https://ax.dev/assets/js/a3e9aeca.2c140609.js

1"use strict";(self.webpackChunk=self.webpackChunk||[]).push([[7367],{1295(e,t,r){r.d(t,{z:()=>n});var i=r(96540),o=r(53259),a=r.n(o),l=(r(78478),r(74848)),s=a()({loader:function(){return r.e(1236).then(r.bind(r,91236))},loading:function(e){return e.timedOut?(0,l.jsx)("blockquote",{children:"Error: Loading Plotly timed out."}):(0,l.jsx)("div",{children:"loading..."})},timeout:1e4}),n=i.memo(function(e){var t=e.data;return(0,l.jsx)("div",{className:"plotly-figure",style:{"overflow-x":"auto"},children:(0,l.jsx)(s,{data:t.data,layout:t.layout})})})},6431(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"showscale":false,"type":"contour","x":{"bdata":"Ooww4o55RT70hWakA3pXPun3mhJdIVs+4CuBGbtVgT7pAtzvb/y7Pn034D5El/Y+sy17OcsY9z4tQxzr4jYaP7ENqaXY5iQ/DTrFKVw8Mj/l1B4SuF5HP/yp8dJNYlA/BTvtBMZwbT+5TO0x7jeNP5OtzyzxyZ0/+j/WxNLDpz8qyDKY+S7jP6/Wz8l1+B5Aa50Gg2q4Q0AAAAAAAABZQA==","dtype":"f8"},"y":{"bdata":"Ooww4o55RT6+iY1Ek1FWPnH3+n4pSHE+mupHE7PIdD4XWZCYDp+EPkJB+SfAmYg+HN/eKUrgiz6mb+h/A+ySPkY6y86HHaQ+g7+syac0rD7Mi7cwhimuPrbcNTned9M+JkZHQpAh5z6/gFsHz5ztPl+/6fiI1wI/LUMc6+I2Gj9sJkN+PAAePyT+ENBb/yA/Iyc2Z2//MT8NOsUpXDwyP67jmLmvDzY/p29V+LsvSz9PKx9RLaZhP/BpQtlUkIw/vQgmUtMUkT/8s55iJojAPwAAAAAAAPA/","dtype":"f8"},"z":{"bdata":"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","dtype":"f8","shape":"27, 20"}},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled","showlegend":false,"type":"scatter","x":[0.0001,0.001,0.029090660438595938,0.000022026873550724194,39.44075048277849,0.0007131956847305192,0.00015946764581729675,2.186430438924533e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,2.5267085457544597e-8,0.0142668351160523],"y":[1e-8,0.0001,0.013947165374976728,2.8195870519094656e-7,0.00027462453655201414,0.000011029771550238767,0.0003366283432089623,0.0001296805931207827,1e-8,0.0008296649763610456,1,8.405949246444728e-7,2.0769336555952117e-7,1.8328866601076222e-7,6.438003174576726e-8,8.989037225095176e-7,0.00001412035656350762,2.0785865726007548e-8,1.536407803487891e-7,0.00011444443913712917,1]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,2],"title":{"text":"alpha"},"type":"log"},"yaxis":{"range":[-8,0],"title":{"text":"eta0"},"type":"log"}}}')},7877(e,t,r){r.d(t,{A:()=>a});r(96540);var i=r(29068),o=r(74848);const a=function(e){return(0,o.jsx)(i.A,{language:"python",title:"Output:",children:e.children})}},8891(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"error_x":{"array":{"bdata":"0NGHqpeaoD92Sqd40oagP6sgS9kg7KA/6lZ0Csq6oT+eKBFMD7uhP7xFbFazXaA/2MewZZSjoD+ZWzu3/aagP7cAGetMOaE/u4xExyXSoD9g9r2qrlmhPw==","dtype":"f8"},"color":"rgba(99, 110, 250, 0.5)","type":"data"},"error_y":{"array":{"bdata":"e6PiMeY5kD+H5NEFcSaQP1ePGXBdOpA/c24yhtQfkD/WBCsLXzqQPxybwD5cOpA/zWeHTeY5kD8e/HF2UjqQP2G7lsVXOpA/dZmq1VU6kD+JqYc/oy+QPw==","dtype":"f8"},"color":"rgba(99, 110, 250, 0.5)","type":"data"},"hoverinfo":"text","marker":{"color":"rgba(99, 110, 250, 1)","line":{"color":"red","width":{"bdata":"AAAAAAAAAAAAAAA=","dtype":"i1"}}},"mode":"markers","name":"COMPLETED","text":["Trial: 0<br />Arm: baseline<br />Status: COMPLETED<br />Generation Node: unknown_gen_node<br />score: 0.86538\xb10.03243<br />training_time: 0.03591\xb10.01585<br />","Trial: 1<br />Arm: 1_0<br />Status: COMPLETED<br />Generation Node: CenterOfSearchSpace<br />score: 0.91423\xb10.03228<br />training_time: 0.07976\xb10.01577<br />","Trial: 2<br />Arm: 2_0<br />Status: COMPLETED<br />Generation Node: Sobol<br />score: 0.84728\xb10.03305<br />training_time: 0.27939\xb10.01585<br />","Trial: 3<br />Arm: 3_0<br />Status: COMPLETED<br />Generation Node: Sobol<br />score: 0.48360\xb10.03463<br />training_time: 0.08188\xb10.01575<br />","Trial: 4<br />Arm: 4_0<br />Status: COMPLETED<br />Generation Node: Sobol<br />score: 0.07398\xb10.03463<br />training_time: 0.04183\xb10.01585<br />","Trial: 5<br />Arm: 5_0<br />Status: COMPLETED<br />Generation Node: MBM<br />score: 0.86367\xb10.03196<br />training_time: 0.26648\xb10.01585<br />","Trial: 6<br />Arm: 6_0<br />Status: COMPLETED<br />Generation Node: MBM<br />score: 0.89695\xb10.03250<br />training_time: 0.13484\xb10.01585<br />","Trial: 7<br />Arm: 7_0<br />Status: COMPLETED<br />Generation Node: MBM<br />score: 0.91010\xb10.03252<br />training_time: 0.10580\xb10.01585<br />","Trial: 10<br />Arm: 10_0<br />Status: COMPLETED<br />Generation Node: MBM<br />score: 0.88710\xb10.03364<br />training_time: 0.03982\xb10.01585<br />","Trial: 17<br />Arm: 17_0<br />Status: COMPLETED<br />Generation Node: MBM<br />score: 0.92471\xb10.03285<br />training_time: 0.27169\xb10.01585<br />","Trial: 19<br />Arm: 19_0<br />Status: COMPLETED<br />Generation Node: MBM<br />score: 0.92744\xb10.03389<br />training_time: 0.04616\xb10.01581<br />"],"type":"scatter","x":{"bdata":"Tu5NNTqx6z/9vtPhX0HtP69N+3/mHOs/l3PTPEnz3j8ox7PHivCyPyI8bj4yo+s/KER648mz7D8Tw2tdjR/tPyR9zfsfY+w/DnSvqi+X7T8a8bf4la3tPw==","dtype":"f8"},"y":{"bdata":"CBaRg7Jioj/qb2+6amu0P0rZWLiG4dE/hfyGYF32tD8yogP7p2qlP5SOUgYCDtE/2p3Jwo5CwT8yd2rh5BW7Pzyg3kfuY6Q/IOmHxWRj0T+W4GrjQaKnPw==","dtype":"f8"}},{"error_x":{"array":{"bdata":"YbXTk4n5qT+b3C40bnynP5uBGDCZhbE/P0pTDj

171sj+cMJ5LYdOxP10VBiCB27E/eQpwQMomsj+V5JFXe4KxP8xvHdYlkqY/Lt631krnsT8=","dtype":"f8"},"color":"rgba(25, 211, 243, 0.5)","type":"data"},"error_y":{"array":{"bdata":"SScy43rdtj+9iqHn5wazP2i1VpOC3bg/9GehB+xbxD+AChaL8kS5P5vGTSA2Ubk/0KkIwgzKuT/k0DZiJ9q4P56E0wnhu7A/1wu6A1VjuT8=","dtype":"f8"},"color":"rgba(25, 211, 243, 0.5)","type":"data"},"hoverinfo":"text","marker":{"color":"rgba(25, 211, 243, 1)","line":{"color":"red","width":{"bdata":"AAAAAAAAAAAAAA==","dtype":"i1"}}},"mode":"markers","name":"EARLY_STOPPED","text":["Trial: 8<br />Arm: 8_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.92745\xb10.05073<br />training_time: 0.05656\xb10.08932<br />","Trial: 9<br />Arm: 9_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.92692\xb10.04587<br />training_time: 0.05317\xb10.07432<br />","Trial: 11<br />Arm: 11_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.93653\xb10.06844<br />training_time: 0.06589\xb10.09713<br />","Trial: 12<br />Arm: 12_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.93455\xb10.07405<br />training_time: 0.21257\xb10.15906<br />","Trial: 13<br />Arm: 13_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.93624\xb10.06963<br />training_time: 0.06552\xb10.09871<br />","Trial: 14<br />Arm: 14_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.93621\xb10.06976<br />training_time: 0.06550\xb10.09890<br />","Trial: 15<br />Arm: 15_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.93591\xb10.07090<br />training_time: 0.06544\xb10.10074<br />","Trial: 16<br />Arm: 16_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.93654\xb10.06840<br />training_time: 0.06591\xb10.09708<br />","Trial: 18<br />Arm: 18_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.92711\xb10.04408<br />training_time: 0.05187\xb10.06537<br />","Trial: 20<br />Arm: 20_0<br />Status: EARLY_STOPPED<br />Generation Node: MBM<br />score: 0.93617\xb10.06994<br />training_time: 0.06548\xb10.09917<br />"],"type":"scatter","x":{"bdata":"OMXgd7Ot7T+hT+1lSqntP/lBaOkK+O0/fyQee8vn7T+wp15XsfXtP1AZVPNv9e0/EOY/CQLz7T8LOtHGIfjtPz65bu/mqu0/51SeaBD17T8=","dtype":"f8"},"y":{"bdata":"irXrgfP0rD/uj/n8TTmrP9is/bTv3bA/38Q7yZQ1yz9UI20OucWwP24NuyWIxLA/UHGfFt7AsD8vvnz8mN+wP+7YtDljjqo/nU5Kuh/DsD8=","dtype":"f8"}}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"title":{"text":"score"}},"yaxis":{"title":{"text":"training_time"}}}}')},13306(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"line":{"color":"#636EFA"},"mode":"lines","name":"score","showlegend":false,"type":"scatter","x":[5,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,93,95,100,105,110,115,120,125,130,135,140,143,145,150,155,156,160,165,170,175,180,185,190,191,195,200,205,210,215,220,225,230,235,240,245,250,252,255,258,260,264,265,270,275,280,285,290,295,300,305,310,314,315,320,325,330,335,340,345,350,355,360,365,370,375,380,381,385,390,395,400,405,410,415,420,423,425,429,430,435,440,441,445,450,455,460,465,470,475,480,485,490,495,500],"y":[0.8747555414752997,0.8751102882139931,0.8754621074139701,0.875810991148676,0.8761569315547575,0.8764999208323566,0.8768399512454081,0.8771770151219257,0.8775111048542938,0.8778422128995513,0.8781703317796776,0.8784954540818717,0.8788175724588337,0.8791366796290395,0.8794527683770169,0.8797658315536155,0.8800758620762784,0.8803828529293074,0.8805655855062936,0.8806867971641285,0.8809876878995538,0.8812855183220417,0.8815802816859526,0.8818719713138049,0.882160580596527,0.882446102993706,

10.8827285320338354,0.8830078613145598,0.8832840845029158,0.883448324883143,0.8835571953355722,0.8838271876190664,0.8840940552300383,0.8841470532576231,0.8843577921154622,0.8846183922928748,0.8848758498506025,0.8851301589479841,0.8853813138155918,0.8856293087554497,0.8858741381412483,0.8859227236618636,0.8861157964185584,0.8863542781050396,0.8865895777906504,0.8868216901378494,0.8870506098817994,0.8872763318305649,0.8874988508653093,0.887718161940489,0.8879342600840423,0.8881471403975789,0.8883567980565631,0.8885632283104984,0.8886448956886744,0.888766426483105,0.8888867920701472,0.8889663879724977,0.8891240237072303,0.8891631082513586,0.8893565828671075,0.8895468074420716,0.8897337776736495,0.8899174893344735,0.8900979382725684,0.8902751204115094,0.8904490317505733,0.8906196683648915,0.8907870264055961,0.8909185497273264,0.8909511020999644,0.8911118917515627,0.891269391740382,0.8914235985229757,0.8915745086325935,0.8917221186793083,0.8918664253501457,0.8920074254092074,0.8921451156977904,0.8922794931345077,0.892410554715401,0.8925382975140534,0.892662718681699,0.8927838154473268,0.8928076356338414,0.892901585117786,0.8930160250778835,0.8931271327904828,0.8932349057965961,0.8933393417154754,0.8934404382447001,0.8935381931602626,0.8936326043166475,0.8936876451429543,0.8937236696469124,0.8937941115775387,0.8938113871627617,0.8938957549546196,0.8939767711916988,0.8939925720969826,0.8940544341220675,0.8941287420727111,0.8941996934495928,0.8942672867377113,0.894331520501153,0.8943923933831434,0.8944499041060949,0.894504051471651,0.8945548343607266,0.8946022517335488,0.8946463026296892,0.8946869861680975]},{"fill":"toself","fillcolor":"rgba(99, 110, 250, 0.5)","hoverinfo":"skip","line":{"color":"rgba(255,255,255,0)"},"showlegend":false,"type":"scatter","x":[5,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,93,95,100,105,110,115,120,125,130,135,140,143,145,150,155,156,160,165,170,175,180,185,190,191,195,200,205,210,215,220,225,230,235,240,245,250,252,255,258,260,264,265,270,275,280,285,290,295,300,305,310,314,315,320,325,330,335,340,345,350,355,360,365,370,375,380,381,385,390,395,400,405,410,415,420,423,425,429,430,435,440,441,445,450,455,460,465,470,475,480,485,490,495,500,500,495,490,485,480,475,470,465,460,455,450,445,441,440,435,430,429,425,423,420,415,410,405,400,395,390,385,381,380,375,370,365,360,355,350,345,340,335,330,325,320,315,314,310,305,300,295,290,285,280,275,270,265,264,260,258,255,252,250,245,240,235,230,225,220,215,210,205,200,195,191,190,185,180,175,170,165,160,156,155,150,145,143,140,135,130,125,120,115,110,105,100,95,93,90,85,80,75,70,65,60,55,50,45,40,35,30,25,20,15,10,5],"y":[0.9551570117363393,0.954902142714178,0.9546514028800115,0.9544049403259528,0.9541629060252793,0.9539254537943616,0.9536927402454539,0.9534649247297097,0.9532421692698411,0.9530246384818056,0.9528124994849044,0.9526059217996846,0.9524050772330805,0.9522101397501712,0.9520212853320608,0.9518386918193183,0.9516625387405234,0.9514930071254813,0.9513945422601376,0.9513302793027408,0.9511745386810941,0.9510259695148479,0.9508847566527087,0.9507510852702485,0.9506251405859945,0.9505071075613429,0.950397170584574,0.950295513139436,0.9502023174588502,0.9501505369142396,0.950117764164507,0.950042031893215,0.9499752969110691,0.9499630449104716,0.9499177327166833,0.9498695096348233,0.9498307944020599,0.9498017497460935,0.9497825339606899,0.9497733004781932,0.9497741974418308,0.9497756051271438,0.9497853672800511,0.9498069462853128,0.949839064199798,0.9498818438106116,0.9499354005570051,0.9499998421522922,0.9500752682230014,0.9501617699678243,0.9502594298388133,0.9503683212472391,0.9504885082962939,0.9506200455427394,0.9506758488643514,0.9507629777893747,0.9508542216624517,0.9509173399099657,0.9510490761249362,0.951083156708083,0.9512604428109828,0.9514492025994197,0.9516494301739771,0.9518611093581936,0.9520842137384875,0.9523187067405299,0.9525645417414664,0.9528216622170618,0.953090001922587,0.9533127009405502,0.9533694851059915,0.953660026751673,0.9539615328529535,0.9542739007111429,0.9545970192589641,0.9549307694059431,0.9552750244032634,0.955629650225564,0.9559945059670466,0.9563694442493261,0.9567543116383967,0.9571489490682037,0.9575531922683259,0.9579668721933843,0.95805072539861

176,0.9583898154519165,0.9588218447325406,0.959262779225424,0.9597124350371808,0.9601706255974951,0.9606371620559413,0.9611118536676138,0.9615945081663932,0.961887842623491,0.9620849321247746,0.9624827347897453,0.9625829312993938,0.9630883109615638,0.9636008762122038,0.9637042343876412,0.9641204322807876,0.9646467848079827,0.9651797401118489,0.965719105437538,0.9662646891905476,0.9668163011537025,0.9673737526880855,0.9679368569182482,0.9685054289020811,0.9690792857857788,0.9696582469443834,0.9702421341084415,0.8191318382277535,0.8196343583149951,0.8201252176813187,0.820604239819372,0.8210712460250539,0.8215260555241044,0.8219684856125842,0.8223983518117585,0.8228154680378845,0.8232196467873367,0.8236106993374395,0.8239884359633475,0.824280909806324,0.8243526661711938,0.8247031989476754,0.8250398430261295,0.8251054883653322,0.8253624071690502,0.8254874476624176,0.8256707004669017,0.8259645326529115,0.8262437144334589,0.8265080578334556,0.8267573765560114,0.8269914863555416,0.8272102054232263,0.8274133547836554,0.8275645458690651,0.8276007587012693,0.8277722450950721,0.8279276459599032,0.8280667977924052,0.8281895420196893,0.8282957254285342,0.8283852005928508,0.828457826297028,0.8285134679526734,0.8285519980062228,0.8285732963348085,0.8285772506278105,0.8285637567514523,0.8285327190939373,0.8285243985141026,0.8284840508886053,0.8284176745127212,0.8283335217596802,0.8282315340824888,0.8281116628066494,0.8279738693107533,0.8278181251733219,0.8276444122847235,0.8274527229232322,0.8272430597946342,0.8271989712895245,0.8270154360350297,0.8269193624778427,0.8267698751768353,0.8266139425129975,0.8265064110782574,0.8262250878168322,0.8259259595479187,0.8256090903292713,0.8252745539131537,0.8249224335076173,0.8245528215088376,0.8241658192065937,0.8237615364650872,0.8233400913815028,0.8229016099247665,0.8224462255570657,0.8220698421965835,0.8219740788406658,0.8214853170327061,0.8209800936704937,0.8204585681498746,0.8199209052991452,0.8193672749509262,0.818797851514241,0.8183310616047746,0.8182128135490074,0.8176123433449178,0.8169966265066374,0.8167461128520463,0.8163658515469815,0.8157202094896835,0.8150598934830968,0.814385098426069,0.8136960206070596,0.8129928573573613,0.8122758067191965,0.8115450671292356,0.8108008371180135,0.8100433150255161,0.8097366287524496,0.8092726987331335,0.8084891854120334,0.8076929712879127,0.8068842514219731,0.8060632195079078,0.8052300676845869,0.8043849863640588,0.8035281640744508,0.802659787317297,0.8017800404387466,0.8008891055141417,0.7999871622453624,0.7990743878703517,0.7981509570842357,0.7972170419713992,0.7962728119479288,0.7953184337138082,0.79435407121426]},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled batch_size","showlegend":false,"type":"scatter","x":[93,143,156,191,252,258,264,314,381,423,429,441,500],"y":[0.8805655855062936,0.883448324883143,0.8841470532576231,0.8859227236618636,0.8886448956886744,0.8888867920701472,0.8891240237072303,0.8909185497273264,0.8928076356338414,0.8936876451429543,0.8937941115775387,0.8939925720969826,0.8946869861680975]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[5,500],"title":{"text":"batch_size"}},"yaxis":{"title":{"text":"score"}}}}')},22243(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"customdata":[["learning_rate_OH_PARAM__3"],["penalty_OH_PARAM__2"],["loss_OH_PARAM__1"],["learning_rate_OH_PARAM__3 & batch_size"],["learning_rate_OH_PARAM__3 & eta0"]],"hovertemplate":"direction=Decreases score<br>importance=%{x}<br>truncated_parameter_name=%{y}<br>parameter_name=%{customdata[0]}<extra></extra>","legendgroup":"Decreases score","marker":{"color":"#FFA15A","pattern":{"shape":""}},"name":"Decreases score","orientation":"h","showlegend":true,"textposition":"auto","type":"bar","x":{"bdata":"etxafrB50D/jqgJIJxzPP2FlN/NARsw/ldh1kDFjtT8vaFkzcWC1Pw==","dtype":"f8"},"xaxis":"x","y":["learning_rate_OH_...","penalty_OH_PARAM__2","loss_OH_PARAM__1","learnin... & batch_size","learnin... & eta0"],"yaxis":"y"}],"layout":{"barmode":"relative","legend":{"title":{"text":"direction"},"tracegroupgap":0},"margin":{"t":60},"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"anchor":"y","domain":[0,1],"title":{"text":"importance"}},"yaxis":{"anchor":"x","categoryorder":"total ascending","domain":[0,1],"title":{"text":"truncated_parameter_name"}}}}')},28453(e,t,r){r.d(t,{R:()=>l,x:()=>s});var i=r(96540);const o={},a=i.createContext(o);function l(e){const t=i.useContext(a);return i.useMemo(function(){return"function"==typeof e?e(t):{...t,...e}},[t,e])}function s(e){let t;return t=e.disableParentContext?"function"==typeof e.components?e.components(o):e.components||o:l(e.components),i.createElement(a.Provider,{value:t},e.children)}},30132(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"showscale":false,"type":"contour","x":{"bdata":"Ooww4o55RT6+iY1Ek1FWPnH3+n4pSHE+mupHE7PIdD4XWZCYDp+EPkJB+SfAmYg+HN/eKUrgiz6mb+h/A+ySPkY6y86HHaQ+g7+syac0rD7Mi7cwhimuPrbcNTned9M+JkZHQpAh5z6/gFsHz5ztPl+/6fiI1wI/LUMc6+I2Gj9sJkN+PAAePyT+ENBb/yA/Iyc2Z2//MT8NOsUpXDwyP67jmLmvDzY/p29V+LsvSz9PKx9RLaZhP/BpQtlUkIw/vQgmUtMUkT/8s55iJojAPwAAAAAAAPA/","dtype":"f8"},"y":{"bdata":"AAAAAAAAFEAAAAAAAABOQAAAAAAAQFdAAAAAAADAXEAAAAAAAOBhQAAAAAAAgGNAAAAAAABAZUAAAAAAAOBnQAAAAAAAIGxAAAAAAACAb0AAAAAAACBwQAAAAAAAgHBAAAAAAACAcUAAAAAAAKBzQAAAAAAA8HRAAAAAAADQd0AAAAAAAGB4QAAAAAAAcHpAAAAAAADQekAAAAAAAJB7QAAAAAAA0HtAAAAAAABAf0A=","dtype":"f8"},"z":{"bdata":"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","dtype":"f8","shape":"22, 27"}},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled","showlegend":false,"type":"scatter","x":[1e-8,1e-8,0.0001,0.013947165374976728,2.8195870519094656e-7,0.00027462453655201414,0.000011029771550238767,0.0003366283432089623,0.0001296805931207827,0.0008296649763610456,0.00011444443913712917,1,1,8.405949246444728e-7,2.0769336555952117e-7,1.8328866601076222e-7,6.438003174576726e-8,8.989037225095176e-7,0.00001412035656350762,2.0785865726007548e-8,1.536407803487891e-7,1],"y":[143,500,252,93,264,441,156,258,314,423,429,500,191,500,500,500,500,500,381,500,500,500]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,0],"title":{"text":"eta0"},"type":"log"},"yaxis":{"range":[5,500],"title":{"text":"batch_size"}}}}')},32145(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"line":{"color":"#636EFA"},"mode":"lines","name":"training_time","showlegend":false,"type":"scatter","x":[5,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,93,95,100,105,110,115,120,125,130,135,140,143,145,150,155,156,160,165,170,175,180,185,190,191,195,200,205,210,215,220,225,230,235,240,245,250,252,255,258,260,264,265,270,275,280,285,290,295,300,305,310,314,315,320,325,330,335,340,345,350,355,360,365,370,375,380,381,385,390,395,400,405,410,415,420,423,425,429,430,435,440,441,445,450,455,460,465,470,475,480,485,490,495,500,500],"y":[0.10879848227782415,0.10858550800173247,0.10837322966419888,0.10816168734960399,0.10795092126183034,0.1077409717119726,0.1075318791059128,0.10732368393176528,0.10711642674719693,0.10691014816662779,0.10670488884831779,0.10650068948134465,0.10629759077247908,0.10609563343296272,0.1058948581651948,0.10569530564933323,0.10549701652981655,0.10530003140181228,0.10518248310538886,0.1051043907975984,0.10491013517288368,0.10471730489307389,0.1045259402194893,0.10433608129554116,0.10414776813287246,0.10396104059747062,0.10377593839575804,0.10359250106066753,0.10341076793770934,0.10330256237851931,0.10323077817103649,0.10305257068951537,0.10287618419280847,0.10284112880025703,0.1027016571374757,0.10252902772310213,0.10235833387845814,0.10218961324769954,0.1020229031766145,0.10185824069892413,0.1016956625226438,0.10166340021012951,0.10153520501651232,0.10137690419649574,0.10122079571237289,0.10106691483440952,0.1009152964401281,0.10076597500118006,0.10061898457032763,0.10047435876854155,0.10033213077222236,0.10019233330055106,0.10005499860297686,0.09992015844684765,0.09986692787804448,0.0997878441051909,0.09970968071149063,0.09965808634465055,0.09955614121923523,0.09953091541358729,0.09940636103034789,0.09928445237171038,0.0991652180615114,0.09904868615946152,0.09893488415015506,0.0988238389322802,0.09871557680803533,0.09861012347275763,0.09850750400476917,0.09842746526746612,0.0984077428554467,0.09831086383952031,0.09821689012560621,0.09812584422697929,0.09803774799259032,0.09795262259833279,0.09787048853856449,0.09779136561788827,0.09771527294319698,0.09764222891598662,0.09757225122494247,0.097505356838802,0.09744156199949884,0.0973808822155916,0.09736912137820737,0.09732333225598115,0.09726892614392027,0.09721767715131863,0.09716959779334654,0.09712469982334077,0.09708299422801481,0.09704449122297695,0.09700920024855807,0.09698957107418096,0.09697712996595206,0.09695379795871474,0.09694828825367091,0.09692268220431635,0.09690031812167008,0.09689623484019001,0.09688120151810414,0.09686533711231313,0.0968527288273692,0.09684337978910133,0.09683729232479972,0.09683446796224572,0.09683490742906847,0.09683861065242809,0.09684557675902593,0.0968558040754418,0.09686929012879791,0.09688603164774931,0.09688603164774931]},{"fill":"toself","fillcolor":"rgba(99, 110, 250, 0.5)","hoverinfo":"skip","line":{"color":"rgba(255,255,255,0)"},"showlegend":false,"type":"scatter","x":[5,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,93,95,100,105,110,

1115,120,125,130,135,140,143,145,150,155,156,160,165,170,175,180,185,190,191,195,200,205,210,215,220,225,230,235,240,245,250,252,255,258,260,264,265,270,275,280,285,290,295,300,305,310,314,315,320,325,330,335,340,345,350,355,360,365,370,375,380,381,385,390,395,400,405,410,415,420,423,425,429,430,435,440,441,445,450,455,460,465,470,475,480,485,490,495,500,500,500,500,495,490,485,480,475,470,465,460,455,450,445,441,440,435,430,429,425,423,420,415,410,405,400,395,390,385,381,380,375,370,365,360,355,350,345,340,335,330,325,320,315,314,310,305,300,295,290,285,280,275,270,265,264,260,258,255,252,250,245,240,235,230,225,220,215,210,205,200,195,191,190,185,180,175,170,165,160,156,155,150,145,143,140,135,130,125,120,115,110,105,100,95,93,90,85,80,75,70,65,60,55,50,45,40,35,30,25,20,15,10,5],"y":[0.22844164338137546,0.22749193015576602,0.22654966566587592,0.22561533495735653,0.22468942916779394,0.22377244517598274,0.22286488521690972,0.22196725646099366,0.22108007055620157,0.22020384313176244,0.21933909326232132,0.21848634289152652,0.21764611621421978,0.21681893901660354,0.21600533797399402,0.2152058399060383,0.2144209709895656,0.21365125592957374,0.2131969181721582,0.2128972170892089,0.21215937357998133,0.21143824031387454,0.2107343270194384,0.21004813722441773,0.20938016720793384,0.20873090492572355,0.20810082891242268,0.20749040716536632,0.20690009601485004,0.20655574748428368,0.20633033898625042,0.2057815656598309,0.20525419053444913,0.20515131864096628,0.20474861190172533,0.2042652107375269,0.20380434961784416,0.2033663716662956,0.20295159954057257,0.20256033446512894,0.20219285531732062,0.20212223671606372,0.20184941777401053,0.20153025352536924,0.20123556956221603,0.20096554754277962,0.20072034324418858,0.20050008610336506,0.20030487885127513,0.20013479724371236,0.19998988989095864,0.1998701781877973,0.19977565634445954,0.1997062915181813,0.19968557708183227,0.1996620240441484,0.1996474755369442,0.19964276776372772,0.19964529624364996,0.1996484104470393,0.19967881430612228,0.19973381659421396,0.1998132302859888,0.19991684483301797,0.2000444269882082,0.2001957216925639,0.20037045301730522,0.20056832515414816,0.20078902344643035,0.2009817940819958,0.20103221545372835,0.20129755204266525,0.201584668496742,0.20189318563823044,0.20222271095544458,0.2025728397290359,0.20294315615133923,0.20333323443321763,0.20374263989330477,0.20417093002501502,0.2046176555371777,0.20508236136464197,0.2055645876456884,0.2060638706635619,0.20616573305082375,0.2065797437499074,0.20711173814833847,0.2076593838367901,0.20822221030770877,0.2087997473055006,0.20939152552099993,0.2099970772430294,0.21061593696740002,0.21099344801596404,0.21124764196394807,0.2117619456965423,0.2118917328024204,0.21254775383820707,0.21321525365907812,0.21335009167562358,0.21389378549421512,0.21458290758693066,0.21528218353255718,0.21599118258304506,0.2167094799198547,0.21743665689675157,0.21817230125412418,0.21891600730644048,0.2196673761044421,0.220426015573652,0.22119154063073232,0.22196357327919333,0.2219635732791934,-0.028191509983694768,-0.028191509983694713,-0.027452960373136492,-0.026714407422768413,-0.02597622258639025,-0.0252387860015843,-0.024502486395987247,-0.02376772097226014,-0.023034895270255262,-0.02230442300484238,-0.02157672587781878,-0.02085223336230442,-0.020131382458006844,-0.019557621995243565,-0.01941461741573798,-0.018702389429574362,-0.017995156295078585,-0.01785434977911282,-0.017293382032043933,-0.017014305867602095,-0.01659753647028389,-0.015908094797075514,-0.015225537064970332,-0.014550347658819088,-0.013883014721015677,-0.013224029534152845,-0.01257388586049793,-0.011933079237945093,-0.01142749029440901,-0.01130210623237872,-0.010681463646690731,-0.010071647687037957,-0.009473153087292768,-0.008886472193041797,-0.008312094006910797,-0.007750503197441083,-0.007202179074210252,-0.0066675945323702995,-0.006147214970263951,-0.005641497184271857,-0.005150888245529589,-0.004675824363624612,-0.004216729742834935,-0.004126863547063528,-0.003774015436892028,-0.003348078208632893,-0.002939299401234552,-0.002548043828003485,-0.0021746586878980956,-0.001819472514094908,-0.0014827941629659835,-0.0011649118507932182,-0.0008660922454264974,-0.000586579619864705,-0.0005330138051794914,-0.0003265950744266166,-0.00022811411396295167,-0.00008633583376659038,0.000048278674256704845,0.00013402537551399085,0.0003343408614941701,0.0005144884133048561,0.0006743716534860777,0.0008139202933707401,0.0009330902893801285,0.001031863898995053,0.0011102496360676228,0.0011682821260394355,0.0012060218625297436,0.0012235548676222535,0.0012209922590141198,0.001204563704195305,0.001198469727966972,0.0011561469327193014,0.0010942068126564425,0.0010128548291034878,0.0009123181390721102,0.0007928447086773538,0.0006547023732260543,0.0005309389595477831,0.0004981778511678192,0.0003235757191998312,0.00013121735582254102,0.00004937727275493298,-0.00007856013943136064,-0.00030540504403125945,-0.0005489521209066095,-0.000808823730782296,-0.0010846309421889

1133,-0.001375974633335414,-0.0016824465804597954,-0.0020036305277267713,-0.0023391032342139767,-0.002688435494012084,-0.0028319519613804744,-0.0030511931259491754,-0.003426937929932511,-0.003815228607371865,-0.0042156216436044225,-0.004627672150678094,-0.005050934669261625,-0.005484963928837211,-0.005929315565685725,-0.0063835467985068756,-0.006847217061807714,-0.007319888597463103,-0.0078011270050841325,-0.008290501752037549,-0.008787586644133275,-0.00929196025814856,-0.00980320633747818,-0.010320914152301075,-0.010844678825727136]},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled batch_size","showlegend":false,"type":"scatter","x":[93,143,156,191,252,258,264,314,381,423,429,441,500,500],"y":[0.10518248310538886,0.10330256237851931,0.10284112880025703,0.10166340021012951,0.09986692787804448,0.09970968071149063,0.09955614121923523,0.09842746526746612,0.09736912137820737,0.09698957107418096,0.09695379795871474,0.09689623484019001,0.09688603164774931,0.09688603164774931]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[5,500],"title":{"text":"batch_size"}},"yaxis":{"title":{"text":"training_time"}}}}')},38987(e,t,r){r.d(t,{A:()=>l});r(96540);var i=r(28774),o=r(35088),a=r(74848);const l=function(e){var t=e.githubUrl,r=e.colabUrl;return(0,a.jsxs)("div",{className:"margin-top--sm margin-bottom--lg",children:[(0,a.jsxs)(i.A,{to:t,className:"button button--outline button--primary margin-right--xs",children:["Open in GitHub",(0,a.jsx)(o.A,{})]}),(0,a.jsxs)(i.A,{to:r,className:"button button--outline button--primary margin--xs",children:["Run in Google Colab",(0,a.jsx)(o.A,{})]})]})}},51550(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"showscale":false,"type":"contour","x":{"bdata":"Ooww4o55RT70hWakA3pXPun3mhJdIVs+4CuBGbtVgT7pAtzvb/y7Pn034D5El/Y+sy17OcsY9z4tQxzr4jYaP7ENqaXY5iQ/DTrFKVw8Mj/l1B4SuF5HP/yp8dJNYlA/BTvtBMZwbT+5TO0x7jeNP5OtzyzxyZ0/+j/WxNLDpz8qyDKY+S7jP6/Wz8l1+B5Aa50Gg2q4Q0AAAAAAAABZQA==","dtype":"f8"},"y":{"bdata":"Ooww4o55RT6+iY1Ek1FWPnH3+n4pSHE+mupHE7PIdD4XWZCYDp+EPkJB+SfAmYg+HN/eKUrgiz6mb+h/A+ySPkY6y86HHaQ+g7+syac0rD7Mi7cwhimuPrbcNTned9M+JkZHQpAh5z6/gFsHz5ztPl+/6fiI1wI/LUMc6+I2Gj9sJkN+PAAePyT+ENBb/yA/Iyc2Z2//MT8NOsUpXDwyP67jmLmvDzY/p29V+LsvSz9PKx9RLaZhP/BpQtlUkIw/vQgmUtMUkT/8s55iJojAPwAAAAAAAPA/","dtype":"f8"},"z":{"bdata":"5P9gfgygsj/C0m0qw5uyPwpnNdZlm7I/hFh00Ymgsj8kklVmjMqyP5Iqz2TEHLM/TDQN6qUdsz8wFtQWamCzPyEO/f2Rd7M/M9D9fbiUsz+Ly0wqrcmzP4iG61zJ3bM/2mrJkeUutD96uWAOqo60Pxp7G5lNw7Q/wuAyXermtD8YgVs8vLe1P+jtaozhm7Y/+oOsgYc0tz/JcJIEro23P+3NL2EFk7I/3FpdFoiOsj8ev1lsIY6yP/6DNV7ikrI//DL

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","dtype":"f8","shape":"27, 20"}},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled","showlegend":false,"type":"scatter","x":[0.0001,0.001,0.029090660438595938,0.000022026873550724194,39.44075048277849,0.0007131956847305192,0.00015946764581729675,2.186430438924533e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,1e-8,2.5267085457544597e-8,0.0142668351160523],"y":[1e-8,0.0001,0.013947165374976728,2.8195870519094656e-7,0.00027462453655201414,0.000011029771550238767,0.0003366283432089623,0.0001296805931207827,1e-8,0.0008296649763610456,1,8.405949246444728e-7,2.0769336555952117e-7,1.8328866601076222e-7,6.438003174576726e-8,8.989037225095176e-7,0.00001412035656350762,2.0785865726007548e-8,1.536407803487891e-7,0.00011444443913712917,1]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,2],"title":{"text":"alpha"},"type":"log"},"yaxis":{"range":[-8,0],"title":{"text":"eta0"},"type":"log"}}}')},51784(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"error_x":{"array":{"bdata":"AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fw==","dtype":"f8"},"color":"rgba(99, 110, 250, 0.5)","type":"data","visible":true},"error_y":{"array":{"bdata":"829JAF2ztz+oSg+DRBXEP1GtFr2ngcE/7Cc3wiPbtz/9wZViwE23P06BAIsau7s/HjY8cYq64D+Yz6Fth4HgP0gbAr0QfbY/mKN0cEEWuj/AkTHlnAG1Pw==","dtype":"f8"},"color":"rgba(99, 110, 250, 0.5)","type":"data","visible":true},"hoverlabel":{"bgcolor":"rgba(99, 110, 250, 0.5)","font":{"color":"black"}},"hovertemplate":"<b>Arm Name: %{text}</b><br>Predicted: %{y}<br>Observed: %{x}<br><extra></extra>","marker":{"color":"rgba(99, 110, 250, 1)"},"mode":"markers","text":["6_0","19_0","10_0","7_0","baseline","2_0","4_0","3_0","1_0","17_0","5_0"],"type":"scatter","x":{"bdata":"zczMzMzM7D8GW7AFW7DtP7AFW7AFW+w/6ZM+6ZM+7T9Q+qRP+qTrP1uwBVuwBes/0id90id9sj/v7u7u7u7eP+mTPumTPu0/mpmZmZmZ7T9Q+qRP+qTrPw==","dtype":"f8"},"y":{"bdata":"qkdoodAB7D9JGbYN+3TtP9uyIpH04Ow/O3HbDuE/7D842rUyfwXsP6uJatID/+s//2GPpe9M3j+qoAmCXVrhP7pyWL9KU+0/FA+9oGCC7T8LD8rpPJnrPw==","dtype":"f8"}}],"layout":{"shapes":[{"line":{"color":"gray","dash":"dot"},"type":"line","x0":-0.04927595918011122,"x1":1.078506333222115,"y0":-0.04927595918011122,"y1":1.078506333222115}],"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"constrain":"domain","range":[-0.04927595918011122,1.078506333222115],"title":{"text":"Actual Outcome"}},"yaxis":{"range":[-0.04927595918011122,1.078506333222115],"scaleanchor":"x","scaleratio":1,"title":{"text":"Predicted Outcome"}}}}')},60706(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"line":{"color":"#636EFA"},"mode":"lines","name":"score","showlegend":false,"type":"scatter","x":[1e-8,1.261856883066021e-8,1.592282793341094e-8,2.009233002565046e-8,2.186430438924533e-8,2.5267085457544597e-8,2.5353644939701113e-8,3.1992671377973846e-8,4.037017258596558e-8,5.094138014816375e-8,6.42807311728432e-8,8.111308307896873e-8,1.0235310218990269e-7,1.2915496650148827e-7,1.6297508346206436e-7,2.0565123083486514e-7,2.5950242113997374e-7,3.2745491628777317e-7,4.1320124001153343e-7,5.214008287999684e-7,6.579332246575682e-7,8.302175681319736e-7,0.0000010476157527896663,0.0000013219411484660288,0.0000016681005372000591,0.000002104904144512022,0.000002656087782946684,0.0000033516026509388406,0.000004229242874389499,0.000005336699231206302,0.0000067341506577508285,0.000008497534359086437,0.00001072267222010323,0.000013530477745798076,0.000017073526474706886,0.000021544346900318867,0.000022026873550724194,0.0000271858824273294,0.000034304692863149194,0.00004328761281083062,0.00005462277217684337,0.00006892612104349695,0.00008697490026177834,0.0001,0.00010974987654930568,0.00013848863713938718,0.00015946764581729675,0.0001747528400007683,0.00022051307399030456,0.0002782559402207126,0.0003511191734215127,0.00044306214575838776,0.0005590810182512223,0.0007054802310718645,0.0007131956847305192,0.0008902150854450393,0.001,0.0011233240329780265,0.0014174741629268048,0.001788649529057435,0.0022570197196339213,0.002848035868435799,0.003593813663804626,0.004534878508128582,0.00572236765935022,0.007220809018385456,0.009111627561154887,0.011497569953977356,0.0142668351160523,0.014508287784959401,0.01830738280295366,0.02310129700083158,0.029090660438595938,0.029150530628251757,0.03678379771828634,0.04641588833612782,0.058570208180566616,0.07390722033525775,0.093260334688322,0.1176811952434999,0.14849682622544635,0.1873817422860383,0.23644894126454072,0.298364724028334,0.3764935806792464,0.4750810162102793,0.5994842503189409,0.7564633275546291,0.9545484566618327,1.2045035402587836,1.5199110829529332,1.9179102616724848,2.4201282647943834,3.0538555088334123,3.8535285937105352,4.862601580065354,6.135907273413163,7.742636826811277,9.770099572992246,12.328467394420635,15.556761439304722,19.630406500402685,24.77076355991714,31.25715849688235,39.44075048277849,39.44206059437648,49.770235643321136,62.80291441834247,79.24828983539186,100],"y":[0.927769366369197,0.9275181955630836,0.9272635058394655,0.927005302750332,0.9269106068986939,0.9267474655123626,0.9267435919280607,0.9264783790852119,0.9262096700143209,0.9259374705876879,0.925661786757163,0.9253826245539307,0.9250999900882879,0.9248138895494236,0.9245243292051908,0.924231315401879,0.923934854563982,0.9236349531939629,0.9233316178720162,0.9230248552558284,0.9227146720803329,0.9224010751574643,0.9220840713759095,0.9217636677008548,0.9214398711737306,0.9211126889119551,0.920782128108671,0.9204481960324844,0.920110900027197,0.9197702475115372,0.9194262459788884,0.9190789029970144,0.9187282262077807,0.9183742233268767,0.9180169021435297,0.9176562705202224,0.9176217540249476,0.9172923363924013,0.9169251077681891,0.9165545927280879,0.9161807994246862,0.915803736082355,0.915423410996952,0.9151936537867708,0.9150398325355129,0.9146530091359477,0.9144168396766236,0.9142629493067281,0.9138696616265792,0.9134731547441626,0.91307343737776,0.9126705183149542,0.912264406412306,0.911855110595031,0.9118358916046144,0.9114426398566726,0.911235216721171,0.9110270032587708,0.9106082099305336,0.9101862690684996,0.9097611899362036,0.9093329818638363,0.9089016542479044,0.9084672165508854,0.9080296783008822,0.9075890490912755,0.9071453385803727,0.9066985564910545,0.9062812739816434,0.9062487126104204,0.9057958167894322,0.9053398789425529,0.9048849793869984,0.9048809090473855,0.90441891714431,0.903953913336116,0.9034859077876353,0.9030149107253712,0.9025409324371272,0.9020639832716305,0.901584073638157,0.9011012140061518,0.9006154149048498,0.9001266869228912,0.899635040707939,0.8991404869662899,0.8986430364624877,0.8981427000189334,0.8976394885154898,0.8971334128890899,0.8966244841333405,0.8961127132981231,0.8955981114891944,0.8950806898677858,0.8945604596501981,0.8940374321073983,0.8935116185646108,0.8929830304009111,0.8924516790488125,0.8919175759938561,0.8913807327741976,0.8908411609801894,0.8902988722539665,0.889753878289

10257,0.8892062692398259,0.889206190829807,0.8886558216712711,0.8881027826584761,0.8875470856861539,0.8869887426982819]},{"fill":"toself","fillcolor":"rgba(99, 110, 250, 0.5)","hoverinfo":"skip","line":{"color":"rgba(255,255,255,0)"},"showlegend":false,"type":"scatter","x":[1e-8,1.261856883066021e-8,1.592282793341094e-8,2.009233002565046e-8,2.186430438924533e-8,2.5267085457544597e-8,2.5353644939701113e-8,3.1992671377973846e-8,4.037017258596558e-8,5.094138014816375e-8,6.42807311728432e-8,8.111308307896873e-8,1.0235310218990269e-7,1.2915496650148827e-7,1.6297508346206436e-7,2.0565123083486514e-7,2.5950242113997374e-7,3.2745491628777317e-7,4.1320124001153343e-7,5.214008287999684e-7,6.579332246575682e-7,8.302175681319736e-7,0.0000010476157527896663,0.0000013219411484660288,0.0000016681005372000591,0.000002104904144512022,0.000002656087782946684,0.0000033516026509388406,0.000004229242874389499,0.000005336699231206302,0.0000067341506577508285,0.000008497534359086437,0.00001072267222010323,0.000013530477745798076,0.000017073526474706886,0.000021544346900318867,0.000022026873550724194,0.0000271858824273294,0.000034304692863149194,0.00004328761281083062,0.00005462277217684337,0.00006892612104349695,0.00008697490026177834,0.0001,0.00010974987654930568,0.00013848863713938718,0.00015946764581729675,0.0001747528400007683,0.00022051307399030456,0.0002782559402207126,0.0003511191734215127,0.00044306214575838776,0.0005590810182512223,0.0007054802310718645,0.0007131956847305192,0.0008902150854450393,0.001,0.0011233240329780265,0.0014174741629268048,0.001788649529057435,0.0022570197196339213,0.002848035868435799,0.003593813663804626,0.004534878508128582,0.00572236765935022,0.007220809018385456,0.009111627561154887,0.011497569953977356,0.0142668351160523,0.014508287784959401,0.01830738280295366,0.02310129700083158,0.029090660438595938,0.029150530628251757,0.03678379771828634,0.04641588833612782,0.058570208180566616,0.07390722033525775,0.093260334688322,0.1176811952434999,0.14849682622544635,0.1873817422860383,0.23644894126454072,0.298364724028334,0.3764935806792464,0.4750810162102793,0.5994842503189409,0.7564633275546291,0.9545484566618327,1.2045035402587836,1.5199110829529332,1.9179102616724848,2.4201282647943834,3.0538555088334123,3.8535285937105352,4.862601580065354,6.135907273413163,7.742636826811277,9.770099572992246,12.328467394420635,15.556761439304722,19.630406500402685,24.77076355991714,31.25715849688235,39.44075048277849,39.44206059437648,49.770235643321136,62.80291441834247,79.24828983539186,100,100,79.24828983539186,62.80291441834247,49.770235643321136,39.44206059437648,39.44075048277849,31.25715849688235,24.77076355991714,19.630406500402685,15.556761439304722,12.328467394420635,9.770099572992246,7.742636826811277,6.135907273413163,4.862601580065354,3.8535285937105352,3.0538555088334123,2.4201282647943834,1.9179102616724848,1.5199110829529332,1.2045035402587836,0.9545484566618327,0.7564633275546291,0.5994842503189409,0.4750810162102793,0.3764935806792464,0.298364724028334,0.23644894126454072,0.1873817422860383,0.14849682622544635,0.1176811952434999,0.093260334688322,0.07390722033525775,0.058570208180566616,0.04641588833612782,0.03678379771828634,0.029150530628251757,0.029090660438595938,0.02310129700083158,0.01830738280295366,0.014508287784959401,0.0142668351160523,0.011497569953977356,0.009111627561154887,0.007220809018385456,0.00572236765935022,0.004534878508128582,0.003593813663804626,0.002848035868435799,0.0022570197196339213,0.001788649529057435,0.0014174741629268048,0.0011233240329780265,0.001,0.0008902150854450393,0.0007131956847305192,0.0007054802310718645,0.0005590810182512223,0.00044306214575838776,0.0003511191734215127,0.0002782559402207126,0.00022051307399030456,0.0001747528400007683,0.00015946764581729675,0.00013848863713938718,0.00010974987654930568,0.0001,0.00008697490026177834,0.00006892612104349695,0.00005462277217684337,0.00004328761281083062,0.000034304692863149194,0.0000271858824273294,0.000022026873550724194,0.000021544346900318867,0.000017073526474706886,0.000013530477745798076,0.00001072267222010323,0.000008497534359086437,0.0000067341506577508285,0.000005336699231206302,0.000004229242874389499,0.0000033516026509388406,0.000002656087782946684,0.000002104904144512022,0.0000016681005372000591,0.0000013219411484660288,0.0000010476157527896663,8.302175681319736e-7,6.579332246575682e-7,5.214008287999684e-7,4.1320124001153343e-7,3.2745491628777317e-7,2.5950242113997374e-7,2.0565123083486514e-7,1.6297508346206436e

1-7,1.2915496650148827e-7,1.0235310218990269e-7,8.111308307896873e-8,6.42807311728432e-8,5.094138014816375e-8,4.037017258596558e-8,3.1992671377973846e-8,2.5353644939701113e-8,2.5267085457544597e-8,2.186430438924533e-8,2.009233002565046e-8,1.592282793341094e-8,1.261856883066021e-8,1e-8],"y":[0.9761073945573752,0.9754327170415574,0.9747632720946872,0.9740992788712916,0.9738593887318965,0.9734505974359439,0.9734409596736997,0.9727885396654873,0.9721422465510536,0.9715023102202782,0.9708689623572412,0.9702424360124149,0.9696229651379411,0.9690107840859455,0.9684061270702595,0.9678092275923135,0.9672203178324371,0.9666396280082884,0.9660673857026686,0.9655038151635162,0.964949136579453,0.9644035653348123,0.9638673112486112,0.9633405778025407,0.962823561363507,0.9623164504066941,0.9618194247456282,0.961332654775913,0.9608563007396722,0.9603905120177951,0.9599354264571331,0.9594911697397406,0.9590578548009625,0.958635581302904,0.9582244351693084,0.9578244881872964,0.9577869861753401,0.9574357976806809,0.95705840625887,0.9566923416442992,0.9563376165806214,0.9559942288226322,0.9556621612080864,0.9554683416345573,0.9553413818104133,0.955031844170362,0.95484957345837,0.9547334876036891,0.9544462375810394,0.9541700061754081,0.95390469257185,0.9536501836334594,0.9534063545172294,0.9531730693330039,0.9531624151494397,0.9529501818384855,0.952842588871175,0.9527375361632218,0.9525349675544373,0.9523423031377545,0.9521593626860702,0.9519859593901285,0.9518219006247914,0.951666988705392,0.9515210216291333,0.9513837937969578,0.9512550967119071,0.9511347196505693,0.9510302844296281,0.9510224503047272,0.9509180753908986,0.9508213812259698,0.9507329109016504,0.9507321542676359,0.9506501816187871,0.9505752514954477,0.9505071536582355,0.9504456798076246,0.9503906239436444,0.9503417826908633,0.9502989555897626,0.9502619453557164,0.9502305581070118,0.9502046035634202,0.9501838952168773,0.950168250475956,0.9501574907857551,0.9501514417249192,0.9501499330814177,0.9501527989087363,0.9501598775640829,0.9501710117301243,0.9501860484217536,0.9502048389793329,0.9502272390496883,0.950253108556233,0.9502823116593195,0.950314716708013,0.9503501961843075,0.9503886266407625,0.9504298886324652,0.9504738666441461,0.9505204490132189,0.9505695278494323,0.9506209914349373,0.9506209989517809,0.9506747617232527,0.9507307190839278,0.9507887773829187,0.9508488463095589,0.8231286390870048,0.8243053939893892,0.8254748462330244,0.8266368816192895,0.8277913827078331,0.8277915470447146,0.8289382287286192,0.8300772954947142,0.8312084553162327,0.83233157691593,0.8334465253469497,0.8345531619133175,0.8356513440938091,0.8367409254699021,0.8378217556585635,0.838893680250708,0.8399565407562386,0.8410101745566353,0.842054414866122,0.8430890907025981,0.8441140268694435,0.8451290439495619,0.8461339583129476,0.8471285821392203,0.8481127234566238,0.8490861861990007,0.8500487702823623,0.8510002717026877,0.8519404826565873,0.8528691916865513,0.8537861838523977,0.85469124093061,0.8555841416431178,0.8564646619170351,0.8573325751767842,0.8581876526698329,0.8590296638271351,0.8590370478723465,0.8598583766591359,0.8606735581879659,0.8614749749161136,0.8615322635336586,0.8622623933315396,0.8630355804488383,0.8637943043855931,0.8645383349726311,0.8652674443963787,0.8659814078710173,0.866680004337544,0.867363017186337,0.8680302349992448,0.8686814523066299,0.8693164703543199,0.869627844571167,0.8699350978748598,0.8705093680597892,0.870537151857058,0.8711224583073826,0.8716908529964489,0.8722421821836701,0.872776303312917,0.873293085672119,0.8737924110097671,0.8739841058948772,0.8742741741015334,0.8747382832606125,0.8749189659389842,0.8751846607858176,0.8756132433420778,0.876023982268751,0.8764168438118767,0.8767918092775083,0.8771488751041217,0.8774565218745551,0.8774880528531483,0.877809369117751,0.8781128653508493,0.8783985976145989,0.8786666362542883,0.8789170655006437,0.8791499830052794,0.8793654993147217,0.8795637372890558,0.8797448314717138,0.879908927417216,0.8800561809839542,0.880186757599169,0.8803008315032078,0.8803985849801162,0.8804802075812127,0.8805458953481407,0.8805958500413639,0.8806302783796375,0.880649391295527,0.8806534032114445,0.880642531340122,0.8806169950129016,0.8805770150386347,0.8805228130954466,0.8804546111570849,0.8803726309550977,0.8802770934775881,0.8801682185049365,0.8800462241824216,0.8800443335887814,0.8799618250654913,0.8799113266293724,0.8797637395842438,0.8796036740846097,0.8794313381810189]},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled alpha","showlegend":false,"type":"scatter","x":[1e-8,2.186430438924533e-8,2.5267085457544597e-8,0.000022026873550724194,0.0001,0.00015946764581729675,0.0007131956847305192,0.001,0.0142668351160523,0.029090660438595938,39.44075048277849],"y":[0.927769366369197,0.9269106068986939,0.9267474655123626,0.9176217540249476,0.9151936537867708,0.9144168396766236,0.9118358916046144,0.911235216721171,0.9062812739816434,0.9048849793869984,0.8892062692398259]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,2],"title":{"text":"alpha"},"type":"log"},"yaxis":{"title":{"text":"score"}}}}')},63455(e,t,r){r.r(t),r.d(t,{assets:()=>A,contentTitle:()=>d,default:()=>f,frontMatter:()=>c,metadata:()=>i,toc:()=>h});const i=JSON.parse('{"id":"tutorials/sklearn/index","title":"Ax for AutoML with scikit-learn","description":"<LinkButtons","source":"@site/versioned_docs/version-1.0.0/tutorials/sklearn/index.mdx","sourceDirName":"tutorials/sklearn","slug":"/tutorials/sklearn/","permalink":"/docs/1.0.0/tutorials/sklearn/","draft":false,"unlisted":false,"tags":[],"version":"1.0.0","lastUpdatedBy":"github-actions[bot]","lastUpdatedAt":1746744654000,"frontMatter":{"title":"Ax for AutoML with scikit-learn","sidebar_label":"Ax for AutoML with scikit-learn"},"sidebar":"tutorials","previous":{"title":"Trial-level Early Stopping","permalink":"/docs/1.0.0/tutorials/early_stopping/"},"next":{"title":"Ax for Materials Science","permalink":"/docs/1.0.0/tutorials/materials_science/"}}');var o=r(74848),a=r(28453),l=r(38987),s=r(7877),n=r(1295);const c={title:"Ax for AutoML with scikit-learn",sidebar_label:"Ax for AutoML with scikit-learn"},d="Ax for AutoML with scikit-learn",A={},h=[{value:"Learning Objectives",id:"learning-objectives",level:2},{value:"Prerequisites",id:"prerequisites",level:2},{value:"Step 1: Import Necessary Modules",id:"step-1-import-necessary-modules",level:2},{value:"Step 1.1: Understanding the baseline performance of <code>SGDClassifier</code>",id:"step-11-understanding-the-baseline-performance-of-sgdclassifier",level:2},{value:"Step 2: Initialize the Client",id:"step-2-initialize-the-client",level:2},{value:"Step 3: Configure the Experiment",id:"step-3-configure-the-experiment",level:2},{value:"Step 4: Configure Optimization",id:"step-4-configure-optimization",level:2},{value:"Step 5: Run Trials with early stopping",id:"step-5-run-trials-with-early-stopping",level:2},{value:"Step 6: Analyze Results",id:"step-6-analyze-results",level:2},{value:"Step 7: Compute Analyses",id:"step-7-compute-analyses",level:2},{value:"Conclusion",id:"conclusion",level:2}];function p(e){const t={a:"a",code:"code",h1:"h1",h2:"h2",header:"header",img:"img",li:"li",p:"p",pre:"pre",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,a.R)(),...e.components};return(0,o.jsxs)(o.Fragment,{children:[(0,o.jsx)(l.A,{githubUrl:"https://github.com/facebook/ax/blob/main/tutorials/sklearn/sklearn.ipynb",colabUrl:"https://colab.research.google.com/github/facebook/ax/blob/main/tutorials/sklearn/sklearn.ipynb"}),"\n",(0,o.jsx)(t.header,{children:(0,o.jsx)(t.h1,{id:"ax-for-automl-with-scikit-learn",children:"Ax for AutoML with scikit-learn"})}),"\n",(0,o.jsx)(t.p,{children:"Automated machine learning (AutoML) encompasses a large class of problems related to\nautomating time-consuming and labor-intensive aspects of developing ML models. Adaptive\nexperimentation is a natural fit for solving many AutoML tasks, which are often\niterative in nature and can involve many expensive trial evaluations."}),"\n",(0,o.jsx)(t.p,{children:"In this tutorial we will use Ax for hyperparameter optimization (HPO), a common AutoML\ntask in which a model's hyperparameters are adjusted to improve model performance.\nHyperparameters refer to the parameters which are set prior to model training or\nfitting, rather than parameters being learned from data. Traditionally, ML engineers use\na combination of domain knowledge, intuition, and manual experimentation comparing many\nmodels with different hyperparameter configurations to determine good hyperparameters.\nAs the number of hyperparameters grows and as models become more expensive to train and\nevaluate sample efficient aproaches to experimentation like Bayesian optimization become\nincreasingly valuable."}),"\n",(0,o.jsxs)(t.p,{children:["In this tutorial we will train an ",(0,o.jsx)(t.code,{children:"SGDClassifier"})," from the popular\n",(0,o.jsx)(t.a,{href:"https://scikit-learn.org/",children:"scikit-learn"})," library to recognize handwritten digits and\ntune the model's hyperparameters to improve its performance. You can read more about the\n",(0,o.jsx)(t.code,{children:"SGDClassifier"})," model in their example\n",(0,o.jsx)(t.a,{href:"https://scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html",children:"here"}),",\nwhich this tutorial is largely based on. This tutorial will incorporate many advanced\nfeatures in Ax to demonstrate how they can be applied on complex engineering challenges\nin a real-world setting."]}),"\n",(0,o.jsx)(t.h2,{id:"learning-objectives",children:"Learning Objectives"}),"\n",(0,o.jsxs)(t.ul,{children:["\n",(0,o.jsx)(t.li,{children:"Understand how Ax can be used for HPO tasks"}),"\n",(0,o.jsx)(t.li,{children:"Use complex optimization configurations like multiple objectives and outcome\nconstraints to achieve nuanced real-world goals"}),"\n",(0,o.jsx)(t.li,{children:"Use early stopping to save experimentation resources"}),"\n",(0,o.jsx)(t.li,{children:"Analyze the results of the optimization"}),"\n"]}),"\n",(0,o.jsx)(t.h2,{id:"prerequisites",children:"Prerequisites"}),"\n",(0,o.jsxs)(t.ul,{children:["\n",(0,o.jsxs)(t.li,{children:["Familiarity with ",(0,o.jsx)(t.a,{href:"https://scikit-learn.org/",children:"scikit-learn"})," and basic machine learning\nconcepts"]}),"\n",(0,o.jsxs)(t.li,{children:["Understanding of ",(0,o.jsx)(t.a,{href:"../../intro-to-ae",children:"adaptive experimentation"})," and\n",(0,o.jsx)(t.a,{href:"../../intro-to-bo",children:"Bayesian optimization"})]}),"\n",(0,o.jsx)(t.li,{children:(0,o.jsx)(t.a,{href:"../early_stopping",children:"Ask-tell Optimization of Python Functions with early stopping"})}),"\n"]}),"\n",(0,o.jsx)(t.h2,{id:"step-1-import-necessary-modules",children:"Step 1: Import Necessary Modules"}),"\n",(0,o.jsx)(t.p,{children:"First, ensure you have all the necessary imports:"}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:"import time\n\nimport matplotlib.pyplot as plt\n\nimport sklearn.datasets\nimport sklearn.linear_model\nimport sklearn.model_selection\n\nfrom ax.api.client import Client\nfrom ax.api.configs import ChoiceParameterConfig, RangeParameterConfig\n\nfrom pyre_extensions import assert_is_instance\n"})}),"\n",(0,o.jsxs)(t.h2,{id:"step-11-understanding-the-baseline-performance-of-sgdclassifier",children:["Step 1.1: Understanding the baseline performance of ",(0,o.jsx)(t.code,{children:"SGDClassifier"})]}),"\n",(0,o.jsxs)(t.p,{children:["Before we begin HPO, let's understand the task and the performance of ",(0,o.jsx)(t.code,{children:"SGDClassifier"}),"\nwith its default hyperparameters. The following code is largely adapted from the example\non scikit-learn's webiste\n",(0,o.jsx)(t.a,{href:"https://scikit-learn.org/stable/auto_examples/classification/plot_digits_classification.html",children:"here"}),"."]}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:'# Load the digits dataset and display the first 4 images to demonstrate\ndigits = sklearn.datasets.load_digits()\nclasses = list(set(digits.target))\n\n_, axes = plt.subplots(nrows=1, ncols=4, figsize=(10, 3))\nfor ax, image, label in zip(axes, digits.images, digits.target):\n    ax.set_axis_off()\n    ax.imshow(image, cmap=plt.cm.gray_r, interpolation="nearest")\n    ax.set_title("Training: %i" % label)\n'})}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.img,{src:"data:image/png;base64,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

1+++y46KKLOqxfc801ERGxbdu2dz2ensmcdM07j2/Pnj2ndPzprG+pN1AKu3fvjhkzZsT1118fc+fObb+0t3r16hgwYEB8/etfjwEDBsTmzZvjO9/5Tuzbty/uuuuuTnN/+ctfxv79+2PBggVRVlYWP/jBD+Laa6+NHTt2dPok5Y9//GM88sgj8ZWvfCUGDhwYP/7xj2PWrFnx0ksvxZAhQyIiYuvWrTF9+vSoqqqKpUuXxrFjx2LZsmUxdOjQDnkrVqyIpUuXxlNPPRVTpkz5n+f961//GkePHo0JEyYct96vX78YO3ZsbN26tdPHTc9kTqBz5qRzr7zySkT8u4zQO5mTjoqiiN27d8fRo0ejpaUlFi9eHH369OmZP4tKfWklpxNdzps8eXIREcXPfvazDvc/cOBAh7UFCxYU/fv3Lw4ePNi+Nm/evONeQtHa2lpERDFkyJDi9ddfb1/fsGFDERHFY4891r522223ddhTRBT9+vUrtm/f3r727LPPFhFR/OQnP2lfu/rqq4v+/fsXL7/8cvtaS0tL0bdv3w6Z75znqaee6vCY/tO6deuKiCiefvrpDrfNnj27OOecc971eLo/c9L5nPw3L6PqfczJyc9JURTFoUOHik984hPFyJEjiyNHjpz08XQv5qTrc7Jr164iItr/nHvuucVDDz3UpWO7m173MqqIiPLy8rjxxhs7rH/wgx9s/+/9+/fHa6+9FpdddlkcOHAgXnjhhU5zr7vuuqisrGz/+rLLLouIiB07dnR6bE1NTYwaNar96zFjxsSgQYPajz127Fhs2rQpamtrY/jw4e33O//882PGjBkd8hoaGqIoik4b8ltvvRURccJfuqqoqGi/nd7HnEDnzMm7W7hwYfztb3+LFStWRN++vfLFFIQ5OZGzzjorNm7cGI899lgsW7Yszj777B77LqC9cvI/8pGPRL9+/TqsP//887FkyZLYvHlz7Nu377jb9u7d22nuxz72seO+fmcA2traTvrYd45/59h//etf8dZbb8X555/f4X4nWuuqdwb90KFDHW47ePDgcf8joHcxJ9A5c/K/3XXXXbFq1aq4/fbb43Of+1yyXLofc9JRv379oqamJiIirrrqqrjiiivi0ksvjWHDhsVVV131nvNPJ72ybJzoCfSePXti8uTJMWjQoFi2bFmMGjUqKioq4plnnon6+vp4++23O83t06fPCdeLLry78Hs59r2oqqqKiIhdu3Z1uG3Xrl3HtXl6F3MCnTMnJ7Z69eqor6+PL33pS7FkyZL37bycnsxJ5yZOnBhVVVXxwAMPKBs9VWNjY+zevTseeeSRmDRpUvt6a2trCXf1/w0bNiwqKipi+/btHW470VpXjR49Ovr27RtbtmyJOXPmtK8fPnw4mpubj1uD3joncDJ6+5xs2LAhvvjFL8a1114b995773vOo2fq7XNyIgcPHuzSFZ3uplf+zsaJvNNw/7PRHj58OH7605+WakvH6dOnT9TU1MT69evjn//8Z/v69u3bT/jBe119C7YzzzwzampqYu3atbF///729TVr1sQbb7wRs2fPTvcg6PZ665zAyejNc/L000/H9ddfH5MmTYoHHnggzjjD0wxOrLfOyZtvvnnC+/z617+Otra2Du8O2hO4svF/Jk6cGJWVlTFv3ry45ZZboqysLNasWXNavTyjoaEhnnzyybj00kvjy1/+chw7dixWrFgRo0ePjubm5uPuezJvwfa9730vJk6cGJMnT27/BPEf/vCHMW3atJg+fXq+B0S305vn5C9/+Uv85je/iYh//7DZu3dvfPe7342IiIsvvjiuvvrqHA+Hbqi3zsmLL74Yn//856OsrCy+8IUvxLp16467fcyYMTFmzJgMj4buqLfOSUtLS9TU1MR1110XF154YZxxxhmxZcuWWLt2bYwYMSK++tWv5n1QJaBs/J8hQ4bEb3/72/jGN74RS5YsicrKypg7d25cccUV8dnPfrbU24uIiPHjx8fjjz8e3/zmN+PWW2+Nj370o7Fs2bLYtm1bl9614X8ZN25cbNq0Kerr6+NrX/taDBw4MG666ab4/ve/n3D39AS9eU6eeeaZuPXWW49be+frefPmKRu0661z0tra2v4SkJtvvrnD7bfddpuyQbveOifnnntuzJo1KzZv3hz3339/HDlyJM4777xYuHBhfPvb327/jI+epKw4nSokp6S2tjaef/75aGlpKfVW4LRlTqBz5gQ6Z05OjhdTdjP//bkXLS0t8bvf/c7nBMB/MCfQOXMCnTMn750rG91MVVVV1NXVRXV1dbz44otx3333xaFDh2Lr1q1xwQUXlHp7cFowJ9A5cwKdMyfvnd/Z6GamT58eDz74YLzyyitRXl4el1xySdxxxx3+wcN/MCfQOXMCnTMn750rGwAAQBZ+ZwMAAMhC2QAAALJQNgAAgCx63C+I//cnlqZQX1+fPHPq1KnJMyMi7rzzzuSZlZWVyTPpeXK8DeCePXuSZ0b8+1NhU6utrU2eSc/T2NiYPDPXv72xY8cmz8zx+Cm95cuXJ89cvHhx8syRI0cmz4yIaGpqSp7Zk557ubIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBbKBgAAkIWyAQAAZKFsAAAAWSgbAABAFsoGAACQhbIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBZ9S72B1Orr65Nntra2Js9sa2tLnhkRcdZZZyXPfPjhh5Nnzp49O3kmpTV48ODkmX/4wx+SZ0ZENDY2Js+sra1NnklpNTc3J8+8/PLLk2eeeeaZyTMjInbu3Jkll9JavHhx8swczxNWrlyZPHPBggXJMyMimpqakmfW1NQkzywVVzYAAIAslA0AACALZQMAAMhC2QAAALJQNgAAgCyUDQAAIAtlAwAAyELZAAAAslA2AACALJQNAAAgC2UDAADIQtkAAACyUDYAAIAslA0AACALZQMAAMhC2QAAALJQNgAAgCyUDQAAIAtlAwAAyELZAAAAsuhbypM3NTUlz2xtbU2e+fe//z15ZnV1dfLMiIipU6cmz8zxfZo9e3byTLquubk5eWZjY2PyzFzGjh1b6i3QDaxfvz555sUXX5w8s7a2NnlmRMTSpUuz5FJa8+fPT55ZX1+fPHP8+PHJM0eOHJk8MyKipqYmS25P4coGAACQhbIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBbKBgAAkIWyAQAAZKFsAAAAWSgbAABAFsoGAACQhbIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBZ9S3nytra25Jnjxo1LnlldXZ08M5fx48eXegskds899yTPbGhoSJ65d+/e5Jm5TJkypdRboBtYtGhR8swRI0Ykz8yxz4iImTNnZsmltHI8p9mxY0fyzNbW1uSZNTU1yTMj8jyfraysTJ5ZKq5sAAAAWSgbAABAFsoGAACQhbIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBbKBgAAkIWyAQAAZKFsAAAAWSgbAABAFsoGAACQhbIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGTRt5Qnb2trS545derU5JndSY6/08rKyuSZdN2iRYuSZ9bV1SXP7E7/Tvbs2VPqLZBYju/pPffckzxz/fr1yTNzWb16dam3QDdRXV2dPPP1119PnllTU5M8M1fupk2bkmeW6ue0KxsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBbKBgAAkIWyAQAAZKFsAAAAWSgbAABAFsoGAACQhbIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBbKBgAAkIWyAQAAZKFsAAAAWSgbAABAFn1LefLKysrkmU1NTckzc2hra8uSu2XLluSZc+bMSZ4JpdTc3Jw8c+zYsckz6bqGhobkmT/60Y+SZ+bw6KOPZskdPHhwllzoihzPETdt2pQ8MyJiwYIFyTOXL1+ePPPOO+9MntkVrmwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBbKBgAAkIWyAQAAZKFsAAAAWSgbAABAFsoGAACQhbIBAABkoWwAAABZKBsAAEAWygYAAJCFsgEAAGShbAAAAFkoGwAAQBbKBgAAkIWyAQAAZNG3lCevrq5Onrlly5bkmevWresWmbnU19eXegsA76quri55ZmNjY/LMZ599NnnmNddckzwzImLmzJnJM3N8n2pra5NncnIWL16cPLOmpiZ5ZltbW/LMiIiNGzcmz5wzZ07yzFJxZQMAAMhC2QAAALJQNgAAgCyUDQAAIAtlAwAAyELZAAAAslA2AACALJQNAAAgC2UDAADIQtkAAACyUDYAAIAslA0AACALZQMAAMhC2QAAALJQNgAAgCyUDQAAIAtlAwAAyELZAAAAslA2AACALJQNAAAgi76lPHl1dXXyzOXLlyfPrK+vT545YcKE5JkREU1NTVly6VkGDx6cPHPmzJnJMzds2JA8MyKisbExeWZdXV3yTLpu7NixyTObm5u7RWZDQ0PyzIg88zdixIjkmbW1tckzOTmVlZXJM+fPn588M5c5c+Ykz1y5cmXyzFJxZQMAAMhC2QAAALJQNgAAgCyUDQAAIAtlAwAAyELZAAAAslA2AACALJQNAAAgC2UDAADIQtkAAACyUDYAAIAslA0AACALZQMAAMhC2QAAALJQNgAAgCyUDQAAIAtlAwAAyELZAAAAslA2AACALJQNAAAgi7KiKIpSbwIAAOh5XNkAAACyUDYAAIAslA0AACALZQMAAMhC2QAAALJQNgAAgCyUDQAAIAtlAwAAyELZAAAAsvh/SwTEIK6TZWQAAAAASUVORK5CYII=",alt:""})}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:"# Instantiate a SGDClassifier with default hyperparameters\nclf = sklearn.linear_model.SGDClassifier()\n\n# Split the data into a training set and a validation set\ntrain_x, valid_x, train_y, valid_y = sklearn.model_selection.train_test_split(\n    digits.data, digits.target, test_size=0.20, random_state=0\n)\n\n# Train the classifier on the training set using 10 batches\n#Also time the training.\nbatch_size = len(train_x) // 10\nstart_time = time.time()\nfor i in range(10):\n    start_idx = i * batch_size\n    end_idx = (i + 1) * batch_size\n\n    # Use partial fit to update the model on the current batch\n    clf.partial_fit(\n        train_x[start_idx:end_idx], train_y[start_idx:end_idx], classes=classe

1s\n    )\n\ntraining_time = time.time() - start_time\n\n# Evaluate the classifier on the validation set\nscore = clf.score(valid_x, valid_y)\nscore, training_time\n"})}),"\n",(0,o.jsx)(s.A,{children:"(0.8638888888888889, 0.03519725799560547)"}),"\n",(0,o.jsx)(t.p,{children:"The model performs well, but let's see if we can improve performance by tuning the\nhyperparameters."}),"\n",(0,o.jsx)(t.h2,{id:"step-2-initialize-the-client",children:"Step 2: Initialize the Client"}),"\n",(0,o.jsxs)(t.p,{children:["As always, the first step in running our adaptive experiment with Ax is to create an\ninstance of the ",(0,o.jsx)(t.code,{children:"Client"})," to manage the state of your experiment."]}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:"client = Client()\n"})}),"\n",(0,o.jsx)(t.h2,{id:"step-3-configure-the-experiment",children:"Step 3: Configure the Experiment"}),"\n",(0,o.jsxs)(t.p,{children:["The ",(0,o.jsx)(t.code,{children:"Client"})," expects a series of ",(0,o.jsx)(t.code,{children:"Config"}),"s which define how the experiment will be run.\nWe'll set this up the same way as we did in our previous tutorial."]}),"\n",(0,o.jsxs)(t.p,{children:["Our current task is to tune the hyperparameters of an scikit-learn's\n",(0,o.jsx)(t.a,{href:"https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html",children:"SGDClassifier"}),".\nThese parameters control aspects of the model's training process and configuring them\ncan have dramatic effects on the model's ability to correctly classify inputs. A full\nlist of this model's hyperparameters and appropriate values are available in the\nlibrary's documentation. In this tutorial we will tune the following hyperparameters:"]}),"\n",(0,o.jsxs)(t.ul,{children:["\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"loss:"})," The loss function to be used"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"penalty:"})," The penalty (aka regularization term) to be used"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"learning_rate:"})," The learning rate schedule"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"alpha:"})," Constant that multiplies the regularization term. The higher the value, the\nstronger the regularization"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"eta0"}),": The learning rate for training. In this example we will use a constant\nlearning rate schedule"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"batch_size"}),": A training parameter which controls how many examples are shown during\na single epoch. We will use all samples in the dataset for each model training, so a\nsmaller batch size will translate to more epochs and vice versa."]}),"\n"]}),"\n",(0,o.jsxs)(t.p,{children:["You will notice some hyperparameters are continuous ranges, some are discrete ranges,\nand some are categorical choices; Ax is able to handle all of these types of parameters\nvia its ",(0,o.jsx)(t.code,{children:"RangeParameterConfig"})," and ",(0,o.jsx)(t.code,{children:"ChoiceParameterConfig"})," classes."]}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:'# Configure and experiment with the desired parameters\nclient.configure_experiment(\n    parameters=[\n        ChoiceParameterConfig(\n            name="loss",\n            parameter_type="str",\n            values=[\n                "hinge",\n                "log_loss",\n                "squared_hinge",\n                "modified_huber",\n                "perceptron",\n            ],\n            is_ordered=False,\n        ),\n        ChoiceParameterConfig(\n            name="penalty",\n            parameter_type="str",\n            values=["l1", "l2", "elasticnet"],\n            is_ordered=False,\n        ),\n        ChoiceParameterConfig(\n            name="learning_rate",\n            parameter_type="str",\n            values=["constant", "optimal", "invscaling", "adaptive"],\n            is_ordered=False,\n        ),\n        RangeParameterConfig(\n            name="alpha",\n            bounds=(1e-8, 100),\n            parameter_type="float",\n            scaling="log",  # Sample this parameter in log transformed space\n        ),\n        RangeParameterConfig(\n            name="eta0",\n            bounds=(1e-8, 1),\n            parameter_type="float",\n            scaling="log",\n        ),\n        RangeParameterConfig(\n            name="batch_size",\n            bounds=(5, 500),\n            parameter_type="int",\n        ),\n    ]\n)\n'})}),"\n",(0,o.jsx)(s.A,{children:'/home/runner/work/Ax/Ax/ax/api/utils/instantiation/from_config.py:75: AxParameterWarning: sort_values is not specified for ChoiceParameter "loss". Defaulting to False for parameters of ParameterType STRING. To override this behavior (or avoid this warning), specify sort_values during ChoiceParameter construction.\nreturn ChoiceParameter(\n/home/runner/work/Ax/Ax/ax/api/utils/instantiation/from_config.py:75: AxParameterWarning: sort_values is not specified for ChoiceParameter "penalty". Defaulting to False for parameters of ParameterType STRING. To override this behavior (or avoid this warning), specify sort_values during ChoiceParameter construction.\nreturn ChoiceParameter(\n/home/runner/work/Ax/Ax/ax/api/utils/instantiation/from_config.py:75: AxParameterWarning: sort_values is not specified for ChoiceParameter "learning_rate". Defaulting to False for parameters of ParameterType STRING. To override this behavior (or avoid this warning), specify sort_values during ChoiceParameter construction.\nreturn ChoiceParameter('}),"\n",(0,o.jsx)(t.h2,{id:"step-4-configure-optimization",children:"Step 4: Configure Optimization"}),"\n",(0,o.jsxs)(t.p,{children:["Now, we must set up the optimization objective in ",(0,o.jsx)(t.code,{children:"Client"}),", where ",(0,o.jsx)(t.code,{children:"objective"})," is a\nstring that specifies which metric we would like to optimize and the direction (higher\nor lower) that is considered optimal."]}),"\n",(0,o.jsxs)(t.p,{children:["In our example we want to consider both performance and computational cost implications\nof hyperparameter modifications. ",(0,o.jsx)(t.code,{children:"scikit-learn"})," models use a function called ",(0,o.jsx)(t.code,{children:"score"})," to\nreport the mean accuracy of the model, and in our optimization we should seek to\nmaximize this value. Since model training can be a very expensive process, especially\nfor large models, this can represent a significant cost."]}),"\n",(0,o.jsx)(t.p,{children:"Let's configure Ax to maximize score while minimizing training time. We call this a\nmulti-objective optimization, and rather than returning a single best parameterization\nwe return a Pareto frontier of points which represent optimal tradeoffs between all\nmetrics present. Multi-objective optimization is useful for competing metrics where a\ngain in one metric may represent a regression in the other."}),"\n",(0,o.jsx)(t.p,{children:"In these settings we can also specify outcome constraints, which indicate that if a\nmetric result falls outside of the specified threshold we are not interested in any\nresult, regardless of the wins observed in any other metric. For a concrete example,\nimagine Ax finding a parameterization that trains in no time at all but has an score no\nbetter than if the model were guessing at random."}),"\n",(0,o.jsx)(t.p,{children:"For this toy example let's configure Ax to maximize score and minimize training time,\nbut avoid any hyperparameter configurations that result in a mean accuracy score of less\nthan 75% or a training time greater than 1 second."}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:'client.configure_optimization(\n    objective="score, -training_time",\n    outcome_constraints=["score >= 0.85", "training_time <= 1"],\n)\n'})}),"\n",(0,o.jsx)(t.h2,{id:"step-5-run-trials-with-early-stopping",children:"Step 5: Run Trials with early stopping"}),"\n",(0,o.jsxs)(t.p,{children:["Before we begin our Bayesian optimization loop, we can attach the data we collected from\ntriaing ",(0,o.jsx)(t.code,{children:"SGDClassifier"})," with default hyperparameters. This will give our experiment a\nhead start by providing a datapoint to our surrogate model. Because these are the\ndefault settings provided by ",(0,o.jsx)(t.code,{children:"scikit-learn"}),", it's likely they will be pretty good and\nwill provide the optimization with a promising start. It is always advantageous to\nattach any existing data to an experiment to improve performance."]}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:'trial_index = client.attach_baseline(\n    parameters={\n        "loss": clf.loss,\n        "penalty": clf.penalty,\n        "alpha": clf.alpha,\n        "learning_rate": clf.learning_rate,\n        "eta0": clf.eta0\n        + 1e-8,  # Default eta is 0.0, so add a small value to avoid division by zero\n        "batch_size": batch_size,\n    }\n)\n\nclient.complete_trial(\n    trial_index=trial_index,\n    raw_data={"score": score, "training_time": training_time},\n)\n'})}),"\n",(0,o.jsx)(s.A,{children:"<enum 'TrialStatus'>.COMPLETED"}),"\n",(0,o.jsxs)(t.p,{children:["After attaching the initial trial, we will begin the experimentation loop by writing a\nfor loop to execute our full experimentation budget of 30 trials. In each iteration we\nwill ask Ax for the next trials (in this case just one), then instantiate an\n",(0,o.jsx)(t.code,{children:"SGDClassifier"})," with the suggested hyperparameters. We will then split the data into\ntrain and test sets. Next we will define an inner loop to perform minibatch training, in\nwhich we divide the train set into a 

1number of smaller batches and train one epoch of\nstochastic gradient descent at a time. After each epoch we will report the score and the\ntime."]}),"\n",(0,o.jsxs)(t.p,{children:["Because training machine learning models is expensive, we will utilize Ax's early\nstopping functionality to kill trials unlikely to produce optimal results before they\nhave been completed. After data has been attached we will ask the ",(0,o.jsx)(t.code,{children:"Client"})," whether or\nnot we should stop the trial, and if it advises us to do so we will report it early\nstopped and exit out of the training loop. By early stopping, we proactively save\ncompute without regressing optimization performance."]}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:'for _ in range(20): # Run 20 rounds of 1 trial each\n    trials = client.get_next_trials(max_trials=1)\n    for trial_index, parameters in trials.items():\n        clf = sklearn.linear_model.SGDClassifier(\n            loss=parameters["loss"],\n            penalty=parameters["penalty"],\n            alpha=parameters["alpha"],\n            learning_rate=parameters["learning_rate"],\n            eta0=parameters["eta0"],\n        )\n\n        train_x, valid_x, train_y, valid_y = sklearn.model_selection.train_test_split(\n            digits.data,\n            digits.target,\n            test_size=0.20,\n        )\n\n        batch_size = assert_is_instance(parameters["batch_size"], int)\n        num_epochs = len(train_x) // batch_size\n\n        start_time = time.time()\n        for i in range(0, num_epochs):\n            start_idx = i * batch_size\n            end_idx = (i + 1) * batch_size\n\n            # Use partial fit to update the model on the current batch\n            clf.partial_fit(\n                train_x[start_idx:end_idx], train_y[start_idx:end_idx], classes=classes\n            )\n\n            raw_data = {\n                "score": clf.score(valid_x, valid_y),\n                "training_time": time.time() - start_time,\n            }\n\n            # On the final epoch call complete_trial and break, else call attach_data\n            if i == num_epochs - 1:\n                client.complete_trial(\n                    trial_index=trial_index,\n                    raw_data=raw_data,\n                    progression=end_idx,  # Use the index of the last example in the batch as the progression value\n                )\n                break\n\n            client.attach_data(\n                trial_index=trial_index,\n                raw_data=raw_data,\n                progression=end_idx,\n            )\n\n            # If the trial is underperforming, stop it\n            if client.should_stop_trial_early(trial_index=trial_index):\n                client.mark_trial_early_stopped(trial_index=trial_index)\n                break\n\n'})}),"\n",(0,o.jsx)(s.A,{children:"[INFO 05-08 22:43:34] ax.early_stopping.strategies.percentile: Early stoppinging trial 8: Trial objective value 0.8 is worse than 50.0-th percentile (0.8159498207885305) across comparable trials..\n[INFO 05-08 22:44:01] ax.early_stopping.strategies.percentile: Early stoppinging trial 9: Trial objective value 0.8083333333333333 is worse than 50.0-th percentile (0.8112903225806452) across comparable trials..\n[INFO 05-08 22:44:48] ax.early_stopping.strategies.percentile: Early stoppinging trial 11: Trial objective value 0.3527777777777778 is worse than 50.0-th percentile (0.8087606837606838) across comparable trials..\n[INFO 05-08 22:45:12] ax.early_stopping.strategies.percentile: Early stoppinging trial 12: Trial objective value 0.29444444444444445 is worse than 50.0-th percentile (0.7960470085470086) across comparable trials..\n[INFO 05-08 22:45:30] ax.early_stopping.strategies.percentile: Early stoppinging trial 13: Trial objective value 0.14166666666666666 is worse than 50.0-th percentile (0.7833333333333334) across comparable trials..\n[INFO 05-08 22:45:50] ax.early_stopping.strategies.percentile: Early stoppinging trial 14: Trial objective value 0.6916666666666667 is worse than 50.0-th percentile (0.7375) across comparable trials..\n[INFO 05-08 22:46:12] ax.early_stopping.strategies.percentile: Early stoppinging trial 15: Trial objective value 0.4166666666666667 is worse than 50.0-th percentile (0.6916666666666667) across comparable trials..\n[INFO 05-08 22:46:32] ax.early_stopping.strategies.percentile: Early stoppinging trial 16: Trial objective value 0.29444444444444445 is worse than 50.0-th percentile (0.5541666666666667) across comparable trials..\n[INFO 05-08 22:47:20] ax.early_stopping.strategies.percentile: Early stoppinging trial 18: Trial objective value 0.8388888888888889 is worse than 50.0-th percentile (0.8428333025716747) across comparable trials..\n[INFO 05-08 22:48:15] ax.early_stopping.strategies.percentile: Early stoppinging trial 20: Trial objective value 0.4861111111111111 is worse than 50.0-th percentile (0.6916666666666667) across comparable trials.."}),"\n",(0,o.jsx)(t.h2,{id:"step-6-analyze-results",children:"Step 6: Analyze Results"}),"\n",(0,o.jsx)(t.p,{children:"After running trials, you can analyze the results. Most commonly this means extracting\

1nthe parameterization from the best performing trial you conducted."}),"\n",(0,o.jsx)(t.p,{children:"Since we are optimizing multiple objectives, rather than a single best point we want to\nget the Pareto frontier -- the set of points that presents optimal tradeoffs between\nmaximizing score and minimizing training time."}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:'frontier = client.get_pareto_frontier()\n\n# Frontier is a list of tuples, where each tuple contains the parameters, the metric readings, the trial index, and the arm name for a point on the Pareto frontier\nfor parameters, metrics, trial_index, arm_name in frontier:\n    print(f"Trial {trial_index} with {parameters=} and {metrics=}\\n")\n'})}),"\n",(0,o.jsx)(s.A,{children:"Trial 19 with parameters={'alpha': 1e-08, 'eta0': 2.0785865726007548e-08, 'batch_size': 500, 'loss': 'perceptron', 'penalty': 'l2', 'learning_rate': 'invscaling'} and metrics={'score': (np.float64(0.927439676073422), 0.00029892551520375397), 'training_time': (np.float64(0.04615980053989792), 6.503865663735869e-05)}\nTrial 10 with parameters={'alpha': 0.0142668351160523, 'eta0': 1.0, 'batch_size': 500, 'loss': 'hinge', 'penalty': 'l1', 'learning_rate': 'invscaling'} and metrics={'score': (np.float64(0.8871002119084647), 0.00029458280454515656), 'training_time': (np.float64(0.039824911378048514), 6.537514807487683e-05)}\nTrial 0 with parameters={'loss': 'hinge', 'penalty': 'l2', 'alpha': 0.0001, 'learning_rate': 'optimal', 'eta0': 1e-08, 'batch_size': 143} and metrics={'score': (np.float64(0.8653842011548905), 0.0002737580740356988), 'training_time': (np.float64(0.03590925079383221), 6.536118543762476e-05)}"}),"\n",(0,o.jsx)(t.h2,{id:"step-7-compute-analyses",children:"Step 7: Compute Analyses"}),"\n",(0,o.jsxs)(t.p,{children:["Ax can also produce a number of analyses to help interpret the results of the experiment\nvia ",(0,o.jsx)(t.code,{children:"client.compute_analyses"}),". Users can manually select which analyses to run, or can\nallow Ax to select which would be most relevant. In this case Ax selects the following:"]}),"\n",(0,o.jsxs)(t.ul,{children:["\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"Parrellel Coordinates Plot"})," shows which parameterizations were evaluated and what\nmetric values were observed -- this is useful for getting a high level overview of how\nthoroughly the search space was explored and which regions tend to produce which\noutcomes"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"Sensitivity Analysis Plot"})," shows which parameters have the largest affect on the\nobjective using\n",(0,o.jsx)(t.a,{href:"https://en.wikipedia.org/wiki/Variance-based_sensitivity_analysis",children:"Sobol Indicies"})]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"Slice Plot"})," shows how the model predicts a single parameter effects the objective\nalong with a confidence interval"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"Contour Plot"})," shows how the model predicts a pair of parameters effects the\nobjective as a 2D surface"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"Summary"})," lists all trials generated along with their parameterizations,\nobservations, and miscellaneous metadata"]}),"\n",(0,o.jsxs)(t.li,{children:[(0,o.jsx)(t.strong,{children:"Cross Validation"})," helps to visualize how well the surrogate model is able to\npredict out of sample points"]}),"\n"]}),"\n",(0,o.jsx)(t.pre,{children:(0,o.jsx)(t.code,{className:"language-python",children:"# display=True instructs Ax to sort then render the resulting analyses\ncards = client.compute_analyses(display=True)\n"})}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"Modeled score vs. training_time"})}),"\n",(0,o.jsx)(t.p,{children:"This plot displays the effects of each arm on the two selected metrics. It is useful for\nunderstanding the trade-off between the two metrics and for visualizing the Pareto\nfrontier."}),"\n",(0,o.jsx)(n.z,{data:r(8891)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"Summary for Experiment"})}),"\n",(0,o.jsxs)(t.p,{children:["High-level summary of the ",(0,o.jsx)(t.code,{children:"Trial"}),"-s in this ",(0,o.jsx)(t.code,{children:"Experiment"})]}),"\n",(0,o.jsxs)(t.table,{children:[(0,o.jsx)(t.thead,{children:(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.th,{style:{textAlign:"right"}}),(0,o.jsx)(t.th,{style:{textAlign:"right"},children:"trial_index"}),(0,o.jsx)(t.th,{style:{textAlign:"left"},children:"arm_name"}),(0,o.jsx)(t.th,{style:{textAlign:"left"},children:"trial_status"}),(0,o.jsx)(t.th,{style:{textAlign:"left"},children:"generation_node"}),(0,o.jsx)(t.th,{style:{textAlign:"right"},children:"score"}),(0,o.jsx)(t.th,{style:{textAlign:"right"},children:"training_time"}),(0,o.jsx)(t.th,{style:{textAlign:"left"},children:"loss"}),(0,o.jsx)(t.th,{style:{textAlign:"left"},children:"penalty"}),(0,o.jsx)(t.th,{style:{textAlign:"right"},children:"alpha"}),(0,o.jsx)(t.th,{style:{textAlign:"left"},children:"learning_rate"}),(0,o.jsx)(t.th,{style:{textAlign:"right"},children:"eta0"}),(0,o.jsx)(t.th,{style:{textAlign:"right"},children:"batch_size"})]})}),(0,o.jsxs)(t.tbody,{children:[(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"baseline"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"nan"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.863889"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.035197"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.0001"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"optimal"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"143"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"1_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"CenterOfSearchSpace"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.913889"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.079596"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.001"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.0001"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"252"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"2_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"Sobol"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.844444"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.280332"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l1"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.0290907"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"constant"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.0139472"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"93"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"3"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"3"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"3_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"Sobol"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.483333"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.082041"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"modified_huber"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2.20269e-05"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2.81959e-07"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"264"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"4"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"4"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"4_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"Sobol"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.072222"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.041192"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"log_loss"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"elasticnet"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"39.4408"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"adaptive"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.000274625"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"441"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"5"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"5"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"5_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.863889"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.267351"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.000713196"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"optimal"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1.10298e-05"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"156"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"6"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"6"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"6_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.9"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.134938"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.000159468"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"constant"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.000336628"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"258"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"7"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"7"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"7_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.913889"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.105615"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l1"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2.18643e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.000129681"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"314"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"8"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"8"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"8_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.8"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.004833"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"perceptron"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.000829665"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"423"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"9"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"9"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"9_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.808333"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.004853"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"perceptron"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2.52671e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.000114444"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"429"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"10"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"10"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"10_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.886111"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.039145"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l1"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.0142668"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"11"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"11"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"11_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.352778"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.005144"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"8.40595e-07"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"12"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"12"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"12_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.294444"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.005046"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"13"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"13"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"13_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td

1,{style:{textAlign:"right"},children:"0.141667"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.00513"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2.07693e-07"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"14"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"14"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"14_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.691667"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.005079"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1.83289e-07"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"15"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"15"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"15_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.416667"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.005164"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"6.438e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"16"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"16"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"16_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.294444"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.005217"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"8.98904e-07"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"17"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"17"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"17_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.925"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.272629"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"191"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"18"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"18"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"18_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.838889"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.004684"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"perceptron"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1.41204e-05"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"381"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"19"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"19"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"19_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"COMPLETED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.927778"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.04554"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"perceptron"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"2.07859e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]}),(0,o.jsxs)(t.tr,{children:[(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"20"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"20"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"20_0"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"EARLY_STOPPED"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"MBM"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.486111"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"0.005084"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"squared_hinge"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"l2"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1e-08"}),(0,o.jsx)(t.td,{style:{textAlign:"left"},children:"invscaling"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"1.53641e-07"}),(0,o.jsx)(t.td,{style:{textAlign:"right"},children:"500"})]})]})]}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"score by progression"})}),"\n",(0,o.jsx)(t.p,{children:"The progression plot tracks the evolution of each metric over the course of the\nexperiment. This visualization is typically used to monitor the improvement of metrics\nover Trial iterations, but can also be useful in informing decisions about early\nstopping for Trials."}),"\n",(0,o.jsx)(n.z,{data:r(63637)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"training_time by progression"})}),"\n",(0,o.jsx)(t.p,{children:"The progression plot tracks the evolution of each metric over the course of the\nexperiment. This visualization is typically used to monitor the improvement of metrics\nover Trial iterations, but can also be useful in informing decisions about early\nstopping for Trials."}),"\n",(0,o.jsx)(n.z,{data:r(65640)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"Sensitivity Analysis for score"})}),"\n",(0,o.jsx)(t.p,{children:"Understand how each parameter affects score according to a second-order sensitivity\nanalysis."}),"\n",(0,o.jsx)(n.z,{data:r(22243)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"Sensitivity Analysis for training_time"})}),"\n",(0,o.jsx)(t.p,{children:"Understand how each parameter affects training_time according to a second-order\nsensitivity analysis."}),"\n",(0,o.jsx)(n.z,{data:r(89756)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"alpha vs. score"})}),"\n",(0,o.jsx)(t.p,{children:"The slice plot provides a one-dimensional view of predicted outcomes for score as a\nfunction of a single parameter, while keeping all other parameters fixed at their\nstatus_quo value (or mean value if status_quo is unavailable). This visualization helps\nin understanding the sensitivity and impact of changes in the selected parameter on the\npredicted metric outcomes."}),"\n",(0,o.jsx)(n.z,{data:r(60706)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"alpha, batch_size vs. score"})}),"\n",(0,o.jsx)(t.p,{children:"The contour plot visualizes the predicted outcomes for score across a two-dimensional\nparameter space, with other parameters held fixed at their status_quo value (or mean\nvalue if status_quo is unavailable). This plot helps in identifying regions of optimal\nperformance and understanding how changes in the selected parameters influence the\npredicted outcomes. Contour lines represent levels of constant predicted values,\nproviding insights into the gradient and potential optima within the parameter space."}),"\n",(0,o.jsx)(n.z,{data:r(65075)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"alpha, eta0 vs. score"})}),"\n",(0,o.jsx)(t.p,{children:"The contour plot visualizes the predicted outcomes for score across a two-dimensional\nparameter space, with other parameters held fixed at their status_quo value (or mean\nvalue if status_quo is unavailable). This plot helps in identifying regions of optimal\nperformance and understanding how changes in the selected parameters influence the\npredicted outcomes. Contour lines represent levels of constant predicted values,\nproviding insights into the gradient and potential optima within the parameter space."}),"\n",(0,o.jsx)(n.z,{data:r(6431)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"batch_size vs. score"})}),"\n",(0,o.jsx)(t.p,{children:"The slice plot provides a one-dimensional view of predicted outcomes for score as a\nfunction of a single parameter, while keeping all other parameters fixed at their\nstatus_quo value (or mean value if status_quo is unavailable). This visualization helps\nin understanding the sensitivity and impact of changes in the selected parameter on the\npredicted metric outcomes."}),"\n",(0,o.jsx)(n.z,{data:r(13306)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"eta0, batch_size vs. score"})}),"\n",(0,o.jsx)(t.p,{children:"The contour plot visualizes the predicted outcomes for score across a two-dimensional\nparameter space, with other parameters held fixed at their status_quo value (or mean\nvalue if status_quo is unavailable). This plot helps in identifying regions of optimal\nperformance and understanding how changes in the selected parameters influence the\npredicted outcomes. Contour lines represent levels of constant predicted values,\nproviding insights into the gradient and potential optima within the parameter space."}),"\n",(0,o.jsx)(n.z,{data:r(99781)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"batch_size vs. training_time"})}),"\n",(0,o.jsx)(t.p,{children:"The slice plot provides a one-dimensional view of predicted outcomes for training_time\nas a function of a single parameter, while keeping all other parameters fixed at their\nstatus_quo value (or mean value if status_quo is unavailable). This visualization helps\nin understanding the sensitivity and impact of changes in the selected parameter on the\npredicted metric outcomes."}),"\n",(0,o.jsx)(n.z,{data:r(32145)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"alpha, eta0 vs. training_time"})}),"\n",(0,o.jsx)(t.p,{children:"The contour plot visualizes the predicted outcomes for training_time across a\ntwo-dimensional parameter space, with other parameters held fixed at their status_quo\nvalue (or mean value if status_quo is unavailable). This plot helps in identifying\nregions of optimal performance and understanding how changes in the selected parameters\ninfluence the predicted outcomes. Contour lines represent levels of constant predicted\nvalues, providing insights into the gradient and potential optima within the parameter\nspace."}),"\n",(0,o.jsx)(n.z,{data:r(51550)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"alpha, batch_size vs. training_time"})}),"\n",(0,o.jsx)(t.p,{children:"The contour plot visualizes the predicted outcomes for training_time across a\ntwo-dimensional parameter space, with other parameters held fixed at their status_quo\nvalue (or mean value if status_quo is unavailable). This plot helps in identifying\nregions of optimal performance and understanding how changes in the selected parameters\ninfluence the predicted outcomes. Contour lines represent levels of constant predicted\nvalues, providing insights into the gradient and potential optima within the parameter\nspace."}),"\n",(0,o.jsx)(n.z,{data:r(71495)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"alpha vs. training_time"})}),"\n",(0,o.jsx)(t.p,{children:"The slice plot provides a one-dimensional view of predicted outcomes for training_time\nas a function of a single parameter, while keeping all other parameters fixed at their\nstatus_quo value (or mean value if status_quo is unavailable). This visualization helps\nin understanding the sensitivity and impact of changes in the selected parameter on the\npredicted metric outcomes."}),"\n",(0,o.jsx)(n.z,{data:r(63723)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"eta0, batch_size vs. training_time"})}),"\n",(0,o.jsx)(t.p,{children:"The contour plot visualizes the predicted outcomes for training_time across a\ntwo-dimensional parameter space, with other parameters held fixed at their status_quo\nvalue (or mean value if status_quo is unavailable). This plot helps in identifying\nregions of optimal performance and understanding how changes in the selected parameters\ninfluence the predicted outcomes. Contour lines represent levels of constant predicted\nvalues, providing insights into the gradient and potential optima within the parameter\nspace."}),"\n",(0,o.jsx)(n.z,{data:r(30132)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"Cross Validation for score"})}),"\n",(0,o.jsx)(t.p,{children:"The cross-validation plot displays the model fit for each metric in the experiment. It\nemploys a leave-one-out approach, where the model is trained on all data except one\nsample, which is used for validation. The plot shows the predicted outcome for the\nvalidation set on the y-axis against its actual value on the x-axis. Points that align\nclosely with the dotted diagonal line indicate a strong model fit, signifying accurate\npredictions. Additionally, the plot includes 95% confidence intervals that provide\ninsight into the noise in observations and the uncertainty in model predictions. A\nhorizontal, flat line of predictions indicates that the model has not picked up on\nsufficient signal in the data, and instead is just predicting the mean."}),"\n",(0,o.jsx)(n.z,{data:r(51784)}),"\n",(0,o.jsx)(t.p,{children:(0,o.jsx)(t.strong,{children:"Cross Validation for training_time"})}),"\n",(0,o.jsx)(t.p,{children:"The cross-validation plot displays the model fit for each metric in the experiment. It\nemploys a leave-one-out approach, where the model is trained on all data except one\nsample, which is used for validation. The plot shows the predicted outcome for the\nvalidation set on the y-axis against its actual value on the x-axis. Points that align\nclosely with the dotted diagonal line indicate a strong model fit, signifying accurate\npredictions. Additionally, the plot includes 95% confidence intervals that provide\ninsight into the noise in observations and the uncertainty in model predictions. A\nhorizontal, flat line of predictions indicates that the model has not picked up on\nsufficient signal in the data, and instead is just predicting the mean."}),"\n",(0,o.jsx)(n.z,{data:r(87598)}),"\n",(0,o.jsx)(t.h2,{id:"conclusion",children:"Conclusion"}),"\n",(0,o.jsx)(t.p,{children:"This tutorial demonstates Ax's ability to solve AutoML tasks with in a resource\nefficient manor. We configured a complex optimization which captures the nuanced goals\nof the experiment and utilized early stopping to save resources by killing training runs\nunlikely to produce optimal results."}),"\n",(0,o.jsxs)(t.p,{children:["While this tutorial shows how to use Ax for HPO on an ",(0,o.jsx)(t.code,{children:"SGDClassifier"}),", the same\ntechniques can be used for many different AutoML tasks such as feature selection,\narchit

1ecture search, and more."]})]})}function f(e={}){const{wrapper:t}={...(0,a.R)(),...e.components};return t?(0,o.jsx)(t,{...e,children:(0,o.jsx)(p,{...e})}):p(e)}},63637(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"hovertemplate":"arm_name=baseline<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"baseline","line":{"color":"#636efa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"baseline","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAAAA+H8=","dtype":"f8"},"xaxis":"x","y":{"bdata":"UPqkT/qk6z8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=1_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"1_0","line":{"color":"#EF553B","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"1_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACAb0AAAAAAAIB/QAAAAAAAoIdAAAAAAACAj0AAAAAAALCTQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"ZmZmZmZm6j+f9Emf9EnrP7y7u7u7u+s/9Umf9Emf7D/pkz7pkz7tPw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=2_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"2_0","line":{"color":"#00cc96","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"2_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAV0AAAAAAAEBnQAAAAAAAcHFAAAAAAABAd0AAAAAAABB9QAAAAAAAcIFAAAAAAABYhEAAAAAAAECHQAAAAAAAKIpAAAAAAAAQjUAAAAAAAPiPQAAAAAAAcJFAAAAAAADkkkAAAAAAAFiUQAAAAAAAzJVA","dtype":"f8"},"xaxis":"x","y":{"bdata":"x3Ecx3Ec3z+lT/qkT/roPxdswRZsweo/C7ZgC7Zg6z8RERERERHpPxEREREREek/KH3SJ33S6z8cx3Ecx3HsP8dxHMdxHOs/VVVVVVVV7T/HcRzHcRzrP2zBFmzBFuw/vLu7u7u76z/HcRzHcRzrP1uwBVuwBes/","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=3_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"3_0","line":{"color":"#ab63fa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"3_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACAcEAAAAAAAICAQAAAAAAAwIhAAAAAAACAkEAAAAAAAKCUQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"W7AFW7AFuz/6pE/6pE/SP7y7u7u7u9M/YQu2YAu22D/v7u7u7u7ePw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=4_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"4_0","line":{"color":"#FFA15A","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"4_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACQe0AAAAAAAJCLQAAAAAAArJRA","dtype":"f8"},"xaxis":"x","y":{"bdata":"W7AFW7AFuz9bsAVbsAW7P9InfdInfbI/","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=5_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"5_0","line":{"color":"#19d3f3","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"5_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACAY0AAAAAAAIBzQAAAAAAAQH1AAAAAAACAg0AAAAAAAGCIQAAAAAAAQI1AAAAAAAAQkUAAAAAAAICTQAAAAAAA8JVA","dtype":"f8"},"xaxis":"x","y":{"bdata":"x3Ecx3Ec5z8/6ZM+6ZPqP1VVVVVVVek/AAAAAAAA7D8u2IIt2ILpP1uwBVuwBes/chzHcRzH7T990id90iftP1D6pE/6pOs/","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=6_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"6_0","line":{"color":"#FF6692","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"6_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAAAgcEAAAAAAACCAQAAAAAAAMIhAAAAAAAAgkEAAAAAAACiUQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"P+mTPumT6j9Q+qRP+qTrPzmO4ziO4+w/zczMzMzM7D/NzMzMzMzsPw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=7_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"7_0","line":{"color":"#B6E880","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"7_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACgc0AAAAAAAKCDQAAAAAAAcI1AAAAAAACgk0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"iYiIiIiI7D9swRZswRbsP+mTPumTPu0/6ZM+6ZM+7T8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=8_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"8_0","line":{"color":"#FF97FF","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"8_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABwekA=","dtype":"f8"},"xaxis":"x","y":{"bdata":"mpmZmZmZ6T8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=9_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"9_0","line":{"color":"#FECB52","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"9_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAADQekA=","dtype":"f8"},"xaxis":"x","y":{"bdata":"3t3d3d3d6T8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=10_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"10_0","line":{"color":"#636efa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"10_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0AAAAAAAECPQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"x3Ecx3Ec6z+wBVuwBVvsPw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=11_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"11_0","line":{"color":"#EF553B","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"11_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"P+mTPumT1j8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=12_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"12_0","line":{"color":"#00cc96","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"12_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"gy3Ygi3Y0j8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=13_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"13_0","line":{"color":"#ab63fa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"13_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"IiIiIiIiwj8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=14_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"14_0","line":{"color":"#FFA15A","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"14_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"IiIiIiIi5j8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=15_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"15_0","line":{"color":"#19d3f3","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"15_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"q6qqqqqq2j8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=16_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"16_0","line":{"color":"#FF6692","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"16_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"gy3Ygi3Y0j8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=17_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"17_0","line":{"color":"#B6E880","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"17_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAADgZ0AAAAAAAOB3QAAAAAAA6IFAAAAAAADgh0AAAAAAANiNQAAAAAAA6JFAAAAAAADklEA=","dtype":"f8"},"xaxis":"x","y":{"bdata":"iYiIiIiI6D+8u7u7u7vrPzmO4ziO4+w/Sp/0SZ/07T+2YAu2YAvuP2ZmZmZmZu4/mpmZmZmZ7T8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=18_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"18_0","line":{"color":"#FF97FF","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"18_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAADQd0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"gy3Ygi3Y6j8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=19_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"19_0","line":{"color":"#FECB52","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"19_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0AAAAAAAECPQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"F2zBFmzB6j8GW7AFW7DtPw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=20_0<br>progression=%{x}<br>score=%{y}<extra></extra>","legendgroup":"20_0","line":{"color":"#636efa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"20_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"x3Ecx3Ec3z8=","dtype":"f8"},"yaxis":"y"},{"hoverinfo":"none","marker":{"color":"red","symbol":"x"},"mode":"markers","showlegend":false,"type":"scatter","x":{"bdata":"AAAAAABwekAAAAAAAHB6QAAAAAAA0HpAAAAAAADQekAAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAANB3QAAAAAAA0HdAAAAAAABAf0AAAAAAAEB/QA==","dtype":"f8"},"y":{"bdata":"mpmZmZmZ6T8AAAAAQMxzP97d3d3d3ek/AAAAAADhcz8/6ZM+6ZPWPwAAAACAEXU/gy3Ygi3Y0j8AAAAAAKt0PyIiIiIiIsI/AAAAAAADdT8iIiIiIiLmPwAAAACAzXQ/q6qqqqqq2j8AAAAAQCd1P4Mt2IIt2NI/AAAAAEBedT+DLdiCLdjqPwAAAADAL3M/x3Ecx3Ec3z8AAAAAgNJ0Pw==","dtype":"f8"}}],"layout":{"legend":{"title":{"text":"arm_name"},"tracegroupgap":0},"margin":{"t":60},"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"anchor":"y","domain":[0,1],"title":{"text":"progression"}},"yaxis":{"anchor":"x","domain":[0,1],"title":{"text":"score"}}}}')},63723(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"line":{"color":"#636EFA"},"mode":"lines","name":"training_time","showlegend":false,"type":"scatter","x":[1e-8,1.261856883066021e-8,1.592282793341094e-8,2.009233002565046e-8,2.186430438924533e-8,2.5267085457544597e-8,2.5353644939701113e-8,3.1992671377973846e-8,4.037017258596558e-8,5.094138014816375e-8,6.42807311728432e-8,8.111308307896873e-8,1.0235310218990269e-7,1.2915496650148827e-7,1.6297508346206436e-7,2.0565123083486514e-7,2.5950242113997374e-7,3.2745491628777317e-7,4.1320124001153343e-7,5.214008287999684e-7,6.579332246575682e-7,8.302175681319736e-7,0.0000010476157527896663,0.0000013219411484660288,0.0000016681005372000591,0.000002104904144512022,0.000002656087782946684,0.0000033516026509388406,0.000004229242874389499,0.000005336699231206302,0.0000067341506577508285,0.000008497534359086437,0.00001072267222010323,0.000013530477745798076,0.000017073526474706886,0.000021544346900318867,0.000022026873550724194,0.0000271858824273294,0.000034304692863149194,0.00004328761281083062,0.00005462277217684337,0.00006892612104349695,0.00008697490026177834,0.0001,0.00010974987654930568,0.00013848863713938718,0.00015946764581729675,0.0001747528400007683,0.00022051307399030456,0.0002782559402207126,0.0003511191734215127,0.00044306214575838776,0.0005590810182512223,0.0007054802310718645,0.0007131956847305192,0.0008902150854450393,0.001,0.0011233240329780265,0.0014174741629268048,0.001788649529057435,0.0022570197196339213,0.002848035868435799,0.003593813663804626,0.004534878508128582,0.00572236765935022,0.007220809018385456,0.009111627561154887,0.011497569953977356,0.0142668351160523,0.014508287784959401,0.01830738280295366,0.02310129700083158,0.029090660438595938,0.029150530628251757,0.03678379771828634,0.04641588833612782,0.058570208180566616,0.07390722033525775,0.093260334688322,0.1176811952434999,0.14849682622544635,0.1873817422860383,0.23644894126454072,0.298364724028334,0.3764935806792464,0.4750810162102793,0.5994842503189409,0.7564633275546291,0.9545484566618327,1.2045035402587836,1.5199110829529332,1.9179102616724848,2.4201282647943834,3.0538555088334123,3.8535285937105352,4.862601580065354,6.135907273413163,7.742636826811277,9.770099572992246,12.328467394420635,15.556761439304722,19.630406500402685,24.77076355991714,31.25715849688235,39.44075048277849,39.44206059437648,49.770235643321136,62.80291441834247,79.24828983539186,100],"y":[0.08722457937464487,0.08718639874544556,0.08715221751146604,0.0871220433619114,0.08711207254292241,0.0870962385706498,0.08709588301257769,0.08707374220339617,0.08705562569637383,0.08704153727393107,0.08703147973763717,0.08702545490734431,0.08702346362072044,0.08702550573318082,0.08703158011821885,0.0870416846681346,0.0870558162951618,0.08707397093299164,0.08709614353869247,0.08712232809502446,0.08715251761314755,0.0871867041357206,0.08722487874039093,0.08726703154367059,0.08731315170519832,0.087363227432384,0.08741724598543292,0.08747519368274659,0.08753705590669766,0.0876028171097747

17,0.08767246082109378,0.0877459696532723,0.08782332530966247,0.08790450859193856,0.08798949940803458,0.08807827678042758,0.08808692802779312,0.08817081885476158,0.08826710290880727,0.08836710536175274,0.08847080178381891,0.08857816690619558,0.08868917463129108,0.08875751655238939,0.08880379804329076,0.08892200941901768,0.08899543547154648,0.08904378023908963,0.08916908119936635,0.08929788222268017,0.08943015247084382,0.08956586035692857,0.0897049735578059,0.08984745902694577,0.0898542045113249,0.08999328300746431,0.09006743619949278,0.09014241104541404,0.09029480800330883,0.09045043807387666,0.09060926479403239,0.09077125105906303,0.0909363591370179,0.09110455068329576,0.09127578675542092,0.09145002782800103,0.09162723380785756,0.09180736404932194,0.09197707618104596,0.09199037736968838,0.09217623206481584,0.09236488592487044,0.09255459231943988,0.0925562962502004,0.09275041986733507,0.09294721314509959,0.09314663201083725,0.0933486319667307,0.0935531681062137,0.09376019513046553,0.093969667364979,0.09418153877619397,0.09439576298818814,0.09461229329941631,0.09483108269949043,0.0950520838859913,0.09527524928130428,0.09550053104947043,0.09572788111304503,0.09595725116995502,0.0961885927103476,0.09642185703342161,0.09665699526423394,0.09689395837047265,0.09713269717918954,0.09737316239348345,0.09761530460912751,0.09785907433113222,0.09810442199023656,0.0983512979593203,0.0985996525697296,0.0988494361275089,0.09910059892953169,0.0993530912795235,0.0996068271723399,0.0996068635039698,0.09986186596790189,0.10011804909055469,0.10037536336088898,0.10063375935297227]},{"fill":"toself","fillcolor":"rgba(99, 110, 250, 0.5)","hoverinfo":"skip","line":{"color":"rgba(255,255,255,0)"},"showlegend":false,"type":"scatter","x":[1e-8,1.261856883066021e-8,1.592282793341094e-8,2.009233002565046e-8,2.186430438924533e-8,2.5267085457544597e-8,2.5353644939701113e-8,3.1992671377973846e-8,4.037017258596558e-8,5.094138014816375e-8,6.42807311728432e-8,8.111308307896873e-8,1.0235310218990269e-7,1.2915496650148827e-7,1.6297508346206436e-7,2.0565123083486514e-7,2.5950242113997374e-7,3.2745491628777317e-7,4.1320124001153343e-7,5.214008287999684e-7,6.579332246575682e-7,8.302175681319736e-7,0.0000010476157527896663,0.0000013219411484660288,0.0000016681005372000591,0.000002104904144512022,0.000002656087782946684,0.0000033516026509388406,0.000004229242874389499,0.000005336699231206302,0.0000067341506577508285,0.000008497534359086437,0.00001072267222010323,0.000013530477745798076,0.000017073526474706886,0.000021544346900318867,0.000022026873550724194,0.0000271858824273294,0.000034304692863149194,0.00004328761281083062,0.00005462277217684337,0.00006892612104349695,0.00008697490026177834,0.0001,0.00010974987654930568,0.00013848863713938718,0.00015946764581729675,0.0001747528400007683,0.00022051307399030456,0.0002782559402207126,0.0003511191734215127,0.00044306214575838776,0.0005590810182512223,0.0007054802310718645,0.0007131956847305192,0.0008902150854450393,0.001,0.0011233240329780265,0.0014174741629268048,0.001788649529057435,0.0022570197196339213,0.002848035868435799,0.003593813663804626,0.004534878508128582,0.00572236765935022,0.007220809018385456,0.009111627561154887,0.011497569953977356,0.0142668351160523,0.014508287784959401,0.01830738280295366,0.02310129700083158,0.029090660438595938,0.029150530628251757,0.03678379771828634,0.04641588833612782,0.058570208180566616,0.07390722033525775,0.093260334688322,0.1176811952434999,0.14849682622544635,0.1873817422860383,0.23644894126454072,0.298364724028334,0.3764935806792464,0.4750810162102793,0.5994842503189409,0.7564633275546291,0.9545484566618327,1.2045035402587836,1.5199110829529332,1.9179102616724848,2.4201282647943834,3.0538555088334123,3.8535285937105352,4.862601580065354,6.135907273413163,7.742636826811277,9.770099572992246,12.328467394420635,15.556761439304722,19.630406500402685,24.77076355991714,31.25715849688235,39.44075048277849,39.44206059437648,49.770235643321136,62.80291441834247,79.24828983539186,100,100,79.24828983539186,62.80291441834247,49.770235643321136,39.44206059437648,39.44075048277849,31.25715849688235,24.77076355991714,19.630406500402685,15.556761439304722,12.328467394420635,9.770099572992246,7.742636826811277,6.135907273413163,4.862601580065354,3.8535285937105352,3.0538555088334123,2.4201282647943834,1.9179102616724848,1.5199110829529332,1.2045035402587836,0.9545484566618327,0.7564633275546291,0.5994842503189409,0.4750810162102793,0.3764935806792464,0.298364724028334,0.23644894126454072,0.1873817422860383,0.14849682622544635,0.1176811952434999,0.093260334688322,0.07390722033525775,0.058570208180566616,0.04641588833612782,0.03678379771828634,0.029150530628251757,0.029090660438595938,0.02310129700083158,0.01830738280295366,0.014508287784959401,0.0142668351160523,0.011497569953977356,0.009111627561154887,0.007220809018385456,0.00572236765935022,0.004534878508128582,0.003593813663804626,0.002848035868435799,0.0022570197196339213,0.001788649529057435,0.001417474

11629268048,0.0011233240329780265,0.001,0.0008902150854450393,0.0007131956847305192,0.0007054802310718645,0.0005590810182512223,0.00044306214575838776,0.0003511191734215127,0.0002782559402207126,0.00022051307399030456,0.0001747528400007683,0.00015946764581729675,0.00013848863713938718,0.00010974987654930568,0.0001,0.00008697490026177834,0.00006892612104349695,0.00005462277217684337,0.00004328761281083062,0.000034304692863149194,0.0000271858824273294,0.000022026873550724194,0.000021544346900318867,0.000017073526474706886,0.000013530477745798076,0.00001072267222010323,0.000008497534359086437,0.0000067341506577508285,0.000005336699231206302,0.000004229242874389499,0.0000033516026509388406,0.000002656087782946684,0.000002104904144512022,0.0000016681005372000591,0.0000013219411484660288,0.0000010476157527896663,8.302175681319736e-7,6.579332246575682e-7,5.214008287999684e-7,4.1320124001153343e-7,3.2745491628777317e-7,2.5950242113997374e-7,2.0565123083486514e-7,1.6297508346206436e-7,1.2915496650148827e-7,1.0235310218990269e-7,8.111308307896873e-8,6.42807311728432e-8,5.094138014816375e-8,4.037017258596558e-8,3.1992671377973846e-8,2.5353644939701113e-8,2.5267085457544597e-8,2.186430438924533e-8,2.009233002565046e-8,1.592282793341094e-8,1.261856883066021e-8,1e-8],"y":[0.1962430422286034,0.19521100895201318,0.194184274151688,0.19316329985437458,0.19279381463664402,0.1921634362020961,0.19214856301287728,0.1911405558814543,0.1901397863838867,0.18914677847104072,0.18816207246431055,0.1871862253808635,0.18621981123610587,0.18526342131824408,0.1843176644292425,0.18338316708587135,0.18246057367390014,0.18155054654783376,0.1806537660679137,0.1797709305654279,0.17890275622669521,0.17804997688544366,0.17721334371268505,0.17639362479263915,0.17559160457279255,0.1748080831758297,0.17404387556096212,0.17329981052215904,0.17257672951097758,0.17187548527213617,0.17119694028073085,0.17054196497107643,0.1699114357486301,0.1693062327783249,0.16872723754496816,0.16817533018413638,0.16812421484648907,0.1676513865852422,0.16715627527215726,0.1666908540709069,0.16625596657847752,0.16585243845161263,0.16548107353953234,0.16527401779840886,0.16514264988967614,0.16483791566068923,0.16466982172283218,0.16456758498180107,0.164332333802285,0.1641327957786696,0.1639695582505915,0.16384315835845592,0.16375407935724462,0.16370274718073663,0.16370127683627703,0.16368952730898828,0.16369730647765093,0.16371472198910048,0.16377856785509004,0.1638812339871339,0.16402282044368643,0.16420335729216984,0.16442280415531618,0.164681050281077,0.1649779151345997,0.16531314950140796,0.165686437081923,0.16609739654910333,0.16651200875748073,0.16654558403352593,0.1670304959938717,0.16755157242569818,0.16810312616888712,0.1681082003576428,0.16869971758187483,0.1693254165646593,0.16998454848325112,0.17067632733689236,0.1713999340822768,0.1721545207473228,0.17293921448124294,0.17375312150356215,0.1745953309196956,0.17546491837580974,0.17636094953078488,0.17728248332804275,0.17822857505470366,0.1791982791798889,0.18019065196794593,0.18120475386588764,0.18223965166740275,0.18329442045839126,0.18436814535113472,0.18545992301593223,0.18656886302036665,0.18769408898732926,0.18883473958357933,0.1899899693509811,0.19115894939267986,0.1923408679264002,0.19353493071680572,0.1947403613984719,0.1959564017005473,0.1971823115836136,0.19841719229379623,0.1984173692986437,0.19966087137730976,0.2009121325622289,0.20217048568507157,0.20343528149979517,-0.0021677627938506555,-0.0014197589632935909,-0.0006760343811195307,0.00006286055849402672,0.0007963577092958973,0.000796462050883559,0.001523870975433425,0.0022447961585160964,0.002958510856545915,0.0036643744226534936,0.004361727992240383,0.005049894587793244,0.0057281793112833185,0.006395869634675699,0.0070522357996376656,0.00769653133801243,0.00832799372501307,0.008945845177333142,0.00954929360845197,0.010137533753292446,0.010709748474022382,0.011265110258144154,0.011802782919051943,0.012321923507904897,0.01282168444393987,0.013301215868195992,0.01375966822302288,0.014196195056680697,0.01460995604882577,0.015000120248715054,0.015365869513608271,0.015706402130150593,0.016020936596569016,0.01630871553842339,0.016569009725539874,0.016801122152795306,0.01700439214275802,0.017006058469992633,0.01717819942404268,0.017321968135759966,0.017435170705850836,0.01

17442143604611174,0.017517331549540535,0.017568030533792134,0.017586906154594087,0.017573658376242154,0.017528051085514515,0.017449914118719642,0.017339144825956235,0.017195709144378332,0.017019642160619422,0.01681104815152762,0.016570100101727603,0.016437565921334635,0.016297038705940348,0.016007132186372786,0.015992170873154896,0.01565586775836718,0.0152885623554012,0.014890746691096149,0.014462968666690751,0.014005828596447709,0.013519975496378164,0.013321049220260783,0.013006103177346143,0.0124649461969054,0.012241015306369923,0.011897275723049827,0.01130389536077854,0.010685636989160294,0.01004335665259859,0.009377930545457283,0.008690251124280943,0.00804964120909718,0.007981223376718777,0.007251761271100984,0.0065027844055522005,0.005735214870694824,0.004949974335468177,0.004147981361456735,0.003330148947413375,0.00249738230241775,0.0016505768433341256,0.0007906164099037022,-0.00008162831106167667,-0.000965301162395904,-0.0018595617052979824,-0.0027635862319031895,-0.0036765686140024373,-0.004597721000400137,-0.005526274375378976,-0.006461478990528763,-0.007402604681850458,-0.008348941083576533,-0.009299797749602157,-0.010254504192804798,-0.011212409851882432,-0.012172883994664999,-0.013135315566174852,-0.014099112989036197,-0.015063703923178573,-0.016028534991139043,-0.016993071474661933,-0.0179567969877219,-0.017970959060796515,-0.01856966955079918,-0.018919213130551796,-0.019879839128755933,-0.020838211461122053,-0.021793883479313644]},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled alpha","showlegend":false,"type":"scatter","x":[1e-8,2.186430438924533e-8,2.5267085457544597e-8,0.000022026873550724194,0.0001,0.00015946764581729675,0.0007131956847305192,0.001,0.0142668351160523,0.029090660438595938,39.44075048277849],"y":[0.08722457937464487,0.08711207254292241,0.0870962385706498,0.08808692802779312,0.08875751655238939,0.08899543547154648,0.0898542045113249,0.09006743619949278,0.09197707618104596,0.09255459231943988,0.0996068271723399]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,2],"title":{"text":"alpha"},"type":"log"},"yaxis":{"title":{"text":"training_time"}}}}')},65075(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"showscale":false,"type":"contour","x":{"bdata":"Ooww4o55RT70hWakA3pXPun3mhJdIVs+4CuBGbtVgT7pAtzvb/y7Pn034D5El/Y+sy17OcsY9z4tQxzr4jYaP7ENqaXY5iQ/DTrFKVw8Mj/l1B4SuF5HP/yp8dJNYlA/BTvtBMZwbT+5TO0x7jeNP5OtzyzxyZ0/+j/WxNLDpz8qyDKY+S7jP6/Wz8l1+B5Aa50Gg2q4Q0AAAAAAAABZQA==","dtype":"f8"},"y":{"bdata":"AAAAAAAAFEAAAAAAAABOQAAAAAAAQFdAAAAAAADAXEAAAAAAAOBhQAAAAAAAgGNAAAAAAABAZUAAAAAAAOBnQAAAAAAAIGxAAAAAAACAb0AAAAAAACBwQAAAAAAAgHBAAAAAAACAcUAAAAAAAKBzQAAAAAAA8HRAAAAAAADQd0AAAAAAAGB4QAAAAAAAcHpAAAAAAADQekAAAAAAAJB7QAAAAAAA0HtAAAAAAABAf0A=","dtype":"f8"},"z":{"bdata":"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","dtype":"f8","shape":"22, 20"}},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled","showlegend":false,"type":"scatter","x":[0.0001,0.001,0.029090660438595938,0.000022026873550724194,39.44075048277849,0.0007131956847305192,0.00015946764581729675,2.186430438924533e-8,1e-8,1e-8,1e-8,1e-8,2.5267085457544597e-8,0.0142668351160523],"y":[143,252,93,264,441,156,258,314,423,500,191,381,429,500]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,2],"title":{"text":"alpha"},"type":"log"},"yaxis":{"range":[5,500],"title":{"text":"batch_size"}}}}')},65640(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"hovertemplate":"arm_name=baseline<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"baseline","line":{"color":"#636efa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"baseline","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAAAA+H8=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAGAFoj8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=1_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"1_0","line":{"color":"#EF553B","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"1_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACAb0AAAAAAAIB/QAAAAAAAoIdAAAAAAACAj0AAAAAAALCTQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAMAXdT8AAAAAUBqSPwAAAAA4qaM/AAAAAGAUrj8AAAAAaGC0Pw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=2_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"2_0","line":{"color":"#00cc96","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"2_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAV0AAAAAAAEBnQAAAAAAAcHFAAAAAAABAd0AAAAAAABB9QAAAAAAAcIFAAAAAAABYhEAAAAAAAECHQAAAAAAAKIpAAAAAAAAQjUAAAAAAAPiPQAAAAAAAcJFAAAAAAADkkkAAAAAAAFiUQAAAAAAAzJVA","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAIAkcj8AAAAAUI6QPwAAAAAIfqI/AAAAAAC5rD8AAAAAVMGzPwAAAAAMybg/AAAAAMjCvT8AAAAAwnbBPwAAAACiGcQ/AAAAAGq7xj8AAAAAfD7JPwAAAABMzMs/AAAAAJZ6zj8AAAAAMpbQPwAAAAD38NE/","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=3_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"3_0","line":{"color":"#ab63fa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"3_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACAcEAAAAAAAICAQAAAAAAAwIhAAAAAAACAkEAAAAAAAKCUQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAAAhfD8AAAAAgHGUPwAAAABQwKQ/AAAAAFiLrz8AAAAAnAC1Pw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=4_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"4_0","line":{"color":"#FFA15A","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"4_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACQe0AAAAAAAJCLQAAAAAAArJRA","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAICDeT8AAAAAgDGUPwAAAAAgF6U/","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=5_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"5_0","line":{"color":"#19d3f3","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"5_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACAY0AAAAAAAIBzQAAAAAAAQH1AAAAAAACAg0AAAAAAAGCIQAAAAAAAQI1AAAAAAAAQkUAAAAAAAICTQAAAAAAA8JVA","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAMBJcj8AAAAAsCCfPwAAAADgOLA/AAAAAMCjuD8AAAAAbJfAPwAAAACgEcU/AAAAABROyT8AAAAAYp/NPwAAAABIHNE/","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=6_0<br>progression=%{x}<br>

1training_time=%{y}<extra></extra>","legendgroup":"6_0","line":{"color":"#FF6692","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"6_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAAAgcEAAAAAAACCAQAAAAAAAMIhAAAAAAAAgkEAAAAAAACiUQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAICicj8AAAAAOAygPwAAAACQpLA/AAAAAJiSuT8AAAAAqkXBPw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=7_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"7_0","line":{"color":"#B6E880","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"7_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAACgc0AAAAAAAKCDQAAAAAAAcI1AAAAAAACgk0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAMC8dT8AAAAAEDqhPwAAAADkuLE/AAAAAJgJuz8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=8_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"8_0","line":{"color":"#FF97FF","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"8_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABwekA=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAEDMcz8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=9_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"9_0","line":{"color":"#FECB52","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"9_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAADQekA=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAADhcz8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=10_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"10_0","line":{"color":"#636efa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"10_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0AAAAAAAECPQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAIDMeD8AAAAAyAqkPw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=11_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"11_0","line":{"color":"#EF553B","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"11_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAIARdT8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=12_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"12_0","line":{"color":"#00cc96","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"12_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAACrdD8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=13_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"13_0","line":{"color":"#ab63fa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"13_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAAADdT8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=14_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"14_0","line":{"color":"#FFA15A","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"14_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAIDNdD8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=15_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"15_0","line":{"color":"#19d3f3","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"15_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAEAndT8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=16_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"16_0","line":{"color":"#FF6692","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"16_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAEBedT8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=17_0<br>progression=%{x}<br>

1training_time=%{y}<extra></extra>","legendgroup":"17_0","line":{"color":"#B6E880","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"17_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAADgZ0AAAAAAAOB3QAAAAAAA6IFAAAAAAADgh0AAAAAAANiNQAAAAAAA6JFAAAAAAADklEA=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAIABcz8AAAAAaBKmPwAAAABMzbY/AAAAAGQ5wT8AAAAAuCLHPwAAAAC0Ac0/AAAAAMNy0T8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=18_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"18_0","line":{"color":"#FF97FF","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"18_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAADQd0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAMAvcz8=","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=19_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"19_0","line":{"color":"#FECB52","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"19_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0AAAAAAAECPQA==","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAICacz8AAAAAEFGnPw==","dtype":"f8"},"yaxis":"y"},{"hovertemplate":"arm_name=20_0<br>progression=%{x}<br>training_time=%{y}<extra></extra>","legendgroup":"20_0","line":{"color":"#636efa","dash":"solid"},"marker":{"symbol":"circle"},"mode":"lines","name":"20_0","orientation":"v","showlegend":true,"type":"scatter","x":{"bdata":"AAAAAABAf0A=","dtype":"f8"},"xaxis":"x","y":{"bdata":"AAAAAIDSdD8=","dtype":"f8"},"yaxis":"y"},{"hoverinfo":"none","marker":{"color":"red","symbol":"x"},"mode":"markers","showlegend":false,"type":"scatter","x":{"bdata":"AAAAAABwekAAAAAAAHB6QAAAAAAA0HpAAAAAAADQekAAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAAEB/QAAAAAAAQH9AAAAAAABAf0AAAAAAANB3QAAAAAAA0HdAAAAAAABAf0AAAAAAAEB/QA==","dtype":"f8"},"y":{"bdata":"mpmZmZmZ6T8AAAAAQMxzP97d3d3d3ek/AAAAAADhcz8/6ZM+6ZPWPwAAAACAEXU/gy3Ygi3Y0j8AAAAAAKt0PyIiIiIiIsI/AAAAAAADdT8iIiIiIiLmPwAAAACAzXQ/q6qqqqqq2j8AAAAAQCd1P4Mt2IIt2NI/AAAAAEBedT+DLdiCLdjqPwAAAADAL3M/x3Ecx3Ec3z8AAAAAgNJ0Pw==","dtype":"f8"}}],"layout":{"legend":{"title":{"text":"arm_name"},"tracegroupgap":0},"margin":{"t":60},"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"anchor":"y","domain":[0,1],"title":{"text":"progression"}},"yaxis":{"anchor":"x","domain":[0,1],"title":{"text":"training_time"}}}}')},71495(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"showscale":false,"type":"contour","x":{"bdata":"Ooww4o55RT70hWakA3pXPun3mhJdIVs+4CuBGbtVgT7pAtzvb/y7Pn034D5El/Y+sy17OcsY9z4tQxzr4jYaP7ENqaXY5iQ/DTrFKVw8Mj/l1B4SuF5HP/yp8dJNYlA/BTvtBMZwbT+5TO0x7jeNP5OtzyzxyZ0/+j/WxNLDpz8qyDKY+S7jP6/Wz8l1+B5Aa50Gg2q4Q0AAAAAAAABZQA==","dtype":"f8"},"y":{"bdata":"AAAAAAAAFEAAAAAAAABOQAAAAAAAQFdAAAAAAADAXEAAAAAAAOBhQAAAAAAAgGNAAAAAAABAZUAAAAAAAOBnQAAAAAAAIGxAAAAAAACAb0AAAAAAACBwQAAAAAAAgHBAAAAAAACAcUAAAAAAAKBzQAAAAAAA8HRAAAAAAADQd0AAAAAAAGB4QAAAAAAAcHpAAAAAAADQekAAAAAAAJB7QAAAAAAA0HtAAAAAAABAf0A=","dtype":"f8"},"z":{"bdata":"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","dtype":"f8","shape":"22, 20"}},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled","showlegend":false,"type":"scatter","x":[0.0001,0.001,0.029090660438595938,0.000022026873550724194,39.44075048277849,0.0007131956847305192,0.00015946764581729675,2.186430438924533e-8,1e-8,1e-8,1e-8,1e-8,2.5267085457544597e-8,0.0142668351160523],"y":[143,252,93,264,441,156,258,314,423,500,191,381,429,500]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,2],"title":{"text":"alpha"},"type":"log"},"yaxis":{"range":[5,500],"title":{"text":"batch_size"}}}}')},87598(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"error_x":{"array":{"bdata":"AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fwAAAAAAAPh/AAAAAAAA+H8AAAAAAAD4fw==","dtype":"f8"},"color":"rgba(99, 110, 250, 0.5)","type":"data","visible":true},"error_y":{"array":{"bdata":"a9j5EVGVyD9rWbVTxLLCP7mmoG5U+sg/z6YVy371yD8I4bQJOZXIP81zk1qA/8g/JXW6IPgAyT/LkOFv1BC9P3a8yrxx1L8/KYRahZD4yD+1BLhjaf7IPw==","dtype":"f8"},"color":"rgba(99, 110, 250, 0.5)","type":"data","visible":true},"hoverlabel":{"bgcolor":"rgba(99, 110, 250, 0.5)","font":{"color":"black"}},"hovertemplate":"<b>Arm Name: %{text}</b><br>Predicted: %{y}<br>Observed: %{x}<br><extra></extra>","marker":{"color":"rgba(99, 110, 250, 1)"},"mode":"markers","text":["6_0","19_0","10_0","7_0","baseline","2_0","4_0","3_0","1_0","17_0","5_0"],"type":"scatter","x":{"bdata":"AAAAAKpFwT8AAAAAEFGnPwAAAADICqQ/AAAAAJgJuz8AAAAAYAWiPwAAAAD38NE/AAAAACAXpT8AAAAAnAC1PwAAAABoYLQ/AAAAAMNy0T8AAAAASBzRPw==","dtype":"f8"},"y":{"bdata":"M6E/3qf6vj/wVOCL5TO5P1f9GTv6NcI/3A3XDOcnwT8RyBryi+TBP2lZMoG1kME/oZ5jaKGqwT+U4CwQ/uuyP4TbR8O1DLc/7vAcfcSzwD9HHCIZvErBPw==","dtype":"f8"}}],"layout":{"shapes":[{"line":{"color":"gray","dash":"dot"},"type":"line","x0":-0.07097353589573414,"x1":0.33774913283195107,"y0":-0.07097353589573414,"y1":0.33774913283195107}],"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"constrain":"domain","range":[-0.07097353589573414,0.33774913283195107],"title":{"text":"Actual Outcome"}},"yaxis":{"range":[-0.07097353589573414,0.33774913283195107],"scaleanchor":"x","scaleratio":1,"title":{"text":"Predicted Outcome"}}}}')},89756(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"customdata":[["loss_OH_PARAM__0 & learning_rate_OH_PARAM__2"]],"hovertemplate":"direction=Increases training_time<br>importance=%{x}<br>truncated_parameter_name=%{y}<br>parameter_name=%{customdata[0]}<extra></extra>","legendgroup":"Increases training_time","marker":{"color":"#636EFA","pattern":{"shape":""}},"name":"Increases training_time","orientation":"h","showlegend":true,"textposition":"auto","type":"bar","x":{"bdata":"glC05egE0D8=","dtype":"f8"},"xaxis":"x","y":["loss_OH... & learnin..."],"yaxis":"y"},{"customdata":[["learning_rate_OH_PARAM__2"],["learning_rate_OH_PARAM__2 & batch_size"],["learning_rate_OH_PARAM__2 & alpha"],["learning_rate_OH_PARAM__2 & eta0"]],"hovertemplate":"direction=Decreases training_time<br>importance=%{x}<br>truncated_parameter_name=%{y}<br>parameter_name=%{customdata[0]}<extra></extra>","legendgroup":"Decreases training_time","marker":{"color":"#FFA15A","pattern":{"shape":""}},"name":"Decreases training_time","orientation":"h","showlegend":true,"textposition":"auto","type":"bar","x":{"bdata":"xhPdsmt4tj8EEuZZT8KzP4pviVhpyrI/H4+Q+I+Ksj8=","dtype":"f8"},"xaxis":"x","y":["learning_rate_OH_...","learnin... & batch_size","learnin... & alpha","learnin... & eta0"],"yaxis":"y"}],"layout":{"barmode":"relative","legend":{"title":{"text":"direction"},"tracegroupgap":0},"margin":{"t":60},"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"anchor":"y","domain":[0,1],"title":{"text":"importance"}},"yaxis":{"anchor":"x","categoryorder":"total ascending","domain":[0,1],"title":{"text":"truncated_parameter_name"}}}}')},99781(e){e.exports=JSON.parse('{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"showscale":false,"type":"contour","x":{"bdata":"Ooww4o55RT6+iY1Ek1FWPnH3+n4pSHE+mupHE7PIdD4XWZCYDp+EPkJB+SfAmYg+HN/eKUrgiz6mb+h/A+ySPkY6y86HHaQ+g7+syac0rD7Mi7cwhimuPrbcNTned9M+JkZHQpAh5z6/gFsHz5ztPl+/6fiI1wI/LUMc6+I2Gj9sJkN+PAAePyT+ENBb/yA/Iyc2Z2//MT8NOsUpXDwyP67jmLmvDzY/p29V+LsvSz9PKx9RLaZhP/BpQtlUkIw/vQgmUtMUkT/8s55iJojAPwAAAAAAAPA/","dtype":"f8"},"y":{"bdata":"AAAAAAAAFEAAAAAAAABOQAAAAAAAQFdAAAAAAADAXEAAAAAAAOBhQAAAAAAAgGNAAAAAAABAZUAAAAAAAOBnQAAAAAAAIGxAAAAAAACAb0AAAAAAACBwQAAAAAAAgHBAAAAAAACAcUAAAAAAAKBzQAAAAAAA8HRAAAAAAADQd0AAAAAAAGB4QAAAAAAAcHpAAAAAAADQekAAAAAAAJB7QAAAAAAA0HtAAAAAAABAf0A=","dtype":"f8"},"z":{"bdata":"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","dtype":"f8","shape":"22, 27"}},{"marker":{"color":"black","symbol":"x"},"mode":"markers","name":"Sampled","showlegend":false,"type":"scatter","x":[1e-8,1e-8,0.0001,0.013947165374976728,2.8195870519094656e-7,0.00027462453655201414,0.000011029771550238767,0.0003366283432089623,0.0001296805931207827,0.0008296649763610456,0.00011444443913712917,1,1,8.405949246444728e-7,2.0769336555952117e-7,1.8328866601076222e-7,6.438003174576726e-8,8.989037225095176e-7,0.00001412035656350762,2.0785865726007548e-8,1.536407803487891e-7],"y":[143,500,252,93,264,441,156,258,314,423,429,500,191,500,500,500,500,500,381,500,500]}],"layout":{"template":{"data":{"bar":[{"error_x":{"color":"#2a3f5f"},"error_y":{"color":"#2a3f5f"},"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"bar"}],"barpolar":[{"marker":{"line":{"color":"#E5ECF6","width":0.5},"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"barpolar"}],"carpet":[{"aaxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"baxis":{"endlinecolor":"#2a3f5f","gridcolor":"white","linecolor":"white","minorgridcolor":"white","startlinecolor":"#2a3f5f"},"type":"carpet"}],"choropleth":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"choropleth"}],"contour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"contour"}],"contourcarpet":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"contourcarpet"}],"heatmap":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"heatmap"}],"histogram":[{"marker":{"pattern":{"fillmode":"overlay","size":10,"solidity":0.2}},"type":"histogram"}],"histogram2d":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2d"}],"histogram2dcontour":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"histogram2dcontour"}],"mesh3d":[{"colorbar":{"outlinewidth":0,"ticks":""},"type":"mesh3d"}],"parcoords":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"parcoords"}],"pie":[{"automargin":true,"type":"pie"}],"scatter":[{"fillpattern":{"fillmode":"overlay","size":10,"solidity":0.2},"type":"scatter"}],"scatter3d":[{"line":{"colorbar":{"outlinewidth":0,"ticks":""}},"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatter3d"}],"scattercarpet":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattercarpet"}],"scattergeo":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergeo"}],"scattergl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattergl"}],"scattermap":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermap"}],"scattermapbox":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scattermapbox"}],"scatterpolar":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolar"}],"scatterpolargl":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterpolargl"}],"scatterternary":[{"marker":{"colorbar":{"outlinewidth":0,"ticks":""}},"type":"scatterternary"}],"surface":[{"colorbar":{"outlinewidth":0,"ticks":""},"colorscale":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"type":"surface"}],"table":[{"cells":{"fill":{"color":"#EBF0F8"},"line":{"color":"white"}},"header":{"fill":{"color":"#C8D4E3"},"line":{"color":"white"}},"type":"table"}]},"layout":{"annotationdefaults":{"arrowcolor":"#2a3f5f","arrowhead":0,"arrowwidth":1},"autotypenumbers":"strict","coloraxis":{"colorbar":{"outlinewidth":0,"ticks":""}},"colorscale":{"diverging":[[0,"#8e0152"],[0.1,"#c51b7d"],[0.2,"#de77ae"],[0.3,"#f1b6da"],[0.4,"#fde0ef"],[0.5,"#f7f7f7"],[0.6,"#e6f5d0"],[0.7,"#b8e186"],[0.8,"#7fbc41"],[0.9,"#4d9221"],[1,"#276419"]],"sequential":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]],"sequentialminus":[[0,"#0d0887"],[0.1111111111111111,"#46039f"],[0.2222222222222222,"#7201a8"],[0.3333333333333333,"#9c179e"],[0.4444444444444444,"#bd3786"],[0.5555555555555556,"#d8576b"],[0.6666666666666666,"#ed7953"],[0.7777777777777778,"#fb9f3a"],[0.8888888888888888,"#fdca26"],[1,"#f0f921"]]},"colorway":["#636efa","#EF553B","#00cc96","#ab63fa","#FFA15A","#19d3f3","#FF6692","#B6E880","#FF97FF","#FECB52"],"font":{"color":"#2a3f5f"},"geo":{"bgcolor":"white","lakecolor":"white","landcolor":"#E5ECF6","showlakes":true,"showland":true,"subunitcolor":"white"},"hoverlabel":{"align":"left"},"hovermode":"closest","mapbox":{"style":"light"},"paper_bgcolor":"white","plot_bgcolor":"#E5ECF6","polar":{"angularaxis":{"gridcolor":"white","linecolor":"white","t

1icks":""},"bgcolor":"#E5ECF6","radialaxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"scene":{"xaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"yaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"},"zaxis":{"backgroundcolor":"#E5ECF6","gridcolor":"white","gridwidth":2,"linecolor":"white","showbackground":true,"ticks":"","zerolinecolor":"white"}},"shapedefaults":{"line":{"color":"#2a3f5f"}},"ternary":{"aaxis":{"gridcolor":"white","linecolor":"white","ticks":""},"baxis":{"gridcolor":"white","linecolor":"white","ticks":""},"bgcolor":"#E5ECF6","caxis":{"gridcolor":"white","linecolor":"white","ticks":""}},"title":{"x":0.05},"xaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2},"yaxis":{"automargin":true,"gridcolor":"white","linecolor":"white","ticks":"","title":{"standoff":15},"zerolinecolor":"white","zerolinewidth":2}}},"xaxis":{"range":[-8,0],"title":{"text":"eta0"},"type":"log"},"yaxis":{"range":[5,500],"title":{"text":"batch_size"}}}}')}}]);