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PCNtoolkit.drawio
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PCNtoolkit.drawio
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<mxfile host="app.diagrams.net" modified="2023-12-14T16:19:42.271Z" agent="Mozilla/5.0 (X11; Linux x86_64; rv:102.0) Gecko/20100101 Firefox/102.0" etag="7v8iRgN4lM7NtKm6qzru" version="22.1.8" type="github" pages="2">
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<mxCell id="12FiOEISK3NdoC9pGbq8-1" value="normative.py" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#ffffff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#ffffff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-2" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ fit(covfile, respfile, **kwargs) -&gt; NormBase
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate(covfile, respfile, **kwargs) -&gt; Union[None, NormBase]
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(covfile, respfile, maskfile = None, **kwargs) -&gt;Union[None., tuple(2), tuple(3), tuple(4)]
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ transfer(covfile, respfile, testcov=None, testresp=None, maskfile=None, **kwargs) -&gt; Union[None, tuple(2), tuple(3)]
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ extend(covfile, respfile, maskfile=None, **kwargs) -&gt; None
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ tune(covfile, respfile, maskfile, **kwargs) -&gt; None
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ merge(covfile=None, respfile=None, **kwargs) -&gt; None
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">----
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ load_response_vars(datafile, maskfile=None, vol=True) -&gt; tuple(3)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ get_args(*args) -&gt; tuple(many)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ evaluate(**many_kwargs) -&gt; dict</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-3" value="NormBase" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#e3fae3;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#e3fae3;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-4" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, X, y)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, Xs, X, y)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params(self, Xs, X, y)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ save(self, path) -&gt; Bool
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ load(self, path) -&gt; NormBase</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#e3fae3;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-3" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-5" value="NormBLR" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#edf5ff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#edf5ff;strokeWidth=1.5;" parent="1" vertex="1">
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ D
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ var_covariates
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ var_groups
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ use_ard
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ warp
</span></span></div><div style="display: flex; justify-content: center; text-align: center; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ \_n_params
+ \_model_order
+ theta_0
+ theta
+ blr</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-5" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-7" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-5" vertex="1">
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</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-8" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, X, y) -&gt; NormBLR
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, Xs, X, y) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params(self, Xs, X, y) -&gt;int
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ neg_log_lik(self) -&gt; float</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-5" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-11" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ hyp
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ nlZ
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ tol
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_iter
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ verbose
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ var_groups
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ hetero_var
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ var_ids
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ warp
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_warp_param
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ warp_reparam
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ gamma
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ Sigma_a
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ lambda_n_vec
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ Lambda_a
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ A
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ m
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ N
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ D
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dnlZ</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-10" vertex="1">
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ post(self, hyp, X, y, Xv=None) -&gt; None
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ loglik(self, hyp, X, y, Xv=None) -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ penalized_loglik(self, hyp, X, y, Xv=None, l=0.1, norm='L1') -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dloglik(self, hyp, X, y, Xv) -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;"><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, hyp0, X, y, **kwargs) -&gt; Union[List, </span><a href="http://np.ndarray]"><span style="font-size:16.7px;color:#3a414a;">np.ndarray]</span></a>
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, hyp, X, y, Xs, var_groups_test=None, var_covariates_test=None, **kwargs) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict_and_adjust(self, hyp, X, y, Xs, ys, var_groups_test, var_groups_adapt, **kwargs) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;"> </span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-10" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-17" value="NormGPR" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#edf5ff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#edf5ff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-18" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ covfunc
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ theta0
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ theta
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ \_n_params
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ gpr</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-17" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-19" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-17" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-20" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params(self) -&gt; int
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ neg_log_lik(self) -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, X, y) -&gt; NormGPR
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, Xs, X, y) -&gt; tuple(2)</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-17" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-25" value="GPR" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#edf5ff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#edf5ff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-26" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ hyp
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ nlZ 
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ tol
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_iter
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ verbose
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ warp
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_warp_param
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ gamma
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ covfunc: CovBase</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-25" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-27" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-25" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-28" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ _updatepost(self, hyp, covfunc) -&gt; bool
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ post(self, hyp, covfunc, X, y) -&gt; None
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ loglik(self, hyp, covfunc, X, y) -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dloglik(self, hyp, covfunc, X, y) -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, hyp0, covfunc, X, y, optimizer = 'cg') -&gt; np.ndarray
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, hyp, X, y, Xs) -&gt; tuple(2)</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-25" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-29" value="CovBase" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#e3fae3;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#e3fae3;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-30" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ covfuncs
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ N
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ D</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#e3fae3;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-29" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-31" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-29" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-32" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ cov(self, theta, x, z=None) -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dcov(self, theta, x, i) -&gt;float</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#e3fae3;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-29" vertex="1">
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<UserObject label="" lucidchartObjectId="_jEVJl.3t~C6" id="12FiOEISK3NdoC9pGbq8-33">
<mxCell style="html=1;jettySize=18;whiteSpace=wrap;fontSize=13;strokeColor=#3a414a;strokeOpacity=100;strokeWidth=0.8;rounded=1;arcSize=12;edgeStyle=orthogonalEdgeStyle;startArrow=none;endArrow=diamond;endFill=0;endSize=16;exitX=0.534;exitY=-0.003;exitPerimeter=0;entryX=0.277;entryY=1.002;entryPerimeter=0;" parent="1" source="12FiOEISK3NdoC9pGbq8-29" target="12FiOEISK3NdoC9pGbq8-25" edge="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-36" value="CovLin" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#ffffff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#ffffff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-37" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ first_call</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-36" vertex="1">
<mxGeometry y="28" width="345" height="54" as="geometry" />
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<mxCell id="12FiOEISK3NdoC9pGbq8-38" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-36" vertex="1">
<mxGeometry y="82" width="345" height="8" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-39" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ cov(self, theta, x, z=None) -&gt;float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dcov(self, theta, x, i) -&gt; Err</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-36" vertex="1">
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<UserObject label="" lucidchartObjectId="ImEViMeupR7a" id="12FiOEISK3NdoC9pGbq8-40">
<mxCell style="html=1;jettySize=18;whiteSpace=wrap;fontSize=13;strokeColor=#3a414a;strokeOpacity=100;dashed=1;fixDash=1;strokeWidth=0.8;rounded=1;arcSize=12;edgeStyle=orthogonalEdgeStyle;startArrow=none;endArrow=block;endFill=0;exitX=1.002;exitY=0.5;exitPerimeter=0;entryX=0.547;entryY=1.003;entryPerimeter=0;" parent="1" source="12FiOEISK3NdoC9pGbq8-36" target="12FiOEISK3NdoC9pGbq8-29" edge="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-41" value="CovSqExp" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#ffffff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#ffffff;strokeWidth=1.5;" parent="1" vertex="1">
<mxGeometry x="-3120" y="1521" width="345" height="129" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-42" value="+ n_params" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-41" vertex="1">
<mxGeometry y="28" width="345" height="32" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-43" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-41" vertex="1">
<mxGeometry y="60" width="345" height="8" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-44" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ cov(self, theta, x, z=None) -&gt;float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dcov(self, theta, x, i) -&gt; Union[float, Err]</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-41" vertex="1">
<mxGeometry y="68" width="345" height="61" as="geometry" />
</mxCell>
<UserObject label="" lucidchartObjectId="0oEVfmsID1oB" id="12FiOEISK3NdoC9pGbq8-45">
<mxCell style="html=1;jettySize=18;whiteSpace=wrap;fontSize=13;strokeColor=#3a414a;strokeOpacity=100;dashed=1;fixDash=1;strokeWidth=0.8;rounded=1;arcSize=12;edgeStyle=orthogonalEdgeStyle;startArrow=none;endArrow=block;endFill=0;exitX=1.002;exitY=0.5;exitPerimeter=0;entryX=0.675;entryY=1.003;entryPerimeter=0;" parent="1" source="12FiOEISK3NdoC9pGbq8-41" target="12FiOEISK3NdoC9pGbq8-29" edge="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-46" value="CovSqExpARD" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#ffffff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#ffffff;strokeWidth=1.5;" parent="1" vertex="1">
<mxGeometry x="-3120" y="1697" width="345" height="160" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-47" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ D
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ ell
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ sf2</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-46" vertex="1">
<mxGeometry y="28" width="345" height="74" as="geometry" />
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<mxCell id="12FiOEISK3NdoC9pGbq8-48" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-46" vertex="1">
<mxGeometry y="102" width="345" height="8" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-49" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ cov(self, theta, x, z=None) -&gt;float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dcov(self, theta, x, i) -&gt; Union[float, Err]</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-46" vertex="1">
<mxGeometry y="110" width="345" height="50" as="geometry" />
</mxCell>
<UserObject label="" lucidchartObjectId="CuEV3u7sUDXJ" id="12FiOEISK3NdoC9pGbq8-50">
<mxCell style="html=1;jettySize=18;whiteSpace=wrap;fontSize=13;strokeColor=#3a414a;strokeOpacity=100;dashed=1;fixDash=1;strokeWidth=0.8;rounded=1;arcSize=12;edgeStyle=orthogonalEdgeStyle;startArrow=none;endArrow=block;endFill=0;exitX=1.002;exitY=0.5;exitPerimeter=0;entryX=0.799;entryY=1.003;entryPerimeter=0;" parent="1" source="12FiOEISK3NdoC9pGbq8-46" target="12FiOEISK3NdoC9pGbq8-29" edge="1">
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</UserObject>
<mxCell id="12FiOEISK3NdoC9pGbq8-51" value="CovSum" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#ffffff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#ffffff;strokeWidth=1.5;" parent="1" vertex="1">
<mxGeometry x="-3120" y="1101" width="345" height="160" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-52" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ covfuncs
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ N
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ D</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-51" vertex="1">
<mxGeometry y="28" width="345" height="74" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-53" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-51" vertex="1">
<mxGeometry y="102" width="345" height="8" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-54" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ cov(self, theta, x, z=None) -&gt; float
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ dcov(self, theta, x, i) -&gt; float</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-51" vertex="1">
<mxGeometry y="110" width="345" height="50" as="geometry" />
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<UserObject label="" lucidchartObjectId="2uEV8baVem5G" id="12FiOEISK3NdoC9pGbq8-55">
<mxCell style="html=1;jettySize=18;whiteSpace=wrap;fontSize=13;strokeColor=#3a414a;strokeOpacity=100;dashed=1;fixDash=1;strokeWidth=0.8;rounded=1;arcSize=12;edgeStyle=orthogonalEdgeStyle;startArrow=none;endArrow=block;endFill=0;exitX=1.002;exitY=0.5;exitPerimeter=0;entryX=0.405;entryY=1.003;entryPerimeter=0;" parent="1" source="12FiOEISK3NdoC9pGbq8-51" target="12FiOEISK3NdoC9pGbq8-29" edge="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-56" value="NormHBR" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#edf5ff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#edf5ff;strokeWidth=1.5;" parent="1" vertex="1">
<mxGeometry x="-1050" y="-660" width="480" height="490" as="geometry" />
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<mxCell id="12FiOEISK3NdoC9pGbq8-57" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ configs
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ hbr</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-56" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-58" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-56" vertex="1">
<mxGeometry y="80" width="480" height="8" as="geometry" />
</mxCell>
<mxCell id="12FiOEISK3NdoC9pGbq8-59" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params(self) -&gt; 1
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ neg_log_lik(self) -&gt; -1
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, Xs, X, Y, **kwargs) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate_on_new_sites(self, X, y, batch_effects) -&gt; NormHBR
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict_on_new_sites(self, X, batch_effects) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ extend(self, X, y, batch_effects, X_dummy_ranges=[[0.1, 0.9, 0.01]], merge_batch_dim = 0, samples=10, informative_prior = False) -&gt; NormHBR
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ tune(self, X, y, batch_effects, X_dummy_ranges=[[0.1, 0.9, 0.09]], merge_batch_dim, samples=10, informative_prior=False) -&gt; NormHBR
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ merge(self, nm, X_dummy_ranges=[[0.1, 0.9, 0.01]], merge_batch_dim=0, samples=10) -&gt; NormHBR
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ generate(self, X, batch_effects, samples=10) -&gt; tuple(3)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ get_mcmc_quantiles(self, X, batch_effects=None, z_scores=None) -&gt; np.ndarray
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ get_mcmc_zscores(self, X, y, **kwargs) -&gt; np.ndarray
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-56" vertex="1">
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ model_type
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ configs</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-61" vertex="1">
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;"><span style="font-size:16.7px;color:#3a414a;">+ transform_X(self, X) -&gt; </span><a href="http://np.ndarray"><span style="font-size:16.7px;color:#3a414a;">np.ndarray</span></a>
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;"><span style="font-size:16.7px;color:#3a414a;">+ find_map(self, X, y, batch_effects, method="L_BFGS-B") -&gt; </span><a href="http://xarray.Dararray"><span style="font-size:16.7px;color:#3a414a;">xarray.Da</span></a><a href="http://xarray.Dararray"><span style="font-size:16.7px;color:#3a414a;">t</span></a><a href="http://xarray.Dararray"><span style="font-size:16.7px;color:#3a414a;">array</span></a>
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;"><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, X, y, batch_effects) -&gt; </span><a href="http://arviz.InferenceData"><span style="font-size:16.7px;color:#3a414a;">arviz.InferenceData</span></a>
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, X, batch_effects, batch_effects_maps, pred='single', var_names =None,**kwargs) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate_on_new_site(self, X, y, batch_effects) -&gt; arviz.InferenceData
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict_on_new_site(self, X, batch_effects) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ generate(self, X, batch_effects, samples) -&gt; tuple(3)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ sample_prior_predictive(self, X, batch_effects, samples, y=None, idata=None) -&gt; arviz.InferenceData
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ get_model(self, X, y, batch_effects) -&gt; pymc.Model
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ create_dummy_inputs(self, covariate_ranges=[[0.1, 0.9, 0.01]]) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ Rhats(self, var_names, thin=1, resolution=100) -&gt; rhat_dict
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-61" vertex="1">
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ args
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ encoder
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ decoder
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ model
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ scaler
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ reg</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-68" vertex="1">
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ neg_log_lik(self) -&gt; -1
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, X, y) -&gt; NormNP
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, Xs, X=None, Y=None, theta=None) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-68" vertex="1">
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ z_dim
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ hidden_neuron_num
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ h_1
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ g_1_84
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ g_3_84</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-76" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-87" value="+ n_params" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#e3fae3;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-86" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-88" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-86" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-89" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ get_n_params(self) -&gt; int
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ warp_predictions(self, mu, s2, param, percentiles=[0.025, 0.975]) -&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ f(self, x, param)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ invf(self, y, param)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ df(self, x, param)\</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#e3fae3;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-86" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-91" value="+ n_params" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-90" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-92" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-90" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-93" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ f(self, x, param)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ invf(self, y, param)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ df(self, x, param)\</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-90" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-95" value="WarpAffine" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#ffffff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#ffffff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-96" value="+ n_params" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-95" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-97" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-95" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-98" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ \_get_params(self, param)-&gt; tuple(2)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ f(self, x, param)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ invf(self, y, param)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ df(self, x, param)\</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-95" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-100" value="WarpBoxCox" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#ffffff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#ffffff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-101" value="+ n_params" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-100" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-102" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-100" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-103" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ \_get_params(self, param)-&gt; tuple(2)
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ invf(self, y, param)
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ df(self, x, param)\</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-100" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-111" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ debugwarp
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#ffffff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-110" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-112" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-110" vertex="1">
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<mxCell style="html=1;jettySize=18;whiteSpace=wrap;fontSize=13;strokeColor=#3a414a;strokeOpacity=100;dashed=1;fixDash=1;strokeWidth=0.8;rounded=1;arcSize=12;edgeStyle=orthogonalEdgeStyle;startArrow=none;endArrow=block;endFill=0;exitX=0.631;exitY=-0.002;exitPerimeter=0;entryX=0.411;entryY=1.005;entryPerimeter=0;" parent="1" source="12FiOEISK3NdoC9pGbq8-68" target="12FiOEISK3NdoC9pGbq8-3" edge="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-125" value="NormRFA" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#edf5ff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#edf5ff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-126" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ gprrfa
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ \_n_params
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ theta0
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ theta</span></span></div>" style="part=1;html=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;overflow=hidden;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;" parent="12FiOEISK3NdoC9pGbq8-125" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-127" value="" style="line;strokeWidth=1;fillColor=none;align=left;verticalAlign=middle;spacingTop=-1;spacingLeft=3;spacingRight=3;rotatable=0;labelPosition=right;points=[];portConstraint=eastwest;" parent="12FiOEISK3NdoC9pGbq8-125" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-128" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_params(self) -&gt; 1
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ neg_log_lik(self) -&gt; -1
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ estimate(self, X, y) -&gt; NormRFA
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ predict(self, Xs, X=None, Y=None, theta=None) -&gt; tuple(2)</span></span></div>" style="part=1;resizeHeight=0;strokeColor=none;fillColor=none;align=left;verticalAlign=middle;spacingLeft=4;spacingRight=4;rotatable=0;points=[[0,0.5],[1,0.5]];portConstraint=eastwest;swimlaneFillColor=#edf5ff;strokeOpacity=100;fillOpacity=100;whiteSpace=wrap;overflow=block;blockSpacing=1;html=1;fontSize=13;" parent="12FiOEISK3NdoC9pGbq8-125" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-130" value="GPRRFA" style="html=1;overflow=block;blockSpacing=1;swimlane;childLayout=stackLayout;horizontal=1;horizontalStack=0;resizeParent=1;resizeParentMax=0;resizeLast=0;collapsible=0;fontStyle=0;marginBottom=0;swimlaneFillColor=#edf5ff;startSize=28;whiteSpace=wrap;fontSize=16.7;fontColor=#3a414a;align=left;spacing=0;strokeColor=#3a414a;strokeOpacity=100;fillOpacity=100;rounded=1;absoluteArcSize=1;arcSize=9;fillColor=#edf5ff;strokeWidth=1.5;" parent="1" vertex="1">
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<mxCell id="12FiOEISK3NdoC9pGbq8-131" value="<div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ hyp
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ tol
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ n_iter
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ verbose
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ Dx
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ Omega
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</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ m
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ \_iterations
</span></span></div><div style="display: flex; justify-content: null; text-align: null; align-items: baseline; font-size: 0; line-height: 1.25;margin-top: -2px;"><span><span style="font-size:16.7px;color:#3a414a;">+ \_optim_failed
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