Переглянути джерело

Merge branch 'convGAN' of ssh://git.dg0nks.de:2222/fyrr/LoGAN into convGAN

Kristian Schultz 4 роки тому
батько
коміт
8f4eaa8b78
2 змінених файлів з 5778 додано та 0 видалено
  1. 1054 0
      documentation/convGanNN.graphml
  2. 4724 0
      documentation/convGanNN.pdf

+ 1054 - 0
documentation/convGanNN.graphml

@@ -0,0 +1,1054 @@
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+  <graph edgedefault="directed" id="G">
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+    <node id="n2">
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+        <y:GenericNode configuration="com.yworks.flowchart.loopLimit">
+          <y:Geometry height="40.0" width="260.0" x="683.765625" y="309.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="134.6171875" x="62.69140625" xml:space="preserve" y="11.015625">for each x ∈ dataMin:<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
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+      </data>
+    </node>
+    <node id="n3">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="212.0" x="707.765625" y="646.9000000000002"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="188.318359375" x="11.8408203125" xml:space="preserve" y="11.015625">synthSet ← synthSet ⋃ B[1..M]<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
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+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
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+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n5">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="260.0" x="683.765625" y="169.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="147.58984375" x="56.205078125" xml:space="preserve" y="11.015625">M ← 1 + ⌊N / |dataMin| ⌋<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n6">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimitEnd">
+          <y:Geometry height="40.0" width="259.5" x="684.015625" y="716.9000000000002"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="87.28515625" x="86.107421875" xml:space="preserve" y="11.015625">end loop for x<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n7">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="152.0" x="737.765625" y="786.9000000000002"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="108.26171875" x="21.869140625" xml:space="preserve" y="11.015625">← synthSet[1 ..N]<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n8">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="212.0000000000001" x="707.7656249999998" y="379.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="40.369140625" x="85.8154296875" xml:space="preserve" y="11.015625">B ← ∅<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n9">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimit">
+          <y:Geometry height="40.0" width="212.0" x="707.765625" y="449.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="152.611328125" x="29.6943359375" xml:space="preserve" y="11.015625">for k ∈ { 0 .. ⌊M / GEN⌋}:<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
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+    </node>
+    <node id="n10">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimitEnd">
+          <y:Geometry height="40.0" width="212.0" x="707.765625" y="583.1000000000001"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="87.1328125" x="62.43359375" xml:space="preserve" y="11.015625">end loop for k<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n11">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="170.4000000000001" x="728.565625" y="519.3000000000001"/>
+          <y:Fill color="#FFCC99" color2="#FFFFFF" transparent="false"/>
+          <y:BorderStyle color="#FF0000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="158.828125" x="5.7859375000000455" xml:space="preserve" y="11.015625">B ← B ⋃ predict( NMB(x) )<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n12">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="103.0"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="72.3203125" x="101.58984375" xml:space="preserve" y="11.015625">NMB_old(x)<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n13">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="309.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="77.423828125" x="99.0380859375" xml:space="preserve" y="11.015625">shuffle NI(x)<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n14">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="379.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="185.67578125" x="44.912109375" xml:space="preserve" y="11.015625">← { x_i ∈ dataMin : i ∈ NI(x) }<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n15">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="239.30000000000007"/>
+          <y:Fill color="#FFCC99" color2="#FFFFFF" transparent="false"/>
+          <y:BorderStyle color="#FF0000" type="line" width="6.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="250.216796875" x="12.6416015625" xml:space="preserve" y="11.015625">Search neighbourhood indices NI(x) for x<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n16">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="169.30000000000007"/>
+          <y:Fill color="#FFCC99" color2="#FFFFFF" transparent="false"/>
+          <y:BorderStyle color="#FF0000" type="line" width="6.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="230.095703125" x="22.7021484375" xml:space="preserve" y="11.015625">Fit dataMin for neighbourhood search<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n17">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1567.796875" y="103.0"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="78.830078125" x="98.3349609375" xml:space="preserve" y="11.015625">NMB_new(x)<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n18">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="1567.796875" y="309.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="77.423828125" x="99.0380859375" xml:space="preserve" y="11.015625">shuffle NI(x)<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n19">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1567.796875" y="379.30000000000007"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="185.67578125" x="44.912109375" xml:space="preserve" y="11.015625">← { x_i ∈ dataMin : i ∈ NI(x) }<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n20">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="1567.796875" y="173.0"/>
+          <y:Fill color="#FFFFFF" color2="#CCFFCC" transparent="false"/>
+          <y:BorderStyle color="#008000" type="dashed" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="242.283203125" x="16.6083984375" xml:space="preserve" y="11.015625">Take indices NI(x) for x from stored list.<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n21">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="173.0"/>
+          <y:Fill color="#FFFFFF" color2="#CCFFCC" transparent="false"/>
+          <y:BorderStyle color="#008000" type="dashed" width="3.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="230.095703125" x="22.7021484375" xml:space="preserve" y="11.015625">Fit dataMin for neighbourhood search<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n22">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimit">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="243.0"/>
+          <y:Fill color="#FFFFFF" color2="#CCFFCC" transparent="false"/>
+          <y:BorderStyle color="#008000" type="dashed" width="3.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="115.65625" x="79.921875" xml:space="preserve" y="11.015625">for all x ∈ dataMin<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n23">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimitEnd">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="383.0"/>
+          <y:Fill color="#FFFFFF" color2="#CCFFCC" transparent="false"/>
+          <y:BorderStyle color="#008000" type="dashed" width="3.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="87.28515625" x="94.107421875" xml:space="preserve" y="11.015625">end loop for x<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n24">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="227.5" x="258.25" y="313.0"/>
+          <y:Fill color="#FFFFFF" color2="#CCFFCC" transparent="false"/>
+          <y:BorderStyle color="#008000" type="dashed" width="3.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="31.9375" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="201.07421875" x="13.212890625" xml:space="preserve" y="4.03125">Search and store neighbourhood
+indices NI(x) for x<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n25">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="532.296875"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="55.111328125" x="110.1943359375" xml:space="preserve" y="11.015625">BMB_old<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n26">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="738.5968750000001"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="31.9375" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="218.640625" x="28.4296875" xml:space="preserve" y="4.03125">← GEN random points from dataMaj
+ignoring the value of bmbi<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n27">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="668.5968750000001"/>
+          <y:Fill color="#FFCC99" color2="#FFFFFF" transparent="false"/>
+          <y:BorderStyle color="#FF0000" type="line" width="6.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="31.9375" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="266.927734375" x="4.2861328125" xml:space="preserve" y="4.03125">bmbi ← Search neighbourhood indices NI(x)
+for all x ∈ dataMin<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n28">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="1117.78125" y="598.5968750000001"/>
+          <y:Fill color="#FFCC99" color2="#FFFFFF" transparent="false"/>
+          <y:BorderStyle color="#FF0000" type="line" width="6.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="229.84375" x="22.828125" xml:space="preserve" y="11.015625">Fit dataMaj for neighbourhood search<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n29">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1567.796875" y="532.296875"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="61.62109375" x="106.939453125" xml:space="preserve" y="11.015625">BMB_new<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n30">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.terminator">
+          <y:Geometry height="40.0" width="275.5" x="1567.796875" y="738.5968750000001"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="218.640625" x="28.4296875" xml:space="preserve" y="11.015625">← GEN random points from dataMaj<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n31">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="460.85000000000014"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="54.015625" x="110.7421875" xml:space="preserve" y="11.015625">initialize<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n32">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="523.0"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="86.751953125" x="94.3740234375" xml:space="preserve" y="11.015625">store dataMin<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n33">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimit">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="663.0"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="97.8203125" x="88.83984375" xml:space="preserve" y="11.015625">for x ∈ dataMin<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n34">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimitEnd">
+          <y:Geometry height="40.0" width="333.5" x="205.25" y="1223.0"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="116.728515625" x="108.3857421875" xml:space="preserve" y="11.015625">end loop for epoch<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n35">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="733.0"/>
+          <y:Fill color="#FFCC99" color2="#FFFFFF" transparent="false"/>
+          <y:BorderStyle color="#FF0000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="122.833984375" x="76.3330078125" xml:space="preserve" y="11.015625">minBatch ← NMB(x)<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n36">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.loopLimit">
+          <y:Geometry height="40.0" width="333.5" x="205.25" y="593.0"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="4.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="159.900390625" x="86.7998046875" xml:space="preserve" y="11.015625">for epoch ∈ {0 .. epochs}<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n37">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="803.0"/>
+          <y:Fill color="#FFCC99" color2="#FFFFFF" transparent="false"/>
+          <y:BorderStyle color="#FF0000" type="line" width="1.0"/>
+          <y:NodeLabel alignment="center" autoSizePolicy="content" fontFamily="Dialog" fontSize="12" fontStyle="plain" hasBackgroundColor="false" hasLineColor="false" height="17.96875" horizontalTextPosition="center" iconTextGap="4" modelName="custom" textColor="#000000" verticalTextPosition="bottom" visible="true" width="122.58203125" x="76.458984375" xml:space="preserve" y="11.015625">majBatch ← NMB(x)<y:LabelModel><y:SmartNodeLabelModel distance="4.0"/></y:LabelModel><y:ModelParameter><y:SmartNodeLabelModelParameter labelRatioX="0.0" labelRatioY="0.0" nodeRatioX="0.0" nodeRatioY="0.0" offsetX="0.0" offsetY="0.0" upX="0.0" upY="-1.0"/></y:ModelParameter></y:NodeLabel>
+        </y:GenericNode>
+      </data>
+    </node>
+    <node id="n38">
+      <data key="d5"/>
+      <data key="d6">
+        <y:GenericNode configuration="com.yworks.flowchart.process">
+          <y:Geometry height="40.0" width="275.5" x="234.25" y="873.0"/>
+          <y:Fill color="#E8EEF7" color2="#B7C9E3" transparent="false"/>
+          <y:BorderStyle color="#000000" type="line" width="1.0"/>
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+            <y:LabelModel>
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+
+without changes:
+total: #9 (453.6)
+
+with changnes:
+total: #9 (434.6)
+train: #9 (338.0s)
+generateSynthData: #348 (88.2s)
+
+NMB: #6501 (1.7s)
+BMB: #3480 (0.3s)
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