diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..94a25f7
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="$PROJECT_DIR$" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 755391e..da73ff3 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,7 +1,13 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="b2470b4d-798c-4f2c-b219-8e78ac955f76" name="Default Changelist" comment="" />
+    <list default="true" id="b2470b4d-798c-4f2c-b219-8e78ac955f76" name="Default Changelist" comment="">
+      <change afterPath="$PROJECT_DIR$/.idea/vcs.xml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/dev-0/out.tsv" beforeDir="false" afterPath="$PROJECT_DIR$/dev-0/out.tsv" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/my_solution.py" beforeDir="false" afterPath="$PROJECT_DIR$/my_solution.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/test-A/out.tsv" beforeDir="false" afterPath="$PROJECT_DIR$/test-A/out.tsv" afterDir="false" />
+    </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
@@ -18,8 +24,8 @@
       <file pinned="false" current-in-tab="true">
         <entry file="file://$PROJECT_DIR$/my_solution.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="102">
-              <caret line="6" selection-start-line="6" selection-end-line="6" />
+            <state relative-caret-position="143">
+              <caret line="42" column="25" selection-start-line="42" selection-start-column="25" selection-end-line="42" selection-end-column="25" />
               <folding>
                 <element signature="e#0#13#0" expanded="true" />
               </folding>
@@ -36,6 +42,9 @@
       </list>
     </option>
   </component>
+  <component name="Git.Settings">
+    <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
+  </component>
   <component name="IdeDocumentHistory">
     <option name="CHANGED_PATHS">
       <list>
@@ -44,12 +53,13 @@
       </list>
     </option>
   </component>
-  <component name="ProjectFrameBounds" extendedState="1">
+  <component name="ProjectFrameBounds">
     <option name="x" value="80" />
     <option name="y" value="5" />
     <option name="width" value="1810" />
     <option name="height" value="1000" />
   </component>
+  <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
   <component name="ProjectView">
     <navigator proportions="" version="1">
       <foldersAlwaysOnTop value="true" />
@@ -80,6 +90,7 @@
     </panes>
   </component>
   <component name="PropertiesComponent">
+    <property name="SHARE_PROJECT_CONFIGURATION_FILES" value="true" />
     <property name="last_opened_file_path" value="$PROJECT_DIR$" />
     <property name="settings.editor.selected.configurable" value="preferences.general" />
   </component>
@@ -124,7 +135,7 @@
     </recent_temporary>
   </component>
   <component name="SvnConfiguration">
-    <configuration />
+    <configuration>C:\Users\jpleb\AppData\Roaming\Subversion</configuration>
   </component>
   <component name="TaskManager">
     <task active="true" id="Default" summary="Default task">
@@ -141,7 +152,7 @@
     <editor active="true" />
     <layout>
       <window_info id="Favorites" side_tool="true" />
-      <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.25" />
+      <window_info content_ui="combo" id="Project" order="0" visible="true" weight="0.25" />
       <window_info id="Structure" order="1" side_tool="true" weight="0.25" />
       <window_info anchor="bottom" id="Version Control" />
       <window_info anchor="bottom" id="Python Console" />
@@ -149,7 +160,7 @@
       <window_info anchor="bottom" id="Event Log" side_tool="true" />
       <window_info anchor="bottom" id="Message" order="0" />
       <window_info anchor="bottom" id="Find" order="1" />
-      <window_info anchor="bottom" id="Run" order="2" visible="true" weight="0.32884902" />
+      <window_info active="true" anchor="bottom" id="Run" order="2" visible="true" weight="0.32884902" />
       <window_info anchor="bottom" id="Debug" order="3" weight="0.4" />
       <window_info anchor="bottom" id="Cvs" order="4" weight="0.25" />
       <window_info anchor="bottom" id="Inspection" order="5" weight="0.4" />
@@ -159,6 +170,10 @@
       <window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
     </layout>
   </component>
+  <component name="VcsManagerConfiguration">
+    <MESSAGE value="TAU20 pytorch linear regression" />
+    <option name="LAST_COMMIT_MESSAGE" value="TAU20 pytorch linear regression" />
+  </component>
   <component name="editorHistoryManager">
     <entry file="file://$PROJECT_DIR$/gonito.yaml">
       <provider selected="true" editor-type-id="text-editor" />
@@ -178,8 +193,8 @@
     </entry>
     <entry file="file://$PROJECT_DIR$/my_solution.py">
       <provider selected="true" editor-type-id="text-editor">
-        <state relative-caret-position="102">
-          <caret line="6" selection-start-line="6" selection-end-line="6" />
+        <state relative-caret-position="143">
+          <caret line="42" column="25" selection-start-line="42" selection-start-column="25" selection-end-line="42" selection-end-column="25" />
           <folding>
             <element signature="e#0#13#0" expanded="true" />
           </folding>
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index d11d122..611b592 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
@@ -1,500 +1,500 @@
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diff --git a/my_solution.py b/my_solution.py
index 6337b1e..ba54c48 100644
--- a/my_solution.py
+++ b/my_solution.py
@@ -34,13 +34,13 @@ X_testA = pandas.read_csv('test-A/in.tsv', sep='\t', header=None, names=names)
 X_testA.drop('opis', axis=1, inplace=True)
 X_testA = encoder(X_testA)
 
-data_train = X_train[['Powierzchnia w m2', 'Liczba pokoi', 'Miejsce parkingowe', 'Liczba pięter w budynku']].values
+data_train = X_train[['Powierzchnia w m2', 'Liczba pokoi']].values
 data_train = np.hstack((data_train, np.ones((data_train.shape[0], 1), dtype=data_train.dtype)))
 
 
 x = torch.tensor(data_train , dtype=torch.float)
 y = torch.tensor(y_train, dtype=torch.float)
-w = torch.tensor([0, 0, 0, 0, 0], dtype=torch.float, requires_grad=True)
+w = torch.tensor([0, 0, 0], dtype=torch.float, requires_grad=True)
 learning_rate  = torch.tensor(0.00000001)
 
 for _ in range(100000):
@@ -55,13 +55,13 @@ w.requires_grad_(False)
 
 
 
-data_dev = X_dev0[['Powierzchnia w m2', 'Liczba pokoi', 'Miejsce parkingowe', 'Liczba pięter w budynku']].values
+data_dev = X_dev0[['Powierzchnia w m2', 'Liczba pokoi']].values
 data_dev = np.hstack((data_dev, np.ones((data_dev.shape[0], 1), dtype=data_dev.dtype)))
 
 x_dev = torch.tensor(data_dev, dtype=torch.float)
 
 
-data_testA = X_testA[['Powierzchnia w m2', 'Liczba pokoi', 'Miejsce parkingowe', 'Liczba pięter w budynku']].values
+data_testA = X_testA[['Powierzchnia w m2', 'Liczba pokoi']].values
 data_testA = np.hstack((data_testA, np.ones((data_testA.shape[0], 1), dtype=data_testA.dtype)))
 x_test = torch.tensor(data_testA , dtype=torch.float)
 
diff --git a/test-A/out.tsv b/test-A/out.tsv
index dedccd7..252cfca 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
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