection-start-line="111" selection-start-column="18" selection-end-line="111" selection-end-column="18" />
+            <state relative-caret-position="265">
+              <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -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="1588388855465" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588388986075" />
     <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" />
@@ -267,16 +267,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="22923000" />
+      <workItem from="1588319878551" duration="23227000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="39896000" />
+    <option name="totallyTimeSpent" value="40200000" />
   </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" />
@@ -398,8 +397,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="155">
-          <caret line="111" column="18" lean-forward="true" selection-start-line="111" selection-start-column="18" selection-end-line="111" selection-end-column="18" />
+        <state relative-caret-position="265">
+          <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 1ab36ce..dfc06b9 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 3000, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])

From 56c74ab5d3b9e1b43d6130e8438d54962ff2a259 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 11:14:09 +0800
Subject: [PATCH 092/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index c43bd9f..eb6c4bd 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -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="1588388986075" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588389081749" />
     <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" />
diff --git a/train.py b/train.py
index dfc06b9..b87163a 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 3000, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 50, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])

From d53554d3b5b3fcf1f949931c82699a42c95f611b Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 11:14:43 +0800
Subject: [PATCH 093/108] update

---
 .idea/workspace.xml | 18 +++++++++---------
 train.py            |  2 +-
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index eb6c4bd..a9d6f8c 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -48,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2732" />
+          <entry key="py" value="2735" />
           <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="2732" />
+          <entry key="Python" value="2735" />
         </counts>
       </usages-collector>
     </session>
@@ -92,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="265">
-              <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
+            <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" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -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="1588389081749" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588389092834" />
     <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" />
@@ -267,12 +267,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="23227000" />
+      <workItem from="1588319878551" duration="23403000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="40200000" />
+    <option name="totallyTimeSpent" value="40376000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -397,8 +397,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="265">
-          <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
+        <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" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index b87163a..1ab36ce 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 50, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])

From f84743b291601a0c0e38e9c7dd697272454d8985 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 11:17:49 +0800
Subject: [PATCH 094/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 7 ++++---
 2 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index a9d6f8c..43a3ed3 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -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="1588389092834" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588389284728" />
     <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" />
diff --git a/train.py b/train.py
index 1ab36ce..57f1cbf 100644
--- a/train.py
+++ b/train.py
@@ -90,7 +90,8 @@ def experiment(repeats, series, seed):
 	supervised = timeseries_to_supervised(diff_values, lag2)
 	supervised_values = supervised.values
 	# split data into train and test-sets
-	train, test = supervised_values[0:-12], supervised_values[-12:]
+	test_data_num = 4
+	train, test = supervised_values[0:-test_data_num], supervised_values[-test_data_num:]
 	# transform the scale of the data
 	print(test)
 	scaler, train_scaled, test_scaled = scale(train, test)
@@ -127,8 +128,8 @@ def experiment(repeats, series, seed):
 			# store forecast
 			predictions.append(yhat)
 		# report performance
-		rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))
-		print(predictions, raw_values[-12:])
+		rmse = sqrt(mean_squared_error(raw_values[-test_data_num:], predictions))
+		print(predictions, raw_values[-test_data_num:])
 		print('%d) Test RMSE: %.3f' % (r + 1, rmse))
 		error_scores.append(rmse)
 	return error_scores

From 3c707ca1fc3a434c29862edc34d159c461e50a4f Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:05:02 +0800
Subject: [PATCH 095/108] update

---
 .idea/workspace.xml | 63 +++++++++++++++++++++++----------------------
 main.py             |  1 -
 train.py            |  2 +-
 3 files changed, 33 insertions(+), 33 deletions(-)

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" />
           <folding>
             <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)

From 59e1d86395014b3de3e2a39ac939002e04f4fab2 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:06:27 +0800
Subject: [PATCH 096/108] update

---
 .idea/workspace.xml | 63 +++++++++++++++++++++++----------------------
 train.py            |  7 +++--
 2 files changed, 35 insertions(+), 35 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 299396f..fe9a205 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -4,6 +4,7 @@
     <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="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/train.py" beforeDir="false" afterPath="$PROJECT_DIR$/train.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +49,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2776" />
+          <entry key="py" value="2778" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +58,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2776" />
+          <entry key="Python" value="2778" />
         </counts>
       </usages-collector>
     </session>
@@ -67,8 +68,8 @@
       <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="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" />
+            <state relative-caret-position="-153">
+              <caret line="199" column="32" lean-forward="true" selection-start-line="199" selection-start-column="32" selection-end-line="199" selection-end-column="32" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
               </folding>
@@ -89,11 +90,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="false">
+      <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <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" />
+            <state relative-caret-position="65">
+              <caret line="92" column="22" selection-start-line="92" selection-start-column="22" selection-end-line="92" selection-end-column="22" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -131,11 +132,11 @@
           </provider>
         </entry>
       </file>
-      <file pinned="false" current-in-tab="true">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
           <provider selected="true" editor-type-id="text-editor">
-            <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" />
+            <state relative-caret-position="157">
+              <caret line="50" column="56" selection-start-line="50" selection-start-column="56" selection-end-line="50" selection-end-column="56" />
               <folding>
                 <element signature="e#0#23#0" expanded="true" />
               </folding>
@@ -166,6 +167,7 @@
       <find>label_in_feature_columns</find>
       <find>epoch</find>
       <find>timeseries_to_supervised</find>
+      <find>batch_index</find>
     </findStrings>
   </component>
   <component name="Git.Settings">
@@ -182,8 +184,8 @@
         <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" />
+        <option value="$PROJECT_DIR$/train.py" />
       </list>
     </option>
   </component>
@@ -226,7 +228,7 @@
   <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="1588391197616" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588392335270" />
     <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" />
@@ -267,16 +269,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="24387000" />
+      <workItem from="1588319878551" duration="24630000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="41360000" />
+    <option name="totallyTimeSpent" value="41603000" />
   </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" />
@@ -365,16 +366,6 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/train.py">
-      <provider selected="true" editor-type-id="text-editor">
-        <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>
-        </state>
-      </provider>
-    </entry>
     <entry file="file://$PROJECT_DIR$/serve.py">
       <provider selected="true" editor-type-id="text-editor">
         <state relative-caret-position="-1056">
@@ -386,22 +377,32 @@
         </state>
       </provider>
     </entry>
+    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="157">
+          <caret line="50" column="56" selection-start-line="50" selection-start-column="56" selection-end-line="50" selection-end-column="56" />
+          <folding>
+            <element signature="e#0#23#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
     <entry file="file://$PROJECT_DIR$/main.py">
       <provider selected="true" editor-type-id="text-editor">
-        <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" />
+        <state relative-caret-position="-153">
+          <caret line="199" column="32" lean-forward="true" selection-start-line="199" selection-start-column="32" selection-end-line="199" selection-end-column="32" />
           <folding>
             <element signature="e#0#19#0" expanded="true" />
           </folding>
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/model_tensorflow.py">
+    <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <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" />
+        <state relative-caret-position="65">
+          <caret line="92" column="22" selection-start-line="92" selection-start-column="22" selection-end-line="92" selection-end-column="22" />
           <folding>
-            <element signature="e#0#23#0" expanded="true" />
+            <element signature="e#0#28#0" expanded="true" />
           </folding>
         </state>
       </provider>
diff --git a/train.py b/train.py
index 9bb8ca4..1ab36ce 100644
--- a/train.py
+++ b/train.py
@@ -90,8 +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 = 12
-	train, test = supervised_values[0:-test_data_num], supervised_values[-test_data_num:]
+	train, test = supervised_values[0:-12], supervised_values[-12:]
 	# transform the scale of the data
 	print(test)
 	scaler, train_scaled, test_scaled = scale(train, test)
@@ -128,8 +127,8 @@ def experiment(repeats, series, seed):
 			# store forecast
 			predictions.append(yhat)
 		# report performance
-		rmse = sqrt(mean_squared_error(raw_values[-test_data_num:], predictions))
-		print(predictions, raw_values[-test_data_num:])
+		rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))
+		print(predictions, raw_values[-12:])
 		print('%d) Test RMSE: %.3f' % (r + 1, rmse))
 		error_scores.append(rmse)
 	return error_scores

From 983e5c4c37d548995326d4a878cbdb023edab7c8 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:27:07 +0800
Subject: [PATCH 097/108] update

---
 .idea/workspace.xml | 21 ++++++++++-----------
 train.py            |  2 +-
 2 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index fe9a205..bb534a9 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,8 +3,6 @@
   <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="$PROJECT_DIR$/main.py" beforeDir="false" afterPath="$PROJECT_DIR$/main.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/train.py" beforeDir="false" afterPath="$PROJECT_DIR$/train.py" afterDir="false" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -68,7 +66,7 @@
       <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="-153">
+            <state relative-caret-position="176">
               <caret line="199" column="32" lean-forward="true" selection-start-line="199" selection-start-column="32" selection-end-line="199" selection-end-column="32" />
               <folding>
                 <element signature="e#0#19#0" expanded="true" />
@@ -93,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="65">
-              <caret line="92" column="22" selection-start-line="92" selection-start-column="22" selection-end-line="92" selection-end-column="22" />
+            <state relative-caret-position="100">
+              <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -228,7 +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="1588392335270" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588393271689" />
     <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" />
@@ -269,15 +267,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="24630000" />
+      <workItem from="1588319878551" duration="25154000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="41603000" />
+    <option name="totallyTimeSpent" value="42127000" />
   </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" />
@@ -389,7 +388,7 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/main.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-153">
+        <state relative-caret-position="176">
           <caret line="199" column="32" lean-forward="true" selection-start-line="199" selection-start-column="32" selection-end-line="199" selection-end-column="32" />
           <folding>
             <element signature="e#0#19#0" expanded="true" />
@@ -399,8 +398,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="65">
-          <caret line="92" column="22" selection-start-line="92" selection-start-column="22" selection-end-line="92" selection-end-column="22" />
+        <state relative-caret-position="100">
+          <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 1ab36ce..dfc06b9 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 3000, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])

From d9e6e7ab26af34448eacf92172c2799ba383a996 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:34:27 +0800
Subject: [PATCH 098/108] update

---
 .idea/workspace.xml | 19 ++++++++++---------
 train.py            |  2 +-
 2 files changed, 11 insertions(+), 10 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index bb534a9..83bfef6 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,6 +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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -47,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2778" />
+          <entry key="py" value="2779" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2778" />
+          <entry key="Python" value="2779" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="100">
-              <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
+            <state relative-caret-position="95">
+              <caret line="106" column="61" selection-start-line="106" selection-start-column="61" selection-end-line="106" selection-end-column="61" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -226,7 +227,7 @@
   <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="1588393271689" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588393981482" />
     <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" />
@@ -267,12 +268,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="25154000" />
+      <workItem from="1588319878551" duration="25365000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="42127000" />
+    <option name="totallyTimeSpent" value="42338000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -398,8 +399,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="100">
-          <caret line="106" column="60" selection-start-line="106" selection-start-column="60" selection-end-line="106" selection-end-column="60" />
+        <state relative-caret-position="95">
+          <caret line="106" column="61" selection-start-line="106" selection-start-column="61" selection-end-line="106" selection-end-column="61" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index dfc06b9..1ab36ce 100644
--- a/train.py
+++ b/train.py
@@ -104,7 +104,7 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 3000, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])

From 3ceffd48282a3e43821448b08837c302b5a9c11c Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:36:44 +0800
Subject: [PATCH 099/108] update

---
 .idea/workspace.xml | 19 ++++++++-----------
 train.py            |  2 ++
 2 files changed, 10 insertions(+), 11 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 83bfef6..32dd58b 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,10 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <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" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -92,8 +89,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="95">
-              <caret line="106" column="61" selection-start-line="106" selection-start-column="61" selection-end-line="106" selection-end-column="61" />
+            <state relative-caret-position="293">
+              <caret line="72" column="16" lean-forward="true" selection-start-line="72" selection-start-column="16" selection-end-line="72" selection-end-column="16" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -227,7 +224,7 @@
   <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="1588393981482" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588394129669" />
     <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" />
@@ -268,12 +265,12 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="25365000" />
+      <workItem from="1588319878551" duration="25597000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="42338000" />
+    <option name="totallyTimeSpent" value="42570000" />
   </component>
   <component name="ToolWindowManager">
     <frame x="0" y="0" width="1280" height="800" extended-state="0" />
@@ -399,8 +396,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="95">
-          <caret line="106" column="61" selection-start-line="106" selection-start-column="61" selection-end-line="106" selection-end-column="61" />
+        <state relative-caret-position="293">
+          <caret line="72" column="16" lean-forward="true" selection-start-line="72" selection-start-column="16" selection-end-line="72" selection-end-column="16" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 1ab36ce..0eb0d5a 100644
--- a/train.py
+++ b/train.py
@@ -69,6 +69,8 @@ def fit_lstm(train, batch_size2, nb_epoch, neurons):
 	for i in range(nb_epoch):
 		print("Epoch {}/{}".format(i, nb_epoch))
 		model.fit(X, y, epochs=1, batch_size=batch_size2, verbose=0, shuffle=False)
+		loss, accuracy = model.evaluate(X, y)
+		print(loss, accuracy)
 		model.reset_states()
 	return model
 

From 9ff2933e74aca20f39249b4b054e82452428268f Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:40:24 +0800
Subject: [PATCH 100/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 1 +
 2 files changed, 2 insertions(+), 1 deletion(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 32dd58b..38e0848 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -224,7 +224,7 @@
   <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="1588394129669" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588394352191" />
     <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" />
diff --git a/train.py b/train.py
index 0eb0d5a..76ddb5e 100644
--- a/train.py
+++ b/train.py
@@ -62,6 +62,7 @@ def invert_scale(scaler, X, yhat):
 def fit_lstm(train, batch_size2, nb_epoch, neurons):
 	X, y = train[:, 0:-1], train[:, -1]
 	X = X.reshape(X.shape[0], 1, X.shape[1])
+	print(X, y)
 	model = Sequential()
 	model.add(LSTM(neurons, batch_input_shape=(batch_size2, X.shape[1], X.shape[2]), stateful=True))
 	model.add(Dense(1))

From a43cb031c19be8fd71e1f168565fa85899e89bd3 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:41:03 +0800
Subject: [PATCH 101/108] update

---
 .idea/workspace.xml | 24 +++++++++++++-----------
 train.py            |  1 +
 2 files changed, 14 insertions(+), 11 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 38e0848..8a41490 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,10 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
+    <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" />
+    </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -45,7 +48,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2779" />
+          <entry key="py" value="2807" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -54,7 +57,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2779" />
+          <entry key="Python" value="2807" />
         </counts>
       </usages-collector>
     </session>
@@ -89,8 +92,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="293">
-              <caret line="72" column="16" lean-forward="true" selection-start-line="72" selection-start-column="16" selection-end-line="72" selection-end-column="16" />
+            <state relative-caret-position="173">
+              <caret line="64" column="15" selection-start-line="64" selection-start-column="15" selection-end-line="64" selection-end-column="15" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -224,7 +227,7 @@
   <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="1588394352191" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588394428134" />
     <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" />
@@ -265,16 +268,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="25597000" />
+      <workItem from="1588319878551" duration="25886000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="42570000" />
+    <option name="totallyTimeSpent" value="42859000" />
   </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" />
@@ -396,8 +398,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="293">
-          <caret line="72" column="16" lean-forward="true" selection-start-line="72" selection-start-column="16" selection-end-line="72" selection-end-column="16" />
+        <state relative-caret-position="173">
+          <caret line="64" column="15" selection-start-line="64" selection-start-column="15" selection-end-line="64" selection-end-column="15" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 76ddb5e..d73f32d 100644
--- a/train.py
+++ b/train.py
@@ -60,6 +60,7 @@ def invert_scale(scaler, X, yhat):
 
 # fit an LSTM network to training data
 def fit_lstm(train, batch_size2, nb_epoch, neurons):
+	print(train)
 	X, y = train[:, 0:-1], train[:, -1]
 	X = X.reshape(X.shape[0], 1, X.shape[1])
 	print(X, y)

From fd6085ae149d645a868ca4ac979e80a2136cf684 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:42:09 +0800
Subject: [PATCH 102/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 8a41490..196d043 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -227,7 +227,7 @@
   <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="1588394428134" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588394461507" />
     <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" />
diff --git a/train.py b/train.py
index d73f32d..7437a49 100644
--- a/train.py
+++ b/train.py
@@ -107,7 +107,7 @@ def experiment(repeats, series, seed):
 		t1 = train.shape[0] % batch_size
 		t2 = test.shape[0] % batch_size
 
-		train_trimmed = train_scaled[train_scaled.shape[0] - t1 * batch_size:, :]
+		train_trimmed = train_scaled[t1:, :]
 		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)

From 860762042391f36ea9e5d6d6c5f8b37a31f86051 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:43:19 +0800
Subject: [PATCH 103/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 196d043..64db22e 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -227,7 +227,7 @@
   <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="1588394461507" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588394467100" />
     <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" />
diff --git a/train.py b/train.py
index 7437a49..53824d0 100644
--- a/train.py
+++ b/train.py
@@ -71,7 +71,7 @@ def fit_lstm(train, batch_size2, nb_epoch, neurons):
 	for i in range(nb_epoch):
 		print("Epoch {}/{}".format(i, nb_epoch))
 		model.fit(X, y, epochs=1, batch_size=batch_size2, verbose=0, shuffle=False)
-		loss, accuracy = model.evaluate(X, y)
+		#loss, accuracy = model.evaluate(X, y)
 		print(loss, accuracy)
 		model.reset_states()
 	return model

From e8cdfc2c513a6d987982c19da110c89d20db3cf4 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:43:27 +0800
Subject: [PATCH 104/108] update

---
 train.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/train.py b/train.py
index 53824d0..8008310 100644
--- a/train.py
+++ b/train.py
@@ -72,7 +72,7 @@ def fit_lstm(train, batch_size2, nb_epoch, neurons):
 		print("Epoch {}/{}".format(i, nb_epoch))
 		model.fit(X, y, epochs=1, batch_size=batch_size2, verbose=0, shuffle=False)
 		#loss, accuracy = model.evaluate(X, y)
-		print(loss, accuracy)
+		#print(loss, accuracy)
 		model.reset_states()
 	return model
 

From c1078afaeef8dee9d66a1c646f101cbcd2f74c71 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:43:59 +0800
Subject: [PATCH 105/108] update

---
 .idea/workspace.xml | 2 +-
 train.py            | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 64db22e..1581856 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -227,7 +227,7 @@
   <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="1588394467100" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588394612034" />
     <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" />
diff --git a/train.py b/train.py
index 8008310..ccadcc2 100644
--- a/train.py
+++ b/train.py
@@ -108,7 +108,7 @@ def experiment(repeats, series, seed):
 		t2 = test.shape[0] % batch_size
 
 		train_trimmed = train_scaled[t1:, :]
-		lstm_model = fit_lstm(train_trimmed, batch_size, 300, 4)
+		lstm_model = fit_lstm(train_trimmed, batch_size, 30, 4)
 		# forecast the entire training dataset to build up state for forecasting
 		print(train_trimmed)
 		print(train_trimmed[:, 0])

From b68d7e8376c45bc68eda7644b8d76eb2397a1588 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:52:44 +0800
Subject: [PATCH 106/108] update

---
 .idea/workspace.xml | 20 ++++++++++----------
 train.py            |  2 +-
 2 files changed, 11 insertions(+), 11 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 1581856..591d687 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -3,7 +3,6 @@
   <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" />
     </list>
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -48,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2807" />
+          <entry key="py" value="2820" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -57,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2807" />
+          <entry key="Python" value="2820" />
         </counts>
       </usages-collector>
     </session>
@@ -92,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="173">
-              <caret line="64" column="15" selection-start-line="64" selection-start-column="15" selection-end-line="64" selection-end-column="15" />
+            <state relative-caret-position="-265">
+              <caret line="64" column="31" lean-forward="true" selection-start-line="64" selection-start-column="31" selection-end-line="64" selection-end-column="31" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -227,7 +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="1588394612034" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588394953606" />
     <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" />
@@ -268,15 +267,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="25886000" />
+      <workItem from="1588319878551" duration="26336000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="42859000" />
+    <option name="totallyTimeSpent" value="43309000" />
   </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" />
@@ -398,8 +398,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="173">
-          <caret line="64" column="15" selection-start-line="64" selection-start-column="15" selection-end-line="64" selection-end-column="15" />
+        <state relative-caret-position="-265">
+          <caret line="64" column="31" lean-forward="true" selection-start-line="64" selection-start-column="31" selection-end-line="64" selection-end-column="31" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index ccadcc2..0974f1b 100644
--- a/train.py
+++ b/train.py
@@ -90,7 +90,7 @@ def experiment(repeats, series, seed):
 	raw_values = series.values
 	diff_values = difference(raw_values, 1)
 	# transform data to be supervised learning
-	lag2 = 4
+	lag2 = 10
 	supervised = timeseries_to_supervised(diff_values, lag2)
 	supervised_values = supervised.values
 	# split data into train and test-sets

From abe9929c47c4cb91bad9df6c953c29f2baea4306 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 12:55:42 +0800
Subject: [PATCH 107/108] update

---
 .idea/workspace.xml | 19 +++++++++----------
 train.py            |  4 ++--
 2 files changed, 11 insertions(+), 12 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 591d687..60a8d09 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -47,7 +47,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2820" />
+          <entry key="py" value="2822" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +56,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2820" />
+          <entry key="Python" value="2822" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +91,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-265">
-              <caret line="64" column="31" lean-forward="true" selection-start-line="64" selection-start-column="31" selection-end-line="64" selection-end-column="31" />
+            <state relative-caret-position="160">
+              <caret line="92" column="13" selection-start-line="92" selection-start-column="13" selection-end-line="92" selection-end-column="13" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -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="1588394953606" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588395170271" />
     <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" />
@@ -267,16 +267,15 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="26336000" />
+      <workItem from="1588319878551" duration="26547000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="43309000" />
+    <option name="totallyTimeSpent" value="43520000" />
   </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" />
@@ -398,8 +397,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="-265">
-          <caret line="64" column="31" lean-forward="true" selection-start-line="64" selection-start-column="31" selection-end-line="64" selection-end-column="31" />
+        <state relative-caret-position="160">
+          <caret line="92" column="13" selection-start-line="92" selection-start-column="13" selection-end-line="92" selection-end-column="13" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 0974f1b..82f2f9f 100644
--- a/train.py
+++ b/train.py
@@ -90,7 +90,7 @@ def experiment(repeats, series, seed):
 	raw_values = series.values
 	diff_values = difference(raw_values, 1)
 	# transform data to be supervised learning
-	lag2 = 10
+	lag2 = 4
 	supervised = timeseries_to_supervised(diff_values, lag2)
 	supervised_values = supervised.values
 	# split data into train and test-sets
@@ -103,7 +103,7 @@ def experiment(repeats, series, seed):
 	error_scores = list()
 	for r in range(repeats):
 		# fit the model
-		batch_size = 4
+		batch_size = 32
 		t1 = train.shape[0] % batch_size
 		t2 = test.shape[0] % batch_size
 

From 27e23dba127e717ae4de60ca4afebdd6fcf98637 Mon Sep 17 00:00:00 2001
From: Newnius <newnius.cn@gmail.com>
Date: Sat, 2 May 2020 13:00:39 +0800
Subject: [PATCH 108/108] update

---
 .idea/workspace.xml | 23 +++++++++++------------
 train.py            |  8 +++++---
 2 files changed, 16 insertions(+), 15 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 60a8d09..19a2eea 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,9 +1,7 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <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" />
-    </list>
+    <list default="true" id="0aedafd8-e57e-462a-beda-65af0b91f3df" name="Default Changelist" comment="" />
     <ignored path="$PROJECT_DIR$/out/" />
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
@@ -47,7 +45,7 @@
         <counts>
           <entry key="Dockerfile" value="81" />
           <entry key="md" value="104" />
-          <entry key="py" value="2822" />
+          <entry key="py" value="2825" />
           <entry key="sh" value="5" />
         </counts>
       </usages-collector>
@@ -56,7 +54,7 @@
           <entry key="Bash" value="5" />
           <entry key="Dockerfile" value="81" />
           <entry key="Markdown" value="104" />
-          <entry key="Python" value="2822" />
+          <entry key="Python" value="2825" />
         </counts>
       </usages-collector>
     </session>
@@ -91,8 +89,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/train.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="160">
-              <caret line="92" column="13" selection-start-line="92" selection-start-column="13" selection-end-line="92" selection-end-column="13" />
+            <state relative-caret-position="1580">
+              <caret line="110" column="61" lean-forward="true" selection-start-line="110" selection-start-column="61" selection-end-line="110" selection-end-column="62" />
               <folding>
                 <element signature="e#0#28#0" expanded="true" />
               </folding>
@@ -226,7 +224,7 @@
   <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="1588395170271" />
+    <property name="com.android.tools.idea.instantapp.provision.ProvisionBeforeRunTaskProvider.myTimeStamp" value="1588395483884" />
     <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 +265,16 @@
       <option name="presentableId" value="Default" />
       <updated>1588152877746</updated>
       <workItem from="1588152880522" duration="16973000" />
-      <workItem from="1588319878551" duration="26547000" />
+      <workItem from="1588319878551" duration="26780000" />
     </task>
     <servers />
   </component>
   <component name="TimeTrackingManager">
-    <option name="totallyTimeSpent" value="43520000" />
+    <option name="totallyTimeSpent" value="43753000" />
   </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" />
@@ -397,8 +396,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/train.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="160">
-          <caret line="92" column="13" selection-start-line="92" selection-start-column="13" selection-end-line="92" selection-end-column="13" />
+        <state relative-caret-position="1580">
+          <caret line="110" column="61" lean-forward="true" selection-start-line="110" selection-start-column="61" selection-end-line="110" selection-end-column="62" />
           <folding>
             <element signature="e#0#28#0" expanded="true" />
           </folding>
diff --git a/train.py b/train.py
index 82f2f9f..9d7d35e 100644
--- a/train.py
+++ b/train.py
@@ -93,8 +93,10 @@ def experiment(repeats, series, seed):
 	lag2 = 4
 	supervised = timeseries_to_supervised(diff_values, lag2)
 	supervised_values = supervised.values
+
+	test_data_num = 32
 	# split data into train and test-sets
-	train, test = supervised_values[0:-12], supervised_values[-12:]
+	train, test = supervised_values[0:-test_data_num], supervised_values[-test_data_num:]
 	# transform the scale of the data
 	print(test)
 	scaler, train_scaled, test_scaled = scale(train, test)
@@ -131,8 +133,8 @@ def experiment(repeats, series, seed):
 			# store forecast
 			predictions.append(yhat)
 		# report performance
-		rmse = sqrt(mean_squared_error(raw_values[-12:], predictions))
-		print(predictions, raw_values[-12:])
+		rmse = sqrt(mean_squared_error(raw_values[-test_data_num:], predictions))
+		print(predictions, raw_values[-test_data_num:])
 		print('%d) Test RMSE: %.3f' % (r + 1, rmse))
 		error_scores.append(rmse)
 	return error_scores