Skip to content

Commit

Permalink
MLOPS architectured
Browse files Browse the repository at this point in the history
  • Loading branch information
rbb17 authored Nov 1, 2024
1 parent 5816540 commit 5bc16ab
Show file tree
Hide file tree
Showing 5 changed files with 643 additions and 0 deletions.
140 changes: 140 additions & 0 deletions Kubeflow_Architectured.drawio.xml
Original file line number Diff line number Diff line change
@@ -0,0 +1,140 @@
<?xml version="1.0" encoding="UTF-8"?>
<mxfile host="app.diagrams.net" agent="Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/130.0.0.0 Safari/537.36" version="24.8.3">
<diagram name="Page-1" id="ri-cMqEvt1AUZreK8tbY">
<mxGraphModel dx="1026" dy="650" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="827" pageHeight="1169" math="0" shadow="0">
<root>
<mxCell id="0" />
<mxCell id="1" parent="0" />
<mxCell id="jwbbP82YsX8_gdvhnM6H-50" value="" style="rounded=0;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="160" y="70" width="730" height="590" as="geometry" />
</mxCell>
<mxCell id="odb_1_JrXJZFzelt9wKE-5" value="" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" vertex="1" parent="1">
<mxGeometry x="180" y="200" width="670" height="310" as="geometry" />
</mxCell>
<mxCell id="odb_1_JrXJZFzelt9wKE-4" value="" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#fff2cc;strokeColor=#d6b656;" vertex="1" parent="1">
<mxGeometry x="180" y="90" width="670" height="100" as="geometry" />
</mxCell>
<mxCell id="odb_1_JrXJZFzelt9wKE-2" value="" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#fff2cc;strokeColor=#d6b656;" vertex="1" parent="1">
<mxGeometry x="180" y="575" width="670" height="60" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-1" value="Kubernetes&lt;div&gt;&lt;br&gt;&lt;/div&gt;" style="rounded=0;whiteSpace=wrap;html=1;fillColor=#f5f5f5;fontColor=#333333;strokeColor=#666666;" parent="1" vertex="1">
<mxGeometry x="340" y="525" width="480" height="45" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-2" value="" style="whiteSpace=wrap;html=1;aspect=fixed;fillColor=#fff2cc;strokeColor=#d6b656;" parent="1" vertex="1">
<mxGeometry x="340" y="205" width="300" height="300" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-3" value="Jupyter notebook and controller" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="360" y="220" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-4" value="Chainer operator" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="360" y="260" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-5" value="Fairing" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="510" y="260" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-6" value="PyTorch operator" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="360" y="380" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-7" value="MXNet operator" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="360" y="340" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-8" value="MPI operator" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="360" y="300" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-9" value="Hyperparameter tuning (Katib)" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="510" y="220" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-10" value="XGBoost operator" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="360" y="460" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-11" value="TFJob operator" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="360" y="420" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-14" value="Metadata" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="510" y="300" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-15" value="Pipelines" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="510" y="340" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-16" value="Kubeflow UI" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="510" y="380" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-17" value="KFServing" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="510" y="420" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-18" value="TensorFlow batch prediction" style="rounded=1;whiteSpace=wrap;html=1;" parent="1" vertex="1">
<mxGeometry x="510" y="460" width="100" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-21" value="PyTorch&amp;nbsp;&lt;div&gt;Serving&lt;/div&gt;" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" parent="1" vertex="1">
<mxGeometry x="650" y="220" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-22" value="Tensorflow&lt;div&gt;Serving&lt;/div&gt;" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" parent="1" vertex="1">
<mxGeometry x="650" y="270" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-23" value="Seldon&amp;nbsp;&lt;div&gt;Core&lt;/div&gt;" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" parent="1" vertex="1">
<mxGeometry x="650" y="320" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-26" value="Istio&lt;span style=&quot;white-space: pre;&quot;&gt;&#x9;&lt;/span&gt;" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" parent="1" vertex="1">
<mxGeometry x="750" y="220" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-27" value="Argo" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" parent="1" vertex="1">
<mxGeometry x="750" y="270" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-28" value="Prometheus" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" parent="1" vertex="1">
<mxGeometry x="750" y="320" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-29" value="Spartakus" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#dae8fc;strokeColor=#6c8ebf;" parent="1" vertex="1">
<mxGeometry x="750" y="375" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-30" value="XGBoost" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="640" y="150" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-31" value="Tensorflow" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="540" y="150" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-32" value="sckit-learn" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="440" y="150" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-33" value="PyTorch" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="340" y="150" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-34" value="MXNet" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="640" y="100" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-35" value="MPI" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="540" y="100" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-36" value="Jupyter" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="440" y="100" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-37" value="Chainer&lt;span style=&quot;white-space: pre;&quot;&gt;&#x9;&lt;/span&gt;" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#ffe6cc;strokeColor=#d79b00;" parent="1" vertex="1">
<mxGeometry x="340" y="100" width="90" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-38" value="&amp;nbsp; &amp;nbsp; GCP&lt;span style=&quot;white-space: pre;&quot;&gt;&#x9;&lt;/span&gt;" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#f8cecc;strokeColor=#b85450;" parent="1" vertex="1">
<mxGeometry x="340" y="585" width="80" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-39" value="AWS" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#f8cecc;strokeColor=#b85450;" parent="1" vertex="1">
<mxGeometry x="440" y="585" width="80" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-40" value="On prem" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#f8cecc;strokeColor=#b85450;" parent="1" vertex="1">
<mxGeometry x="640" y="585" width="80" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-41" value="Azure" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#f8cecc;strokeColor=#b85450;" parent="1" vertex="1">
<mxGeometry x="540" y="585" width="80" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-42" value="Local" style="rounded=1;whiteSpace=wrap;html=1;fillColor=#f8cecc;strokeColor=#b85450;" parent="1" vertex="1">
<mxGeometry x="740" y="585" width="80" height="40" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-44" value="ML tools" style="text;strokeColor=none;align=center;fillColor=none;html=1;verticalAlign=middle;whiteSpace=wrap;rounded=0;" parent="1" vertex="1">
<mxGeometry x="190" y="130" width="60" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-46" value="Kubeflow applications and scaffolding" style="text;strokeColor=none;align=center;fillColor=none;html=1;verticalAlign=middle;whiteSpace=wrap;rounded=0;" parent="1" vertex="1">
<mxGeometry x="190" y="320" width="60" height="30" as="geometry" />
</mxCell>
<mxCell id="jwbbP82YsX8_gdvhnM6H-47" value="Platforms/clouds" style="text;strokeColor=none;align=center;fillColor=none;html=1;verticalAlign=middle;whiteSpace=wrap;rounded=0;" parent="1" vertex="1">
<mxGeometry x="200" y="590" width="60" height="30" as="geometry" />
</mxCell>
</root>
</mxGraphModel>
</diagram>
</mxfile>
Loading

0 comments on commit 5bc16ab

Please sign in to comment.