diff --git a/docs/diagrams/.$Structure_BayesInf.drawio.bkp b/docs/diagrams/.$Structure_BayesInf.drawio.bkp
index cd3914505bc5b8bdc582e24e4edcce7eda04e86b..3ba4ed26362c9fa2ea955f14d7ad3f05a15ab00a 100644
--- a/docs/diagrams/.$Structure_BayesInf.drawio.bkp
+++ b/docs/diagrams/.$Structure_BayesInf.drawio.bkp
@@ -1,65 +1,906 @@
-<mxfile host="Electron" modified="2024-04-10T08:40:20.425Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/22.1.11 Chrome/114.0.5735.289 Electron/25.9.8 Safari/537.36" etag="ww-3i4-3angrh_Lyrbhs" version="22.1.11" type="device">
- <diagram name="Page-1" id="efOe0Jku58RX-i1bv-3b">
- <mxGraphModel dx="1434" dy="956" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+<mxfile host="Electron" modified="2024-04-19T15:13:43.060Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/22.1.11 Chrome/114.0.5735.289 Electron/25.9.8 Safari/537.36" etag="DE_l5njUGrsyMG_jufaX" version="22.1.11" type="device" pages="3">
+ <diagram name="Class and function structure" id="efOe0Jku58RX-i1bv-3b">
+ <mxGraphModel dx="2718" dy="686" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
<root>
<mxCell id="0" />
<mxCell id="1" parent="0" />
- <mxCell id="xary-zVek9Bg-A1b1ZmA-1" value="kernel_rbf" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
- <mxGeometry x="220" y="130" width="120" height="60" as="geometry" />
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-22" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>MCMC</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1270" y="360" width="770" height="380" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-1" value="_kernel_rbf" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1020" y="200" width="120" height="60" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-2" value="_logpdf" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
- <mxGeometry x="420" y="130" width="120" height="60" as="geometry" />
+ <mxGeometry x="820" y="140" width="120" height="60" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-10" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>BayesInf</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="60" y="300" width="610" height="390" as="geometry" />
+ <mxGeometry x="-120" y="290" width="1310" height="680" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-24" value="if self.bootstrap <br>or self.bayes_loocv <br>or self.just_analysis" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=1;entryY=0.5;entryDx=0;entryDy=0;labelBackgroundColor=#ffae00;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-13">
+ <mxGeometry x="0.2902" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-31" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-18">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-42" value="if self.name != 'valid'<br>and self.inference_method != 'rejection'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=default;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-31">
+ <mxGeometry x="0.5646" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
</mxCell>
- <mxCell id="xary-zVek9Bg-A1b1ZmA-24" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-13">
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-32" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="HiMKSJFquRK0mIlwyRFI-5">
<mxGeometry relative="1" as="geometry" />
</mxCell>
- <mxCell id="xary-zVek9Bg-A1b1ZmA-9" value="create_inference" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="340" y="340" width="110" height="50" as="geometry" />
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-43" value="if self.inference_method == 'mcmc'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-32">
+ <mxGeometry x="-0.0958" y="-1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
</mxCell>
- <mxCell id="xary-zVek9Bg-A1b1ZmA-25" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-14">
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-33" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-19">
<mxGeometry relative="1" as="geometry" />
</mxCell>
- <mxCell id="xary-zVek9Bg-A1b1ZmA-27" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-15">
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-52" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#C2C2C2;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-33">
+ <mxGeometry x="-0.112" y="1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-34" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-47" value="if self.plot_post_pred" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-34">
+ <mxGeometry x="0.2399" y="-1" relative="1" as="geometry">
+ <mxPoint y="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-35" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-20">
<mxGeometry relative="1" as="geometry" />
</mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-46" value="if self.plot_map_pred" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-35">
+ <mxGeometry x="0.4183" y="-1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-54" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-55" value="if self.bootstrap" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-54">
+ <mxGeometry x="0.1816" y="3" relative="1" as="geometry">
+ <mxPoint x="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-57" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-56">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-58" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-57">
+ <mxGeometry x="0.7182" y="2" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-60" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-59">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-61" value="if self.error_model<br>and self.name == 'calib'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-60">
+ <mxGeometry x="0.3024" y="2" relative="1" as="geometry">
+ <mxPoint x="67" y="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-54" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="HiMKSJFquRK0mIlwyRFI-51">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-55" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-54">
+ <mxGeometry x="0.8253" y="3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-9" value="create_inference" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="405" y="539" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-25" value="if len(self.perturbed_data) == 0" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-14">
+ <mxGeometry x="0.3402" relative="1" as="geometry">
+ <mxPoint y="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-27" value="if not self.emulator" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-15">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-29" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-16">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-44" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#cdcbcb;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-29">
+ <mxGeometry x="0.4722" y="1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-30" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-41" value="if self.emulator" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-30">
+ <mxGeometry x="0.6143" y="-3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-62" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-59">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="340" y="680" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-63" value="if self.error_model<br>and self.name == 'valid'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=default;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-62">
+ <mxGeometry x="-0.3906" relative="1" as="geometry">
+ <mxPoint y="121" as="offset" />
+ </mxGeometry>
+ </mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-13" value="perform_bootstrap" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="90" y="350" width="110" height="50" as="geometry" />
+ <mxGeometry x="50" y="335" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-14" value="_perturb_data" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="90" y="540" width="110" height="50" as="geometry" />
+ <mxGeometry x="-75" y="460" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-15" value="_eval_model" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="500" y="610" width="110" height="50" as="geometry" />
+ <mxGeometry x="1050" y="660" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-38" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-16" target="xary-zVek9Bg-A1b1ZmA-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-49" value="if hasattr bias_inputs&nbsp;<br>and not hasattr error_model" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#ffae00;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-38">
+ <mxGeometry x="0.3126" y="-3" relative="1" as="geometry">
+ <mxPoint x="-103" y="31" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-39" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-16" target="xary-zVek9Bg-A1b1ZmA-2">
+ <mxGeometry relative="1" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-16" value="normpdf" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="500" y="360" width="110" height="50" as="geometry" />
+ <mxGeometry x="650" y="455" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-40" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-17" target="xary-zVek9Bg-A1b1ZmA-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-50" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#cdcbcb;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-40">
+ <mxGeometry x="-0.6073" y="-5" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-17" value="_corr_factor_BME" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="340" y="430" width="110" height="50" as="geometry" />
+ <mxGeometry x="650" y="385" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-18" value="_rejection_sampling" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="160" y="420" width="120" height="50" as="geometry" />
+ <mxGeometry x="280" y="890" width="120" height="50" as="geometry" />
</mxCell>
- <mxCell id="xary-zVek9Bg-A1b1ZmA-26" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-19" target="xary-zVek9Bg-A1b1ZmA-15">
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-26" value="if not self.emulator&nbsp;<br>and not self.inference_method == 'rejection'&nbsp;<br>and self.name == 'calib" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-19" target="xary-zVek9Bg-A1b1ZmA-15">
+ <mxGeometry x="-0.0559" y="15" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-19" target="xary-zVek9Bg-A1b1ZmA-1">
<mxGeometry relative="1" as="geometry" />
</mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-48" value="if sigma2_prior is not None<br>and if hasattr bias_inputs<br>and if not hasattr error_model" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#ffae00;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-37">
+ <mxGeometry x="-0.5544" y="-1" relative="1" as="geometry">
+ <mxPoint x="1" y="-5" as="offset" />
+ </mxGeometry>
+ </mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-19" value="_posterior_predictive" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="490" y="430" width="130" height="50" as="geometry" />
+ <mxGeometry x="690" y="589" width="130" height="50" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-28" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-20" target="xary-zVek9Bg-A1b1ZmA-15">
<mxGeometry relative="1" as="geometry" />
</mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-45" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#cdcbcb;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-28">
+ <mxGeometry x="0.0517" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-20" value="_plot_max_a_posteriori" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="240" y="610" width="140" height="50" as="geometry" />
+ <mxGeometry x="495" y="790" width="140" height="50" as="geometry" />
</mxCell>
<mxCell id="xary-zVek9Bg-A1b1ZmA-21" value="plot_post_predictive" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="240" y="550" width="120" height="50" as="geometry" />
+ <mxGeometry x="630" y="720" width="120" height="50" as="geometry" />
</mxCell>
- <mxCell id="xary-zVek9Bg-A1b1ZmA-22" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>MCMC</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="170" y="750" width="140" height="60" as="geometry" />
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-36" value="Note: Arrows indicate function calls, beginning calls the end" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;" vertex="1" parent="1">
+ <mxGeometry x="10" y="10" width="190" height="30" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-51" value="Color meanings:<br><span style="white-space: pre;">	</span>red: wrong, change<br><span style="white-space: pre;">	</span>orange: seems off, look at again<br><span style="white-space: pre;">	</span>light beige: has been removed" style="text;html=1;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;whiteSpace=wrap;rounded=0;" vertex="1" parent="1">
+ <mxGeometry x="20" y="70" width="220" height="30" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-53" value="plot_log_BME" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="150" y="820" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-56" value="plot_post_params" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="660" y="840" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-59" value="create_error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="45" y="740" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-1" value="_check_ranges" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1595" y="280" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-2" value="gelman_rubin" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1350" y="250" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-3" value="_iterative_scheme" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="2055" y="620" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-21" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-4" target="HiMKSJFquRK0mIlwyRFI-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-24" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-4" target="HiMKSJFquRK0mIlwyRFI-11">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-4" value="_my_ESS" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="1350" y="100" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-14" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=0;entryY=0.5;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-8">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-19" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-10">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-22" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-53" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;entryX=1;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-52">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-56" value="if opts_sigma != 'B'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-53">
+ <mxGeometry x="0.7377" y="1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-5" value="run_sampler" style="rounded=0;whiteSpace=wrap;html=1;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="1350" y="534" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-20" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-6" target="HiMKSJFquRK0mIlwyRFI-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-6" value="log_prior" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1595" y="510" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-15" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-7" target="HiMKSJFquRK0mIlwyRFI-9">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-16" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-15">
+ <mxGeometry x="0.0246" y="2" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-7" value="log_likelihood" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1760" y="539" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-12" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-8" target="HiMKSJFquRK0mIlwyRFI-6">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-17" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-12">
+ <mxGeometry x="0.4587" y="4" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-13" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-8" target="HiMKSJFquRK0mIlwyRFI-7">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-18" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-13">
+ <mxGeometry x="0.6826" y="4" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-8" value="log_posterior" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1480" y="610" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-9" value="eval_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1760" y="400" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-10" value="train_error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1450" y="420" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-23" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-11" target="HiMKSJFquRK0mIlwyRFI-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-11" value="marginal_llk_emcee" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="1870" y="620" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-25" value="Never used!" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="1880" y="680" width="100" height="30" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-26" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>BayesModelComp</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-1060" y="380" width="840" height="420" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-9" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HC1H8j6nMwEtLoyIrXXk-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-13" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0;entryY=0.75;entryDx=0;entryDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HC1H8j6nMwEtLoyIrXXk-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-14" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HiMKSJFquRK0mIlwyRFI-31">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-27" value="model_comparison_all" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-860" y="566" width="160" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-42" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="xary-zVek9Bg-A1b1ZmA-9">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="-630" y="564" as="sourcePoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-47" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-42">
+ <mxGeometry x="-0.4883" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-29" target="HiMKSJFquRK0mIlwyRFI-30">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-49" value="if perturbed_data is None" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-37">
+ <mxGeometry x="-0.0507" y="4" relative="1" as="geometry">
+ <mxPoint x="-1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-29" value="generate_dataset" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-510" y="566" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-30" value="_perturb_data" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-340" y="636" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-6" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HC1H8j6nMwEtLoyIrXXk-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-10" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HiMKSJFquRK0mIlwyRFI-33">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-11" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HC1H8j6nMwEtLoyIrXXk-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-31" value="cal_model_weight" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-835" y="466" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-32" value="plot_just_analysis" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-835" y="736" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-33" value="plot_model_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-980" y="416" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-34" value="plot_bayes_factor" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-410" y="431" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-51" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>Discrepancy</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="360" y="1039.82" width="200" height="130" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-52" value="get_sample" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="400" y="1079.82" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-5" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.25;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HiMKSJFquRK0mIlwyRFI-34">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-20" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HC1H8j6nMwEtLoyIrXXk-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-21" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.75;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HiMKSJFquRK0mIlwyRFI-29">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-1" value="calc_bayes_factors" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-630" y="466" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-2" value="calc_model_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-1030" y="566" width="130" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-4" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HiMKSJFquRK0mIlwyRFI-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-12" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HC1H8j6nMwEtLoyIrXXk-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-16" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.75;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="xary-zVek9Bg-A1b1ZmA-9">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-23" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HC1H8j6nMwEtLoyIrXXk-16">
+ <mxGeometry x="-0.5478" y="3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-18" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.25;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HC1H8j6nMwEtLoyIrXXk-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-22" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HiMKSJFquRK0mIlwyRFI-29">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-3" value="calc_justifiability_analysis" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-860" y="666" width="160" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-17" value="setup" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-630" y="566" width="110" height="50" as="geometry" />
+ </mxCell>
+ </root>
+ </mxGraphModel>
+ </diagram>
+ <diagram id="sQf09xvhinkT827TE7Va" name="Function structure Engine">
+ <mxGraphModel dx="1436" dy="968" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+ <root>
+ <mxCell id="0" />
+ <mxCell id="1" parent="0" />
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-1" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>Engine</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="130" y="140" width="1390" height="690" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-2" value="hellinger_distance" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1340" y="50" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-3" value="logpdf" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1050" y="50" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-4" value="subdomain" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="625" y="50" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-5" value="start_engine" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="250" y="680" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-32" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-6" target="JXjM7l_erEiZMkSmYBvl-5">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-6" value="train_normal" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="170" y="420" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-10" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-7" target="JXjM7l_erEiZMkSmYBvl-9">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="335" y="335" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-33" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-7" target="JXjM7l_erEiZMkSmYBvl-6">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-7" value="train_sequential" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="170" y="310" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-8" value="eval_metamodel" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="190" y="210" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-7" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-18">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-19" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-23">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-20" value="if len(obs_data) != 0" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-19">
+ <mxGeometry x="0.8137" relative="1" as="geometry">
+ <mxPoint x="-57" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-21" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;entryX=0.25;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-24">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-22" value="if len(obs_data) != 0" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-21">
+ <mxGeometry x="0.7684" y="3" relative="1" as="geometry">
+ <mxPoint x="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-23" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-25">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-24" value="if expdes.valid_model_runs" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-23">
+ <mxGeometry x="0.606" y="3" relative="1" as="geometry">
+ <mxPoint x="-16" y="3" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-25" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-26">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-26" value="if mc_ref and pce" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-25">
+ <mxGeometry x="0.7094" y="-3" relative="1" as="geometry">
+ <mxPoint x="-31" y="-3" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-9" value="train_seq_design" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="315" y="310" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-12" value="util_VarBasedDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="670" y="648" width="130" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-28" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-13" target="JXjM7l_erEiZMkSmYBvl-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-31" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-13" target="JXjM7l_erEiZMkSmYBvl-5">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-38" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-15" target="JXjM7l_erEiZMkSmYBvl-13">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-39" value="if method == 'bayesactdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=default;" vertex="1" connectable="0" parent="JXjM7l_erEiZMkSmYBvl-38">
+ <mxGeometry x="-0.6235" y="2" relative="1" as="geometry">
+ <mxPoint x="289" y="2" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-12" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-13" target="JXjM7l_erEiZMkSmYBvl-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-15" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-12">
+ <mxGeometry x="0.7865" y="4" relative="1" as="geometry">
+ <mxPoint x="-91" y="185" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-13" value="util_BayesianActiveDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1020" y="680" width="150" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-34" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-14" target="JXjM7l_erEiZMkSmYBvl-6">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-13" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-14" target="JXjM7l_erEiZMkSmYBvl-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-16" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-13">
+ <mxGeometry x="0.197" y="-3" relative="1" as="geometry">
+ <mxPoint x="-1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-14" value="utilBayesianDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="880" y="730" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-15" target="JXjM7l_erEiZMkSmYBvl-12">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-42" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-15" target="JXjM7l_erEiZMkSmYBvl-14">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-43" value="if method == 'bayesoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="JXjM7l_erEiZMkSmYBvl-42">
+ <mxGeometry x="0.6143" y="-3" relative="1" as="geometry">
+ <mxPoint x="3" y="29" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-15" value="run_util_func" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="660" y="450" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-36" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-16" target="JXjM7l_erEiZMkSmYBvl-12">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-41" value="if method == 'varoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="JXjM7l_erEiZMkSmYBvl-36">
+ <mxGeometry x="-0.5992" relative="1" as="geometry">
+ <mxPoint x="-197" y="62" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-44" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-16" target="JXjM7l_erEiZMkSmYBvl-13">
+ <mxGeometry relative="1" as="geometry">
+ <Array as="points">
+ <mxPoint x="965" y="590" />
+ <mxPoint x="1095" y="590" />
+ </Array>
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-27" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-16" target="JXjM7l_erEiZMkSmYBvl-14">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-16" value="dual_annealing" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="910" y="450" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-5" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=1;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-17" target="JXjM7l_erEiZMkSmYBvl-18">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-6" value="if exploit _method is 'bayesoptdesign',<br style="border-color: var(--border-color);">'bayesactdesign' or 'varoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-5">
+ <mxGeometry x="0.1312" y="2" relative="1" as="geometry">
+ <mxPoint x="17" y="-2" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-17" value="tradeoff_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="980" y="210" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-30" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-4">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-1" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-15">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="790" y="280.0000000000002" as="sourcePoint" />
+ <mxPoint x="690" y="499.9999999999998" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-2" value="if exploit _method is 'bayesoptdesign',<br>'bayesactdesign' or 'varoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-1">
+ <mxGeometry x="0.1579" relative="1" as="geometry">
+ <mxPoint x="-15" y="49" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-3" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-16">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="680" y="205.05882352941194" as="sourcePoint" />
+ <mxPoint x="805" y="779.9999999999998" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-4" value="if explore_method == 'dual annealing'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-3">
+ <mxGeometry x="-0.6061" relative="1" as="geometry">
+ <mxPoint x="270" y="46" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-9" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-20">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-10" value="if exploit_method == 'alphabetic'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-9">
+ <mxGeometry x="0.8144" y="1" relative="1" as="geometry">
+ <mxPoint x="74" y="-1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-18" value="choose_next_sample" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="610" y="210" width="140" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-20" value="util_AlphOptDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="330" y="210" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-21" value="_normpdf" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1340" y="430" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-29" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-22" target="JXjM7l_erEiZMkSmYBvl-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-22" value="_corr_factor_BME" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1130" y="220" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-23" value="_posteriorPlot" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="520" y="440" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-27" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-24" target="JXjM7l_erEiZMkSmYBvl-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-11" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-24" target="JXjM7l_erEiZMkSmYBvl-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-14" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-11">
+ <mxGeometry x="0.0929" y="-1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-17" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-24" target="JXjM7l_erEiZMkSmYBvl-22">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-18" value="commented out?" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-17">
+ <mxGeometry x="-0.1477" y="3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-24" value="_BME_Calculator" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1340" y="220" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-25" value="_validError" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="520" y="510" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-26" value="_error_Mean_Std" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="520" y="580" width="110" height="50" as="geometry" />
+ </mxCell>
+ </root>
+ </mxGraphModel>
+ </diagram>
+ <diagram id="ME5gyYpVqUByTnAIOcMV" name="Parameter and function interaction">
+ <mxGraphModel dx="2049" dy="1366" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+ <root>
+ <mxCell id="0" />
+ <mxCell id="1" parent="0" />
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-33" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-1" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-54" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-1" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-61" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-1" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-1" value="engine" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="160" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-3" value="Discrepancy" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="240" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-71" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-4" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-4" value="emulator" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="320" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-5" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-57" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-5" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-65" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-5" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-5" value="name" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="400" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-47" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-6" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-6" value="bootstrap" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="480" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-7" value="req_outputs" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="560" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-79" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-8" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-8" value="selected_indices" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="640" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-35" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-9" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-55" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-9" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-67" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-9" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-9" value="prior_samples" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="720" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-36" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-11" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-68" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-11" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-11" value="n_prior_samples" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="800" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-38" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-12" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-80" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-12" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-12" value="measured_data" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="880" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-58" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-13" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-13" value="inference_method" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="960" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-14" value="mcmc_params" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1040" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-63" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-15" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-15" value="perturbed_data" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1120" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-45" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-16" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-77" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-16" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-16" value="bayes_loocv" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1200" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-64" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-17" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-17" value="n_bootstrap_itrs" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1280" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-18" value="bootstrap_noise" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1360" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-46" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-19" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-78" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-19" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-19" value="just_analysis" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1440" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-20" value="valid_metrics" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1520" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-52" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-21" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-21" value="plot_post_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1600" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-51" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-22" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-22" value="plot_map_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1680" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-23" value="max_a_posteriori" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1760" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-24" value="corner_title_fmt" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1840" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-34" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-25" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-25" value="out_dir" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1920" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-50" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-26" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-66" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-26" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-26" value="error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2000" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-56" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-27" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-72" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-27" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-27" value="bias_inputs" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2080" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-41" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-28" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-28" value="measurement_error" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2160" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-44" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-29" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-81" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-29" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-29" value="sigma2s" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2240" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-30" value="log_likes" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2320" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-82" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-31" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-31" value="dtype" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2400" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-32" value="create_inference" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="400" y="20" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-40" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-39" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-39" value="n_tot_measurement" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2480" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-43" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-42" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-42" value="Discrepancy" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2560" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-49" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-48" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-59" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-48" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-48" value="posterior_df" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2640" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-53" value="create_error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="560" y="20" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-60" value="perform_bootstrap" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="720" y="20" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-75" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-69" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-69" value="__mean_pce_prior_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2720" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-76" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-70" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-70" value="_std_pce_prior_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2800" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-74" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-73" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-73" value="__model_prior_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2880" width="120" height="60" as="geometry" />
</mxCell>
</root>
</mxGraphModel>
diff --git a/docs/diagrams/.$Structure_BayesInf.drawio.dtmp b/docs/diagrams/.$Structure_BayesInf.drawio.dtmp
new file mode 100644
index 0000000000000000000000000000000000000000..d7dc55a81f14fe30224ef266142472ac42e63591
--- /dev/null
+++ b/docs/diagrams/.$Structure_BayesInf.drawio.dtmp
@@ -0,0 +1,908 @@
+<mxfile host="Electron" modified="2024-04-19T15:14:23.266Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/22.1.11 Chrome/114.0.5735.289 Electron/25.9.8 Safari/537.36" etag="TzcC_a8pIxVkk6satjpl" version="22.1.11" type="device" pages="3">
+ <diagram name="Class and function structure" id="efOe0Jku58RX-i1bv-3b">
+ <mxGraphModel dx="3735" dy="1372" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+ <root>
+ <mxCell id="0" />
+ <mxCell id="1" parent="0" />
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-22" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>MCMC</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1270" y="360" width="770" height="380" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-1" value="_kernel_rbf" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1020" y="200" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-2" value="_logpdf" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="820" y="140" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-10" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>BayesInf</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-120" y="290" width="1310" height="680" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-24" value="if self.bootstrap <br>or self.bayes_loocv <br>or self.just_analysis" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=1;entryY=0.5;entryDx=0;entryDy=0;labelBackgroundColor=#ffae00;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-13">
+ <mxGeometry x="0.2902" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-31" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-18">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-42" value="if self.name != 'valid'<br>and self.inference_method != 'rejection'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=default;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-31">
+ <mxGeometry x="0.5646" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-32" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="HiMKSJFquRK0mIlwyRFI-5">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-43" value="if self.inference_method == 'mcmc'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-32">
+ <mxGeometry x="-0.0958" y="-1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-33" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-19">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-52" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#C2C2C2;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-33">
+ <mxGeometry x="-0.112" y="1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-34" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-47" value="if self.plot_post_pred" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-34">
+ <mxGeometry x="0.2399" y="-1" relative="1" as="geometry">
+ <mxPoint y="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-35" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-20">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-46" value="if self.plot_map_pred" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-35">
+ <mxGeometry x="0.4183" y="-1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-54" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-55" value="if self.bootstrap" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-54">
+ <mxGeometry x="0.1816" y="3" relative="1" as="geometry">
+ <mxPoint x="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-57" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-56">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-58" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-57">
+ <mxGeometry x="0.7182" y="2" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-60" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="xary-zVek9Bg-A1b1ZmA-59">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-61" value="if self.error_model<br>and self.name == 'calib'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-60">
+ <mxGeometry x="0.3024" y="2" relative="1" as="geometry">
+ <mxPoint x="67" y="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-54" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-9" target="HiMKSJFquRK0mIlwyRFI-51">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-55" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-54">
+ <mxGeometry x="0.8253" y="3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-9" value="create_inference" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="405" y="539" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-25" value="if len(self.perturbed_data) == 0" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-14">
+ <mxGeometry x="0.3402" relative="1" as="geometry">
+ <mxPoint y="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-27" value="if not self.emulator" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-15">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-29" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-16">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-44" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#cdcbcb;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-29">
+ <mxGeometry x="0.4722" y="1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-30" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-41" value="if self.emulator" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-30">
+ <mxGeometry x="0.6143" y="-3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-62" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-13" target="xary-zVek9Bg-A1b1ZmA-59">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="340" y="680" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-63" value="if self.error_model<br>and self.name == 'valid'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=default;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-62">
+ <mxGeometry x="-0.3906" relative="1" as="geometry">
+ <mxPoint y="121" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-13" value="perform_bootstrap" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="50" y="335" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-14" value="_perturb_data" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-75" y="460" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-15" value="_eval_model" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1050" y="660" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-38" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-16" target="xary-zVek9Bg-A1b1ZmA-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-49" value="if hasattr bias_inputs&nbsp;<br>and not hasattr error_model" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#ffae00;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-38">
+ <mxGeometry x="0.3126" y="-3" relative="1" as="geometry">
+ <mxPoint x="-103" y="31" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-39" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-16" target="xary-zVek9Bg-A1b1ZmA-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-16" value="normpdf" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="650" y="455" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-40" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-17" target="xary-zVek9Bg-A1b1ZmA-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-50" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#cdcbcb;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-40">
+ <mxGeometry x="-0.6073" y="-5" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-17" value="_corr_factor_BME" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="650" y="385" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-18" value="_rejection_sampling" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="280" y="890" width="120" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-26" value="if not self.emulator&nbsp;<br>and not self.inference_method == 'rejection'&nbsp;<br>and self.name == 'calib" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-19" target="xary-zVek9Bg-A1b1ZmA-15">
+ <mxGeometry x="-0.0559" y="15" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-19" target="xary-zVek9Bg-A1b1ZmA-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-48" value="if sigma2_prior is not None<br>and if hasattr bias_inputs<br>and if not hasattr error_model" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#ffae00;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-37">
+ <mxGeometry x="-0.5544" y="-1" relative="1" as="geometry">
+ <mxPoint x="1" y="-5" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-19" value="_posterior_predictive" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="690" y="589" width="130" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-28" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="xary-zVek9Bg-A1b1ZmA-20" target="xary-zVek9Bg-A1b1ZmA-15">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-45" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#cdcbcb;" vertex="1" connectable="0" parent="xary-zVek9Bg-A1b1ZmA-28">
+ <mxGeometry x="0.0517" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-20" value="_plot_max_a_posteriori" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="495" y="790" width="140" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-21" value="plot_post_predictive" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="630" y="720" width="120" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-36" value="Note: Arrows indicate function calls, beginning calls the end" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;" vertex="1" parent="1">
+ <mxGeometry x="10" y="10" width="190" height="30" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-51" value="Color meanings:<br><span style="white-space: pre;">	</span>red: wrong, change<br><span style="white-space: pre;">	</span>orange: seems off, look at again<br><span style="white-space: pre;">	</span>light beige: has been removed" style="text;html=1;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;whiteSpace=wrap;rounded=0;" vertex="1" parent="1">
+ <mxGeometry x="20" y="70" width="220" height="30" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-53" value="plot_log_BME" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="150" y="820" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-56" value="plot_post_params" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="660" y="840" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="xary-zVek9Bg-A1b1ZmA-59" value="create_error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="45" y="740" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-1" value="_check_ranges" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1595" y="280" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-2" value="gelman_rubin" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1350" y="250" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-3" value="_iterative_scheme" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="2055" y="620" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-21" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-4" target="HiMKSJFquRK0mIlwyRFI-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-24" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-4" target="HiMKSJFquRK0mIlwyRFI-11">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-4" value="_my_ESS" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="1350" y="100" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-14" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=0;entryY=0.5;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-8">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-19" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-10">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-22" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-53" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;entryX=1;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-5" target="HiMKSJFquRK0mIlwyRFI-52">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-56" value="if opts_sigma != 'B'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-53">
+ <mxGeometry x="0.7377" y="1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-5" value="run_sampler" style="rounded=0;whiteSpace=wrap;html=1;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="1350" y="534" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-20" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-6" target="HiMKSJFquRK0mIlwyRFI-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-6" value="log_prior" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1595" y="510" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-15" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-7" target="HiMKSJFquRK0mIlwyRFI-9">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-16" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-15">
+ <mxGeometry x="0.0246" y="2" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-7" value="log_likelihood" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1760" y="539" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-12" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-8" target="HiMKSJFquRK0mIlwyRFI-6">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-17" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-12">
+ <mxGeometry x="0.4587" y="4" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-13" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-8" target="HiMKSJFquRK0mIlwyRFI-7">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-18" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-13">
+ <mxGeometry x="0.6826" y="4" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-8" value="log_posterior" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1480" y="610" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-9" value="eval_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1760" y="400" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-10" value="train_error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="1450" y="420" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-23" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-11" target="HiMKSJFquRK0mIlwyRFI-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-11" value="marginal_llk_emcee" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#f9f7ed;strokeColor=#CCC1AA;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="1870" y="620" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-25" value="Never used!" style="text;html=1;strokeColor=none;fillColor=none;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontColor=#CCC1AA;" vertex="1" parent="1">
+ <mxGeometry x="1880" y="680" width="100" height="30" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-26" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>BayesModelComp</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-1096" y="380" width="840" height="420" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-9" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HC1H8j6nMwEtLoyIrXXk-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-13" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0;entryY=0.75;entryDx=0;entryDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HC1H8j6nMwEtLoyIrXXk-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-14" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HiMKSJFquRK0mIlwyRFI-31">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-27" value="model_comparison_all" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-896" y="566" width="160" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-42" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="xary-zVek9Bg-A1b1ZmA-9">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="-630" y="564" as="sourcePoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-47" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-42">
+ <mxGeometry x="-0.4883" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-29" target="HiMKSJFquRK0mIlwyRFI-30">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-49" value="if perturbed_data is None" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-37">
+ <mxGeometry x="-0.0507" y="4" relative="1" as="geometry">
+ <mxPoint x="-1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-29" value="generate_dataset" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-546" y="566" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-30" value="_perturb_data" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-376" y="636" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-6" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HC1H8j6nMwEtLoyIrXXk-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-10" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HiMKSJFquRK0mIlwyRFI-33">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-11" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HC1H8j6nMwEtLoyIrXXk-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-31" value="cal_model_weight" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-871" y="466" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-32" value="plot_just_analysis" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-871" y="736" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-33" value="plot_model_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-1016" y="416" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-34" value="plot_bayes_factor" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-446" y="431" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-51" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>Discrepancy</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="360" y="1039.82" width="200" height="130" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-52" value="get_sample" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="400" y="1079.82" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-5" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.25;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HiMKSJFquRK0mIlwyRFI-34">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-20" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HC1H8j6nMwEtLoyIrXXk-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-21" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.75;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HiMKSJFquRK0mIlwyRFI-29">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-1" value="calc_bayes_factors" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-666" y="466" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-2" value="calc_model_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-1066" y="566" width="130" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-4" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HiMKSJFquRK0mIlwyRFI-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-12" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HC1H8j6nMwEtLoyIrXXk-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-16" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.75;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="xary-zVek9Bg-A1b1ZmA-9">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-23" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HC1H8j6nMwEtLoyIrXXk-16">
+ <mxGeometry x="-0.5478" y="3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-18" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.25;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HC1H8j6nMwEtLoyIrXXk-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-22" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HiMKSJFquRK0mIlwyRFI-29">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-3" value="calc_justifiability_analysis" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-896" y="666" width="160" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-17" value="setup" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-666" y="566" width="110" height="50" as="geometry" />
+ </mxCell>
+ </root>
+ </mxGraphModel>
+ </diagram>
+ <diagram id="sQf09xvhinkT827TE7Va" name="Function structure Engine">
+ <mxGraphModel dx="1436" dy="968" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+ <root>
+ <mxCell id="0" />
+ <mxCell id="1" parent="0" />
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-1" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>Engine</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="130" y="140" width="1390" height="690" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-2" value="hellinger_distance" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1340" y="50" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-3" value="logpdf" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1050" y="50" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-4" value="subdomain" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="625" y="50" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-5" value="start_engine" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="250" y="680" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-32" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-6" target="JXjM7l_erEiZMkSmYBvl-5">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-6" value="train_normal" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="170" y="420" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-10" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-7" target="JXjM7l_erEiZMkSmYBvl-9">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="335" y="335" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-33" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-7" target="JXjM7l_erEiZMkSmYBvl-6">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-7" value="train_sequential" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="170" y="310" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-8" value="eval_metamodel" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="190" y="210" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-7" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-18">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-19" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-23">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-20" value="if len(obs_data) != 0" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-19">
+ <mxGeometry x="0.8137" relative="1" as="geometry">
+ <mxPoint x="-57" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-21" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;entryX=0.25;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-24">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-22" value="if len(obs_data) != 0" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-21">
+ <mxGeometry x="0.7684" y="3" relative="1" as="geometry">
+ <mxPoint x="1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-23" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-25">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-24" value="if expdes.valid_model_runs" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-23">
+ <mxGeometry x="0.606" y="3" relative="1" as="geometry">
+ <mxPoint x="-16" y="3" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-25" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-9" target="JXjM7l_erEiZMkSmYBvl-26">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-26" value="if mc_ref and pce" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-25">
+ <mxGeometry x="0.7094" y="-3" relative="1" as="geometry">
+ <mxPoint x="-31" y="-3" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-9" value="train_seq_design" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="315" y="310" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-12" value="util_VarBasedDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="670" y="648" width="130" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-28" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-13" target="JXjM7l_erEiZMkSmYBvl-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-31" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-13" target="JXjM7l_erEiZMkSmYBvl-5">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-38" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-15" target="JXjM7l_erEiZMkSmYBvl-13">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-39" value="if method == 'bayesactdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=default;" vertex="1" connectable="0" parent="JXjM7l_erEiZMkSmYBvl-38">
+ <mxGeometry x="-0.6235" y="2" relative="1" as="geometry">
+ <mxPoint x="289" y="2" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-12" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-13" target="JXjM7l_erEiZMkSmYBvl-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-15" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-12">
+ <mxGeometry x="0.7865" y="4" relative="1" as="geometry">
+ <mxPoint x="-91" y="185" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-13" value="util_BayesianActiveDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1020" y="680" width="150" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-34" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-14" target="JXjM7l_erEiZMkSmYBvl-6">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-13" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-14" target="JXjM7l_erEiZMkSmYBvl-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-16" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-13">
+ <mxGeometry x="0.197" y="-3" relative="1" as="geometry">
+ <mxPoint x="-1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-14" value="utilBayesianDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="880" y="730" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-15" target="JXjM7l_erEiZMkSmYBvl-12">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-42" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-15" target="JXjM7l_erEiZMkSmYBvl-14">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-43" value="if method == 'bayesoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="JXjM7l_erEiZMkSmYBvl-42">
+ <mxGeometry x="0.6143" y="-3" relative="1" as="geometry">
+ <mxPoint x="3" y="29" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-15" value="run_util_func" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="660" y="450" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-36" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-16" target="JXjM7l_erEiZMkSmYBvl-12">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-41" value="if method == 'varoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="JXjM7l_erEiZMkSmYBvl-36">
+ <mxGeometry x="-0.5992" relative="1" as="geometry">
+ <mxPoint x="-197" y="62" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-44" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-16" target="JXjM7l_erEiZMkSmYBvl-13">
+ <mxGeometry relative="1" as="geometry">
+ <Array as="points">
+ <mxPoint x="965" y="590" />
+ <mxPoint x="1095" y="590" />
+ </Array>
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-27" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-16" target="JXjM7l_erEiZMkSmYBvl-14">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-16" value="dual_annealing" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="910" y="450" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-5" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=1;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-17" target="JXjM7l_erEiZMkSmYBvl-18">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-6" value="if exploit _method is 'bayesoptdesign',<br style="border-color: var(--border-color);">'bayesactdesign' or 'varoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-5">
+ <mxGeometry x="0.1312" y="2" relative="1" as="geometry">
+ <mxPoint x="17" y="-2" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-17" value="tradeoff_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="980" y="210" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-30" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-4">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-1" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-15">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="790" y="280.0000000000002" as="sourcePoint" />
+ <mxPoint x="690" y="499.9999999999998" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-2" value="if exploit _method is 'bayesoptdesign',<br>'bayesactdesign' or 'varoptdesign'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-1">
+ <mxGeometry x="0.1579" relative="1" as="geometry">
+ <mxPoint x="-15" y="49" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-3" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-16">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="680" y="205.05882352941194" as="sourcePoint" />
+ <mxPoint x="805" y="779.9999999999998" as="targetPoint" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-4" value="if explore_method == 'dual annealing'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-3">
+ <mxGeometry x="-0.6061" relative="1" as="geometry">
+ <mxPoint x="270" y="46" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-9" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-18" target="JXjM7l_erEiZMkSmYBvl-20">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-10" value="if exploit_method == 'alphabetic'" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-9">
+ <mxGeometry x="0.8144" y="1" relative="1" as="geometry">
+ <mxPoint x="74" y="-1" as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-18" value="choose_next_sample" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="610" y="210" width="140" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-20" value="util_AlphOptDesign" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="330" y="210" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-21" value="_normpdf" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1340" y="430" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-29" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-22" target="JXjM7l_erEiZMkSmYBvl-3">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-22" value="_corr_factor_BME" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1130" y="220" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-23" value="_posteriorPlot" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="520" y="440" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-27" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-24" target="JXjM7l_erEiZMkSmYBvl-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-11" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-24" target="JXjM7l_erEiZMkSmYBvl-21">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-14" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-11">
+ <mxGeometry x="0.0929" y="-1" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-17" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="JXjM7l_erEiZMkSmYBvl-24" target="JXjM7l_erEiZMkSmYBvl-22">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="W5_FOelZ0qj-h3Gb0n3K-18" value="commented out?" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="W5_FOelZ0qj-h3Gb0n3K-17">
+ <mxGeometry x="-0.1477" y="3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-24" value="_BME_Calculator" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="1340" y="220" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-25" value="_validError" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="520" y="510" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="JXjM7l_erEiZMkSmYBvl-26" value="_error_Mean_Std" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="520" y="580" width="110" height="50" as="geometry" />
+ </mxCell>
+ </root>
+ </mxGraphModel>
+ </diagram>
+ <diagram id="ME5gyYpVqUByTnAIOcMV" name="Parameter and function interaction">
+ <mxGraphModel dx="2049" dy="1366" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+ <root>
+ <mxCell id="0" />
+ <mxCell id="1" parent="0" />
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-33" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-1" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-54" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-1" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-61" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-1" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-1" value="engine" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="160" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-3" value="Discrepancy" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="240" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-71" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-4" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-4" value="emulator" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="320" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-5" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-57" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-5" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-65" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-5" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-5" value="name" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="400" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-47" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0.5;entryY=1;entryDx=0;entryDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-6" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-6" value="bootstrap" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="480" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-7" value="req_outputs" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="560" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-79" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-8" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-8" value="selected_indices" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="640" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-35" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-9" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-55" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-9" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-67" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-9" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-9" value="prior_samples" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="720" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-36" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-11" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-68" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-11" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-11" value="n_prior_samples" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="800" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-38" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-12" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-80" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-12" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-12" value="measured_data" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="880" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-58" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-13" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-13" value="inference_method" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="960" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-14" value="mcmc_params" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1040" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-63" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-15" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-15" value="perturbed_data" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1120" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-45" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-16" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-77" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-16" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-16" value="bayes_loocv" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1200" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-64" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-17" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-17" value="n_bootstrap_itrs" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1280" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-18" value="bootstrap_noise" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1360" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-46" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-19" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-78" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-19" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-19" value="just_analysis" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1440" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-20" value="valid_metrics" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1520" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-52" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-21" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-21" value="plot_post_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1600" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-51" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-22" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-22" value="plot_map_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1680" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-23" value="max_a_posteriori" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1760" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-24" value="corner_title_fmt" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1840" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-34" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-25" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-25" value="out_dir" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="1920" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-50" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-26" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-66" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-26" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-26" value="error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2000" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-56" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-27" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-72" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-27" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-27" value="bias_inputs" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2080" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-41" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-28" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-28" value="measurement_error" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2160" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-44" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-29" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-81" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-29" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-29" value="sigma2s" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2240" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-30" value="log_likes" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2320" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-82" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-31" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-31" value="dtype" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2400" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-32" value="create_inference" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="400" y="20" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-40" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-39" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-39" value="n_tot_measurement" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2480" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-43" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-42" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-42" value="Discrepancy" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2560" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-49" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-48" target="K5oJ7VEt7dPmeK6pba1f-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-59" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-48" target="K5oJ7VEt7dPmeK6pba1f-53">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-48" value="posterior_df" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2640" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-53" value="create_error_model" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="560" y="20" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-60" value="perform_bootstrap" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="720" y="20" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-75" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-69" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-69" value="__mean_pce_prior_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2720" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-76" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-70" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-70" value="_std_pce_prior_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2800" width="120" height="60" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-74" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="K5oJ7VEt7dPmeK6pba1f-73" target="K5oJ7VEt7dPmeK6pba1f-60">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="K5oJ7VEt7dPmeK6pba1f-73" value="__model_prior_pred" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
+ <mxGeometry x="40" y="2880" width="120" height="60" as="geometry" />
+ </mxCell>
+ </root>
+ </mxGraphModel>
+ </diagram>
+</mxfile>
diff --git a/docs/diagrams/Structure_BayesInf.drawio b/docs/diagrams/Structure_BayesInf.drawio
index 783474b98e936e431d275fece17bd39645f0e6ba..0870449c84c4f9a6820a7bac54bac030720d6890 100644
--- a/docs/diagrams/Structure_BayesInf.drawio
+++ b/docs/diagrams/Structure_BayesInf.drawio
@@ -1,6 +1,6 @@
-<mxfile host="Electron" modified="2024-04-16T13:25:41.772Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/22.1.11 Chrome/114.0.5735.289 Electron/25.9.8 Safari/537.36" etag="kqhl2wKZ6XE8FElsZ9Hq" version="22.1.11" type="device" pages="3">
+<mxfile host="Electron" modified="2024-04-19T15:14:20.500Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) draw.io/22.1.11 Chrome/114.0.5735.289 Electron/25.9.8 Safari/537.36" etag="EB4dMH5HGxww6Sol_4uL" version="22.1.11" type="device" pages="3">
<diagram name="Class and function structure" id="efOe0Jku58RX-i1bv-3b">
- <mxGraphModel dx="3387" dy="1125" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
+ <mxGraphModel dx="3735" dy="1372" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="850" pageHeight="1100" math="0" shadow="0">
<root>
<mxCell id="0" />
<mxCell id="1" parent="0" />
@@ -302,70 +302,30 @@
<mxGeometry x="1880" y="680" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-26" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>BayesModelComp</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-1060" y="370" width="850" height="410" as="geometry" />
+ <mxGeometry x="-1096" y="380" width="840" height="420" as="geometry" />
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-35" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HiMKSJFquRK0mIlwyRFI-28">
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-9" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HC1H8j6nMwEtLoyIrXXk-3">
<mxGeometry relative="1" as="geometry" />
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-50" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-35">
- <mxGeometry x="-0.438" y="2" relative="1" as="geometry">
- <mxPoint as="offset" />
- </mxGeometry>
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-27" value="create_model_comparison" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
- <mxGeometry x="-1030" y="539" width="160" height="50" as="geometry" />
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-36" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-28" target="HiMKSJFquRK0mIlwyRFI-29">
- <mxGeometry relative="1" as="geometry" />
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-48" value="generate_dataset" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-36">
- <mxGeometry x="0.0097" y="-1" relative="1" as="geometry">
- <mxPoint as="offset" />
- </mxGeometry>
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-38" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-28" target="HiMKSJFquRK0mIlwyRFI-31">
- <mxGeometry relative="1" as="geometry" />
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-46" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-38">
- <mxGeometry x="0.0708" y="-2" relative="1" as="geometry">
- <mxPoint as="offset" />
- </mxGeometry>
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-39" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-28" target="HiMKSJFquRK0mIlwyRFI-32">
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-13" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;entryX=0;entryY=0.75;entryDx=0;entryDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HC1H8j6nMwEtLoyIrXXk-1">
<mxGeometry relative="1" as="geometry" />
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-43" value="if justifiability" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-39">
- <mxGeometry x="0.5085" y="-4" relative="1" as="geometry">
- <mxPoint as="offset" />
- </mxGeometry>
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-40" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.25;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-28" target="HiMKSJFquRK0mIlwyRFI-33">
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-14" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-27" target="HiMKSJFquRK0mIlwyRFI-31">
<mxGeometry relative="1" as="geometry" />
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-45" value="if not justifiability" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-40">
- <mxGeometry x="0.3566" y="-3" relative="1" as="geometry">
- <mxPoint as="offset" />
- </mxGeometry>
- </mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-41" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.75;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-28" target="HiMKSJFquRK0mIlwyRFI-34">
- <mxGeometry relative="1" as="geometry" />
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-27" value="model_comparison_all" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-896" y="566" width="160" height="50" as="geometry" />
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-44" value="if not justifiability" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];labelBackgroundColor=#FF9A03;" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-41">
- <mxGeometry x="-0.1917" y="-1" relative="1" as="geometry">
- <mxPoint as="offset" />
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-42" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="xary-zVek9Bg-A1b1ZmA-9">
+ <mxGeometry relative="1" as="geometry">
+ <mxPoint x="-630" y="564" as="sourcePoint" />
</mxGeometry>
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-42" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-28" target="xary-zVek9Bg-A1b1ZmA-9">
- <mxGeometry relative="1" as="geometry" />
- </mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-47" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HiMKSJFquRK0mIlwyRFI-42">
<mxGeometry x="-0.4883" relative="1" as="geometry">
<mxPoint as="offset" />
</mxGeometry>
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-28" value="compare_models" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-740" y="539" width="110" height="50" as="geometry" />
- </mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-37" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-29" target="HiMKSJFquRK0mIlwyRFI-30">
<mxGeometry relative="1" as="geometry" />
</mxCell>
@@ -375,22 +335,31 @@
</mxGeometry>
</mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-29" value="generate_dataset" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-620" y="420" width="110" height="50" as="geometry" />
+ <mxGeometry x="-546" y="566" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-30" value="_perturb_data" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-350" y="420" width="110" height="50" as="geometry" />
+ <mxGeometry x="-376" y="636" width="110" height="50" as="geometry" />
</mxCell>
- <mxCell id="HiMKSJFquRK0mIlwyRFI-31" value="cal_model_weight" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-830" y="420" width="110" height="50" as="geometry" />
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-6" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HC1H8j6nMwEtLoyIrXXk-1">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-10" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=0;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HiMKSJFquRK0mIlwyRFI-33">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-11" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HiMKSJFquRK0mIlwyRFI-31" target="HC1H8j6nMwEtLoyIrXXk-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HiMKSJFquRK0mIlwyRFI-31" value="cal_model_weight" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-871" y="466" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-32" value="plot_just_analysis" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-740" y="690" width="110" height="50" as="geometry" />
+ <mxGeometry x="-871" y="736" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-33" value="plot_model_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-880" y="660" width="110" height="50" as="geometry" />
+ <mxGeometry x="-1016" y="416" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-34" value="plot_bayes_factor" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
- <mxGeometry x="-430" y="585" width="110" height="50" as="geometry" />
+ <mxGeometry x="-446" y="431" width="110" height="50" as="geometry" />
</mxCell>
<mxCell id="HiMKSJFquRK0mIlwyRFI-51" value="<p style="margin:0px;margin-top:4px;text-align:center;"><b>Discrepancy</b></p><hr size="1"><div style="height:2px;"></div>" style="verticalAlign=top;align=left;overflow=fill;fontSize=12;fontFamily=Helvetica;html=1;whiteSpace=wrap;" vertex="1" parent="1">
<mxGeometry x="360" y="1039.82" width="200" height="130" as="geometry" />
@@ -398,6 +367,47 @@
<mxCell id="HiMKSJFquRK0mIlwyRFI-52" value="get_sample" style="rounded=0;whiteSpace=wrap;html=1;" vertex="1" parent="1">
<mxGeometry x="400" y="1079.82" width="120" height="60" as="geometry" />
</mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-5" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.25;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HiMKSJFquRK0mIlwyRFI-34">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-20" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HC1H8j6nMwEtLoyIrXXk-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-21" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.75;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-1" target="HiMKSJFquRK0mIlwyRFI-29">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-1" value="calc_bayes_factors" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-666" y="466" width="110" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-2" value="calc_model_weights" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-1066" y="566" width="130" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-4" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0.5;exitY=1;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HiMKSJFquRK0mIlwyRFI-32">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-12" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=0;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HC1H8j6nMwEtLoyIrXXk-2">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-16" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.75;exitDx=0;exitDy=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="xary-zVek9Bg-A1b1ZmA-9">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-23" value="always" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];" vertex="1" connectable="0" parent="HC1H8j6nMwEtLoyIrXXk-16">
+ <mxGeometry x="-0.5478" y="3" relative="1" as="geometry">
+ <mxPoint as="offset" />
+ </mxGeometry>
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-18" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.25;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HC1H8j6nMwEtLoyIrXXk-17">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-22" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;exitX=1;exitY=0.5;exitDx=0;exitDy=0;" edge="1" parent="1" source="HC1H8j6nMwEtLoyIrXXk-3" target="HiMKSJFquRK0mIlwyRFI-29">
+ <mxGeometry relative="1" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-3" value="calc_justifiability_analysis" style="html=1;whiteSpace=wrap;strokeWidth=2;" vertex="1" parent="1">
+ <mxGeometry x="-896" y="666" width="160" height="50" as="geometry" />
+ </mxCell>
+ <mxCell id="HC1H8j6nMwEtLoyIrXXk-17" value="setup" style="html=1;whiteSpace=wrap;" vertex="1" parent="1">
+ <mxGeometry x="-666" y="566" width="110" height="50" as="geometry" />
+ </mxCell>
</root>
</mxGraphModel>
</diagram>
diff --git a/examples/model-comparison/example_model_comparison.py b/examples/model-comparison/example_model_comparison.py
index f087570326aba79ae9f6123e321ddd8c22a6601a..d678898c178e9722445f08bd22e3ec93906e2ac7 100644
--- a/examples/model-comparison/example_model_comparison.py
+++ b/examples/model-comparison/example_model_comparison.py
@@ -290,9 +290,9 @@ if __name__ == "__main__":
BayesOpts = BayesModelComparison(
justifiability=True,
n_bootstrap=100,#0,#00,
- just_n_meas=2
+ #just_n_meas=2
)
- output_dict = BayesOpts.create_model_comparison(
+ output_dict = BayesOpts.model_comparison_all(
meta_models,
opts_bootstrap
)
diff --git a/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py b/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py
index ea8bac786dc882d1107438e8b3e96bf75123f853..a26eaa886d6bfda11c23e0e2a490f9f93fee1c45 100644
--- a/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py
+++ b/src/bayesvalidrox/bayes_inference/bayes_model_comparison.py
@@ -52,68 +52,19 @@ class BayesModelComparison:
# Other parameters
self.n_meas = None
- self.justData = None
- self.BME_Dict = None
+ self.BF_data = None
+ self.just_data = None
+ self.BME_dict = None
self.set_up = False
self.dtype = None
+ self.bayes_dict = None
+ self.just_bayes_dict = None
+ self.model_weights = None
+ self.model_weights_dict = None
+ self.just_model_weights_dict = None
-
- # --------------------------------------------------------------------------
- def create_model_comparison(self, model_dict, opts_dict):
- """
- Starts the two-stage model comparison.
- Stage I: Compare models using Bayes factors.
- Stage II: Compare models via justifiability analysis.
-
- Parameters
- ----------
- model_dict : dict
- A dictionary including the metamodels.
- opts_dict : dict
- A dictionary given the `BayesInference` options.
-
- Example:
-
- >>> opts_bootstrap = {
- "bootstrap": True,
- "n_samples": 10000,
- "Discrepancy": DiscrepancyOpts,
- "emulator": True,
- "plot_post_pred": True
- }
-
- Returns
- -------
- output : dict
- A dictionary containing the objects and the model weights for the
- comparison using Bayes factors and justifiability analysis.
-
- """
- # TODO: why are these two separate calls of the same function?
- # They should be performable at the same time
- # Bayes factor
- bayes_dict_bf, model_weights_dict_bf = self.compare_models(
- model_dict, opts_dict
- )
-
- output = {
- 'Bayes objects BF': bayes_dict_bf,
- 'Model weights BF': model_weights_dict_bf
- }
-
- # Justifiability analysis
- if self.justifiability:
- bayes_dict_ja, model_weights_dict_ja = self.compare_models(
- model_dict, opts_dict, justifiability=True
- )
-
- # TODO: why does this version of the call not return a summarized confusion matrix?
- output['Bayes objects JA'] = bayes_dict_ja
- output['Model weights JA'] = model_weights_dict_ja
-
- return output
-
+ # --------------------------------------------------------------------------
def setup(self, model_dict):
"""
Initialize parameters that are needed for all types of model comparison
@@ -155,13 +106,12 @@ class BayesModelComparison:
# --------------------------------------------------------------------------
- def compare_models(self, model_dict, opts_dict, justifiability=False):
+ def model_comparison_all(self, model_dict, opts_dict):
"""
- Passes the options to instantiates the BayesInference class for each
- model and passes the options from `opts_dict`. Then, it starts the
- computations.
- It also creates a folder and saves the diagrams, e.g., Bayes factor
- plot, confusion matrix, etc.
+ Perform all three types of model comparison:
+ * Bayes Factors
+ * Model weights
+ * Justifiability analysis
Parameters
----------
@@ -169,54 +119,57 @@ class BayesModelComparison:
A dictionary including the metamodels.
opts_dict : dict
A dictionary given the `BayesInference` options.
- justifiability : bool, optional
- Whether to perform the justifiability analysis. The default is
- `False`.
Returns
-------
- bayes_dict : dict
- A dictionary with `BayesInference` objects.
- model_weights_dict : dict
- A dictionary containing the model weights.
+ results : dict
+ A dictionary that contains the calculated BME values, model weights
+ and confusion matrix
"""
+ self.calc_bayes_factors(model_dict, opts_dict)
+ self.calc_model_weights(model_dict, opts_dict)
+ self.calc_justifiability_analysis(model_dict, opts_dict)
+
+ results = {'BME': self.BME_dict, 'Model weights': self.model_weights_dict,
+ 'Confusion matrix': self.confusion_matrix}
+ return results
+
- self.setup(model_dict)
+ # --------------------------------------------------------------------------
+ def calc_bayes_factors(self, model_dict, opts_dict):
+ """
+ Calculate the BayesFactors for each pair of models in the model_dict
+ with respect to given data.
+
+ Parameters
+ ----------
+ model_dict : dict
+ A dictionary including the metamodels.
+ opts_dict : dict
+ A dictionary given the `BayesInference` options.
+
+ Returns
+ -------
+ None.
+
+ """
+ # Do the setup
+ if self.n_meas is None:
+ self.setup(model_dict)
# ----- Generate data -----
# Create dataset
- self.justData = self.generate_dataset(
- model_dict, justifiability, n_bootstrap=self.n_bootstrap)
+ self.BF_data = self.generate_dataset(
+ model_dict, False, n_bootstrap=self.n_bootstrap)
# Run create Interface for each model
self.bayes_dict = {}
for model in model_dict.keys():
print("-"*20)
print("Bayesian inference of {}.\n".format(model))
-
BayesOpts = BayesInference(model_dict[model])
-
- # Explicitly set the settings of the BayesOpts
- if self.use_Bayes_settings:
- BayesOpts.emulator= True
- BayesOpts.plot_post_pred = True
- #BayesOpts.inference_method = 'rejection'
- BayesOpts.bootstrap = True
- BayesOpts.n_bootstrap_itrs = 10
- BayesOpts.bootstrap_noise = 0.05
- BayesOpts.bmc = True
- # Set the MCMC parameters
- BayesOpts.inference_method = "MCMC"
- BayesOpts.mcmc_params = {
- 'n_steps': 1e3,#5,
- 'n_walkers': 30,
- 'moves': emcee.moves.KDEMove(),
- 'multiprocessing': False,
- 'verbose': False
- }
-
# Set BayesInference options
for key, value in opts_dict.items():
if key in BayesOpts.__dict__.keys():
@@ -226,49 +179,54 @@ class BayesModelComparison:
setattr(BayesOpts, key, value)
# Pass justifiability data as perturbed data
- BayesOpts.perturbed_data = self.justData
- BayesOpts.just_analysis = justifiability
+ BayesOpts.bmc = True
+ BayesOpts.emulator= self.emulator
+ BayesOpts.just_analysis = False
+ BayesOpts.perturbed_data = self.BF_data
self.bayes_dict[model] = BayesOpts.create_inference()
print("-"*20)
- # Compute model weights
- self.BME_Dict = dict()
+ # Accumulate the BMEs
+ self.BME_dict = dict()
for modelName, bayesObj in self.bayes_dict.items():
- self.BME_Dict[modelName] = np.exp(bayesObj.log_BME, dtype=self.dtype)
-
- # BME correction in BayesInference class
- self.model_weights = self.cal_model_weight(
- self.BME_Dict, justifiability, n_bootstrap=self.n_bootstrap)
-
- # Plot model weights
- if justifiability:
- model_names = self.model_names
- model_names.insert(0, 'Observation')
+ self.BME_dict[modelName] = np.exp(bayesObj.log_BME, dtype=self.dtype)
- # Split the model weights and save in a dict
- list_ModelWeights = np.split(
- self.model_weights, self.model_weights.shape[1]/self.n_meas, axis=1)
- model_weights_dict = {key: weights for key, weights in
- zip(model_names, list_ModelWeights)}
+ # TODO: move the calculation of the Bayes Factors out of the plots to here!
+ # Create kde plot for bayes factors
+ self.plot_bayes_factor(self.BME_dict, 'kde_plot')
+
+
+ def calc_model_weights(self, model_dict, opts_dict):
+ """
+ Calculate the model weights from BME evaluations for Bayes factors.
- #self.plot_just_analysis(model_weights_dict)
- else:
- # Create box plot for model weights
- self.plot_model_weights(self.model_weights, 'model_weights')
+ Parameters
+ ----------
+ model_dict : TYPE
+ DESCRIPTION.
+ opts_dict : TYPE
+ DESCRIPTION.
- # Create kde plot for bayes factors
- self.plot_bayes_factor(self.BME_Dict, 'kde_plot')
+ Returns
+ -------
+ None.
- # Store model weights in a dict
- model_weights_dict = {key: weights for key, weights in
- zip(self.model_names, self.model_weights)}
+ """
+ # Get BMEs via Bayes Factors if not already done so
+ if self.BME_dict is None:
+ self.calc_bayes_factors(model_dict, opts_dict)
+
+ # Calculate the model weights
+ self.model_weights = self.cal_model_weight(
+ self.BME_dict, False, n_bootstrap=self.n_bootstrap)
- return self.bayes_dict, model_weights_dict
+ # Create box plot for model weights
+ self.plot_model_weights(self.model_weights, 'model_weights')
# -------------------------------------------------------------------------
- def justifiability_analysis(self, model_dict, opts_dict):
+ def calc_justifiability_analysis(self, model_dict, opts_dict):
"""
Perform justifiability analysis by calculating the confusion matrix
@@ -278,9 +236,6 @@ class BayesModelComparison:
A dictionary including the metamodels.
opts_dict : dict
A dictionary given the `BayesInference` options.
- justifiability : bool, optional
- Whether to perform the justifiability analysis. The default is
- `False`.
Returns
-------
@@ -299,53 +254,52 @@ class BayesModelComparison:
# Generate data
# TODO: generate the datset only if it does not exist yet
- self.justData = self.generate_dataset(
+ self.just_data = self.generate_dataset(
model_dict, True, n_bootstrap=self.n_bootstrap)
- # Run inference for each model
- self.bayes_dict = {}
- for model in model_dict.keys():
- print("-"*20)
- print("Bayesian inference of {}.\n".format(model))
- BayesOpts = BayesInference(model_dict[model])
-
- # Set BayesInference options
- for key, value in opts_dict.items():
- if key in BayesOpts.__dict__.keys():
- if key == "Discrepancy" and isinstance(value, dict):
- setattr(BayesOpts, key, value[model])
- else:
- setattr(BayesOpts, key, value)
-
- # Pass justifiability data as perturbed data
- BayesOpts.bmc = True
- BayesOpts.emulator= self.emulator
- BayesOpts.just_analysis = True
- BayesOpts.perturbed_data = self.justData
-
- self.bayes_dict[model] = BayesOpts.create_inference()
- print("-"*20)
+ # Run inference for each model if this is not available
+ if self.just_bayes_dict is None:
+ self.just_bayes_dict = {}
+ for model in model_dict.keys():
+ print("-"*20)
+ print("Bayesian inference of {}.\n".format(model))
+ BayesOpts = BayesInference(model_dict[model])
+
+ # Set BayesInference options
+ for key, value in opts_dict.items():
+ if key in BayesOpts.__dict__.keys():
+ if key == "Discrepancy" and isinstance(value, dict):
+ setattr(BayesOpts, key, value[model])
+ else:
+ setattr(BayesOpts, key, value)
+
+ # Pass justifiability data as perturbed data
+ BayesOpts.bmc = True
+ BayesOpts.emulator= self.emulator
+ BayesOpts.just_analysis = True
+ BayesOpts.perturbed_data = self.just_data
+
+ self.just_bayes_dict[model] = BayesOpts.create_inference()
+ print("-"*20)
# Compute model weights
- self.BME_Dict = dict()
+ self.BME_dict = dict()
for modelName, bayesObj in self.bayes_dict.items():
- self.BME_Dict[modelName] = np.exp(bayesObj.log_BME, dtype=self.dtype)
+ self.BME_dict[modelName] = np.exp(bayesObj.log_BME, dtype=self.dtype)
# BME correction in BayesInference class
- self.model_weights = self.cal_model_weight(
- self.BME_Dict, True, n_bootstrap=self.n_bootstrap)
+ just_model_weights = self.cal_model_weight(
+ self.BME_dict, True, n_bootstrap=self.n_bootstrap)
# Split the model weights and save in a dict
list_ModelWeights = np.split(
- self.model_weights, self.model_weights.shape[1]/self.n_meas, axis=1)
- self.model_weights_dict = {key: weights for key, weights in
+ just_model_weights, self.model_weights.shape[1]/self.n_meas, axis=1)
+ self.just_model_weights_dict = {key: weights for key, weights in
zip(model_names, list_ModelWeights)}
- # Average the confusion matrix
# Confusion matrix over all measurement points
cf_m = pd.DataFrame()
cf_m['Generated by'] = model_names
- # Iterate over eval models
for i in range(len(model_names)):
# Ignore 'Observation', this not in the model_weights_dict
# TODO: how to change the code so that it is included as well?
@@ -353,13 +307,14 @@ class BayesModelComparison:
continue
avg = []
for n in model_names:
- avg.append(np.sum(self.model_weights_dict[n][i-1]))
- # Norm to sum to 1 over generated by
+ avg.append(np.sum(self.just_model_weights_dict[n][i-1]))
+
+ # Norm to sum to 1 for each 'Generated by' row
cf_m[model_names[i]] = avg/self.n_meas
self.confusion_matrix = cf_m
# Plot model weights
- self.plot_just_analysis(self.model_weights_dict)
+ self.plot_just_analysis()
# -------------------------------------------------------------------------
@@ -474,13 +429,13 @@ class BayesModelComparison:
return final_data
# -------------------------------------------------------------------------
- def cal_model_weight(self, BME_Dict, justifiability=False, n_bootstrap=1):
+ def cal_model_weight(self, BME_dict, justifiability=False, n_bootstrap=1):
"""
Normalize the BME (Asumption: Model Prior weights are equal for models)
Parameters
----------
- BME_Dict : dict
+ BME_dict : dict
A dictionary containing the BME values.
Returns
@@ -490,7 +445,7 @@ class BayesModelComparison:
"""
# Stack the BME values for all models
- all_BME = np.vstack(list(BME_Dict.values()))
+ all_BME = np.vstack(list(BME_dict.values()))
if justifiability:
# Compute expected log_BME for justifiabiliy analysis
@@ -518,10 +473,11 @@ class BayesModelComparison:
None.
"""
-
+ model_weights_dict = self.just_model_weights_dict
Color = [*mcolors.TABLEAU_COLORS]
names = [*model_weights_dict]
+ # Plot weights for each 'Generated by'
model_names = [model.replace('_', '$-$') for model in self.model_names]
for name in names:
fig, ax = plt.subplots()
@@ -543,7 +499,7 @@ class BayesModelComparison:
)
plt.close()
- # Confusion matrix for some measurement points
+ # Confusion matrix for each measurement point
for index in range(0, self.n_meas):
weights = np.array(
[model_weights_dict[key][:, index] for key in model_weights_dict]
@@ -564,8 +520,6 @@ class BayesModelComparison:
)
plt.close()
-
-
# Plot the averaged confusion matrix
out_names = names[1:]
cf = self.confusion_matrix[out_names].to_numpy()
@@ -581,7 +535,6 @@ class BayesModelComparison:
)
plt.close()
-
# -------------------------------------------------------------------------
def plot_model_weights(self, model_weights, plot_name):
@@ -601,13 +554,9 @@ class BayesModelComparison:
None.
"""
- font_size = 40
- # mkdir for plots
- directory = 'Outputs_Comparison/'
- os.makedirs(directory, exist_ok=True)
-
# Create figure
fig, ax = plt.subplots()
+ font_size = 40
# Filter data using np.isnan
mask = ~np.isnan(model_weights.T)
@@ -635,44 +584,35 @@ class BayesModelComparison:
for median in bp['medians']:
median.set(color='#b2df8a', linewidth=2)
- # change the style of fliers and their fill
- # for flier in bp['fliers']:
- # flier.set(marker='o', color='#e7298a', alpha=0.75)
-
- # Custom x-axis labels
+ # Customize the axes
model_names = [model.replace('_', '$-$') for model in self.model_names]
ax.set_xticklabels(model_names)
-
ax.set_ylabel('Weight', fontsize=font_size)
-
- # Title
- plt.title('Posterior Model Weights')
-
- # Set y lim
ax.set_ylim((-0.05, 1.05))
-
- # Set size of the ticks
for t in ax.get_xticklabels():
t.set_fontsize(font_size)
for t in ax.get_yticklabels():
t.set_fontsize(font_size)
+ # Title
+ plt.title('Posterior Model Weights')
+
# Save the figure
fig.savefig(
- f'./{directory}{plot_name}.pdf', bbox_inches='tight'
+ f'./{self.out_dir}{plot_name}.pdf', bbox_inches='tight'
)
plt.close()
# -------------------------------------------------------------------------
- def plot_bayes_factor(self, BME_Dict, plot_name=''):
+ def plot_bayes_factor(self, BME_dict, plot_name=''):
"""
Plots the Bayes factor distibutions in a :math:`N_m \\times N_m`
matrix, where :math:`N_m` is the number of the models.
Parameters
----------
- BME_Dict : dict
+ BME_dict : dict
A dictionary containing the BME values of the models.
plot_name : str, optional
Plot name. The default is ''.
@@ -682,16 +622,11 @@ class BayesModelComparison:
None.
"""
-
+ # Plot setup
font_size = 40
-
- # mkdir for plots
- directory = 'Outputs_Comparison/'
- os.makedirs(directory, exist_ok=True)
-
Colors = ["blue", "green", "gray", "brown"]
- model_names = list(BME_Dict.keys())
+ model_names = list(BME_dict.keys())
nModels = len(model_names)
# Plots
@@ -713,7 +648,7 @@ class BayesModelComparison:
# Null hypothesis: key_j is the better model
BayesFactor = np.log10(
- np.divide(BME_Dict[key_i], BME_Dict[key_j])
+ np.divide(BME_dict[key_i], BME_dict[key_j])
)
# sns.kdeplot(BayesFactor, ax=ax, color=Colors[i], shade=True)
@@ -806,10 +741,8 @@ class BayesModelComparison:
fontsize=fsize, color=Colors[i],
transform=ax.transAxes)
- # Defining custom 'ylim' values.
+ # Customize axes
custom_ylim = (0, 1.05)
-
- # Setting the values for all axes.
plt.setp(axes, ylim=custom_ylim)
# set labels
@@ -821,7 +754,7 @@ class BayesModelComparison:
plt.subplots_adjust(wspace=0.2, hspace=0.1)
plt.savefig(
- f'./{directory}Bayes_Factor{plot_name}.pdf', bbox_inches='tight'
+ f'./{self.out_dir}Bayes_Factor{plot_name}.pdf', bbox_inches='tight'
)
plt.close()