From c9b816f93898a53d99ed4b3a53058e2cf65d66c2 Mon Sep 17 00:00:00 2001
From: Pantelispanka <pantelispanka@gmail.com>
Date: Sat, 20 Mar 2021 17:39:58 +0200
Subject: [PATCH 1/6] legacy

---
 .idea/workspace.xml | 1 -
 Dockerfile          | 4 ++--
 2 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 303f1c5..f6589ef 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -22,7 +22,6 @@
     <list default="true" id="6397276c-4b4b-431f-832c-a17a0aa3b168" name="Default" 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="$PROJECT_DIR$/source/handlers/xgboost.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/xgboost.py" afterDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
diff --git a/Dockerfile b/Dockerfile
index 45a7b19..2889384 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,10 +1,10 @@
-FROM python:3
+FROM python:3.8
 MAINTAINER Pantelis Karatzas <pantelispanka@gmail.com>
 
 RUN pip install --upgrade pip
 RUN pip install tornado==4.2
 RUN pip install numpy
-RUN pip install sklearn
+RUN pip install scikit-learn==0.20.4
 RUN pip install pandas
 RUN pip install xgboost
 

From c8b845d280c9c4a362432dfce19b78842f6fab46 Mon Sep 17 00:00:00 2001
From: Pantelispanka <pantelispanka@gmail.com>
Date: Sat, 20 Mar 2021 18:23:53 +0200
Subject: [PATCH 2/6] Update Dockerfile

---
 Dockerfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Dockerfile b/Dockerfile
index 2889384..ecab414 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,4 @@
-FROM python:3.8
+FROM python:3.7
 MAINTAINER Pantelis Karatzas <pantelispanka@gmail.com>
 
 RUN pip install --upgrade pip

From e17f8f6f411ee49a1badfc235726712d20409998 Mon Sep 17 00:00:00 2001
From: Alex Arvanitidis <alarvfm@gmail.com>
Date: Fri, 26 Jul 2024 10:12:36 +0300
Subject: [PATCH 3/6] feat: update request response structures (#3)

---
 .idea/workspace.xml                  | 172 +++++++++++++++------------
 Dockerfile                           |   3 -
 source/handlers/biclustering.py      |   1 +
 source/handlers/clustering.py        |   1 +
 source/handlers/ensemble.py          |   1 +
 source/handlers/nearestneighbours.py |   1 +
 source/handlers/neuralnetwork.py     |   1 +
 source/handlers/pipeline.py          |   1 +
 source/handlers/regression.py        |   1 +
 source/handlers/svm.py               |   1 +
 source/handlers/tree.py              |   1 +
 source/handlers/xgboost.py           |   1 +
 source/helpers/json_to_predreq.py    |  27 ++++-
 13 files changed, 130 insertions(+), 82 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index f6589ef..3a9030c 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,5 +1,8 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
+  <component name="AutoImportSettings">
+    <option name="autoReloadType" value="SELECTIVE" />
+  </component>
   <component name="BranchesTreeState">
     <expand>
       <path>
@@ -22,6 +25,17 @@
     <list default="true" id="6397276c-4b4b-431f-832c-a17a0aa3b168" name="Default" 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="$PROJECT_DIR$/source/handlers/biclustering.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/biclustering.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/clustering.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/clustering.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/ensemble.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/ensemble.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/nearestneighbours.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/nearestneighbours.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/neuralnetwork.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/neuralnetwork.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/pipeline.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/pipeline.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/regression.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/regression.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/svm.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/svm.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/tree.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/tree.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/handlers/xgboost.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/xgboost.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/source/helpers/json_to_predreq.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/helpers/json_to_predreq.py" afterDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
@@ -43,18 +57,33 @@
   <component name="Git.Settings">
     <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
   </component>
+  <component name="ProjectColorInfo"><![CDATA[{
+  "associatedIndex": 0
+}]]></component>
   <component name="ProjectId" id="1kt9Ism2pmOSgYibwwZzqcV6sKj" />
   <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
   <component name="ProjectViewState">
     <option name="hideEmptyMiddlePackages" value="true" />
     <option name="showLibraryContents" value="true" />
   </component>
-  <component name="PropertiesComponent">
-    <property name="FullScreen" value="true" />
-    <property name="RunOnceActivity.OpenProjectViewOnStart" value="true" />
-    <property name="last_opened_file_path" value="$PROJECT_DIR$" />
-    <property name="settings.editor.selected.configurable" value="com.jetbrains.python.configuration.PyActiveSdkModuleConfigurable" />
-  </component>
+  <component name="PropertiesComponent"><![CDATA[{
+  "keyToString": {
+    "Python.application.executor": "Run",
+    "RunOnceActivity.ShowReadmeOnStart": "true",
+    "last_opened_file_path": "/Users/alex.arvanitidis/Projects/ntua/generic-python",
+    "node.js.detected.package.eslint": "true",
+    "node.js.detected.package.tslint": "true",
+    "node.js.selected.package.eslint": "(autodetect)",
+    "node.js.selected.package.tslint": "(autodetect)",
+    "nodejs_package_manager_path": "npm",
+    "vue.rearranger.settings.migration": "true"
+  },
+  "keyToStringList": {
+    "com.intellij.ide.scratch.ScratchImplUtil$2/New Scratch File": [
+      "JSON"
+    ]
+  }
+}]]></component>
   <component name="RecentsManager">
     <key name="CopyFile.RECENT_KEYS">
       <recent name="$PROJECT_DIR$/source" />
@@ -66,6 +95,7 @@
   <component name="RunManager" selected="Python.application">
     <configuration name="application" type="PythonConfigurationType" factoryName="Python" temporary="true">
       <module name="generic-python" />
+      <option name="ENV_FILES" value="" />
       <option name="INTERPRETER_OPTIONS" value="" />
       <option name="PARENT_ENVS" value="true" />
       <envs>
@@ -73,9 +103,49 @@
       </envs>
       <option name="SDK_HOME" value="$PROJECT_DIR$/bin/python3.8" />
       <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
-      <option name="IS_MODULE_SDK" value="false" />
+      <option name="IS_MODULE_SDK" value="true" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="DockerContainerSettingsRunConfigurationExtension">
+        <option name="envVars">
+          <list />
+        </option>
+        <option name="extraHosts">
+          <list />
+        </option>
+        <option name="links">
+          <list />
+        </option>
+        <option name="networkDisabled" value="false" />
+        <option name="networkMode" value="bridge" />
+        <option name="portBindings">
+          <list />
+        </option>
+        <option name="publishAllPorts" value="false" />
+        <option name="runCliOptions" value="--entrypoint= --rm" />
+        <option name="version" value="2" />
+        <option name="volumeBindings">
+          <list>
+            <DockerVolumeBindingImpl>
+              <option name="containerPath" value="/opt/project" />
+              <option name="editable" value="true" />
+              <option name="hostPath" value="$PROJECT_DIR$" />
+              <option name="readOnly" value="false" />
+            </DockerVolumeBindingImpl>
+          </list>
+        </option>
+      </EXTENSION>
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
+      <EXTENSION ID="net.ashald.envfile">
+        <option name="IS_ENABLED" value="false" />
+        <option name="IS_SUBST" value="false" />
+        <option name="IS_PATH_MACRO_SUPPORTED" value="false" />
+        <option name="IS_IGNORE_MISSING_FILES" value="false" />
+        <option name="IS_ENABLE_EXPERIMENTAL_INTEGRATIONS" value="false" />
+        <ENTRIES>
+          <ENTRY IS_ENABLED="true" PARSER="runconfig" IS_EXECUTABLE="false" />
+        </ENTRIES>
+      </EXTENSION>
       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/application.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
@@ -87,6 +157,7 @@
     </configuration>
     <configuration name="doa_calc" type="PythonConfigurationType" factoryName="Python" temporary="true">
       <module name="generic-python" />
+      <option name="ENV_FILES" value="" />
       <option name="INTERPRETER_OPTIONS" value="" />
       <option name="PARENT_ENVS" value="true" />
       <envs>
@@ -97,6 +168,7 @@
       <option name="IS_MODULE_SDK" value="true" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/source/helpers/doa_calc.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
@@ -108,6 +180,7 @@
     </configuration>
     <configuration name="regression" type="PythonConfigurationType" factoryName="Python" temporary="true">
       <module name="generic-python" />
+      <option name="ENV_FILES" value="" />
       <option name="INTERPRETER_OPTIONS" value="" />
       <option name="PARENT_ENVS" value="true" />
       <envs>
@@ -118,6 +191,7 @@
       <option name="IS_MODULE_SDK" value="true" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/source/handlers/regression.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
@@ -129,6 +203,7 @@
     </configuration>
     <configuration default="true" type="tests" factoryName="Unittests">
       <module name="generic-python" />
+      <option name="ENV_FILES" value="" />
       <option name="INTERPRETER_OPTIONS" value="" />
       <option name="PARENT_ENVS" value="true" />
       <option name="SDK_HOME" value="" />
@@ -136,6 +211,7 @@
       <option name="IS_MODULE_SDK" value="false" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <EXTENSION ID="PythonCoverageRunConfigurationExtension" runner="coverage.py" />
       <option name="_new_additionalArguments" value="&quot;&quot;" />
       <option name="_new_target" value="&quot;.&quot;" />
       <option name="_new_targetType" value="&quot;PATH&quot;" />
@@ -154,6 +230,14 @@
       </list>
     </recent_temporary>
   </component>
+  <component name="SharedIndexes">
+    <attachedChunks>
+      <set>
+        <option value="bundled-js-predefined-1d06a55b98c1-74d2a5396914-JavaScript-PY-241.14494.241" />
+        <option value="bundled-python-sdk-0509580d9d50-28c9f5db9ffe-com.jetbrains.pycharm.pro.sharedIndexes.bundled-PY-241.14494.241" />
+      </set>
+    </attachedChunks>
+  </component>
   <component name="SpellCheckerSettings" RuntimeDictionaries="0" Folders="0" CustomDictionaries="0" DefaultDictionary="application-level" UseSingleDictionary="true" transferred="true" />
   <component name="SvnConfiguration">
     <configuration />
@@ -165,9 +249,13 @@
       <option name="number" value="Default" />
       <option name="presentableId" value="Default" />
       <updated>1540840068312</updated>
+      <workItem from="1721935325252" duration="8524000" />
     </task>
     <servers />
   </component>
+  <component name="TypeScriptGeneratedFilesManager">
+    <option name="version" value="3" />
+  </component>
   <component name="Vcs.Log.Tabs.Properties">
     <option name="TAB_STATES">
       <map>
@@ -178,77 +266,10 @@
         </entry>
       </map>
     </option>
-    <option name="oldMeFiltersMigrated" value="true" />
   </component>
   <component name="VcsContentAnnotationSettings">
     <option name="myLimit" value="2678400000" />
   </component>
-  <component name="WindowStateProjectService">
-    <state width="403" height="466" key="DebuggerActiveHint" timestamp="1606510645209">
-      <screen x="0" y="25" width="1792" height="1036" />
-    </state>
-    <state width="403" height="466" key="DebuggerActiveHint/0.25.1792.1036@0.25.1792.1036" timestamp="1606510645209" />
-    <state x="653" y="304" key="FileChooserDialogImpl" timestamp="1608212577893">
-      <screen x="0" y="0" width="1792" height="1120" />
-    </state>
-    <state x="653" y="304" key="FileChooserDialogImpl/0.0.1792.1120@0.0.1792.1120" timestamp="1608212577893" />
-    <state width="2539" height="418" key="GridCell.Tab.0.bottom" timestamp="1612448594507">
-      <screen x="1102" y="-1440" width="2560" height="1440" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.0.bottom/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615079" />
-    <state width="2225" height="300" key="GridCell.Tab.0.bottom/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612442614794" />
-    <state width="2539" height="418" key="GridCell.Tab.0.bottom/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594507" />
-    <state width="2539" height="418" key="GridCell.Tab.0.center" timestamp="1612448594506">
-      <screen x="1102" y="-1440" width="2560" height="1440" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.0.center/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615079" />
-    <state width="2225" height="300" key="GridCell.Tab.0.center/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612442614793" />
-    <state width="2539" height="418" key="GridCell.Tab.0.center/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594506" />
-    <state width="2539" height="418" key="GridCell.Tab.0.left" timestamp="1612448594505">
-      <screen x="1102" y="-1440" width="2560" height="1440" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.0.left/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615078" />
-    <state width="2225" height="300" key="GridCell.Tab.0.left/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612442614792" />
-    <state width="2539" height="418" key="GridCell.Tab.0.left/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594505" />
-    <state width="2539" height="418" key="GridCell.Tab.0.right" timestamp="1612448594507">
-      <screen x="1102" y="-1440" width="2560" height="1440" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.0.right/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615079" />
-    <state width="2225" height="300" key="GridCell.Tab.0.right/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612442614793" />
-    <state width="2539" height="418" key="GridCell.Tab.0.right/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594507" />
-    <state width="2539" height="418" key="GridCell.Tab.1.bottom" timestamp="1612448634226">
-      <screen x="1102" y="-1415" width="2560" height="1415" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.1.bottom/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615082" />
-    <state width="1771" height="392" key="GridCell.Tab.1.bottom/0.25.1792.1036@0.25.1792.1036" timestamp="1606510629963" />
-    <state width="2539" height="418" key="GridCell.Tab.1.bottom/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612448634226" />
-    <state width="2539" height="418" key="GridCell.Tab.1.bottom/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594417" />
-    <state width="2539" height="418" key="GridCell.Tab.1.center" timestamp="1612448634225">
-      <screen x="1102" y="-1415" width="2560" height="1415" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.1.center/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615080" />
-    <state width="1771" height="392" key="GridCell.Tab.1.center/0.25.1792.1036@0.25.1792.1036" timestamp="1606510629962" />
-    <state width="2539" height="418" key="GridCell.Tab.1.center/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612448634225" />
-    <state width="2539" height="418" key="GridCell.Tab.1.center/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594415" />
-    <state width="2539" height="418" key="GridCell.Tab.1.left" timestamp="1612448634224">
-      <screen x="1102" y="-1415" width="2560" height="1415" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.1.left/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615080" />
-    <state width="1771" height="392" key="GridCell.Tab.1.left/0.25.1792.1036@0.25.1792.1036" timestamp="1606510629962" />
-    <state width="2539" height="418" key="GridCell.Tab.1.left/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612448634224" />
-    <state width="2539" height="418" key="GridCell.Tab.1.left/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594415" />
-    <state width="2539" height="418" key="GridCell.Tab.1.right" timestamp="1612448634226">
-      <screen x="1102" y="-1415" width="2560" height="1415" />
-    </state>
-    <state width="1771" height="261" key="GridCell.Tab.1.right/0.0.1792.1120@0.0.1792.1120" timestamp="1607003615081" />
-    <state width="1771" height="392" key="GridCell.Tab.1.right/0.25.1792.1036@0.25.1792.1036" timestamp="1606510629963" />
-    <state width="2539" height="418" key="GridCell.Tab.1.right/1102.-1415.2560.1415/0.25.1792.1095@1102.-1415.2560.1415" timestamp="1612448634226" />
-    <state width="2539" height="418" key="GridCell.Tab.1.right/1102.-1440.2560.1440/0.0.1792.1120@1102.-1440.2560.1440" timestamp="1612448594416" />
-    <state x="261" y="157" width="1210" height="777" key="SettingsEditor" timestamp="1606509018417">
-      <screen x="0" y="0" width="1792" height="1120" />
-    </state>
-    <state x="261" y="157" width="1210" height="777" key="SettingsEditor/0.0.1792.1120@0.0.1792.1120" timestamp="1606509018417" />
-  </component>
   <component name="XDebuggerManager">
     <breakpoint-manager>
       <breakpoints>
@@ -297,4 +318,7 @@
       </default-breakpoints>
     </breakpoint-manager>
   </component>
+  <component name="com.intellij.coverage.CoverageDataManagerImpl">
+    <SUITE FILE_PATH="coverage/generic_python$application.coverage" NAME="application Coverage Results" MODIFIED="1721940083474" SOURCE_PROVIDER="com.intellij.coverage.DefaultCoverageFileProvider" RUNNER="coverage.py" COVERAGE_BY_TEST_ENABLED="false" COVERAGE_TRACING_ENABLED="false" WORKING_DIRECTORY="$PROJECT_DIR$" />
+  </component>
 </project>
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
index ecab414..67f9d01 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,5 +1,4 @@
 FROM python:3.7
-MAINTAINER Pantelis Karatzas <pantelispanka@gmail.com>
 
 RUN pip install --upgrade pip
 RUN pip install tornado==4.2
@@ -15,7 +14,5 @@ EXPOSE 8002
 ADD source /generic-python/source
 ADD application.py /generic-python/application.py
 
-
-
 CMD ["python","/generic-python/application.py"]
 
diff --git a/source/handlers/biclustering.py b/source/handlers/biclustering.py
index 08a966a..3c7b2cc 100644
--- a/source/handlers/biclustering.py
+++ b/source/handlers/biclustering.py
@@ -56,4 +56,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/clustering.py b/source/handlers/clustering.py
index d98b036..7d73bb6 100644
--- a/source/handlers/clustering.py
+++ b/source/handlers/clustering.py
@@ -56,4 +56,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/ensemble.py b/source/handlers/ensemble.py
index c4d2d3f..5c7362f 100644
--- a/source/handlers/ensemble.py
+++ b/source/handlers/ensemble.py
@@ -56,4 +56,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/nearestneighbours.py b/source/handlers/nearestneighbours.py
index 2a000b4..0007889 100644
--- a/source/handlers/nearestneighbours.py
+++ b/source/handlers/nearestneighbours.py
@@ -56,4 +56,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/neuralnetwork.py b/source/handlers/neuralnetwork.py
index 31bdb96..1b55950 100644
--- a/source/handlers/neuralnetwork.py
+++ b/source/handlers/neuralnetwork.py
@@ -56,6 +56,7 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
         # predictions = model.predict(dataEntryAll)
         # preds = []
diff --git a/source/handlers/pipeline.py b/source/handlers/pipeline.py
index e984cec..f4a143e 100644
--- a/source/handlers/pipeline.py
+++ b/source/handlers/pipeline.py
@@ -56,4 +56,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/regression.py b/source/handlers/regression.py
index 08cd57a..9c097ef 100644
--- a/source/handlers/regression.py
+++ b/source/handlers/regression.py
@@ -60,4 +60,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/svm.py b/source/handlers/svm.py
index 32e5b21..59d2937 100644
--- a/source/handlers/svm.py
+++ b/source/handlers/svm.py
@@ -56,4 +56,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/tree.py b/source/handlers/tree.py
index 55ae36d..2288ab5 100644
--- a/source/handlers/tree.py
+++ b/source/handlers/tree.py
@@ -57,4 +57,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/handlers/xgboost.py b/source/handlers/xgboost.py
index de6c7a8..1555142 100644
--- a/source/handlers/xgboost.py
+++ b/source/handlers/xgboost.py
@@ -66,4 +66,5 @@ def post(self):
                     preds.append(fPred)
                 j += 1
         finalAll = {"predictions": preds}
+        self.set_header("Content-Type", "application/json")
         self.write(json_encode(finalAll))
diff --git a/source/helpers/json_to_predreq.py b/source/helpers/json_to_predreq.py
index ec024f8..9a4f6af 100644
--- a/source/helpers/json_to_predreq.py
+++ b/source/helpers/json_to_predreq.py
@@ -13,22 +13,39 @@
 def decode(request):
     json_request = json_decode(request.body)
     pred_request = PredictionRequest(json_request['dataset'], json_request['rawModel'], json_request['additionalInfo'])
+
+    print("Dataset structure:")
+    print(pred_request.dataset)
+
     input_series = pred_request.additionalInfo['fromUser']['inputSeries']
     independentFeatures = pred_request.additionalInfo['independentFeatures']
     shorted = []
-    actualIndepFeatKeys = []
-    # pred_request.dataset.features['key']
+
     for actual in input_series:
         for key in independentFeatures:
             if actual == independentFeatures[key]:
                 for feature in pred_request.dataset['features']:
                     if feature['name'] == actual:
                         shorted.append(feature['key'])
-                # shorted.append(key)
+
+    print("Shorted keys:", shorted)
+
     dataEntryAll = []
-    for dataEntry in pred_request.dataset['dataEntry']:
+    dataEntry = pred_request.dataset['dataEntry']
+    print("DataEntry structure:", dataEntry)
+
+    if isinstance(dataEntry, dict) and 'values' in dataEntry:
+        values = dataEntry['values']
         dataEntryToInsert = []
         for key in shorted:
-            dataEntryToInsert.append(dataEntry['values'][key])
+            print(f"Accessing key: {key}, type: {type(key)}")
+            value = values.get(str(key))
+            print(f"Retrieved value: {value}")
+            if value is not None:
+                dataEntryToInsert.append(value)
         dataEntryAll.append(dataEntryToInsert)
+    else:
+        print(f"Unexpected dataEntry structure: {dataEntry}")
+
+    print(f"DataEntryAll: {dataEntryAll}")
     return dataEntryAll

From 15fc3bd383adc37d56010e391fc3cebb892a28b9 Mon Sep 17 00:00:00 2001
From: Alex Arvanitidis <alarvfm@gmail.com>
Date: Fri, 26 Jul 2024 14:00:02 +0300
Subject: [PATCH 4/6] feat: add publish dockerfile (#5)

* chore: commit workspace.xml file

* feat: commit dockerfile
---
 .github/workflows/publish.yml | 40 +++++++++++++++++++++++++++++++++++
 .idea/workspace.xml           | 38 +++++++++++++++++++++------------
 2 files changed, 64 insertions(+), 14 deletions(-)
 create mode 100644 .github/workflows/publish.yml

diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
new file mode 100644
index 0000000..2fcfa5e
--- /dev/null
+++ b/.github/workflows/publish.yml
@@ -0,0 +1,40 @@
+name: Publish Docker image
+
+on:
+  push:
+    branches: [
+      "release/sk-learn0.20",
+      "release/sk-learn0.22",
+      "release/sk-learn0.23",
+      "release/sk-learn0.24",
+      "release/sk-learn1",
+    ]
+
+jobs:
+  push_to_registry:
+    name: Push Docker image to Docker Hub
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check out the repo
+        uses: actions/checkout@v4
+
+      - name: Log in to Docker Hub
+        uses: docker/login-action@v3
+        with:
+          username: ${{ secrets.DOCKER_USERNAME }}
+          password: ${{ secrets.DOCKER_PASSWORD }}
+
+      - name: Extract metadata (tags, labels) for Docker
+        id: meta
+        uses: docker/metadata-action@v5
+        with:
+          images: upcintua/legacy-generic-python
+
+      - name: Build and push Docker image
+        uses: docker/build-push-action@v5
+        with:
+          context: .
+          file: ./Dockerfile
+          push: true
+          tags: ${{ steps.meta.outputs.tags }}
+          labels: ${{ steps.meta.outputs.labels }}
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 3a9030c..b86597c 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -23,19 +23,8 @@
   </component>
   <component name="ChangeListManager">
     <list default="true" id="6397276c-4b4b-431f-832c-a17a0aa3b168" name="Default" comment="">
+      <change afterPath="$PROJECT_DIR$/.github/workflows/publish.yml" afterDir="false" />
       <change beforePath="$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$/source/handlers/biclustering.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/biclustering.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/clustering.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/clustering.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/ensemble.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/ensemble.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/nearestneighbours.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/nearestneighbours.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/neuralnetwork.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/neuralnetwork.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/pipeline.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/pipeline.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/regression.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/regression.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/svm.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/svm.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/tree.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/tree.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/handlers/xgboost.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/handlers/xgboost.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/source/helpers/json_to_predreq.py" beforeDir="false" afterPath="$PROJECT_DIR$/source/helpers/json_to_predreq.py" afterDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
@@ -55,6 +44,11 @@
     </findStrings>
   </component>
   <component name="Git.Settings">
+    <option name="RECENT_BRANCH_BY_REPOSITORY">
+      <map>
+        <entry key="$PROJECT_DIR$" value="feat/update-request-response-structures" />
+      </map>
+    </option>
     <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
   </component>
   <component name="ProjectColorInfo"><![CDATA[{
@@ -86,6 +80,7 @@
 }]]></component>
   <component name="RecentsManager">
     <key name="CopyFile.RECENT_KEYS">
+      <recent name="$PROJECT_DIR$" />
       <recent name="$PROJECT_DIR$/source" />
     </key>
     <key name="MoveFile.RECENT_KEYS">
@@ -224,9 +219,11 @@
     </list>
     <recent_temporary>
       <list>
-        <item itemvalue="Python.application" />
         <item itemvalue="Python.regression" />
         <item itemvalue="Python.doa_calc" />
+        <item itemvalue="Python.application" />
+        <item itemvalue="Python.application" />
+        <item itemvalue="Python.regression" />
       </list>
     </recent_temporary>
   </component>
@@ -249,8 +246,17 @@
       <option name="number" value="Default" />
       <option name="presentableId" value="Default" />
       <updated>1540840068312</updated>
-      <workItem from="1721935325252" duration="8524000" />
+      <workItem from="1721935325252" duration="12730000" />
     </task>
+    <task id="LOCAL-00001" summary="feat: update request response structures">
+      <option name="closed" value="true" />
+      <created>1721977930570</created>
+      <option name="number" value="00001" />
+      <option name="presentableId" value="LOCAL-00001" />
+      <option name="project" value="LOCAL" />
+      <updated>1721977930570</updated>
+    </task>
+    <option name="localTasksCounter" value="2" />
     <servers />
   </component>
   <component name="TypeScriptGeneratedFilesManager">
@@ -270,6 +276,10 @@
   <component name="VcsContentAnnotationSettings">
     <option name="myLimit" value="2678400000" />
   </component>
+  <component name="VcsManagerConfiguration">
+    <MESSAGE value="feat: update request response structures" />
+    <option name="LAST_COMMIT_MESSAGE" value="feat: update request response structures" />
+  </component>
   <component name="XDebuggerManager">
     <breakpoint-manager>
       <breakpoints>

From 690f408ae8ec5ad5bf270f69b3b07e8bbdae51f5 Mon Sep 17 00:00:00 2001
From: Alex Arvanitidis <alarvfm@gmail.com>
Date: Fri, 26 Jul 2024 14:00:27 +0300
Subject: [PATCH 5/6] chore: Update README.md (#4)

---
 README.md | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/README.md b/README.md
index 7fe9c66..e946dd1 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,5 @@
 # generic-python
  
+The old python inference repository that is not used anymore. 
+
+Some images are built in this repository to support old models 

From d3019a0b7f12eca0a3da36fb0ce77c26485a9917 Mon Sep 17 00:00:00 2001
From: alarv <alarvfm@gmail.com>
Date: Fri, 26 Jul 2024 14:04:36 +0300
Subject: [PATCH 6/6] fix: commit idea files

---
 .idea/workspace.xml | 36 ++++++++++++++++++------------------
 1 file changed, 18 insertions(+), 18 deletions(-)

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index b86597c..f546416 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -51,33 +51,33 @@
     </option>
     <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
   </component>
-  <component name="ProjectColorInfo"><![CDATA[{
-  "associatedIndex": 0
-}]]></component>
+  <component name="ProjectColorInfo">{
+  &quot;associatedIndex&quot;: 0
+}</component>
   <component name="ProjectId" id="1kt9Ism2pmOSgYibwwZzqcV6sKj" />
   <component name="ProjectLevelVcsManager" settingsEditedManually="true" />
   <component name="ProjectViewState">
     <option name="hideEmptyMiddlePackages" value="true" />
     <option name="showLibraryContents" value="true" />
   </component>
-  <component name="PropertiesComponent"><![CDATA[{
-  "keyToString": {
-    "Python.application.executor": "Run",
-    "RunOnceActivity.ShowReadmeOnStart": "true",
-    "last_opened_file_path": "/Users/alex.arvanitidis/Projects/ntua/generic-python",
-    "node.js.detected.package.eslint": "true",
-    "node.js.detected.package.tslint": "true",
-    "node.js.selected.package.eslint": "(autodetect)",
-    "node.js.selected.package.tslint": "(autodetect)",
-    "nodejs_package_manager_path": "npm",
-    "vue.rearranger.settings.migration": "true"
+  <component name="PropertiesComponent">{
+  &quot;keyToString&quot;: {
+    &quot;Python.application.executor&quot;: &quot;Run&quot;,
+    &quot;RunOnceActivity.ShowReadmeOnStart&quot;: &quot;true&quot;,
+    &quot;last_opened_file_path&quot;: &quot;/Users/alex.arvanitidis/Projects/ntua/generic-python&quot;,
+    &quot;node.js.detected.package.eslint&quot;: &quot;true&quot;,
+    &quot;node.js.detected.package.tslint&quot;: &quot;true&quot;,
+    &quot;node.js.selected.package.eslint&quot;: &quot;(autodetect)&quot;,
+    &quot;node.js.selected.package.tslint&quot;: &quot;(autodetect)&quot;,
+    &quot;nodejs_package_manager_path&quot;: &quot;npm&quot;,
+    &quot;vue.rearranger.settings.migration&quot;: &quot;true&quot;
   },
-  "keyToStringList": {
-    "com.intellij.ide.scratch.ScratchImplUtil$2/New Scratch File": [
-      "JSON"
+  &quot;keyToStringList&quot;: {
+    &quot;com.intellij.ide.scratch.ScratchImplUtil$2/New Scratch File&quot;: [
+      &quot;JSON&quot;
     ]
   }
-}]]></component>
+}</component>
   <component name="RecentsManager">
     <key name="CopyFile.RECENT_KEYS">
       <recent name="$PROJECT_DIR$" />