264 lines
42 KiB
Plaintext
264 lines
42 KiB
Plaintext
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<mxCell id="-v7OJhgbw4DDcAMX44wt-26" value="<div style="font-size: 20px;"><font face="Helvetica" style="font-size: 20px;">Comment:</font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><font style="font-size: 20px;"><font style="font-size: 20px;">1.&nbsp;</font><span style="background-color: initial;">Data Source:</span><span style="background-color: initial;"> <b>category, gender, occasions</b></span><span style="background-color: initial;">&nbsp;</span></font><span style="background-color: initial;">are&nbsp;</span></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><span style="background-color: initial;">extracted and classified</span><span style="background-color: initial;"> from the Raw Data&nbsp;</span></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni" style="font-size: 20px;"><span style="background-color: initial;">using the </span><span style="background-color: initial;">MLLM.</span></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni" style="font-size: 20px;"><span style="background-color: initial;">2. Category and occasion taxonomy are shown below.</span></font></div>" style="text;html=1;align=left;verticalAlign=top;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;" vertex="1" parent="1">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-27" value="<div style="color: rgb(204, 204, 204); font-family: Consolas, &quot;Courier New&quot;, monospace; font-weight: normal; font-size: 14px; line-height: 19px; white-space: pre;"><div><span style="color: #4fc1ff;">OCCASION</span><span style="color: #cccccc;"> </span><span style="color: #d4d4d4;">=</span><span style="color: #cccccc;"> [</span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; </span><span style="color: #ce9178;">"Casual"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Formal"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Activewear"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Resort"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Evening"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Outdoor"</span><span style="color: #cccccc;">, </span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; </span><span style="color: #ce9178;">"Business / workwear"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Cocktail / Semi-Formal"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Black Tie / White Tie"</span><span style="color: #cccccc;">, </span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; </span><span style="color: #ce9178;">"Bridal / Wedding"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Festival / Concert"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Party / Clubbing"</span><span style="color: #cccccc;">, </span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; </span><span style="color: #ce9178;">"Travel / Transit"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Athleisure"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Beach / Swim"</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">"Ski / Snow / Mountain"</span><span style="color: #cccccc;">, </span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; </span><span style="color: #ce9178;">"Garden Party / Daytime Event"</span></div><div><span style="color: #cccccc;">]</span></div><br></div>" style="text;whiteSpace=wrap;html=1;labelBackgroundColor=default;" vertex="1" parent="1">
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<mxGeometry x="-1170" y="975" width="560" height="180" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-28" value="<div style="color: rgb(204, 204, 204); font-family: Consolas, &quot;Courier New&quot;, monospace; font-weight: normal; font-size: 14px; line-height: 19px; white-space: pre;"><div><span style="color: #4fc1ff;">CATEGORY</span><span style="color: #cccccc;"> </span><span style="color: #d4d4d4;">=</span><span style="color: #cccccc;"> {</span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; </span><span style="color: #ce9178;">'clothing'</span><span style="color: #cccccc;">: [</span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; &nbsp; &nbsp; </span><span style="color: #ce9178;">'coats'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'jackets'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'blazers'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'puffer'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'cardigan'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'sweater'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'shirts'</span><span style="color: #cccccc;">, </span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; &nbsp; &nbsp; </span><span style="color: #ce9178;">'t-shirts'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'pullover'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'polos'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'bodysuits'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'dresses'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'skirts'</span><span style="color: #cccccc;">, </span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; &nbsp; &nbsp; </span><span style="color: #ce9178;">'jeans'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'shorts'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'leggings'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'jumpsuits'</span><span style="color: #cccccc;">, </span><span style="color: #ce9178;">'swimwear'</span><span style="color: #cccccc;">,</span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; ],</span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; </span><span style="color: #ce9178;">'shoes'</span><span style="color: #cccccc;">: [</span></div><div><span style="color: #cccccc;">&nbsp; &nbsp; &nbsp; &nbsp; </span><span style="color: #
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<mxCell id="-v7OJhgbw4DDcAMX44wt-30" value="<div><div style="font-size: 20px;">item_id</div></div><div style="font-size: 20px;">category</div><div style="font-size: 20px;">gender<br></div><div style="font-size: 20px;">description</div><div style="font-size: 20px;">modality</div><div style="font-size: 20px;">brand</div><div style="font-size: 20px;">color</div><div style="font-size: 20px;">tags</div><div style="font-size: 20px;">price</div><div style="font-size: 20px;">url</div><div style="font-size: 20px;">batch_source</div><div style="font-size: 20px;">occassion1</div><div style="font-size: 20px;">occassion2</div><div style="font-size: 20px;">...</div>" style="text;html=1;align=left;verticalAlign=middle;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;fontSize=20;" vertex="1" parent="-v7OJhgbw4DDcAMX44wt-29">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-34" value="<div style="font-size: 20px;"><font face="Helvetica" style="font-size: 20px;">Comment:</font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><font style="font-size: 20px;"><font style="font-size: 20px;">1. Image of item will be embedded into&nbsp;</font></font></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><font style="font-size: 20px;"><font style="font-size: 20px;">vector database.</font><br></font></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><font style="font-size: 20px;"><font style="font-size: 20px;">2. <b>category, gender and occasion</b> will&nbsp;</font></font></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><font style="font-size: 20px;"><font style="font-size: 20px;">be used for filtering.</font></font></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><font style="font-size: 20px;"><font style="font-size: 20px;">3. batch_source specifies the set of products</font></font></font></div><div style="font-size: 20px;"><font face="USaPq8lgQ3RNGe1Oi-Ni"><font style="font-size: 20px;"><font style="font-size: 20px;">that should be included in the retrieval.</font></font></font></div>" style="text;html=1;align=left;verticalAlign=top;resizable=0;points=[];autosize=1;strokeColor=none;fillColor=none;" vertex="1" parent="1">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-53" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-36" target="-v7OJhgbw4DDcAMX44wt-51">
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<mxGeometry relative="1" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-36" value="<b style="font-size: 15px;">Recommend Engine</b>" style="ellipse;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxGeometry x="-450" y="1296" width="120" height="80" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-47" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=1;entryY=0.5;entryDx=0;entryDy=0;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-38" target="-v7OJhgbw4DDcAMX44wt-44">
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<Array as="points">
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<mxPoint x="-220" y="1726" />
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</Array>
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</mxGeometry>
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-38" value="gender<div style="font-size: 15px;">category</div>" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxGeometry x="-280" y="1417" width="120" height="60" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-43" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-40" target="-v7OJhgbw4DDcAMX44wt-42">
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<mxGeometry relative="1" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-40" value="Description" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-45" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-42" target="-v7OJhgbw4DDcAMX44wt-44">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-42" value="Text embeddings" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxGeometry x="-450" y="1556" width="120" height="60" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-60" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-44" target="-v7OJhgbw4DDcAMX44wt-58">
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<mxCell id="-v7OJhgbw4DDcAMX44wt-65" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-44" target="-v7OJhgbw4DDcAMX44wt-63">
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<mxCell id="-v7OJhgbw4DDcAMX44wt-64" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-51" target="-v7OJhgbw4DDcAMX44wt-63">
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<mxCell id="-v7OJhgbw4DDcAMX44wt-51" value="occasion_1<br style="font-size: 15px;">occasion_2<div style="font-size: 15px;">...</div>" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxCell id="-v7OJhgbw4DDcAMX44wt-70" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;entryX=0.5;entryY=0;entryDx=0;entryDy=0;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-58" target="-v7OJhgbw4DDcAMX44wt-68">
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<mxGeometry relative="1" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-58" value="similarity scores" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxGeometry x="-450" y="1827" width="120" height="60" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-67" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-63" target="-v7OJhgbw4DDcAMX44wt-66">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-63" value="Calculate occasion score for each occasion" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxCell id="-v7OJhgbw4DDcAMX44wt-69" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-66" target="-v7OJhgbw4DDcAMX44wt-68">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-66" value="occasion scores" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxGeometry x="-620" y="1827" width="120" height="60" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-72" value="Softmax<div style="font-size: 15px;">temperature = 0.5</div>" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-68" target="-v7OJhgbw4DDcAMX44wt-71">
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<mxGeometry relative="1" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-68" value="Weighted sum<div style="font-size: 15px;">0.6 * sim + 0.4 * occ</div>" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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<mxGeometry x="-560" y="1957" width="160" height="60" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-76" value="" style="edgeStyle=orthogonalEdgeStyle;rounded=0;orthogonalLoop=1;jettySize=auto;html=1;fontSize=15;" edge="1" parent="1" source="-v7OJhgbw4DDcAMX44wt-71" target="-v7OJhgbw4DDcAMX44wt-75">
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<mxGeometry relative="1" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-71" value="Probability" style="rounded=1;whiteSpace=wrap;html=1;fontSize=15;" vertex="1" parent="1">
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-75" value="Sample &amp; End" style="ellipse;whiteSpace=wrap;html=1;rounded=1;fontSize=15;" vertex="1" parent="1">
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<mxGeometry x="-520" y="2187" width="80" height="80" as="geometry" />
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<mxCell id="-v7OJhgbw4DDcAMX44wt-77" value="Retrieval Workflow" style="text;html=1;align=left;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=25;fontStyle=1" vertex="1" parent="1">
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<mxGeometry x="-827" y="1169" width="310" height="70" as="geometry" />
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</mxCell>
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<mxCell id="-v7OJhgbw4DDcAMX44wt-82" value="" style="endArrow=none;dashed=1;html=1;rounded=0;endSize=0;startSize=0;" edge="1" parent="1">
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<mxPoint x="-1640" y="1154" as="sourcePoint" />
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<mxPoint x="-16" y="1154" as="targetPoint" />
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</mxCell>
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</diagram>
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