From 08fe617c0f18fa1b418945c1e6086050473984a2 Mon Sep 17 00:00:00 2001
From: ksanu <j.plebaniak@gmail.com>
Date: Wed, 4 Dec 2019 00:14:58 +0100
Subject: [PATCH] test3

---
 .idea/TAU_21_sane_words.iml |     2 +-
 .idea/misc.xml              |     2 +-
 .idea/workspace.xml         |   182 +
 dev-0/out.tsv               | 11290 ++++++++---------
 dev-0/out_float.tsv         | 22040 ++++++++++++++++-----------------
 s.py                        |    18 +-
 test-A/out.tsv              | 11260 ++++++++---------
 test-A/out_float.tsv        | 22116 +++++++++++++++++-----------------
 8 files changed, 33546 insertions(+), 33364 deletions(-)

diff --git a/.idea/TAU_21_sane_words.iml b/.idea/TAU_21_sane_words.iml
index f3d7bc9..c8efcbb 100644
--- a/.idea/TAU_21_sane_words.iml
+++ b/.idea/TAU_21_sane_words.iml
@@ -2,7 +2,7 @@
 <module type="PYTHON_MODULE" version="4">
   <component name="NewModuleRootManager">
     <content url="file://$MODULE_DIR$" />
-    <orderEntry type="jdk" jdkName="Python 3.7" jdkType="Python SDK" />
+    <orderEntry type="jdk" jdkName="Python 3.6" jdkType="Python SDK" />
     <orderEntry type="sourceFolder" forTests="false" />
   </component>
   <component name="TestRunnerService">
diff --git a/.idea/misc.xml b/.idea/misc.xml
index a2e120d..65531ca 100644
--- a/.idea/misc.xml
+++ b/.idea/misc.xml
@@ -1,4 +1,4 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
-  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.7" project-jdk-type="Python SDK" />
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.6" project-jdk-type="Python SDK" />
 </project>
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b57c537..d664208 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,6 +2,9 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="d25a65da-2ba0-4272-a0a5-c59cbecb6088" name="Default Changelist" comment="">
+      <change beforePath="$PROJECT_DIR$/.idea/TAU_21_sane_words.iml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/TAU_21_sane_words.iml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/misc.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/misc.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="$PROJECT_DIR$/dev-0/out_float.tsv" beforeDir="false" afterPath="$PROJECT_DIR$/dev-0/out_float.tsv" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/s.py" beforeDir="false" afterPath="$PROJECT_DIR$/s.py" afterDir="false" />
@@ -14,6 +17,53 @@
     <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
     <option name="LAST_RESOLUTION" value="IGNORE" />
   </component>
+  <component name="CoverageDataManager">
+    <SUITE FILE_PATH="coverage/TAU_22_sane_words_torch_nn$s.coverage" NAME="s Coverage Results" MODIFIED="1575414386650" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="true" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
+  </component>
+  <component name="FileEditorManager">
+    <leaf>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/s.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="980">
+              <caret line="225" column="18" selection-start-line="225" selection-start-column="18" selection-end-line="225" selection-end-column="18" />
+              <folding>
+                <element signature="e#0#12#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/dev-0/expected.tsv">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="-196952" />
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/dev-0/out.tsv">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="342">
+              <caret line="19" selection-start-line="19" selection-end-line="20" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/test-A/out.tsv">
+          <provider selected="true" editor-type-id="text-editor" />
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/dev-0/out_float.tsv">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="-198268" />
+          </provider>
+        </entry>
+      </file>
+    </leaf>
+  </component>
   <component name="FileTemplateManagerImpl">
     <option name="RECENT_TEMPLATES">
       <list>
@@ -24,9 +74,52 @@
   <component name="Git.Settings">
     <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
   </component>
+  <component name="IdeDocumentHistory">
+    <option name="CHANGED_PATHS">
+      <list>
+        <option value="$PROJECT_DIR$/s.py" />
+      </list>
+    </option>
+  </component>
+  <component name="ProjectFrameBounds">
+    <option name="x" value="147" />
+    <option name="y" value="16" />
+    <option name="width" value="1320" />
+    <option name="height" value="724" />
+  </component>
   <component name="ProjectId" id="1UAXhosCPbReL7U2TCbyyTVGpqs" />
   <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
+  <component name="ProjectView">
+    <navigator proportions="" version="1">
+      <foldersAlwaysOnTop value="true" />
+    </navigator>
+    <panes>
+      <pane id="Scope" />
+      <pane id="ProjectPane">
+        <subPane>
+          <expand>
+            <path>
+              <item name="TAU_22_sane_words_torch_nn" type="b2602c69:ProjectViewProjectNode" />
+              <item name="TAU_22_sane_words_torch_nn" type="462c0819:PsiDirectoryNode" />
+            </path>
+            <path>
+              <item name="TAU_22_sane_words_torch_nn" type="b2602c69:ProjectViewProjectNode" />
+              <item name="TAU_22_sane_words_torch_nn" type="462c0819:PsiDirectoryNode" />
+              <item name="dev-0" type="462c0819:PsiDirectoryNode" />
+            </path>
+            <path>
+              <item name="TAU_22_sane_words_torch_nn" type="b2602c69:ProjectViewProjectNode" />
+              <item name="TAU_22_sane_words_torch_nn" type="462c0819:PsiDirectoryNode" />
+              <item name="test-A" type="462c0819:PsiDirectoryNode" />
+            </path>
+          </expand>
+          <select />
+        </subPane>
+      </pane>
+    </panes>
+  </component>
   <component name="PropertiesComponent">
+    <property name="WebServerToolWindowFactoryState" value="false" />
     <property name="last_opened_file_path" value="$PROJECT_DIR$" />
     <property name="settings.editor.selected.configurable" value="com.jetbrains.python.configuration.PyActiveSdkModuleConfigurable" />
   </component>
@@ -55,6 +148,7 @@
       <option name="IS_MODULE_SDK" value="true" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/s.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
@@ -76,6 +170,7 @@
       <option name="IS_MODULE_SDK" value="true" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/solution.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
@@ -97,6 +192,7 @@
       <option name="IS_MODULE_SDK" value="true" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/solution2.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
@@ -124,21 +220,75 @@
       <option name="number" value="Default" />
       <option name="presentableId" value="Default" />
       <updated>1574800494334</updated>
+      <workItem from="1575412092709" duration="2059000" />
     </task>
     <servers />
   </component>
+  <component name="TimeTrackingManager">
+    <option name="totallyTimeSpent" value="2059000" />
+  </component>
+  <component name="ToolWindowManager">
+    <frame x="147" y="16" width="1320" height="724" extended-state="0" />
+    <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="0.24405706" />
+      <window_info id="Structure" order="1" side_tool="true" weight="0.25" />
+      <window_info anchor="bottom" id="Docker" show_stripe_button="false" />
+      <window_info anchor="bottom" id="Database Changes" />
+      <window_info anchor="bottom" id="Version Control" />
+      <window_info anchor="bottom" id="Python Console" />
+      <window_info anchor="bottom" id="Terminal" />
+      <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="0.33625218" />
+      <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" />
+      <window_info anchor="bottom" id="TODO" order="6" />
+      <window_info anchor="right" id="SciView" />
+      <window_info anchor="right" id="Database" />
+      <window_info anchor="right" id="Commander" internal_type="SLIDING" order="0" type="SLIDING" weight="0.4" />
+      <window_info anchor="right" id="Ant Build" order="1" weight="0.25" />
+      <window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
+    </layout>
+  </component>
+  <component name="TypeScriptGeneratedFilesManager">
+    <option name="version" value="1" />
+  </component>
   <component name="Vcs.Log.Tabs.Properties">
     <option name="TAB_STATES">
       <map>
         <entry key="MAIN">
           <value>
             <State>
+              <option name="RECENTLY_FILTERED_USER_GROUPS">
+                <collection />
+              </option>
+              <option name="RECENTLY_FILTERED_BRANCH_GROUPS">
+                <collection />
+              </option>
               <option name="COLUMN_ORDER" />
             </State>
           </value>
         </entry>
       </map>
     </option>
+    <option name="RECENT_FILTERS">
+      <map>
+        <entry key="Branch">
+          <value>
+            <list />
+          </value>
+        </entry>
+        <entry key="User">
+          <value>
+            <list />
+          </value>
+        </entry>
+      </map>
+    </option>
   </component>
   <component name="XDebuggerManager">
     <breakpoint-manager>
@@ -162,4 +312,36 @@
       </configuration>
     </watches-manager>
   </component>
+  <component name="editorHistoryManager">
+    <entry file="file://$PROJECT_DIR$/test-A/out.tsv">
+      <provider selected="true" editor-type-id="text-editor" />
+    </entry>
+    <entry file="file://$PROJECT_DIR$/dev-0/expected.tsv">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="-196952" />
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/dev-0/out_float.tsv">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="-198268" />
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/s.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="980">
+          <caret line="225" column="18" selection-start-line="225" selection-start-column="18" selection-end-line="225" selection-end-column="18" />
+          <folding>
+            <element signature="e#0#12#0" expanded="true" />
+          </folding>
+        </state>
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/dev-0/out.tsv">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="342">
+          <caret line="19" selection-start-line="19" selection-end-line="20" />
+        </state>
+      </provider>
+    </entry>
+  </component>
 </project>
\ No newline at end of file
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
index df0c0fb..6d4a650 100644
--- a/dev-0/out.tsv
+++ b/dev-0/out.tsv
@@ -1,225 +1,124 @@
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diff --git a/dev-0/out_float.tsv b/dev-0/out_float.tsv
index 36c1a5e..6eb1f90 100644
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diff --git a/s.py b/s.py
index 1086944..8c19b39 100644
--- a/s.py
+++ b/s.py
@@ -177,7 +177,7 @@ testA_x = torch.cat([testA_x_temp2, testA_x_words_onehot], 1)
 dataset_train = TrainDataset(x, y)
 trainloader=DataLoader(dataset=dataset_train, batch_size=minibatch_size, shuffle=True)
 
-def train_loop(i = 50):
+def train_loop(i = 20):
     for i in range(i):
         for xb, yb_expected in trainloader:
             optimizer.zero_grad()
@@ -197,13 +197,13 @@ def train_loop(i = 50):
             dev_y_pred_float_df = pandas.DataFrame(dev_y_pred_float_tensor.detach().numpy())
             auc_score = roc_auc_score(dev_y_test, dev_y_pred_float_df)
             print("auc:\t", auc_score, "\tloss:\t", loss.item())
-            if ((auc_score > 0.70)):
+            if ((auc_score > 0.90)):
                 break
 
             loss.backward()
             optimizer.step()
 
-        if ((auc_score > 0.70)):
+        if ((auc_score > 0.90)):
             break
         #print(loss)
 
@@ -223,10 +223,10 @@ for i in range(0,11026):
     file2.write(str(dev_y[i].data.item()) + "\n")
     dev_y_pred_float.append(dev_y[i].data.item())
     var = dev_y[i].data.item()
-    if var < 0.5:
-        file.write("0" + "\n")
+    if var > 0.999:
+        file.write(f'{1}\n')
     else:
-        file.write("1" + "\n")
+        file.write(f'{0}\n')
 file.close()
 file2.close()
 
@@ -246,9 +246,9 @@ file2=open("test-A/out_float.tsv","w")
 
 for i in range(0,11061):
     file2.write(str(testA_y[i].data.item()) + "\n")
-    if testA_y[i].data.item() < 0.5:
-        file.write("0" + "\n")
+    if testA_y[i].data.item() > 0.999:
+        file.write(f'{1}\n')
     else:
-        file.write("1" + "\n")
+        file.write(f'{0}\n')
 file.close()
 file2.close()
\ No newline at end of file
diff --git a/test-A/out.tsv b/test-A/out.tsv
index 40e2097..07ff1a0 100644
--- a/test-A/out.tsv
+++ b/test-A/out.tsv
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diff --git a/test-A/out_float.tsv b/test-A/out_float.tsv
index 4f7cda2..f5f240c 100644
--- a/test-A/out_float.tsv
+++ b/test-A/out_float.tsv
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