594 lines
924 KiB
Plaintext
594 lines
924 KiB
Plaintext
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 106,
|
||
"id": "3c568ab9",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib as mpl\n",
|
||
"from matplotlib import pyplot as plt\n",
|
||
"\n",
|
||
"fig_dpi = 200\n",
|
||
"lw = 3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "7ecc547f",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Fixed Learning Rate\n",
|
||
"80/10/10 Split, 50 epochs\n",
|
||
"\n",
|
||
"## Index\n",
|
||
"0. learning rate\n",
|
||
"1. top-1 accuracy\n",
|
||
"2. top-5 accuracy\n",
|
||
"3. last val loss\n",
|
||
"4. last val accuracy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 107,
|
||
"id": "1b2471d2",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"fixed_results_100e = np.array([\n",
|
||
" [1e-4, 0.8, 3.03, 5.27, 0.55],\n",
|
||
" [1e-3, 12.29, 33.17, 3.96, 15.01],\n",
|
||
" [2e-3, 21.74, 47.56, 3.68, 25.00],\n",
|
||
" [5e-3, 32.92, 60.90, 3.27, 35.66],\n",
|
||
" [1e-2, 32.06, 58.93, 2.98, 35.54],\n",
|
||
" [5e-2, 0.80, 2.10, 5.29, 0.55],\n",
|
||
" [1e-1, 0.80, 2.10, 5.29, 0.55]\n",
|
||
"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ca34155e",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 100 Epochs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 122,
|
||
"id": "c664a31c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x600 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"207.070375pt\" version=\"1.1\" viewBox=\"0 0 352.343125 207.070375\" width=\"352.343125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-30T08:53:50.243266</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 207.070375 \nL 352.343125 207.070375 \nL 352.343125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 40.603125 169.514125 \nL 345.143125 169.514125 \nL 345.143125 22.318125 \nL 40.603125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 49.249465 169.514125 \nL 49.249465 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mc47d1a3cd7\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"49.249465\" xlink:href=\"#mc47d1a3cd7\" y=\"169.514125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- $\\mathdefault{10^{-6}}$ -->\n <g transform=\"translate(37.499465 184.112562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.765625)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.765625)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-36\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 105.06761 169.514125 \nL 105.06761 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"105.06761\" xlink:href=\"#mc47d1a3cd7\" y=\"169.514125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- $\\mathdefault{10^{-5}}$ -->\n <g transform=\"translate(93.31761 184.112562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 160.885755 169.514125 \nL 160.885755 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"160.885755\" xlink:href=\"#mc47d1a3cd7\" y=\"169.514125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- $\\mathdefault{10^{-4}}$ -->\n <g transform=\"translate(149.135755 184.112562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-34\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 216.703899 169.514125 \nL 216.703899 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"216.703899\" xlink:href=\"#mc47d1a3cd7\" y=\"169.514125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- $\\mathdefault{10^{-3}}$ -->\n <g transform=\"translate(204.953899 184.112562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.765625)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.765625)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-33\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 272.522044 169.514125 \nL 272.522044 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"272.522044\" xlink:href=\"#mc47d1a3cd7\" y=\"169.514125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- $\\mathdefault{10^{-2}}$ -->\n <g transform=\"translate(260.772044 184.112562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.765625)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.765625)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-32\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 328.340189 169.514125 \nL 328.340189 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"328.340189\" xlink:href=\"#mc47d1a3cd7\" y=\"169.514125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- $\\mathdefault{10^{-1}}$ -->\n <g transform=\"translate(316.590189 184.112562)scale(0.1 -0.1)\">\n <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-31\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <defs>\n <path d=\"M 0 0 \nL 0 2 \n\" id=\"m3e813f45fc\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"40.603125\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"43.840128\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_9\">\n <g id=\"line2d_15\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"46.695367\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_10\">\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"66.052401\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_11\">\n <g id=\"line2d_17\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"75.881488\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_12\">\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"82.855337\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_13\">\n <g id=\"line2d_19\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"88.264674\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_14\">\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"92.684424\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_15\">\n <g id=\"line2d_21\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"96.42127\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_16\">\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"99.658273\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_17\">\n <g id=\"line2d_23\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"102.513512\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_18\">\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"121.870546\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_19\">\n <g id=\"line2d_25\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"131.699633\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_20\">\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"138.673482\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_21\">\n <g id=\"line2d_27\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"144.082819\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_22\">\n <g id=\"line2d_28\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"148.502569\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_23\">\n <g id=\"line2d_29\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"152.239415\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_24\">\n <g id=\"line2d_30\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"155.476418\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_25\">\n <g id=\"line2d_31\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"158.331656\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_26\">\n <g id=\"line2d_32\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"177.688691\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_27\">\n <g id=\"line2d_33\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"187.517778\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_28\">\n <g id=\"line2d_34\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"194.491626\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_29\">\n <g id=\"line2d_35\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"199.900964\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_30\">\n <g id=\"line2d_36\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"204.320714\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_31\">\n <g id=\"line2d_37\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"208.057559\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_32\">\n <g id=\"line2d_38\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"211.294562\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_33\">\n <g id=\"line2d_39\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"214.149801\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_34\">\n <g id=\"line2d_40\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"233.506835\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_35\">\n <g id=\"line2d_41\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"243.335923\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_36\">\n <g id=\"line2d_42\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"250.309771\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_37\">\n <g id=\"line2d_43\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"255.719108\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_38\">\n <g id=\"line2d_44\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"260.138859\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_39\">\n <g id=\"line2d_45\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"263.875704\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_40\">\n <g id=\"line2d_46\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"267.112707\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_41\">\n <g id=\"line2d_47\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"269.967946\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_42\">\n <g id=\"line2d_48\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"289.32498\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_43\">\n <g id=\"line2d_49\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"299.154068\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_44\">\n <g id=\"line2d_50\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"306.127916\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_45\">\n <g id=\"line2d_51\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"311.537253\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_46\">\n <g id=\"line2d_52\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"315.957003\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_47\">\n <g id=\"line2d_53\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"319.693849\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_48\">\n <g id=\"line2d_54\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"322.930852\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_49\">\n <g id=\"line2d_55\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"325.786091\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_50\">\n <g id=\"line2d_56\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"345.143125\" xlink:href=\"#m3e813f45fc\" y=\"169.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- Learning Rate -->\n <g transform=\"translate(158.11375 197.790687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"53.962891\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"115.486328\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"176.765625\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"216.128906\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"279.507812\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"307.291016\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"370.669922\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"434.146484\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"465.933594\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"533.166016\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"594.445312\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"633.654297\" xlink:href=\"#DejaVuSans-65\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_57\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 169.514125 \nL 345.143125 169.514125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_58\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m274f395aea\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"169.514125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 0 -->\n <g transform=\"translate(27.240625 173.313344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_59\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 148.486125 \nL 345.143125 148.486125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_60\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"148.486125\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 10 -->\n <g transform=\"translate(20.878125 152.285344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_61\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 127.458125 \nL 345.143125 127.458125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_62\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"127.458125\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 20 -->\n <g transform=\"translate(20.878125 131.257344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_63\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 106.430125 \nL 345.143125 106.430125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_64\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"106.430125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 30 -->\n <g transform=\"translate(20.878125 110.229344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_65\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 85.402125 \nL 345.143125 85.402125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_66\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"85.402125\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 40 -->\n <g transform=\"translate(20.878125 89.201344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_67\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 64.374125 \nL 345.143125 64.374125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_68\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"64.374125\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 50 -->\n <g transform=\"translate(20.878125 68.173344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_7\">\n <g id=\"line2d_69\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 43.346125 \nL 345.143125 43.346125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_70\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"43.346125\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- 60 -->\n <g transform=\"translate(20.878125 47.145344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-36\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_8\">\n <g id=\"line2d_71\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 40.603125 22.318125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_72\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m274f395aea\" y=\"22.318125\"/>\n </g>\n </g>\n <g id=\"text_15\">\n <!-- 70 -->\n <g transform=\"translate(20.878125 26.117344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_16\">\n <!-- % Accuracy -->\n <g transform=\"translate(14.798438 125.084094)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 4653 2053 \nQ 4381 2053 4226 1822 \nQ 4072 1591 4072 1178 \nQ 4072 772 4226 539 \nQ 4381 306 4653 306 \nQ 4919 306 5073 539 \nQ 5228 772 5228 1178 \nQ 5228 1588 5073 1820 \nQ 4919 2053 4653 2053 \nz\nM 4653 2450 \nQ 5147 2450 5437 2106 \nQ 5728 1763 5728 1178 \nQ 5728 594 5436 251 \nQ 5144 -91 4653 -91 \nQ 4153 -91 3862 251 \nQ 3572 594 3572 1178 \nQ 3572 1766 3864 2108 \nQ 4156 2450 4653 2450 \nz\nM 1428 4353 \nQ 1159 4353 1004 4120 \nQ 850 3888 850 3481 \nQ 850 3069 1003 2837 \nQ 1156 2606 1428 2606 \nQ 1700 2606 1854 2837 \nQ 2009 3069 2009 3481 \nQ 2009 3884 1853 4118 \nQ 1697 4353 1428 4353 \nz\nM 4250 4750 \nL 4750 4750 \nL 1831 -91 \nL 1331 -91 \nL 4250 4750 \nz\nM 1428 4750 \nQ 1922 4750 2215 4408 \nQ 2509 4066 2509 3481 \nQ 2509 2891 2217 2550 \nQ 1925 2209 1428 2209 \nQ 931 2209 642 2551 \nQ 353 2894 353 3481 \nQ 353 4063 643 4406 \nQ 934 4750 1428 4750 \nz\n\" id=\"DejaVuSans-25\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" id=\"DejaVuSans-41\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" id=\"DejaVuSans-79\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-25\"/>\n <use x=\"95.019531\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"126.806641\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"193.464844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"248.445312\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"303.425781\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"366.804688\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"407.917969\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"469.197266\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"524.177734\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_73\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 160.885755 167.831885 \nL 216.703899 143.670713 \nL 233.506835 123.799253 \nL 255.719108 100.289949 \nL 272.522044 102.098357 \nL 311.537253 167.831885 \nL 328.340189 167.831885 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mec806b9396\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#pff2e03c06c)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"160.885755\" xlink:href=\"#mec806b9396\" y=\"167.831885\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.703899\" xlink:href=\"#mec806b9396\" y=\"143.670713\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.506835\" xlink:href=\"#mec806b9396\" y=\"123.799253\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"255.719108\" xlink:href=\"#mec806b9396\" y=\"100.289949\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"272.522044\" xlink:href=\"#mec806b9396\" y=\"102.098357\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"311.537253\" xlink:href=\"#mec806b9396\" y=\"167.831885\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"328.340189\" xlink:href=\"#mec806b9396\" y=\"167.831885\"/>\n </g>\n </g>\n <g id=\"line2d_74\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 160.885755 163.142641 \nL 216.703899 99.764249 \nL 233.506835 69.504957 \nL 255.719108 41.453605 \nL 272.522044 45.596121 \nL 311.537253 165.098245 \nL 328.340189 165.098245 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mf08daedb5b\" style=\"stroke:#ff7f0e;\"/>\n </defs>\n <g clip-path=\"url(#pff2e03c06c)\">\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"160.885755\" xlink:href=\"#mf08daedb5b\" y=\"163.142641\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"216.703899\" xlink:href=\"#mf08daedb5b\" y=\"99.764249\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"233.506835\" xlink:href=\"#mf08daedb5b\" y=\"69.504957\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"255.719108\" xlink:href=\"#mf08daedb5b\" y=\"41.453605\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"272.522044\" xlink:href=\"#mf08daedb5b\" y=\"45.596121\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"311.537253\" xlink:href=\"#mf08daedb5b\" y=\"165.098245\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"328.340189\" xlink:href=\"#mf08daedb5b\" y=\"165.098245\"/>\n </g>\n </g>\n <g id=\"line2d_75\">\n <path clip-path=\"url(#pff2e03c06c)\" d=\"M 160.885755 168.357585 \nL 216.703899 137.951097 \nL 233.506835 116.944125 \nL 255.719108 94.528277 \nL 272.522044 94.780613 \nL 311.537253 168.357585 \nL 328.340189 168.357585 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"m62838086bf\" style=\"stroke:#2ca02c;\"/>\n </defs>\n <g clip-path=\"url(#pff2e03c06c)\">\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"160.885755\" xlink:href=\"#m62838086bf\" y=\"168.357585\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"216.703899\" xlink:href=\"#m62838086bf\" y=\"137.951097\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"233.506835\" xlink:href=\"#m62838086bf\" y=\"116.944125\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"255.719108\" xlink:href=\"#m62838086bf\" y=\"94.528277\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"272.522044\" xlink:href=\"#m62838086bf\" y=\"94.780613\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"311.537253\" xlink:href=\"#m62838086bf\" y=\"168.357585\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"328.340189\" xlink:href=\"#m62838086bf\" y=\"168.357585\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 40.603125 169.514125 \nL 40.603125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 345.143125 169.514125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 40.603125 169.514125 \nL 345.143125 169.514125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 40.603125 22.318125 \nL 345.143125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_17\">\n <!-- Accuracy for Fixed Learning Rates -->\n <g transform=\"translate(91.124375 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" id=\"DejaVuSans-78\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"66.658203\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"121.638672\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"176.619141\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"239.998047\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"281.111328\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"342.390625\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"397.371094\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"456.550781\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"488.337891\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"523.542969\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"584.724609\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"625.837891\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"657.625\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"707.894531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"735.677734\" xlink:href=\"#DejaVuSans-78\"/>\n <use x=\"791.732422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"853.255859\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"916.732422\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"948.519531\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1002.482422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1064.005859\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1125.285156\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1164.648438\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1228.027344\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1255.810547\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1319.189453\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"1382.666016\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1414.453125\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"1481.685547\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1542.964844\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1582.173828\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1643.697266\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n <g id=\"legend_1\">\n <g id=\"patch_7\">\n <path d=\"M 47.603125 74.3525 \nL 172.814063 74.3525 \nQ 174.814063 74.3525 174.814063 72.3525 \nL 174.814063 29.318125 \nQ 174.814063 27.318125 172.814063 27.318125 \nL 47.603125 27.318125 \nQ 45.603125 27.318125 45.603125 29.318125 \nL 45.603125 72.3525 \nQ 45.603125 74.3525 47.603125 74.3525 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n </g>\n <g id=\"line2d_76\">\n <path d=\"M 49.603125 35.416563 \nL 69.603125 35.416563 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_77\">\n <g>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"59.603125\" xlink:href=\"#mec806b9396\" y=\"35.416563\"/>\n </g>\n </g>\n <g id=\"text_18\">\n <!-- Top-1 Accuracy -->\n <g transform=\"translate(77.603125 38.916563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M -19 4666 \nL 3928 4666 \nL 3928 4134 \nL 2272 4134 \nL 2272 0 \nL 1638 0 \nL 1638 4134 \nL -19 4134 \nL -19 4666 \nz\n\" id=\"DejaVuSans-54\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n <path d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" id=\"DejaVuSans-2d\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_78\">\n <path d=\"M 49.603125 50.094688 \nL 69.603125 50.094688 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_79\">\n <g>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"59.603125\" xlink:href=\"#mf08daedb5b\" y=\"50.094688\"/>\n </g>\n </g>\n <g id=\"text_19\">\n <!-- Top-5 Accuracy -->\n <g transform=\"translate(77.603125 53.594688)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_80\">\n <path d=\"M 49.603125 64.772813 \nL 69.603125 64.772813 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_81\">\n <g>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"59.603125\" xlink:href=\"#m62838086bf\" y=\"64.772813\"/>\n </g>\n </g>\n <g id=\"text_20\">\n <!-- Final Val. Accuracy -->\n <g transform=\"translate(77.603125 68.272813)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"443.789062\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"475.576172\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"542.234375\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"597.214844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"652.195312\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"715.574219\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"756.6875\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"817.966797\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"872.947266\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"pff2e03c06c\">\n <rect height=\"147.196\" width=\"304.54\" x=\"40.603125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 3))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 1], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 2], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 4], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"plt.ylim(0, 70)\n",
|
||
"plt.xlim(7e-7, 2e-1)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Fixed Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Learning Rate')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('fixed-accuracy-50e.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 109,
|
||
"id": "bf5fa35b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"279.070375pt\" version=\"1.1\" viewBox=\"0 0 352.32625 279.070375\" width=\"352.32625pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-29T22:24:57.364515</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 279.070375 \nL 352.32625 279.070375 \nL 352.32625 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 43.78125 241.514125 \nL 345.12625 241.514125 \nL 345.12625 22.318125 \nL 43.78125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 57.47875 241.514125 \nL 57.47875 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m03e2fa57a1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"57.47875\" xlink:href=\"#m03e2fa57a1\" y=\"241.514125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- $\\mathdefault{10^{-4}}$ -->\n <g transform=\"translate(45.72875 256.112563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 678 2272 \nL 4684 2272 \nL 4684 1741 \nL 678 1741 \nL 678 2272 \nz\n\" id=\"DejaVuSans-2212\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-34\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 148.795417 241.514125 \nL 148.795417 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"148.795417\" xlink:href=\"#m03e2fa57a1\" y=\"241.514125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- $\\mathdefault{10^{-3}}$ -->\n <g transform=\"translate(137.045417 256.112563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.765625)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.765625)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-33\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 240.112083 241.514125 \nL 240.112083 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"240.112083\" xlink:href=\"#m03e2fa57a1\" y=\"241.514125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- $\\mathdefault{10^{-2}}$ -->\n <g transform=\"translate(228.362083 256.112563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use transform=\"translate(0 0.765625)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.765625)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 39.046875)scale(0.7)\" xlink:href=\"#DejaVuSans-32\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 331.42875 241.514125 \nL 331.42875 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"331.42875\" xlink:href=\"#m03e2fa57a1\" y=\"241.514125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- $\\mathdefault{10^{-1}}$ -->\n <g transform=\"translate(319.67875 256.112563)scale(0.1 -0.1)\">\n <use transform=\"translate(0 0.684375)\" xlink:href=\"#DejaVuSans-31\"/>\n <use transform=\"translate(63.623047 0.684375)\" xlink:href=\"#DejaVuSans-30\"/>\n <use transform=\"translate(128.203125 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-2212\"/>\n <use transform=\"translate(186.855469 38.965625)scale(0.7)\" xlink:href=\"#DejaVuSans-31\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <defs>\n <path d=\"M 0 0 \nL 0 2 \n\" id=\"maec6dced2c\" style=\"stroke:#000000;stroke-width:0.6;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"48.629251\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"53.300328\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_11\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"84.967806\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"101.047873\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_9\">\n <g id=\"line2d_13\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"112.456862\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_10\">\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"121.306361\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_11\">\n <g id=\"line2d_15\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"128.536928\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_12\">\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"134.650286\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_13\">\n <g id=\"line2d_17\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"139.945917\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_14\">\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"144.616995\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_15\">\n <g id=\"line2d_19\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"176.284472\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_16\">\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"192.364539\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_17\">\n <g id=\"line2d_21\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"203.773528\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_18\">\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"212.623028\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_19\">\n <g id=\"line2d_23\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"219.853595\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_20\">\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"225.966953\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_21\">\n <g id=\"line2d_25\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"231.262584\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_22\">\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"235.933662\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_23\">\n <g id=\"line2d_27\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"267.601139\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_24\">\n <g id=\"line2d_28\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"283.681206\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_25\">\n <g id=\"line2d_29\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"295.090195\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_26\">\n <g id=\"line2d_30\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"303.939694\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_27\">\n <g id=\"line2d_31\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"311.170262\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_28\">\n <g id=\"line2d_32\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"317.283619\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_29\">\n <g id=\"line2d_33\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"322.579251\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_30\">\n <g id=\"line2d_34\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.6;\" x=\"327.250328\" xlink:href=\"#maec6dced2c\" y=\"241.514125\"/>\n </g>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- Learning Rate -->\n <g transform=\"translate(159.694375 269.790688)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"53.962891\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"115.486328\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"176.765625\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"216.128906\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"279.507812\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"307.291016\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"370.669922\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"434.146484\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"465.933594\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"533.166016\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"594.445312\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"633.654297\" xlink:href=\"#DejaVuSans-65\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_35\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 43.78125 229.825397 \nL 345.12625 229.825397 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_36\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m172bbbb506\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m172bbbb506\" y=\"229.825397\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 3.0 -->\n <g transform=\"translate(20.878125 233.624616)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_37\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 43.78125 186.693559 \nL 345.12625 186.693559 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_38\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m172bbbb506\" y=\"186.693559\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- 3.5 -->\n <g transform=\"translate(20.878125 190.492778)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_39\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 43.78125 143.561721 \nL 345.12625 143.561721 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_40\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m172bbbb506\" y=\"143.561721\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 4.0 -->\n <g transform=\"translate(20.878125 147.36094)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_41\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 43.78125 100.429883 \nL 345.12625 100.429883 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_42\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m172bbbb506\" y=\"100.429883\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 4.5 -->\n <g transform=\"translate(20.878125 104.229102)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_43\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 43.78125 57.298046 \nL 345.12625 57.298046 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_44\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#m172bbbb506\" y=\"57.298046\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 5.0 -->\n <g transform=\"translate(20.878125 61.097264)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- Loss -->\n <g transform=\"translate(14.798438 142.883313)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"53.962891\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"115.144531\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"167.244141\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_45\">\n <path clip-path=\"url(#pf13dbb45aa)\" d=\"M 57.47875 34.006853 \nL 148.795417 147.012268 \nL 176.284472 171.166097 \nL 212.623028 206.534204 \nL 240.112083 231.55067 \nL 303.939694 32.28158 \nL 331.42875 32.28158 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mcdadaf37b0\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#pf13dbb45aa)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"57.47875\" xlink:href=\"#mcdadaf37b0\" y=\"34.006853\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"148.795417\" xlink:href=\"#mcdadaf37b0\" y=\"147.012268\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"176.284472\" xlink:href=\"#mcdadaf37b0\" y=\"171.166097\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"212.623028\" xlink:href=\"#mcdadaf37b0\" y=\"206.534204\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"240.112083\" xlink:href=\"#mcdadaf37b0\" y=\"231.55067\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"303.939694\" xlink:href=\"#mcdadaf37b0\" y=\"32.28158\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"331.42875\" xlink:href=\"#mcdadaf37b0\" y=\"32.28158\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 43.78125 241.514125 \nL 43.78125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 345.12625 241.514125 \nL 345.12625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 43.78125 241.514125 \nL 345.12625 241.514125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 43.78125 22.318125 \nL 345.12625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_12\">\n <!-- Final Validation Loss for Fixed Learning Rates -->\n <g transform=\"translate(59.666562 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" id=\"DejaVuSans-78\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"439.785156\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"503.261719\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"564.541016\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"603.75\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"631.533203\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"692.714844\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"756.09375\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"787.880859\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"841.84375\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"903.025391\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"955.125\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"1007.224609\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1039.011719\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"1074.216797\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1135.398438\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1176.511719\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1208.298828\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"1258.568359\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1286.351562\" xlink:href=\"#DejaVuSans-78\"/>\n <use x=\"1342.40625\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1403.929688\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"1467.40625\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1499.193359\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1553.15625\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1614.679688\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1675.958984\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1715.322266\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1778.701172\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1806.484375\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1869.863281\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"1933.339844\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1965.126953\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"2032.359375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"2093.638672\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"2132.847656\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"2194.371094\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"pf13dbb45aa\">\n <rect height=\"219.196\" width=\"301.345\" x=\"43.78125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 3], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Fixed Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Learning Rate')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('fixed-loss-50e.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "01a797d7",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Step-Down\n",
|
||
"80/10/10 Split, 50 epochs\n",
|
||
"\n",
|
||
"## Index\n",
|
||
"0. learning rate\n",
|
||
"1. step size\n",
|
||
"2. gamma\n",
|
||
"3. top-1 accuracy\n",
|
||
"4. top-5 accuracy\n",
|
||
"5. last val loss\n",
|
||
"6. last val accuracy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 110,
|
||
"id": "a9023eeb",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"step_down_results = np.array([\n",
|
||
" [1e-2, 0.33, 0.1, 33.35, 63.80, 2.81, 37.93],\n",
|
||
" [1e-2, 0.33, 0.2, 40.89, 68.25, 2.78, 44.24],\n",
|
||
" [1e-2, 0.33, 0.4, 39.22, 67.45, 2.90, 44.00],\n",
|
||
" [1e-2, 0.33, 0.6, 39.22, 64.98, 2.89, 43.75],\n",
|
||
" [1e-2, 0.33, 0.8, 38.36, 67.14, 2.79, 40.50]\n",
|
||
"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 124,
|
||
"id": "9b32b8fe",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"279.754375pt\" version=\"1.1\" viewBox=\"0 0 352.329688 279.754375\" width=\"352.329688pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-30T08:55:12.713528</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 279.754375 \nL 352.329688 279.754375 \nL 352.329688 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 40.603125 242.198125 \nL 337.178125 242.198125 \nL 337.178125 22.318125 \nL 40.603125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 242.198125 \nL 40.603125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m8dc6c6fe6c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m8dc6c6fe6c\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0.0 -->\n <g transform=\"translate(32.651563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 99.918125 242.198125 \nL 99.918125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.918125\" xlink:href=\"#m8dc6c6fe6c\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 0.2 -->\n <g transform=\"translate(91.966563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 159.233125 242.198125 \nL 159.233125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"159.233125\" xlink:href=\"#m8dc6c6fe6c\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 0.4 -->\n <g transform=\"translate(151.281563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 218.548125 242.198125 \nL 218.548125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"218.548125\" xlink:href=\"#m8dc6c6fe6c\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 0.6 -->\n <g transform=\"translate(210.596563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 277.863125 242.198125 \nL 277.863125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"277.863125\" xlink:href=\"#m8dc6c6fe6c\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 0.8 -->\n <g transform=\"translate(269.911563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 337.178125 242.198125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"337.178125\" xlink:href=\"#m8dc6c6fe6c\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 1.0 -->\n <g transform=\"translate(329.226562 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- Step-down Scale Factor, γ -->\n <g transform=\"translate(124.133594 270.474688)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 3425 4513 \nL 3425 3897 \nQ 3066 4069 2747 4153 \nQ 2428 4238 2131 4238 \nQ 1616 4238 1336 4038 \nQ 1056 3838 1056 3469 \nQ 1056 3159 1242 3001 \nQ 1428 2844 1947 2747 \nL 2328 2669 \nQ 3034 2534 3370 2195 \nQ 3706 1856 3706 1288 \nQ 3706 609 3251 259 \nQ 2797 -91 1919 -91 \nQ 1588 -91 1214 -16 \nQ 841 59 441 206 \nL 441 856 \nQ 825 641 1194 531 \nQ 1563 422 1919 422 \nQ 2459 422 2753 634 \nQ 3047 847 3047 1241 \nQ 3047 1584 2836 1778 \nQ 2625 1972 2144 2069 \nL 1759 2144 \nQ 1053 2284 737 2584 \nQ 422 2884 422 3419 \nQ 422 4038 858 4394 \nQ 1294 4750 2059 4750 \nQ 2388 4750 2728 4690 \nQ 3069 4631 3425 4513 \nz\n\" id=\"DejaVuSans-53\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n <path d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" id=\"DejaVuSans-2d\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" id=\"DejaVuSans-77\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 256 \nL 897 -744 \nL 494 -744 \nL 750 256 \nL 750 794 \nz\n\" id=\"DejaVuSans-2c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1128 2950 \nL 1894 788 \nL 2988 3500 \nL 3597 3500 \nL 2181 0 \nL 2181 -1331 \nL 1606 -1331 \nL 1606 0 \nL 688 2613 \nQ 550 3006 253 3006 \nL 100 3006 \nL 100 3500 \nL 319 3500 \nQ 934 3500 1128 2950 \nz\n\" id=\"DejaVuSans-3b3\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"63.476562\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"102.685547\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"164.208984\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"227.685547\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"263.769531\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"327.246094\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"388.427734\" xlink:href=\"#DejaVuSans-77\"/>\n <use x=\"470.214844\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"533.59375\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"565.380859\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"628.857422\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"683.837891\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"745.117188\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"772.900391\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"834.423828\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"866.210938\" xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"914.605469\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"975.884766\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"1030.865234\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1070.074219\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1131.255859\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1172.369141\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"1204.15625\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1235.943359\" xlink:href=\"#DejaVuSans-3b3\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 242.198125 \nL 337.178125 242.198125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m392133300c\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m392133300c\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 20 -->\n <g transform=\"translate(20.878125 245.997344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 205.551458 \nL 337.178125 205.551458 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m392133300c\" y=\"205.551458\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 30 -->\n <g transform=\"translate(20.878125 209.350677)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 168.904792 \nL 337.178125 168.904792 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m392133300c\" y=\"168.904792\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 40 -->\n <g transform=\"translate(20.878125 172.70401)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 132.258125 \nL 337.178125 132.258125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m392133300c\" y=\"132.258125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 50 -->\n <g transform=\"translate(20.878125 136.057344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 95.611458 \nL 337.178125 95.611458 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m392133300c\" y=\"95.611458\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 60 -->\n <g transform=\"translate(20.878125 99.410677)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-36\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_23\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 58.964792 \nL 337.178125 58.964792 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m392133300c\" y=\"58.964792\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 70 -->\n <g transform=\"translate(20.878125 62.76401)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_7\">\n <g id=\"line2d_25\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 40.603125 22.318125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m392133300c\" y=\"22.318125\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- 80 -->\n <g transform=\"translate(20.878125 26.117344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_15\">\n <!-- % Accuracy -->\n <g transform=\"translate(14.798438 161.426094)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 4653 2053 \nQ 4381 2053 4226 1822 \nQ 4072 1591 4072 1178 \nQ 4072 772 4226 539 \nQ 4381 306 4653 306 \nQ 4919 306 5073 539 \nQ 5228 772 5228 1178 \nQ 5228 1588 5073 1820 \nQ 4919 2053 4653 2053 \nz\nM 4653 2450 \nQ 5147 2450 5437 2106 \nQ 5728 1763 5728 1178 \nQ 5728 594 5436 251 \nQ 5144 -91 4653 -91 \nQ 4153 -91 3862 251 \nQ 3572 594 3572 1178 \nQ 3572 1766 3864 2108 \nQ 4156 2450 4653 2450 \nz\nM 1428 4353 \nQ 1159 4353 1004 4120 \nQ 850 3888 850 3481 \nQ 850 3069 1003 2837 \nQ 1156 2606 1428 2606 \nQ 1700 2606 1854 2837 \nQ 2009 3069 2009 3481 \nQ 2009 3884 1853 4118 \nQ 1697 4353 1428 4353 \nz\nM 4250 4750 \nL 4750 4750 \nL 1831 -91 \nL 1331 -91 \nL 4250 4750 \nz\nM 1428 4750 \nQ 1922 4750 2215 4408 \nQ 2509 4066 2509 3481 \nQ 2509 2891 2217 2550 \nQ 1925 2209 1428 2209 \nQ 931 2209 642 2551 \nQ 353 2894 353 3481 \nQ 353 4063 643 4406 \nQ 934 4750 1428 4750 \nz\n\" id=\"DejaVuSans-25\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" id=\"DejaVuSans-41\" transform=\"scale(0.015625)\"/>\n <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" id=\"DejaVuSans-79\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-25\"/>\n <use x=\"95.019531\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"126.806641\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"193.464844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"248.445312\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"303.425781\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"366.804688\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"407.917969\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"469.197266\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"524.177734\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_27\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 70.260625 193.274825 \nL 99.918125 165.643238 \nL 159.233125 171.763232 \nL 218.548125 171.763232 \nL 277.863125 174.914845 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mb949867fdf\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#pbc723ca251)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.260625\" xlink:href=\"#mb949867fdf\" y=\"193.274825\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.918125\" xlink:href=\"#mb949867fdf\" y=\"165.643238\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.233125\" xlink:href=\"#mb949867fdf\" y=\"171.763232\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"218.548125\" xlink:href=\"#mb949867fdf\" y=\"171.763232\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"277.863125\" xlink:href=\"#mb949867fdf\" y=\"174.914845\"/>\n </g>\n </g>\n <g id=\"line2d_28\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 70.260625 81.685725 \nL 99.918125 65.377958 \nL 159.233125 68.309692 \nL 218.548125 77.361418 \nL 277.863125 69.445738 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mcb275d00ae\" style=\"stroke:#ff7f0e;\"/>\n </defs>\n <g clip-path=\"url(#pbc723ca251)\">\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"70.260625\" xlink:href=\"#mcb275d00ae\" y=\"81.685725\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"99.918125\" xlink:href=\"#mcb275d00ae\" y=\"65.377958\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"159.233125\" xlink:href=\"#mcb275d00ae\" y=\"68.309692\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"218.548125\" xlink:href=\"#mcb275d00ae\" y=\"77.361418\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"277.863125\" xlink:href=\"#mcb275d00ae\" y=\"69.445738\"/>\n </g>\n </g>\n <g id=\"line2d_29\">\n <path clip-path=\"url(#pbc723ca251)\" d=\"M 70.260625 176.490652 \nL 99.918125 153.366605 \nL 159.233125 154.246125 \nL 218.548125 155.162292 \nL 277.863125 167.072458 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"maa5e139ad6\" style=\"stroke:#2ca02c;\"/>\n </defs>\n <g clip-path=\"url(#pbc723ca251)\">\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"70.260625\" xlink:href=\"#maa5e139ad6\" y=\"176.490652\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"99.918125\" xlink:href=\"#maa5e139ad6\" y=\"153.366605\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"159.233125\" xlink:href=\"#maa5e139ad6\" y=\"154.246125\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"218.548125\" xlink:href=\"#maa5e139ad6\" y=\"155.162292\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"277.863125\" xlink:href=\"#maa5e139ad6\" y=\"167.072458\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 40.603125 242.198125 \nL 40.603125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 337.178125 242.198125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 40.603125 242.198125 \nL 337.178125 242.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 40.603125 22.318125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_16\">\n <!-- Accuracy for Step-Down Learning Rates -->\n <g transform=\"translate(69.861875 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-44\" transform=\"scale(0.015625)\"/>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"66.658203\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"121.638672\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"176.619141\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"239.998047\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"281.111328\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"342.390625\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"397.371094\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"456.550781\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"488.337891\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"523.542969\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"584.724609\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"625.837891\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"657.625\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"721.101562\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"760.310547\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"821.833984\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"885.310547\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"921.394531\" xlink:href=\"#DejaVuSans-44\"/>\n <use x=\"998.396484\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1059.578125\" xlink:href=\"#DejaVuSans-77\"/>\n <use x=\"1141.365234\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1204.744141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1236.53125\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1290.494141\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1352.017578\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1413.296875\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1452.660156\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1516.039062\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1543.822266\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1607.201172\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"1670.677734\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1702.464844\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"1769.697266\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1830.976562\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1870.185547\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1931.708984\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n <g id=\"legend_1\">\n <g id=\"patch_7\">\n <path d=\"M 204.967188 237.198125 \nL 330.178125 237.198125 \nQ 332.178125 237.198125 332.178125 235.198125 \nL 332.178125 192.16375 \nQ 332.178125 190.16375 330.178125 190.16375 \nL 204.967188 190.16375 \nQ 202.967188 190.16375 202.967188 192.16375 \nL 202.967188 235.198125 \nQ 202.967188 237.198125 204.967188 237.198125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n </g>\n <g id=\"line2d_30\">\n <path d=\"M 206.967188 198.262188 \nL 226.967188 198.262188 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_31\">\n <g>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"216.967188\" xlink:href=\"#mb949867fdf\" y=\"198.262188\"/>\n </g>\n </g>\n <g id=\"text_17\">\n <!-- Top-1 Accuracy -->\n <g transform=\"translate(234.967188 201.762188)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M -19 4666 \nL 3928 4666 \nL 3928 4134 \nL 2272 4134 \nL 2272 0 \nL 1638 0 \nL 1638 4134 \nL -19 4134 \nL -19 4666 \nz\n\" id=\"DejaVuSans-54\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_32\">\n <path d=\"M 206.967188 212.940313 \nL 226.967188 212.940313 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_33\">\n <g>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"216.967188\" xlink:href=\"#mcb275d00ae\" y=\"212.940313\"/>\n </g>\n </g>\n <g id=\"text_18\">\n <!-- Top-5 Accuracy -->\n <g transform=\"translate(234.967188 216.440313)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_34\">\n <path d=\"M 206.967188 227.618438 \nL 226.967188 227.618438 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_35\">\n <g>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"216.967188\" xlink:href=\"#maa5e139ad6\" y=\"227.618438\"/>\n </g>\n </g>\n <g id=\"text_19\">\n <!-- Final Val. Accuracy -->\n <g transform=\"translate(234.967188 231.118438)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"443.789062\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"475.576172\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"542.234375\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"597.214844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"652.195312\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"715.574219\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"756.6875\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"817.966797\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"872.947266\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"pbc723ca251\">\n <rect height=\"219.88\" width=\"296.575\" x=\"40.603125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"plt.ylim(20, 80)\n",
|
||
"plt.xlim(0, 1)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Step-Down Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Step-down Scale Factor, γ')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"# plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('step-down-accuracy-50e.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 112,
|
||
"id": "69c98182",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 392.14375 277.314375\" width=\"392.14375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-29T22:24:58.404828</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 277.314375 \nL 392.14375 277.314375 \nL 392.14375 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 50.14375 239.758125 \nL 384.94375 239.758125 \nL 384.94375 22.318125 \nL 50.14375 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 65.361932 239.758125 \nL 65.361932 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m591d25a2bd\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"65.361932\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0.1 -->\n <g transform=\"translate(57.410369 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-31\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 108.842451 239.758125 \nL 108.842451 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"108.842451\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 0.2 -->\n <g transform=\"translate(100.890889 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 152.322971 239.758125 \nL 152.322971 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"152.322971\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 0.3 -->\n <g transform=\"translate(144.371408 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-33\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 195.80349 239.758125 \nL 195.80349 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"195.80349\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 0.4 -->\n <g transform=\"translate(187.851928 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 239.28401 239.758125 \nL 239.28401 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"239.28401\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 0.5 -->\n <g transform=\"translate(231.332447 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 282.764529 239.758125 \nL 282.764529 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"282.764529\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 0.6 -->\n <g transform=\"translate(274.812967 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 326.245049 239.758125 \nL 326.245049 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"326.245049\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- 0.7 -->\n <g transform=\"translate(318.293486 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 369.725568 239.758125 \nL 369.725568 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"369.725568\" xlink:href=\"#m591d25a2bd\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 0.8 -->\n <g transform=\"translate(361.774006 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n </g>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- Gamma, γ -->\n <g transform=\"translate(191.663281 268.034687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 3809 666 \nL 3809 1919 \nL 2778 1919 \nL 2778 2438 \nL 4434 2438 \nL 4434 434 \nQ 4069 175 3628 42 \nQ 3188 -91 2688 -91 \nQ 1594 -91 976 548 \nQ 359 1188 359 2328 \nQ 359 3472 976 4111 \nQ 1594 4750 2688 4750 \nQ 3144 4750 3555 4637 \nQ 3966 4525 4313 4306 \nL 4313 3634 \nQ 3963 3931 3569 4081 \nQ 3175 4231 2741 4231 \nQ 1884 4231 1454 3753 \nQ 1025 3275 1025 2328 \nQ 1025 1384 1454 906 \nQ 1884 428 2741 428 \nQ 3075 428 3337 486 \nQ 3600 544 3809 666 \nz\n\" id=\"DejaVuSans-47\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" id=\"DejaVuSans-6d\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 256 \nL 897 -744 \nL 494 -744 \nL 750 256 \nL 750 794 \nz\n\" id=\"DejaVuSans-2c\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1128 2950 \nL 1894 788 \nL 2988 3500 \nL 3597 3500 \nL 2181 0 \nL 2181 -1331 \nL 1606 -1331 \nL 1606 0 \nL 688 2613 \nQ 550 3006 253 3006 \nL 100 3006 \nL 100 3500 \nL 319 3500 \nQ 934 3500 1128 2950 \nz\n\" id=\"DejaVuSans-3b3\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-47\"/>\n <use x=\"77.490234\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"138.769531\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"236.181641\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"333.59375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"394.873047\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"426.660156\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"458.447266\" xlink:href=\"#DejaVuSans-3b3\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 50.14375 229.874489 \nL 384.94375 229.874489 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"medb1c71a6f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#medb1c71a6f\" y=\"229.874489\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 2.78 -->\n <g transform=\"translate(20.878125 233.673707)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-38\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 50.14375 196.929034 \nL 384.94375 196.929034 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#medb1c71a6f\" y=\"196.929034\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 2.80 -->\n <g transform=\"translate(20.878125 200.728253)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 50.14375 163.98358 \nL 384.94375 163.98358 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#medb1c71a6f\" y=\"163.98358\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 2.82 -->\n <g transform=\"translate(20.878125 167.782798)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-32\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_23\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 50.14375 131.038125 \nL 384.94375 131.038125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#medb1c71a6f\" y=\"131.038125\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 2.84 -->\n <g transform=\"translate(20.878125 134.837344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-34\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_25\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 50.14375 98.09267 \nL 384.94375 98.09267 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#medb1c71a6f\" y=\"98.09267\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- 2.86 -->\n <g transform=\"translate(20.878125 101.891889)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-36\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_27\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 50.14375 65.147216 \nL 384.94375 65.147216 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_28\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#medb1c71a6f\" y=\"65.147216\"/>\n </g>\n </g>\n <g id=\"text_15\">\n <!-- 2.88 -->\n <g transform=\"translate(20.878125 68.946435)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-38\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_7\">\n <g id=\"line2d_29\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 50.14375 32.201761 \nL 384.94375 32.201761 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_30\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#medb1c71a6f\" y=\"32.201761\"/>\n </g>\n </g>\n <g id=\"text_16\">\n <!-- 2.90 -->\n <g transform=\"translate(20.878125 36.00098)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_17\">\n <!-- Loss -->\n <g transform=\"translate(14.798438 142.005312)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"53.962891\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"115.144531\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"167.244141\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_31\">\n <path clip-path=\"url(#p5f5f760751)\" d=\"M 65.361932 180.456307 \nL 108.842451 229.874489 \nL 195.80349 32.201761 \nL 282.764529 48.674489 \nL 369.725568 213.401761 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"m005ac73195\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#p5f5f760751)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"65.361932\" xlink:href=\"#m005ac73195\" y=\"180.456307\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"108.842451\" xlink:href=\"#m005ac73195\" y=\"229.874489\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"195.80349\" xlink:href=\"#m005ac73195\" y=\"32.201761\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"282.764529\" xlink:href=\"#m005ac73195\" y=\"48.674489\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"369.725568\" xlink:href=\"#m005ac73195\" y=\"213.401761\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 50.14375 239.758125 \nL 50.14375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 384.94375 239.758125 \nL 384.94375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 50.14375 239.758125 \nL 384.94375 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 50.14375 22.318125 \nL 384.94375 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_18\">\n <!-- Final Validation Loss for Step-Down Learning Rates -->\n <g transform=\"translate(65.476563 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3425 4513 \nL 3425 3897 \nQ 3066 4069 2747 4153 \nQ 2428 4238 2131 4238 \nQ 1616 4238 1336 4038 \nQ 1056 3838 1056 3469 \nQ 1056 3159 1242 3001 \nQ 1428 2844 1947 2747 \nL 2328 2669 \nQ 3034 2534 3370 2195 \nQ 3706 1856 3706 1288 \nQ 3706 609 3251 259 \nQ 2797 -91 1919 -91 \nQ 1588 -91 1214 -16 \nQ 841 59 441 206 \nL 441 856 \nQ 825 641 1194 531 \nQ 1563 422 1919 422 \nQ 2459 422 2753 634 \nQ 3047 847 3047 1241 \nQ 3047 1584 2836 1778 \nQ 2625 1972 2144 2069 \nL 1759 2144 \nQ 1053 2284 737 2584 \nQ 422 2884 422 3419 \nQ 422 4038 858 4394 \nQ 1294 4750 2059 4750 \nQ 2388 4750 2728 4690 \nQ 3069 4631 3425 4513 \nz\n\" id=\"DejaVuSans-53\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n <path d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" id=\"DejaVuSans-2d\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-44\" transform=\"scale(0.015625)\"/>\n <path d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" id=\"DejaVuSans-77\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"439.785156\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"503.261719\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"564.541016\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"603.75\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"631.533203\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"692.714844\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"756.09375\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"787.880859\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"841.84375\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"903.025391\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"955.125\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"1007.224609\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1039.011719\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"1074.216797\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1135.398438\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1176.511719\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1208.298828\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"1271.775391\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1310.984375\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1372.507812\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"1435.984375\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"1472.068359\" xlink:href=\"#DejaVuSans-44\"/>\n <use x=\"1549.070312\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1610.251953\" xlink:href=\"#DejaVuSans-77\"/>\n <use x=\"1692.039062\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1755.417969\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1787.205078\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1841.167969\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1902.691406\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1963.970703\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"2003.333984\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"2066.712891\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"2094.496094\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"2157.875\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"2221.351562\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"2253.138672\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"2320.371094\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"2381.650391\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"2420.859375\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"2482.382812\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"p5f5f760751\">\n <rect height=\"217.44\" width=\"334.8\" x=\"50.14375\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Step-Down Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Gamma, γ')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f9c67f09",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Exponential Decay\n",
|
||
"80/10/10 Split, 50 epochs\n",
|
||
"\n",
|
||
"## Index\n",
|
||
"0. learning rate\n",
|
||
"1. decay rate\n",
|
||
"2. top-1 accuracy\n",
|
||
"3. top-5 accuracy\n",
|
||
"4. last val loss\n",
|
||
"5. last val accuracy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 113,
|
||
"id": "5322e4d4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"exp_results = np.array([\n",
|
||
" [1e-2, 0.70, 1.17, 4.82, 5.14, 0.98],\n",
|
||
" [1e-2, 0.80, 1.79, 7.23, 5.05, 2.27],\n",
|
||
" [1e-2, 0.90, 6.18, 17.11, 4.48, 8.76],\n",
|
||
" [1e-2, 0.925, 13.84, 33.42, 3.83, 16.67],\n",
|
||
" [1e-2, 0.95, 28.91, 53.43, 3.07, 31.25],\n",
|
||
" [1e-2, 0.98, 42.0, 69.98, 2.75, 45.16],\n",
|
||
" [1e-2, 0.99, 37.92, 66.83, 2.77, 43.57]\n",
|
||
"])\n",
|
||
"two_results = 7"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 125,
|
||
"id": "959af09b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x600 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"207.754375pt\" version=\"1.1\" viewBox=\"0 0 352.333438 207.754375\" width=\"352.333438pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-30T08:55:25.457159</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 207.754375 \nL 352.333438 207.754375 \nL 352.333438 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 46.965625 170.198125 \nL 334.000625 170.198125 \nL 334.000625 22.318125 \nL 46.965625 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 46.965625 170.198125 \nL 46.965625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mea9a58255f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0.65 -->\n <g transform=\"translate(35.832813 184.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 87.970625 170.198125 \nL 87.970625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"87.970625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 0.70 -->\n <g transform=\"translate(76.837813 184.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 128.975625 170.198125 \nL 128.975625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"128.975625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 0.75 -->\n <g transform=\"translate(117.842813 184.796562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 169.980625 170.198125 \nL 169.980625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"169.980625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 0.80 -->\n <g transform=\"translate(158.847813 184.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 210.985625 170.198125 \nL 210.985625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"210.985625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 0.85 -->\n <g transform=\"translate(199.852813 184.796562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 251.990625 170.198125 \nL 251.990625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"251.990625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 0.90 -->\n <g transform=\"translate(240.857813 184.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 292.995625 170.198125 \nL 292.995625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"292.995625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- 0.95 -->\n <g transform=\"translate(281.862813 184.796562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 334.000625 170.198125 \nL 334.000625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"334.000625\" xlink:href=\"#mea9a58255f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 1.00 -->\n <g transform=\"translate(322.867813 184.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- Decay Rate, λ -->\n <g transform=\"translate(155.594844 198.474687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-44\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" id=\"DejaVuSans-79\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 256 \nL 897 -744 \nL 494 -744 \nL 750 256 \nL 750 794 \nz\n\" id=\"DejaVuSans-2c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1981 4316 \nL 3597 0 \nL 2988 0 \nL 2006 2588 \nL 800 0 \nL 191 0 \nL 1725 3356 \nL 1494 3975 \nQ 1347 4369 1013 4369 \nL 713 4369 \nL 713 4863 \nL 1078 4856 \nQ 1784 4847 1981 4316 \nz\n\" id=\"DejaVuSans-3bb\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-44\"/>\n <use x=\"77.001953\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"138.525391\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"193.505859\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"254.785156\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"313.964844\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"345.751953\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"412.984375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"474.263672\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"513.472656\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"574.996094\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"606.783203\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"638.570312\" xlink:href=\"#DejaVuSans-3bb\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 46.965625 170.198125 \nL 334.000625 170.198125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mf302767c7f\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mf302767c7f\" y=\"170.198125\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 0 -->\n <g transform=\"translate(33.603125 173.997344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 46.965625 140.622125 \nL 334.000625 140.622125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mf302767c7f\" y=\"140.622125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 20 -->\n <g transform=\"translate(27.240625 144.421344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 46.965625 111.046125 \nL 334.000625 111.046125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mf302767c7f\" y=\"111.046125\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 40 -->\n <g transform=\"translate(27.240625 114.845344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_23\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 46.965625 81.470125 \nL 334.000625 81.470125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mf302767c7f\" y=\"81.470125\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 60 -->\n <g transform=\"translate(27.240625 85.269344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-36\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_25\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 46.965625 51.894125 \nL 334.000625 51.894125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mf302767c7f\" y=\"51.894125\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- 80 -->\n <g transform=\"translate(27.240625 55.693344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_27\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 46.965625 22.318125 \nL 334.000625 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_28\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"46.965625\" xlink:href=\"#mf302767c7f\" y=\"22.318125\"/>\n </g>\n </g>\n <g id=\"text_15\">\n <!-- 100 -->\n <g transform=\"translate(20.878125 26.117344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_16\">\n <!-- % Accuracy -->\n <g transform=\"translate(14.798437 125.426094)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 4653 2053 \nQ 4381 2053 4226 1822 \nQ 4072 1591 4072 1178 \nQ 4072 772 4226 539 \nQ 4381 306 4653 306 \nQ 4919 306 5073 539 \nQ 5228 772 5228 1178 \nQ 5228 1588 5073 1820 \nQ 4919 2053 4653 2053 \nz\nM 4653 2450 \nQ 5147 2450 5437 2106 \nQ 5728 1763 5728 1178 \nQ 5728 594 5436 251 \nQ 5144 -91 4653 -91 \nQ 4153 -91 3862 251 \nQ 3572 594 3572 1178 \nQ 3572 1766 3864 2108 \nQ 4156 2450 4653 2450 \nz\nM 1428 4353 \nQ 1159 4353 1004 4120 \nQ 850 3888 850 3481 \nQ 850 3069 1003 2837 \nQ 1156 2606 1428 2606 \nQ 1700 2606 1854 2837 \nQ 2009 3069 2009 3481 \nQ 2009 3884 1853 4118 \nQ 1697 4353 1428 4353 \nz\nM 4250 4750 \nL 4750 4750 \nL 1831 -91 \nL 1331 -91 \nL 4250 4750 \nz\nM 1428 4750 \nQ 1922 4750 2215 4408 \nQ 2509 4066 2509 3481 \nQ 2509 2891 2217 2550 \nQ 1925 2209 1428 2209 \nQ 931 2209 642 2551 \nQ 353 2894 353 3481 \nQ 353 4063 643 4406 \nQ 934 4750 1428 4750 \nz\n\" id=\"DejaVuSans-25\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" id=\"DejaVuSans-41\" transform=\"scale(0.015625)\"/>\n <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-25\"/>\n <use x=\"95.019531\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"126.806641\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"193.464844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"248.445312\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"303.425781\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"366.804688\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"407.917969\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"469.197266\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"524.177734\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_29\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 87.970625 168.467929 \nL 169.980625 167.551073 \nL 251.990625 161.059141 \nL 272.493125 149.731533 \nL 292.995625 127.446017 \nL 317.598625 108.088525 \nL 325.799625 114.122029 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mc7111131c4\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#ped170f21db)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"87.970625\" xlink:href=\"#mc7111131c4\" y=\"168.467929\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"169.980625\" xlink:href=\"#mc7111131c4\" y=\"167.551073\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"251.990625\" xlink:href=\"#mc7111131c4\" y=\"161.059141\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"272.493125\" xlink:href=\"#mc7111131c4\" y=\"149.731533\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.995625\" xlink:href=\"#mc7111131c4\" y=\"127.446017\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"317.598625\" xlink:href=\"#mc7111131c4\" y=\"108.088525\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"325.799625\" xlink:href=\"#mc7111131c4\" y=\"114.122029\"/>\n </g>\n </g>\n <g id=\"line2d_30\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 87.970625 163.070309 \nL 169.980625 159.506401 \nL 251.990625 144.895857 \nL 272.493125 120.776629 \nL 292.995625 91.185841 \nL 317.598625 66.711701 \nL 325.799625 71.369921 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"m79a9316637\" style=\"stroke:#ff7f0e;\"/>\n </defs>\n <g clip-path=\"url(#ped170f21db)\">\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"87.970625\" xlink:href=\"#m79a9316637\" y=\"163.070309\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"169.980625\" xlink:href=\"#m79a9316637\" y=\"159.506401\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"251.990625\" xlink:href=\"#m79a9316637\" y=\"144.895857\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"272.493125\" xlink:href=\"#m79a9316637\" y=\"120.776629\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"292.995625\" xlink:href=\"#m79a9316637\" y=\"91.185841\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"317.598625\" xlink:href=\"#m79a9316637\" y=\"66.711701\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"325.799625\" xlink:href=\"#m79a9316637\" y=\"71.369921\"/>\n </g>\n </g>\n <g id=\"line2d_31\">\n <path clip-path=\"url(#ped170f21db)\" d=\"M 87.970625 168.748901 \nL 169.980625 166.841249 \nL 251.990625 157.243837 \nL 272.493125 145.546529 \nL 292.995625 123.985625 \nL 317.598625 103.415517 \nL 325.799625 105.766809 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mf359925367\" style=\"stroke:#2ca02c;\"/>\n </defs>\n <g clip-path=\"url(#ped170f21db)\">\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"87.970625\" xlink:href=\"#mf359925367\" y=\"168.748901\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"169.980625\" xlink:href=\"#mf359925367\" y=\"166.841249\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"251.990625\" xlink:href=\"#mf359925367\" y=\"157.243837\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"272.493125\" xlink:href=\"#mf359925367\" y=\"145.546529\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"292.995625\" xlink:href=\"#mf359925367\" y=\"123.985625\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"317.598625\" xlink:href=\"#mf359925367\" y=\"103.415517\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"325.799625\" xlink:href=\"#mf359925367\" y=\"105.766809\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 46.965625 170.198125 \nL 46.965625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 334.000625 170.198125 \nL 334.000625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 46.965625 170.198125 \nL 334.000625 170.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 46.965625 22.318125 \nL 334.000625 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_17\">\n <!-- Accuracy for Exponential Learning Rates -->\n <g transform=\"translate(68.799375 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 628 4666 \nL 3578 4666 \nL 3578 4134 \nL 1259 4134 \nL 1259 2753 \nL 3481 2753 \nL 3481 2222 \nL 1259 2222 \nL 1259 531 \nL 3634 531 \nL 3634 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-45\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" id=\"DejaVuSans-78\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"66.658203\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"121.638672\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"176.619141\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"239.998047\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"281.111328\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"342.390625\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"397.371094\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"456.550781\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"488.337891\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"523.542969\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"584.724609\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"625.837891\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"657.625\" xlink:href=\"#DejaVuSans-45\"/>\n <use x=\"720.808594\" xlink:href=\"#DejaVuSans-78\"/>\n <use x=\"779.988281\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"843.464844\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"904.646484\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"968.025391\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1029.548828\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1092.927734\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1132.136719\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1159.919922\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1221.199219\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"1248.982422\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1280.769531\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1334.732422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1396.255859\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1457.535156\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1496.898438\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1560.277344\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1588.060547\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1651.439453\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"1714.916016\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1746.703125\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"1813.935547\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1875.214844\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1914.423828\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1975.947266\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n <g id=\"legend_1\">\n <g id=\"patch_7\">\n <path d=\"M 53.965625 74.3525 \nL 179.176562 74.3525 \nQ 181.176562 74.3525 181.176562 72.3525 \nL 181.176562 29.318125 \nQ 181.176562 27.318125 179.176562 27.318125 \nL 53.965625 27.318125 \nQ 51.965625 27.318125 51.965625 29.318125 \nL 51.965625 72.3525 \nQ 51.965625 74.3525 53.965625 74.3525 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n </g>\n <g id=\"line2d_32\">\n <path d=\"M 55.965625 35.416563 \nL 75.965625 35.416563 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_33\">\n <g>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"65.965625\" xlink:href=\"#mc7111131c4\" y=\"35.416563\"/>\n </g>\n </g>\n <g id=\"text_18\">\n <!-- Top-1 Accuracy -->\n <g transform=\"translate(83.965625 38.916563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M -19 4666 \nL 3928 4666 \nL 3928 4134 \nL 2272 4134 \nL 2272 0 \nL 1638 0 \nL 1638 4134 \nL -19 4134 \nL -19 4666 \nz\n\" id=\"DejaVuSans-54\" transform=\"scale(0.015625)\"/>\n <path d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" id=\"DejaVuSans-2d\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_34\">\n <path d=\"M 55.965625 50.094688 \nL 75.965625 50.094688 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_35\">\n <g>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"65.965625\" xlink:href=\"#m79a9316637\" y=\"50.094688\"/>\n </g>\n </g>\n <g id=\"text_19\">\n <!-- Top-5 Accuracy -->\n <g transform=\"translate(83.965625 53.594688)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_36\">\n <path d=\"M 55.965625 64.772813 \nL 75.965625 64.772813 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_37\">\n <g>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"65.965625\" xlink:href=\"#mf359925367\" y=\"64.772813\"/>\n </g>\n </g>\n <g id=\"text_20\">\n <!-- Final Val. Accuracy -->\n <g transform=\"translate(83.965625 68.272813)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"443.789062\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"475.576172\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"542.234375\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"597.214844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"652.195312\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"715.574219\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"756.6875\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"817.966797\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"872.947266\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"ped170f21db\">\n <rect height=\"147.88\" width=\"287.035\" x=\"46.965625\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 3))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 2], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 3], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 5], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"plt.xlim(0.65, 1)\n",
|
||
"plt.ylim(0, 100)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Exponential Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Decay Rate, λ')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"# plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('exp-accuracy-50e.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 115,
|
||
"id": "fe8641ec",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"279.754375pt\" version=\"1.1\" viewBox=\"0 0 352.763806 279.754375\" width=\"352.763806pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-29T22:24:59.349885</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 279.754375 \nL 352.763806 279.754375 \nL 352.763806 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 43.78125 242.198125 \nL 337.901987 242.198125 \nL 337.901987 22.318125 \nL 43.78125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 57.150374 242.198125 \nL 57.150374 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"md25efafee0\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"57.150374\" xlink:href=\"#md25efafee0\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0.70 -->\n <g transform=\"translate(46.017562 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 103.250803 242.198125 \nL 103.250803 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"103.250803\" xlink:href=\"#md25efafee0\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 0.75 -->\n <g transform=\"translate(92.117991 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 149.351232 242.198125 \nL 149.351232 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"149.351232\" xlink:href=\"#md25efafee0\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 0.80 -->\n <g transform=\"translate(138.21842 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 195.451661 242.198125 \nL 195.451661 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"195.451661\" xlink:href=\"#md25efafee0\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 0.85 -->\n <g transform=\"translate(184.318849 256.796563)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 241.55209 242.198125 \nL 241.55209 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"241.55209\" xlink:href=\"#md25efafee0\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 0.90 -->\n <g transform=\"translate(230.419278 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 287.652519 242.198125 \nL 287.652519 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"287.652519\" xlink:href=\"#md25efafee0\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 0.95 -->\n <g transform=\"translate(276.519707 256.796563)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 333.752948 242.198125 \nL 333.752948 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"333.752948\" xlink:href=\"#md25efafee0\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- 1.00 -->\n <g transform=\"translate(322.620136 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- Decay Rate, λ -->\n <g transform=\"translate(155.953337 270.474688)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-44\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" id=\"DejaVuSans-79\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 256 \nL 897 -744 \nL 494 -744 \nL 750 256 \nL 750 794 \nz\n\" id=\"DejaVuSans-2c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1981 4316 \nL 3597 0 \nL 2988 0 \nL 2006 2588 \nL 800 0 \nL 191 0 \nL 1725 3356 \nL 1494 3975 \nQ 1347 4369 1013 4369 \nL 713 4369 \nL 713 4863 \nL 1078 4856 \nQ 1784 4847 1981 4316 \nz\n\" id=\"DejaVuSans-3bb\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-44\"/>\n <use x=\"77.001953\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"138.525391\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"193.505859\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"254.785156\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"313.964844\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"345.751953\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"412.984375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"474.263672\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"513.472656\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"574.996094\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"606.783203\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"638.570312\" xlink:href=\"#DejaVuSans-3bb\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 43.78125 211.294489 \nL 337.901987 211.294489 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mab5f1a6019\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mab5f1a6019\" y=\"211.294489\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 3.0 -->\n <g transform=\"translate(20.878125 215.093707)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 43.78125 169.476307 \nL 337.901987 169.476307 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mab5f1a6019\" y=\"169.476307\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 3.5 -->\n <g transform=\"translate(20.878125 173.275526)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 43.78125 127.658125 \nL 337.901987 127.658125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mab5f1a6019\" y=\"127.658125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 4.0 -->\n <g transform=\"translate(20.878125 131.457344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 43.78125 85.839943 \nL 337.901987 85.839943 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mab5f1a6019\" y=\"85.839943\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 4.5 -->\n <g transform=\"translate(20.878125 89.639162)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_23\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 43.78125 44.021761 \nL 337.901987 44.021761 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mab5f1a6019\" y=\"44.021761\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 5.0 -->\n <g transform=\"translate(20.878125 47.82098)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- Loss -->\n <g transform=\"translate(14.798438 143.225313)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"53.962891\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"115.144531\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"167.244141\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_25\">\n <path clip-path=\"url(#pf6c0231611)\" d=\"M 57.150374 32.31267 \nL 149.351232 39.839943 \nL 241.55209 87.51267 \nL 264.602305 141.876307 \nL 287.652519 205.439943 \nL 315.312776 232.20358 \nL 324.532862 230.530852 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mc7f3f9e30c\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#pf6c0231611)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"57.150374\" xlink:href=\"#mc7f3f9e30c\" y=\"32.31267\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.351232\" xlink:href=\"#mc7f3f9e30c\" y=\"39.839943\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.55209\" xlink:href=\"#mc7f3f9e30c\" y=\"87.51267\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"264.602305\" xlink:href=\"#mc7f3f9e30c\" y=\"141.876307\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"287.652519\" xlink:href=\"#mc7f3f9e30c\" y=\"205.439943\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"315.312776\" xlink:href=\"#mc7f3f9e30c\" y=\"232.20358\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"324.532862\" xlink:href=\"#mc7f3f9e30c\" y=\"230.530852\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 43.78125 242.198125 \nL 43.78125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 337.901987 242.198125 \nL 337.901987 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 43.78125 242.198125 \nL 337.901987 242.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 43.78125 22.318125 \nL 337.901987 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_15\">\n <!-- Final Validation Loss for Exponential Learning Rates -->\n <g transform=\"translate(36.119431 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 628 4666 \nL 3578 4666 \nL 3578 4134 \nL 1259 4134 \nL 1259 2753 \nL 3481 2753 \nL 3481 2222 \nL 1259 2222 \nL 1259 531 \nL 3634 531 \nL 3634 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-45\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" id=\"DejaVuSans-78\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"439.785156\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"503.261719\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"564.541016\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"603.75\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"631.533203\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"692.714844\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"756.09375\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"787.880859\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"841.84375\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"903.025391\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"955.125\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"1007.224609\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1039.011719\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"1074.216797\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1135.398438\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1176.511719\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1208.298828\" xlink:href=\"#DejaVuSans-45\"/>\n <use x=\"1271.482422\" xlink:href=\"#DejaVuSans-78\"/>\n <use x=\"1330.662109\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"1394.138672\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1455.320312\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1518.699219\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1580.222656\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1643.601562\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1682.810547\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1710.59375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1771.873047\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"1799.65625\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1831.443359\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1885.40625\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1946.929688\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"2008.208984\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"2047.572266\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"2110.951172\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"2138.734375\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"2202.113281\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"2265.589844\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"2297.376953\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"2364.609375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"2425.888672\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"2465.097656\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"2526.621094\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"pf6c0231611\">\n <rect height=\"219.88\" width=\"294.120737\" x=\"43.78125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 4], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Exponential Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Decay Rate, λ')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('exp-loss-50e.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3dfbd4bb",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Sigmoid Decay\n",
|
||
"80/10/10 Split, 50 epochs\n",
|
||
"\n",
|
||
"## Index\n",
|
||
"0. learning rate\n",
|
||
"1. step size\n",
|
||
"2. gamma\n",
|
||
"3. top-1 accuracy\n",
|
||
"4. top-5 accuracy\n",
|
||
"5. last val loss\n",
|
||
"6. last val accuracy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 116,
|
||
"id": "dc7ccd8d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"sig_results = np.array([\n",
|
||
" [1e-2, 50, 0.05, 38.67, 66.09, 3.01, 42.59],\n",
|
||
" [1e-2, 50, 0.1, 41.75, 70.04, 2.73, 45.83],\n",
|
||
" [1e-2, 50, 0.2, 41.38, 70.04, 2.57, 45.04],\n",
|
||
" [1e-2, 50, 0.4, 39.35, 68.93, 2.39, 44.24]\n",
|
||
"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 117,
|
||
"id": "5ab4be17",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"279.754375pt\" version=\"1.1\" viewBox=\"0 0 352.329688 279.754375\" width=\"352.329688pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-29T22:24:59.826420</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 279.754375 \nL 352.329688 279.754375 \nL 352.329688 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 40.603125 242.198125 \nL 337.178125 242.198125 \nL 337.178125 22.318125 \nL 40.603125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 242.198125 \nL 40.603125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"m75c025e00b\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m75c025e00b\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0.0 -->\n <g transform=\"translate(32.651563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 99.918125 242.198125 \nL 99.918125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"99.918125\" xlink:href=\"#m75c025e00b\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 0.1 -->\n <g transform=\"translate(91.966563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-31\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 159.233125 242.198125 \nL 159.233125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"159.233125\" xlink:href=\"#m75c025e00b\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 0.2 -->\n <g transform=\"translate(151.281563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 218.548125 242.198125 \nL 218.548125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"218.548125\" xlink:href=\"#m75c025e00b\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 0.3 -->\n <g transform=\"translate(210.596563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-33\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 277.863125 242.198125 \nL 277.863125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"277.863125\" xlink:href=\"#m75c025e00b\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 0.4 -->\n <g transform=\"translate(269.911563 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 337.178125 242.198125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"337.178125\" xlink:href=\"#m75c025e00b\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 0.5 -->\n <g transform=\"translate(329.226562 256.796563)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- Gamma, γ -->\n <g transform=\"translate(163.010156 270.474688)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 3809 666 \nL 3809 1919 \nL 2778 1919 \nL 2778 2438 \nL 4434 2438 \nL 4434 434 \nQ 4069 175 3628 42 \nQ 3188 -91 2688 -91 \nQ 1594 -91 976 548 \nQ 359 1188 359 2328 \nQ 359 3472 976 4111 \nQ 1594 4750 2688 4750 \nQ 3144 4750 3555 4637 \nQ 3966 4525 4313 4306 \nL 4313 3634 \nQ 3963 3931 3569 4081 \nQ 3175 4231 2741 4231 \nQ 1884 4231 1454 3753 \nQ 1025 3275 1025 2328 \nQ 1025 1384 1454 906 \nQ 1884 428 2741 428 \nQ 3075 428 3337 486 \nQ 3600 544 3809 666 \nz\n\" id=\"DejaVuSans-47\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" id=\"DejaVuSans-6d\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 256 \nL 897 -744 \nL 494 -744 \nL 750 256 \nL 750 794 \nz\n\" id=\"DejaVuSans-2c\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1128 2950 \nL 1894 788 \nL 2988 3500 \nL 3597 3500 \nL 2181 0 \nL 2181 -1331 \nL 1606 -1331 \nL 1606 0 \nL 688 2613 \nQ 550 3006 253 3006 \nL 100 3006 \nL 100 3500 \nL 319 3500 \nQ 934 3500 1128 2950 \nz\n\" id=\"DejaVuSans-3b3\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-47\"/>\n <use x=\"77.490234\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"138.769531\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"236.181641\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"333.59375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"394.873047\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"426.660156\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"458.447266\" xlink:href=\"#DejaVuSans-3b3\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 242.198125 \nL 337.178125 242.198125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m1968481c8d\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m1968481c8d\" y=\"242.198125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 20 -->\n <g transform=\"translate(20.878125 245.997344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 205.551458 \nL 337.178125 205.551458 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m1968481c8d\" y=\"205.551458\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 30 -->\n <g transform=\"translate(20.878125 209.350677)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 168.904792 \nL 337.178125 168.904792 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m1968481c8d\" y=\"168.904792\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 40 -->\n <g transform=\"translate(20.878125 172.70401)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 132.258125 \nL 337.178125 132.258125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m1968481c8d\" y=\"132.258125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 50 -->\n <g transform=\"translate(20.878125 136.057344)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 95.611458 \nL 337.178125 95.611458 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m1968481c8d\" y=\"95.611458\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 60 -->\n <g transform=\"translate(20.878125 99.410677)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-36\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_23\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 58.964792 \nL 337.178125 58.964792 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m1968481c8d\" y=\"58.964792\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 70 -->\n <g transform=\"translate(20.878125 62.76401)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_7\">\n <g id=\"line2d_25\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 40.603125 22.318125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#m1968481c8d\" y=\"22.318125\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- 80 -->\n <g transform=\"translate(20.878125 26.117344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_15\">\n <!-- % Accuracy -->\n <g transform=\"translate(14.798438 161.426094)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 4653 2053 \nQ 4381 2053 4226 1822 \nQ 4072 1591 4072 1178 \nQ 4072 772 4226 539 \nQ 4381 306 4653 306 \nQ 4919 306 5073 539 \nQ 5228 772 5228 1178 \nQ 5228 1588 5073 1820 \nQ 4919 2053 4653 2053 \nz\nM 4653 2450 \nQ 5147 2450 5437 2106 \nQ 5728 1763 5728 1178 \nQ 5728 594 5436 251 \nQ 5144 -91 4653 -91 \nQ 4153 -91 3862 251 \nQ 3572 594 3572 1178 \nQ 3572 1766 3864 2108 \nQ 4156 2450 4653 2450 \nz\nM 1428 4353 \nQ 1159 4353 1004 4120 \nQ 850 3888 850 3481 \nQ 850 3069 1003 2837 \nQ 1156 2606 1428 2606 \nQ 1700 2606 1854 2837 \nQ 2009 3069 2009 3481 \nQ 2009 3884 1853 4118 \nQ 1697 4353 1428 4353 \nz\nM 4250 4750 \nL 4750 4750 \nL 1831 -91 \nL 1331 -91 \nL 4250 4750 \nz\nM 1428 4750 \nQ 1922 4750 2215 4408 \nQ 2509 4066 2509 3481 \nQ 2509 2891 2217 2550 \nQ 1925 2209 1428 2209 \nQ 931 2209 642 2551 \nQ 353 2894 353 3481 \nQ 353 4063 643 4406 \nQ 934 4750 1428 4750 \nz\n\" id=\"DejaVuSans-25\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" id=\"DejaVuSans-41\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" id=\"DejaVuSans-79\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-25\"/>\n <use x=\"95.019531\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"126.806641\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"193.464844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"248.445312\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"303.425781\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"366.804688\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"407.917969\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"469.197266\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"524.177734\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_27\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 70.260625 173.778798 \nL 99.918125 162.491625 \nL 159.233125 163.847552 \nL 277.863125 171.286825 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"me327fe7c48\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#pca50ee1e14)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"70.260625\" xlink:href=\"#me327fe7c48\" y=\"173.778798\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"99.918125\" xlink:href=\"#me327fe7c48\" y=\"162.491625\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.233125\" xlink:href=\"#me327fe7c48\" y=\"163.847552\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"277.863125\" xlink:href=\"#me327fe7c48\" y=\"171.286825\"/>\n </g>\n </g>\n <g id=\"line2d_28\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 70.260625 73.293638 \nL 99.918125 58.818205 \nL 159.233125 58.818205 \nL 277.863125 62.885985 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"mee573841d4\" style=\"stroke:#ff7f0e;\"/>\n </defs>\n <g clip-path=\"url(#pca50ee1e14)\">\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"70.260625\" xlink:href=\"#mee573841d4\" y=\"73.293638\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"99.918125\" xlink:href=\"#mee573841d4\" y=\"58.818205\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"159.233125\" xlink:href=\"#mee573841d4\" y=\"58.818205\"/>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"277.863125\" xlink:href=\"#mee573841d4\" y=\"62.885985\"/>\n </g>\n </g>\n <g id=\"line2d_29\">\n <path clip-path=\"url(#pca50ee1e14)\" d=\"M 70.260625 159.413305 \nL 99.918125 147.539785 \nL 159.233125 150.434872 \nL 277.863125 153.366605 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"m4e1c7de5ba\" style=\"stroke:#2ca02c;\"/>\n </defs>\n <g clip-path=\"url(#pca50ee1e14)\">\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"70.260625\" xlink:href=\"#m4e1c7de5ba\" y=\"159.413305\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"99.918125\" xlink:href=\"#m4e1c7de5ba\" y=\"147.539785\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"159.233125\" xlink:href=\"#m4e1c7de5ba\" y=\"150.434872\"/>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"277.863125\" xlink:href=\"#m4e1c7de5ba\" y=\"153.366605\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 40.603125 242.198125 \nL 40.603125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 337.178125 242.198125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 40.603125 242.198125 \nL 337.178125 242.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 40.603125 22.318125 \nL 337.178125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_16\">\n <!-- Accuracy for Sigmoid Learning Rates -->\n <g transform=\"translate(78.412813 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3425 4513 \nL 3425 3897 \nQ 3066 4069 2747 4153 \nQ 2428 4238 2131 4238 \nQ 1616 4238 1336 4038 \nQ 1056 3838 1056 3469 \nQ 1056 3159 1242 3001 \nQ 1428 2844 1947 2747 \nL 2328 2669 \nQ 3034 2534 3370 2195 \nQ 3706 1856 3706 1288 \nQ 3706 609 3251 259 \nQ 2797 -91 1919 -91 \nQ 1588 -91 1214 -16 \nQ 841 59 441 206 \nL 441 856 \nQ 825 641 1194 531 \nQ 1563 422 1919 422 \nQ 2459 422 2753 634 \nQ 3047 847 3047 1241 \nQ 3047 1584 2836 1778 \nQ 2625 1972 2144 2069 \nL 1759 2144 \nQ 1053 2284 737 2584 \nQ 422 2884 422 3419 \nQ 422 4038 858 4394 \nQ 1294 4750 2059 4750 \nQ 2388 4750 2728 4690 \nQ 3069 4631 3425 4513 \nz\n\" id=\"DejaVuSans-53\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"66.658203\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"121.638672\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"176.619141\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"239.998047\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"281.111328\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"342.390625\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"397.371094\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"456.550781\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"488.337891\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"523.542969\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"584.724609\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"625.837891\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"657.625\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"721.101562\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"748.884766\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"812.361328\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"909.773438\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"970.955078\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"998.738281\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"1062.214844\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1094.001953\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1147.964844\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1209.488281\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1270.767578\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1310.130859\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1373.509766\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1401.292969\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1464.671875\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"1528.148438\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1559.935547\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"1627.167969\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1688.447266\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"1727.65625\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1789.179688\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n <g id=\"legend_1\">\n <g id=\"patch_7\">\n <path d=\"M 47.603125 237.198125 \nL 172.814063 237.198125 \nQ 174.814063 237.198125 174.814063 235.198125 \nL 174.814063 192.16375 \nQ 174.814063 190.16375 172.814063 190.16375 \nL 47.603125 190.16375 \nQ 45.603125 190.16375 45.603125 192.16375 \nL 45.603125 235.198125 \nQ 45.603125 237.198125 47.603125 237.198125 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n </g>\n <g id=\"line2d_30\">\n <path d=\"M 49.603125 198.262188 \nL 69.603125 198.262188 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_31\">\n <g>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"59.603125\" xlink:href=\"#me327fe7c48\" y=\"198.262188\"/>\n </g>\n </g>\n <g id=\"text_17\">\n <!-- Top-1 Accuracy -->\n <g transform=\"translate(77.603125 201.762188)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M -19 4666 \nL 3928 4666 \nL 3928 4134 \nL 2272 4134 \nL 2272 0 \nL 1638 0 \nL 1638 4134 \nL -19 4134 \nL -19 4666 \nz\n\" id=\"DejaVuSans-54\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n <path d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" id=\"DejaVuSans-2d\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_32\">\n <path d=\"M 49.603125 212.940313 \nL 69.603125 212.940313 \n\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_33\">\n <g>\n <use style=\"fill:#ff7f0e;stroke:#ff7f0e;\" x=\"59.603125\" xlink:href=\"#mee573841d4\" y=\"212.940313\"/>\n </g>\n </g>\n <g id=\"text_18\">\n <!-- Top-5 Accuracy -->\n <g transform=\"translate(77.603125 216.440313)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"268.449219\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"300.236328\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"366.894531\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"421.875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"476.855469\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"540.234375\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"581.347656\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"642.626953\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"697.607422\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n <g id=\"line2d_34\">\n <path d=\"M 49.603125 227.618438 \nL 69.603125 227.618438 \n\" style=\"fill:none;stroke:#2ca02c;stroke-linecap:square;stroke-width:3;\"/>\n </g>\n <g id=\"line2d_35\">\n <g>\n <use style=\"fill:#2ca02c;stroke:#2ca02c;\" x=\"59.603125\" xlink:href=\"#m4e1c7de5ba\" y=\"227.618438\"/>\n </g>\n </g>\n <g id=\"text_19\">\n <!-- Final Val. Accuracy -->\n <g transform=\"translate(77.603125 231.118438)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"443.789062\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"475.576172\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"542.234375\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"597.214844\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"652.195312\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"715.574219\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"756.6875\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"817.966797\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"872.947266\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"pca50ee1e14\">\n <rect height=\"219.88\" width=\"296.575\" x=\"40.603125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"plt.ylim(20, 80)\n",
|
||
"plt.xlim(0, 0.5)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Sigmoid Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Gamma, γ')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"# plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('sig-accuracy-50e.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 118,
|
||
"id": "49f5ca1a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"277.314375pt\" version=\"1.1\" viewBox=\"0 0 385.78125 277.314375\" width=\"385.78125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-29T22:25:00.155819</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 277.314375 \nL 385.78125 277.314375 \nL 385.78125 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 43.78125 239.758125 \nL 378.58125 239.758125 \nL 378.58125 22.318125 \nL 43.78125 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 58.999432 239.758125 \nL 58.999432 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mcc375b0908\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"58.999432\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0.05 -->\n <g transform=\"translate(47.866619 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 102.479951 239.758125 \nL 102.479951 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"102.479951\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 0.10 -->\n <g transform=\"translate(91.347139 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 145.960471 239.758125 \nL 145.960471 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"145.960471\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 0.15 -->\n <g transform=\"translate(134.827658 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 189.44099 239.758125 \nL 189.44099 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"189.44099\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 0.20 -->\n <g transform=\"translate(178.308178 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 232.92151 239.758125 \nL 232.92151 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"232.92151\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 0.25 -->\n <g transform=\"translate(221.788697 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 276.402029 239.758125 \nL 276.402029 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"276.402029\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 0.30 -->\n <g transform=\"translate(265.269217 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 319.882549 239.758125 \nL 319.882549 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"319.882549\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- 0.35 -->\n <g transform=\"translate(308.749736 254.356562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 363.363068 239.758125 \nL 363.363068 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"363.363068\" xlink:href=\"#mcc375b0908\" y=\"239.758125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 0.40 -->\n <g transform=\"translate(352.230256 254.356562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- Gamma, γ -->\n <g transform=\"translate(185.300781 268.034687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 3809 666 \nL 3809 1919 \nL 2778 1919 \nL 2778 2438 \nL 4434 2438 \nL 4434 434 \nQ 4069 175 3628 42 \nQ 3188 -91 2688 -91 \nQ 1594 -91 976 548 \nQ 359 1188 359 2328 \nQ 359 3472 976 4111 \nQ 1594 4750 2688 4750 \nQ 3144 4750 3555 4637 \nQ 3966 4525 4313 4306 \nL 4313 3634 \nQ 3963 3931 3569 4081 \nQ 3175 4231 2741 4231 \nQ 1884 4231 1454 3753 \nQ 1025 3275 1025 2328 \nQ 1025 1384 1454 906 \nQ 1884 428 2741 428 \nQ 3075 428 3337 486 \nQ 3600 544 3809 666 \nz\n\" id=\"DejaVuSans-47\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" id=\"DejaVuSans-6d\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 256 \nL 897 -744 \nL 494 -744 \nL 750 256 \nL 750 794 \nz\n\" id=\"DejaVuSans-2c\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1128 2950 \nL 1894 788 \nL 2988 3500 \nL 3597 3500 \nL 2181 0 \nL 2181 -1331 \nL 1606 -1331 \nL 1606 0 \nL 688 2613 \nQ 550 3006 253 3006 \nL 100 3006 \nL 100 3500 \nL 319 3500 \nQ 934 3500 1128 2950 \nz\n\" id=\"DejaVuSans-3b3\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-47\"/>\n <use x=\"77.490234\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"138.769531\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"236.181641\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"333.59375\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"394.873047\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"426.660156\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"458.447266\" xlink:href=\"#DejaVuSans-3b3\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 43.78125 226.686219 \nL 378.58125 226.686219 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"mb66413ee2e\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb66413ee2e\" y=\"226.686219\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 2.4 -->\n <g transform=\"translate(20.878125 230.485438)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-34\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 43.78125 194.803521 \nL 378.58125 194.803521 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb66413ee2e\" y=\"194.803521\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 2.5 -->\n <g transform=\"translate(20.878125 198.60274)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 43.78125 162.920823 \nL 378.58125 162.920823 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb66413ee2e\" y=\"162.920823\"/>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- 2.6 -->\n <g transform=\"translate(20.878125 166.720042)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-36\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_23\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 43.78125 131.038125 \nL 378.58125 131.038125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb66413ee2e\" y=\"131.038125\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- 2.7 -->\n <g transform=\"translate(20.878125 134.837344)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-37\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_5\">\n <g id=\"line2d_25\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 43.78125 99.155427 \nL 378.58125 99.155427 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb66413ee2e\" y=\"99.155427\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- 2.8 -->\n <g transform=\"translate(20.878125 102.954646)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-38\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_6\">\n <g id=\"line2d_27\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 43.78125 67.272729 \nL 378.58125 67.272729 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_28\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb66413ee2e\" y=\"67.272729\"/>\n </g>\n </g>\n <g id=\"text_15\">\n <!-- 2.9 -->\n <g transform=\"translate(20.878125 71.071948)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-39\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_7\">\n <g id=\"line2d_29\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 43.78125 35.390031 \nL 378.58125 35.390031 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_30\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"43.78125\" xlink:href=\"#mb66413ee2e\" y=\"35.390031\"/>\n </g>\n </g>\n <g id=\"text_16\">\n <!-- 3.0 -->\n <g transform=\"translate(20.878125 39.18925)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_17\">\n <!-- Loss -->\n <g transform=\"translate(14.798438 142.005312)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"53.962891\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"115.144531\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"167.244141\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n <g id=\"line2d_31\">\n <path clip-path=\"url(#p84aa040a28)\" d=\"M 58.999432 32.201761 \nL 102.479951 121.473316 \nL 189.44099 172.485632 \nL 363.363068 229.874489 \n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\n <defs>\n <path d=\"M -3 3 \nL 3 -3 \nM -3 -3 \nL 3 3 \n\" id=\"m265be87528\" style=\"stroke:#1f77b4;\"/>\n </defs>\n <g clip-path=\"url(#p84aa040a28)\">\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"58.999432\" xlink:href=\"#m265be87528\" y=\"32.201761\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.479951\" xlink:href=\"#m265be87528\" y=\"121.473316\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.44099\" xlink:href=\"#m265be87528\" y=\"172.485632\"/>\n <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"363.363068\" xlink:href=\"#m265be87528\" y=\"229.874489\"/>\n </g>\n </g>\n <g id=\"patch_3\">\n <path d=\"M 43.78125 239.758125 \nL 43.78125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_4\">\n <path d=\"M 378.58125 239.758125 \nL 378.58125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_5\">\n <path d=\"M 43.78125 239.758125 \nL 378.58125 239.758125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_6\">\n <path d=\"M 43.78125 22.318125 \nL 378.58125 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_18\">\n <!-- Final Validation Loss for Sigmoid Learning Rates -->\n <g transform=\"translate(67.665 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1831 0 \nL 50 4666 \nL 709 4666 \nL 2188 738 \nL 3669 4666 \nL 4325 4666 \nL 2547 0 \nL 1831 0 \nz\n\" id=\"DejaVuSans-56\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3425 4513 \nL 3425 3897 \nQ 3066 4069 2747 4153 \nQ 2428 4238 2131 4238 \nQ 1616 4238 1336 4038 \nQ 1056 3838 1056 3469 \nQ 1056 3159 1242 3001 \nQ 1428 2844 1947 2747 \nL 2328 2669 \nQ 3034 2534 3370 2195 \nQ 3706 1856 3706 1288 \nQ 3706 609 3251 259 \nQ 2797 -91 1919 -91 \nQ 1588 -91 1214 -16 \nQ 841 59 441 206 \nL 441 856 \nQ 825 641 1194 531 \nQ 1563 422 1919 422 \nQ 2459 422 2753 634 \nQ 3047 847 3047 1241 \nQ 3047 1584 2836 1778 \nQ 2625 1972 2144 2069 \nL 1759 2144 \nQ 1053 2284 737 2584 \nQ 422 2884 422 3419 \nQ 422 4038 858 4394 \nQ 1294 4750 2059 4750 \nQ 2388 4750 2728 4690 \nQ 3069 4631 3425 4513 \nz\n\" id=\"DejaVuSans-53\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2841 2188 \nQ 3044 2119 3236 1894 \nQ 3428 1669 3622 1275 \nL 4263 0 \nL 3584 0 \nL 2988 1197 \nQ 2756 1666 2539 1819 \nQ 2322 1972 1947 1972 \nL 1259 1972 \nL 1259 0 \nL 628 0 \nL 628 4666 \nL 2053 4666 \nQ 2853 4666 3247 4331 \nQ 3641 3997 3641 3322 \nQ 3641 2881 3436 2590 \nQ 3231 2300 2841 2188 \nz\nM 1259 4147 \nL 1259 2491 \nL 2053 2491 \nQ 2509 2491 2742 2702 \nQ 2975 2913 2975 3322 \nQ 2975 3731 2742 3939 \nQ 2509 4147 2053 4147 \nL 1259 4147 \nz\n\" id=\"DejaVuSans-52\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"141.431641\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"202.710938\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"230.494141\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"262.28125\" xlink:href=\"#DejaVuSans-56\"/>\n <use x=\"322.939453\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"384.21875\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"412.001953\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"439.785156\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"503.261719\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"564.541016\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"603.75\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"631.533203\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"692.714844\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"756.09375\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"787.880859\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"841.84375\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"903.025391\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"955.125\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"1007.224609\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1039.011719\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"1074.216797\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1135.398438\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1176.511719\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1208.298828\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"1271.775391\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1299.558594\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"1363.035156\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"1460.447266\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1521.628906\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1549.412109\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"1612.888672\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1644.675781\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1698.638672\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1760.162109\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1821.441406\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1860.804688\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1924.183594\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1951.966797\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"2015.345703\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"2078.822266\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"2110.609375\" xlink:href=\"#DejaVuSans-52\"/>\n <use x=\"2177.841797\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"2239.121094\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"2278.330078\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"2339.853516\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"p84aa040a28\">\n <rect height=\"217.44\" width=\"334.8\" x=\"43.78125\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Sigmoid Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Gamma, γ')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "be993da6",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Best\n",
|
||
"\n",
|
||
"100 Epochs\n",
|
||
"\n",
|
||
"top-1 accuracy indexes: 1, 3, 2, 3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 121,
|
||
"id": "6ab2b999",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1200x700 with 1 Axes>",
|
||
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<svg height=\"243.754375pt\" version=\"1.1\" viewBox=\"0 0 424.155312 243.754375\" width=\"424.155312pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n <cc:Work>\n <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n <dc:date>2021-04-30T08:52:22.990197</dc:date>\n <dc:format>image/svg+xml</dc:format>\n <dc:creator>\n <cc:Agent>\n <dc:title>Matplotlib v3.4.1, https://matplotlib.org/</dc:title>\n </cc:Agent>\n </dc:creator>\n </cc:Work>\n </rdf:RDF>\n </metadata>\n <defs>\n <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n <g id=\"patch_1\">\n <path d=\"M 0 243.754375 \nL 424.155312 243.754375 \nL 424.155312 0 \nL 0 0 \nz\n\" style=\"fill:none;\"/>\n </g>\n <g id=\"axes_1\">\n <g id=\"patch_2\">\n <path d=\"M 94.839063 206.198125 \nL 407.411562 206.198125 \nL 407.411562 22.318125 \nL 94.839063 22.318125 \nz\n\" style=\"fill:#ffffff;\"/>\n </g>\n <g id=\"patch_3\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 94.839063 197.839943 \nL 225.338081 197.839943 \nL 225.338081 162.647599 \nL 94.839063 162.647599 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_4\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 94.839063 153.849513 \nL 226.119512 153.849513 \nL 226.119512 118.657168 \nL 94.839063 118.657168 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_5\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 94.839063 109.859082 \nL 222.649958 109.859082 \nL 222.649958 74.666737 \nL 94.839063 74.666737 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_6\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 94.839063 65.868651 \nL 197.73793 65.868651 \nL 197.73793 30.676307 \nL 94.839063 30.676307 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"patch_7\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 225.338081 197.839943 \nL 313.764841 197.839943 \nL 313.764841 162.647599 \nL 225.338081 162.647599 \nz\n\" style=\"fill:#ff7f0e;\"/>\n </g>\n <g id=\"patch_8\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 226.119512 153.849513 \nL 313.577298 153.849513 \nL 313.577298 118.657168 \nL 226.119512 118.657168 \nz\n\" style=\"fill:#ff7f0e;\"/>\n </g>\n <g id=\"patch_9\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 222.649958 109.859082 \nL 308.169794 109.859082 \nL 308.169794 74.666737 \nL 222.649958 74.666737 \nz\n\" style=\"fill:#ff7f0e;\"/>\n </g>\n <g id=\"patch_10\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 197.73793 65.868651 \nL 285.195715 65.868651 \nL 285.195715 30.676307 \nL 197.73793 30.676307 \nz\n\" style=\"fill:#ff7f0e;\"/>\n </g>\n <g id=\"matplotlib.axis_1\">\n <g id=\"xtick_1\">\n <g id=\"line2d_1\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 94.839063 206.198125 \nL 94.839063 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_2\">\n <defs>\n <path d=\"M 0 0 \nL 0 3.5 \n\" id=\"mbc941c4cbd\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"94.839063\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_1\">\n <!-- 0 -->\n <g transform=\"translate(91.657813 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 4250 \nQ 1547 4250 1301 3770 \nQ 1056 3291 1056 2328 \nQ 1056 1369 1301 889 \nQ 1547 409 2034 409 \nQ 2525 409 2770 889 \nQ 3016 1369 3016 2328 \nQ 3016 3291 2770 3770 \nQ 2525 4250 2034 4250 \nz\nM 2034 4750 \nQ 2819 4750 3233 4129 \nQ 3647 3509 3647 2328 \nQ 3647 1150 3233 529 \nQ 2819 -91 2034 -91 \nQ 1250 -91 836 529 \nQ 422 1150 422 2328 \nQ 422 3509 836 4129 \nQ 1250 4750 2034 4750 \nz\n\" id=\"DejaVuSans-30\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_2\">\n <g id=\"line2d_3\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 126.096313 206.198125 \nL 126.096313 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_4\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"126.096313\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_2\">\n <!-- 10 -->\n <g transform=\"translate(119.733813 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 794 531 \nL 1825 531 \nL 1825 4091 \nL 703 3866 \nL 703 4441 \nL 1819 4666 \nL 2450 4666 \nL 2450 531 \nL 3481 531 \nL 3481 0 \nL 794 0 \nL 794 531 \nz\n\" id=\"DejaVuSans-31\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_3\">\n <g id=\"line2d_5\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 157.353563 206.198125 \nL 157.353563 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_6\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"157.353563\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_3\">\n <!-- 20 -->\n <g transform=\"translate(150.991062 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1228 531 \nL 3431 531 \nL 3431 0 \nL 469 0 \nL 469 531 \nQ 828 903 1448 1529 \nQ 2069 2156 2228 2338 \nQ 2531 2678 2651 2914 \nQ 2772 3150 2772 3378 \nQ 2772 3750 2511 3984 \nQ 2250 4219 1831 4219 \nQ 1534 4219 1204 4116 \nQ 875 4013 500 3803 \nL 500 4441 \nQ 881 4594 1212 4672 \nQ 1544 4750 1819 4750 \nQ 2544 4750 2975 4387 \nQ 3406 4025 3406 3419 \nQ 3406 3131 3298 2873 \nQ 3191 2616 2906 2266 \nQ 2828 2175 2409 1742 \nQ 1991 1309 1228 531 \nz\n\" id=\"DejaVuSans-32\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-32\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_4\">\n <g id=\"line2d_7\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 188.610812 206.198125 \nL 188.610812 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_8\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"188.610812\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_4\">\n <!-- 30 -->\n <g transform=\"translate(182.248312 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2597 2516 \nQ 3050 2419 3304 2112 \nQ 3559 1806 3559 1356 \nQ 3559 666 3084 287 \nQ 2609 -91 1734 -91 \nQ 1441 -91 1130 -33 \nQ 819 25 488 141 \nL 488 750 \nQ 750 597 1062 519 \nQ 1375 441 1716 441 \nQ 2309 441 2620 675 \nQ 2931 909 2931 1356 \nQ 2931 1769 2642 2001 \nQ 2353 2234 1838 2234 \nL 1294 2234 \nL 1294 2753 \nL 1863 2753 \nQ 2328 2753 2575 2939 \nQ 2822 3125 2822 3475 \nQ 2822 3834 2567 4026 \nQ 2313 4219 1838 4219 \nQ 1578 4219 1281 4162 \nQ 984 4106 628 3988 \nL 628 4550 \nQ 988 4650 1302 4700 \nQ 1616 4750 1894 4750 \nQ 2613 4750 3031 4423 \nQ 3450 4097 3450 3541 \nQ 3450 3153 3228 2886 \nQ 3006 2619 2597 2516 \nz\n\" id=\"DejaVuSans-33\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_5\">\n <g id=\"line2d_9\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 219.868062 206.198125 \nL 219.868062 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_10\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"219.868062\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_5\">\n <!-- 40 -->\n <g transform=\"translate(213.505562 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2419 4116 \nL 825 1625 \nL 2419 1625 \nL 2419 4116 \nz\nM 2253 4666 \nL 3047 4666 \nL 3047 1625 \nL 3713 1625 \nL 3713 1100 \nL 3047 1100 \nL 3047 0 \nL 2419 0 \nL 2419 1100 \nL 313 1100 \nL 313 1709 \nL 2253 4666 \nz\n\" id=\"DejaVuSans-34\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-34\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_6\">\n <g id=\"line2d_11\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 251.125312 206.198125 \nL 251.125312 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_12\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"251.125312\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_6\">\n <!-- 50 -->\n <g transform=\"translate(244.762812 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 691 4666 \nL 3169 4666 \nL 3169 4134 \nL 1269 4134 \nL 1269 2991 \nQ 1406 3038 1543 3061 \nQ 1681 3084 1819 3084 \nQ 2600 3084 3056 2656 \nQ 3513 2228 3513 1497 \nQ 3513 744 3044 326 \nQ 2575 -91 1722 -91 \nQ 1428 -91 1123 -41 \nQ 819 9 494 109 \nL 494 744 \nQ 775 591 1075 516 \nQ 1375 441 1709 441 \nQ 2250 441 2565 725 \nQ 2881 1009 2881 1497 \nQ 2881 1984 2565 2268 \nQ 2250 2553 1709 2553 \nQ 1456 2553 1204 2497 \nQ 953 2441 691 2322 \nL 691 4666 \nz\n\" id=\"DejaVuSans-35\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_7\">\n <g id=\"line2d_13\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 282.382562 206.198125 \nL 282.382562 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_14\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"282.382562\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_7\">\n <!-- 60 -->\n <g transform=\"translate(276.020062 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2113 2584 \nQ 1688 2584 1439 2293 \nQ 1191 2003 1191 1497 \nQ 1191 994 1439 701 \nQ 1688 409 2113 409 \nQ 2538 409 2786 701 \nQ 3034 994 3034 1497 \nQ 3034 2003 2786 2293 \nQ 2538 2584 2113 2584 \nz\nM 3366 4563 \nL 3366 3988 \nQ 3128 4100 2886 4159 \nQ 2644 4219 2406 4219 \nQ 1781 4219 1451 3797 \nQ 1122 3375 1075 2522 \nQ 1259 2794 1537 2939 \nQ 1816 3084 2150 3084 \nQ 2853 3084 3261 2657 \nQ 3669 2231 3669 1497 \nQ 3669 778 3244 343 \nQ 2819 -91 2113 -91 \nQ 1303 -91 875 529 \nQ 447 1150 447 2328 \nQ 447 3434 972 4092 \nQ 1497 4750 2381 4750 \nQ 2619 4750 2861 4703 \nQ 3103 4656 3366 4563 \nz\n\" id=\"DejaVuSans-36\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-36\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_8\">\n <g id=\"line2d_15\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 313.639812 206.198125 \nL 313.639812 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_16\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"313.639812\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_8\">\n <!-- 70 -->\n <g transform=\"translate(307.277312 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 525 4666 \nL 3525 4666 \nL 3525 4397 \nL 1831 0 \nL 1172 0 \nL 2766 4134 \nL 525 4134 \nL 525 4666 \nz\n\" id=\"DejaVuSans-37\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-37\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_9\">\n <g id=\"line2d_17\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 344.897062 206.198125 \nL 344.897062 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_18\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"344.897062\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_9\">\n <!-- 80 -->\n <g transform=\"translate(338.534562 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 2034 2216 \nQ 1584 2216 1326 1975 \nQ 1069 1734 1069 1313 \nQ 1069 891 1326 650 \nQ 1584 409 2034 409 \nQ 2484 409 2743 651 \nQ 3003 894 3003 1313 \nQ 3003 1734 2745 1975 \nQ 2488 2216 2034 2216 \nz\nM 1403 2484 \nQ 997 2584 770 2862 \nQ 544 3141 544 3541 \nQ 544 4100 942 4425 \nQ 1341 4750 2034 4750 \nQ 2731 4750 3128 4425 \nQ 3525 4100 3525 3541 \nQ 3525 3141 3298 2862 \nQ 3072 2584 2669 2484 \nQ 3125 2378 3379 2068 \nQ 3634 1759 3634 1313 \nQ 3634 634 3220 271 \nQ 2806 -91 2034 -91 \nQ 1263 -91 848 271 \nQ 434 634 434 1313 \nQ 434 1759 690 2068 \nQ 947 2378 1403 2484 \nz\nM 1172 3481 \nQ 1172 3119 1398 2916 \nQ 1625 2713 2034 2713 \nQ 2441 2713 2670 2916 \nQ 2900 3119 2900 3481 \nQ 2900 3844 2670 4047 \nQ 2441 4250 2034 4250 \nQ 1625 4250 1398 4047 \nQ 1172 3844 1172 3481 \nz\n\" id=\"DejaVuSans-38\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-38\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_10\">\n <g id=\"line2d_19\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 376.154312 206.198125 \nL 376.154312 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_20\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"376.154312\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_10\">\n <!-- 90 -->\n <g transform=\"translate(369.791812 220.796562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 703 97 \nL 703 672 \nQ 941 559 1184 500 \nQ 1428 441 1663 441 \nQ 2288 441 2617 861 \nQ 2947 1281 2994 2138 \nQ 2813 1869 2534 1725 \nQ 2256 1581 1919 1581 \nQ 1219 1581 811 2004 \nQ 403 2428 403 3163 \nQ 403 3881 828 4315 \nQ 1253 4750 1959 4750 \nQ 2769 4750 3195 4129 \nQ 3622 3509 3622 2328 \nQ 3622 1225 3098 567 \nQ 2575 -91 1691 -91 \nQ 1453 -91 1209 -44 \nQ 966 3 703 97 \nz\nM 1959 2075 \nQ 2384 2075 2632 2365 \nQ 2881 2656 2881 3163 \nQ 2881 3666 2632 3958 \nQ 2384 4250 1959 4250 \nQ 1534 4250 1286 3958 \nQ 1038 3666 1038 3163 \nQ 1038 2656 1286 2365 \nQ 1534 2075 1959 2075 \nz\n\" id=\"DejaVuSans-39\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-39\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"xtick_11\">\n <g id=\"line2d_21\">\n <path clip-path=\"url(#p4b345d5e6b)\" d=\"M 407.411562 206.198125 \nL 407.411562 22.318125 \n\" style=\"fill:none;stroke:#b0b0b0;stroke-linecap:square;stroke-width:0.8;\"/>\n </g>\n <g id=\"line2d_22\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"407.411562\" xlink:href=\"#mbc941c4cbd\" y=\"206.198125\"/>\n </g>\n </g>\n <g id=\"text_11\">\n <!-- 100 -->\n <g transform=\"translate(397.867812 220.796562)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"127.246094\" xlink:href=\"#DejaVuSans-30\"/>\n </g>\n </g>\n </g>\n <g id=\"text_12\">\n <!-- % Test Accuracy -->\n <g transform=\"translate(210.522969 234.474687)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 4653 2053 \nQ 4381 2053 4226 1822 \nQ 4072 1591 4072 1178 \nQ 4072 772 4226 539 \nQ 4381 306 4653 306 \nQ 4919 306 5073 539 \nQ 5228 772 5228 1178 \nQ 5228 1588 5073 1820 \nQ 4919 2053 4653 2053 \nz\nM 4653 2450 \nQ 5147 2450 5437 2106 \nQ 5728 1763 5728 1178 \nQ 5728 594 5436 251 \nQ 5144 -91 4653 -91 \nQ 4153 -91 3862 251 \nQ 3572 594 3572 1178 \nQ 3572 1766 3864 2108 \nQ 4156 2450 4653 2450 \nz\nM 1428 4353 \nQ 1159 4353 1004 4120 \nQ 850 3888 850 3481 \nQ 850 3069 1003 2837 \nQ 1156 2606 1428 2606 \nQ 1700 2606 1854 2837 \nQ 2009 3069 2009 3481 \nQ 2009 3884 1853 4118 \nQ 1697 4353 1428 4353 \nz\nM 4250 4750 \nL 4750 4750 \nL 1831 -91 \nL 1331 -91 \nL 4250 4750 \nz\nM 1428 4750 \nQ 1922 4750 2215 4408 \nQ 2509 4066 2509 3481 \nQ 2509 2891 2217 2550 \nQ 1925 2209 1428 2209 \nQ 931 2209 642 2551 \nQ 353 2894 353 3481 \nQ 353 4063 643 4406 \nQ 934 4750 1428 4750 \nz\n\" id=\"DejaVuSans-25\" transform=\"scale(0.015625)\"/>\n <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n <path d=\"M -19 4666 \nL 3928 4666 \nL 3928 4134 \nL 2272 4134 \nL 2272 0 \nL 1638 0 \nL 1638 4134 \nL -19 4134 \nL -19 4666 \nz\n\" id=\"DejaVuSans-54\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3597 1894 \nL 3597 1613 \nL 953 1613 \nQ 991 1019 1311 708 \nQ 1631 397 2203 397 \nQ 2534 397 2845 478 \nQ 3156 559 3463 722 \nL 3463 178 \nQ 3153 47 2828 -22 \nQ 2503 -91 2169 -91 \nQ 1331 -91 842 396 \nQ 353 884 353 1716 \nQ 353 2575 817 3079 \nQ 1281 3584 2069 3584 \nQ 2775 3584 3186 3129 \nQ 3597 2675 3597 1894 \nz\nM 3022 2063 \nQ 3016 2534 2758 2815 \nQ 2500 3097 2075 3097 \nQ 1594 3097 1305 2825 \nQ 1016 2553 972 2059 \nL 3022 2063 \nz\n\" id=\"DejaVuSans-65\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2834 3397 \nL 2834 2853 \nQ 2591 2978 2328 3040 \nQ 2066 3103 1784 3103 \nQ 1356 3103 1142 2972 \nQ 928 2841 928 2578 \nQ 928 2378 1081 2264 \nQ 1234 2150 1697 2047 \nL 1894 2003 \nQ 2506 1872 2764 1633 \nQ 3022 1394 3022 966 \nQ 3022 478 2636 193 \nQ 2250 -91 1575 -91 \nQ 1294 -91 989 -36 \nQ 684 19 347 128 \nL 347 722 \nQ 666 556 975 473 \nQ 1284 391 1588 391 \nQ 1994 391 2212 530 \nQ 2431 669 2431 922 \nQ 2431 1156 2273 1281 \nQ 2116 1406 1581 1522 \nL 1381 1569 \nQ 847 1681 609 1914 \nQ 372 2147 372 2553 \nQ 372 3047 722 3315 \nQ 1072 3584 1716 3584 \nQ 2034 3584 2315 3537 \nQ 2597 3491 2834 3397 \nz\n\" id=\"DejaVuSans-73\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1172 4494 \nL 1172 3500 \nL 2356 3500 \nL 2356 3053 \nL 1172 3053 \nL 1172 1153 \nQ 1172 725 1289 603 \nQ 1406 481 1766 481 \nL 2356 481 \nL 2356 0 \nL 1766 0 \nQ 1100 0 847 248 \nQ 594 497 594 1153 \nL 594 3053 \nL 172 3053 \nL 172 3500 \nL 594 3500 \nL 594 4494 \nL 1172 4494 \nz\n\" id=\"DejaVuSans-74\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2188 4044 \nL 1331 1722 \nL 3047 1722 \nL 2188 4044 \nz\nM 1831 4666 \nL 2547 4666 \nL 4325 0 \nL 3669 0 \nL 3244 1197 \nL 1141 1197 \nL 716 0 \nL 50 0 \nL 1831 4666 \nz\n\" id=\"DejaVuSans-41\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3122 3366 \nL 3122 2828 \nQ 2878 2963 2633 3030 \nQ 2388 3097 2138 3097 \nQ 1578 3097 1268 2742 \nQ 959 2388 959 1747 \nQ 959 1106 1268 751 \nQ 1578 397 2138 397 \nQ 2388 397 2633 464 \nQ 2878 531 3122 666 \nL 3122 134 \nQ 2881 22 2623 -34 \nQ 2366 -91 2075 -91 \nQ 1284 -91 818 406 \nQ 353 903 353 1747 \nQ 353 2603 823 3093 \nQ 1294 3584 2113 3584 \nQ 2378 3584 2631 3529 \nQ 2884 3475 3122 3366 \nz\n\" id=\"DejaVuSans-63\" transform=\"scale(0.015625)\"/>\n <path d=\"M 544 1381 \nL 544 3500 \nL 1119 3500 \nL 1119 1403 \nQ 1119 906 1312 657 \nQ 1506 409 1894 409 \nQ 2359 409 2629 706 \nQ 2900 1003 2900 1516 \nL 2900 3500 \nL 3475 3500 \nL 3475 0 \nL 2900 0 \nL 2900 538 \nQ 2691 219 2414 64 \nQ 2138 -91 1772 -91 \nQ 1169 -91 856 284 \nQ 544 659 544 1381 \nz\nM 1991 3584 \nL 1991 3584 \nz\n\" id=\"DejaVuSans-75\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2631 2963 \nQ 2534 3019 2420 3045 \nQ 2306 3072 2169 3072 \nQ 1681 3072 1420 2755 \nQ 1159 2438 1159 1844 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1341 3275 1631 3429 \nQ 1922 3584 2338 3584 \nQ 2397 3584 2469 3576 \nQ 2541 3569 2628 3553 \nL 2631 2963 \nz\n\" id=\"DejaVuSans-72\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2194 1759 \nQ 1497 1759 1228 1600 \nQ 959 1441 959 1056 \nQ 959 750 1161 570 \nQ 1363 391 1709 391 \nQ 2188 391 2477 730 \nQ 2766 1069 2766 1631 \nL 2766 1759 \nL 2194 1759 \nz\nM 3341 1997 \nL 3341 0 \nL 2766 0 \nL 2766 531 \nQ 2569 213 2275 61 \nQ 1981 -91 1556 -91 \nQ 1019 -91 701 211 \nQ 384 513 384 1019 \nQ 384 1609 779 1909 \nQ 1175 2209 1959 2209 \nL 2766 2209 \nL 2766 2266 \nQ 2766 2663 2505 2880 \nQ 2244 3097 1772 3097 \nQ 1472 3097 1187 3025 \nQ 903 2953 641 2809 \nL 641 3341 \nQ 956 3463 1253 3523 \nQ 1550 3584 1831 3584 \nQ 2591 3584 2966 3190 \nQ 3341 2797 3341 1997 \nz\n\" id=\"DejaVuSans-61\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2059 -325 \nQ 1816 -950 1584 -1140 \nQ 1353 -1331 966 -1331 \nL 506 -1331 \nL 506 -850 \nL 844 -850 \nQ 1081 -850 1212 -737 \nQ 1344 -625 1503 -206 \nL 1606 56 \nL 191 3500 \nL 800 3500 \nL 1894 763 \nL 2988 3500 \nL 3597 3500 \nL 2059 -325 \nz\n\" id=\"DejaVuSans-79\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-25\"/>\n <use x=\"95.019531\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"126.806641\" xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"170.890625\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"232.414062\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"284.513672\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"323.722656\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"355.509766\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"422.167969\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"477.148438\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"532.128906\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"595.507812\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"636.621094\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"697.900391\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"752.880859\" xlink:href=\"#DejaVuSans-79\"/>\n </g>\n </g>\n </g>\n <g id=\"matplotlib.axis_2\">\n <g id=\"ytick_1\">\n <g id=\"line2d_23\">\n <defs>\n <path d=\"M 0 0 \nL -3.5 0 \n\" id=\"m8f6f9905c2\" style=\"stroke:#000000;stroke-width:0.8;\"/>\n </defs>\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"94.839063\" xlink:href=\"#m8f6f9905c2\" y=\"180.243771\"/>\n </g>\n </g>\n <g id=\"text_13\">\n <!-- Sigmoid -->\n <g transform=\"translate(47.378125 173.605021)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 3425 4513 \nL 3425 3897 \nQ 3066 4069 2747 4153 \nQ 2428 4238 2131 4238 \nQ 1616 4238 1336 4038 \nQ 1056 3838 1056 3469 \nQ 1056 3159 1242 3001 \nQ 1428 2844 1947 2747 \nL 2328 2669 \nQ 3034 2534 3370 2195 \nQ 3706 1856 3706 1288 \nQ 3706 609 3251 259 \nQ 2797 -91 1919 -91 \nQ 1588 -91 1214 -16 \nQ 841 59 441 206 \nL 441 856 \nQ 825 641 1194 531 \nQ 1563 422 1919 422 \nQ 2459 422 2753 634 \nQ 3047 847 3047 1241 \nQ 3047 1584 2836 1778 \nQ 2625 1972 2144 2069 \nL 1759 2144 \nQ 1053 2284 737 2584 \nQ 422 2884 422 3419 \nQ 422 4038 858 4394 \nQ 1294 4750 2059 4750 \nQ 2388 4750 2728 4690 \nQ 3069 4631 3425 4513 \nz\n\" id=\"DejaVuSans-53\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 3500 \nL 1178 3500 \nL 1178 0 \nL 603 0 \nL 603 3500 \nz\nM 603 4863 \nL 1178 4863 \nL 1178 4134 \nL 603 4134 \nL 603 4863 \nz\n\" id=\"DejaVuSans-69\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 1791 \nQ 2906 2416 2648 2759 \nQ 2391 3103 1925 3103 \nQ 1463 3103 1205 2759 \nQ 947 2416 947 1791 \nQ 947 1169 1205 825 \nQ 1463 481 1925 481 \nQ 2391 481 2648 825 \nQ 2906 1169 2906 1791 \nz\nM 3481 434 \nQ 3481 -459 3084 -895 \nQ 2688 -1331 1869 -1331 \nQ 1566 -1331 1297 -1286 \nQ 1028 -1241 775 -1147 \nL 775 -588 \nQ 1028 -725 1275 -790 \nQ 1522 -856 1778 -856 \nQ 2344 -856 2625 -561 \nQ 2906 -266 2906 331 \nL 2906 616 \nQ 2728 306 2450 153 \nQ 2172 0 1784 0 \nQ 1141 0 747 490 \nQ 353 981 353 1791 \nQ 353 2603 747 3093 \nQ 1141 3584 1784 3584 \nQ 2172 3584 2450 3431 \nQ 2728 3278 2906 2969 \nL 2906 3500 \nL 3481 3500 \nL 3481 434 \nz\n\" id=\"DejaVuSans-67\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3328 2828 \nQ 3544 3216 3844 3400 \nQ 4144 3584 4550 3584 \nQ 5097 3584 5394 3201 \nQ 5691 2819 5691 2113 \nL 5691 0 \nL 5113 0 \nL 5113 2094 \nQ 5113 2597 4934 2840 \nQ 4756 3084 4391 3084 \nQ 3944 3084 3684 2787 \nQ 3425 2491 3425 1978 \nL 3425 0 \nL 2847 0 \nL 2847 2094 \nQ 2847 2600 2669 2842 \nQ 2491 3084 2119 3084 \nQ 1678 3084 1418 2786 \nQ 1159 2488 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1356 3278 1631 3431 \nQ 1906 3584 2284 3584 \nQ 2666 3584 2933 3390 \nQ 3200 3197 3328 2828 \nz\n\" id=\"DejaVuSans-6d\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1959 3097 \nQ 1497 3097 1228 2736 \nQ 959 2375 959 1747 \nQ 959 1119 1226 758 \nQ 1494 397 1959 397 \nQ 2419 397 2687 759 \nQ 2956 1122 2956 1747 \nQ 2956 2369 2687 2733 \nQ 2419 3097 1959 3097 \nz\nM 1959 3584 \nQ 2709 3584 3137 3096 \nQ 3566 2609 3566 1747 \nQ 3566 888 3137 398 \nQ 2709 -91 1959 -91 \nQ 1206 -91 779 398 \nQ 353 888 353 1747 \nQ 353 2609 779 3096 \nQ 1206 3584 1959 3584 \nz\n\" id=\"DejaVuSans-6f\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2906 2969 \nL 2906 4863 \nL 3481 4863 \nL 3481 0 \nL 2906 0 \nL 2906 525 \nQ 2725 213 2448 61 \nQ 2172 -91 1784 -91 \nQ 1150 -91 751 415 \nQ 353 922 353 1747 \nQ 353 2572 751 3078 \nQ 1150 3584 1784 3584 \nQ 2172 3584 2448 3432 \nQ 2725 3281 2906 2969 \nz\nM 947 1747 \nQ 947 1113 1208 752 \nQ 1469 391 1925 391 \nQ 2381 391 2643 752 \nQ 2906 1113 2906 1747 \nQ 2906 2381 2643 2742 \nQ 2381 3103 1925 3103 \nQ 1469 3103 1208 2742 \nQ 947 2381 947 1747 \nz\n\" id=\"DejaVuSans-64\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"63.476562\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"91.259766\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"154.736328\" xlink:href=\"#DejaVuSans-6d\"/>\n <use x=\"252.148438\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"313.330078\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"341.113281\" xlink:href=\"#DejaVuSans-64\"/>\n </g>\n <!-- 0.01, S: 50.0, -->\n <g transform=\"translate(20.878125 184.802833)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 684 794 \nL 1344 794 \nL 1344 0 \nL 684 0 \nL 684 794 \nz\n\" id=\"DejaVuSans-2e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 256 \nL 897 -744 \nL 494 -744 \nL 750 256 \nL 750 794 \nz\n\" id=\"DejaVuSans-2c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 750 794 \nL 1409 794 \nL 1409 0 \nL 750 0 \nL 750 794 \nz\nM 750 3309 \nL 1409 3309 \nL 1409 2516 \nL 750 2516 \nL 750 3309 \nz\n\" id=\"DejaVuSans-3a\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"222.65625\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"254.443359\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"286.230469\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"349.707031\" xlink:href=\"#DejaVuSans-3a\"/>\n <use x=\"383.398438\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"415.185547\" xlink:href=\"#DejaVuSans-35\"/>\n <use x=\"478.808594\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"542.431641\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"574.21875\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"637.841797\" xlink:href=\"#DejaVuSans-2c\"/>\n </g>\n <!-- γ: 0.1 -->\n <g transform=\"translate(59.470313 196.000646)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1128 2950 \nL 1894 788 \nL 2988 3500 \nL 3597 3500 \nL 2181 0 \nL 2181 -1331 \nL 1606 -1331 \nL 1606 0 \nL 688 2613 \nQ 550 3006 253 3006 \nL 100 3006 \nL 100 3500 \nL 319 3500 \nQ 934 3500 1128 2950 \nz\n\" id=\"DejaVuSans-3b3\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-3b3\"/>\n <use x=\"59.179688\" xlink:href=\"#DejaVuSans-3a\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"124.658203\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"188.28125\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"220.068359\" xlink:href=\"#DejaVuSans-31\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_2\">\n <g id=\"line2d_24\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"94.839063\" xlink:href=\"#m8f6f9905c2\" y=\"136.25334\"/>\n </g>\n </g>\n <g id=\"text_14\">\n <!-- Exponential -->\n <g transform=\"translate(28.701563 135.213497)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 3578 4666 \nL 3578 4134 \nL 1259 4134 \nL 1259 2753 \nL 3481 2753 \nL 3481 2222 \nL 1259 2222 \nL 1259 531 \nL 3634 531 \nL 3634 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-45\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 3500 \nL 2247 1797 \nL 3578 0 \nL 2900 0 \nL 1881 1375 \nL 863 0 \nL 184 0 \nL 1544 1831 \nL 300 3500 \nL 978 3500 \nL 1906 2253 \nL 2834 3500 \nL 3513 3500 \nz\n\" id=\"DejaVuSans-78\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1159 525 \nL 1159 -1331 \nL 581 -1331 \nL 581 3500 \nL 1159 3500 \nL 1159 2969 \nQ 1341 3281 1617 3432 \nQ 1894 3584 2278 3584 \nQ 2916 3584 3314 3078 \nQ 3713 2572 3713 1747 \nQ 3713 922 3314 415 \nQ 2916 -91 2278 -91 \nQ 1894 -91 1617 61 \nQ 1341 213 1159 525 \nz\nM 3116 1747 \nQ 3116 2381 2855 2742 \nQ 2594 3103 2138 3103 \nQ 1681 3103 1420 2742 \nQ 1159 2381 1159 1747 \nQ 1159 1113 1420 752 \nQ 1681 391 2138 391 \nQ 2594 391 2855 752 \nQ 3116 1113 3116 1747 \nz\n\" id=\"DejaVuSans-70\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 3500 \nL 1159 3500 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-6e\" transform=\"scale(0.015625)\"/>\n <path d=\"M 603 4863 \nL 1178 4863 \nL 1178 0 \nL 603 0 \nL 603 4863 \nz\n\" id=\"DejaVuSans-6c\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-45\"/>\n <use x=\"63.183594\" xlink:href=\"#DejaVuSans-78\"/>\n <use x=\"122.363281\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"185.839844\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"247.021484\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"310.400391\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"371.923828\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"435.302734\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"474.511719\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"502.294922\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"563.574219\" xlink:href=\"#DejaVuSans-6c\"/>\n </g>\n <!-- 0.01, λ: 0.98 -->\n <g transform=\"translate(24.485938 146.411309)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1981 4316 \nL 3597 0 \nL 2988 0 \nL 2006 2588 \nL 800 0 \nL 191 0 \nL 1725 3356 \nL 1494 3975 \nQ 1347 4369 1013 4369 \nL 713 4369 \nL 713 4863 \nL 1078 4856 \nQ 1784 4847 1981 4316 \nz\n\" id=\"DejaVuSans-3bb\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"222.65625\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"254.443359\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"286.230469\" xlink:href=\"#DejaVuSans-3bb\"/>\n <use x=\"345.410156\" xlink:href=\"#DejaVuSans-3a\"/>\n <use x=\"379.101562\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"410.888672\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"474.511719\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"506.298828\" xlink:href=\"#DejaVuSans-39\"/>\n <use x=\"569.921875\" xlink:href=\"#DejaVuSans-38\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_3\">\n <g id=\"line2d_25\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"94.839063\" xlink:href=\"#m8f6f9905c2\" y=\"92.26291\"/>\n </g>\n </g>\n <g id=\"text_15\">\n <!-- Step Down -->\n <g transform=\"translate(33.55625 85.62416)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 1259 4147 \nL 1259 519 \nL 2022 519 \nQ 2988 519 3436 956 \nQ 3884 1394 3884 2338 \nQ 3884 3275 3436 3711 \nQ 2988 4147 2022 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 1925 4666 \nQ 3281 4666 3915 4102 \nQ 4550 3538 4550 2338 \nQ 4550 1131 3912 565 \nQ 3275 0 1925 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-44\" transform=\"scale(0.015625)\"/>\n <path d=\"M 269 3500 \nL 844 3500 \nL 1563 769 \nL 2278 3500 \nL 2956 3500 \nL 3675 769 \nL 4391 3500 \nL 4966 3500 \nL 4050 0 \nL 3372 0 \nL 2619 2869 \nL 1863 0 \nL 1184 0 \nL 269 3500 \nz\n\" id=\"DejaVuSans-77\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"63.476562\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"102.685547\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"164.208984\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"227.685547\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"259.472656\" xlink:href=\"#DejaVuSans-44\"/>\n <use x=\"336.474609\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"397.65625\" xlink:href=\"#DejaVuSans-77\"/>\n <use x=\"479.443359\" xlink:href=\"#DejaVuSans-6e\"/>\n </g>\n <!-- 0.01, S: 0.33, -->\n <g transform=\"translate(20.878125 96.821972)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-31\"/>\n <use x=\"222.65625\" xlink:href=\"#DejaVuSans-2c\"/>\n <use x=\"254.443359\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"286.230469\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"349.707031\" xlink:href=\"#DejaVuSans-3a\"/>\n <use x=\"383.398438\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"415.185547\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"478.808594\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"510.595703\" xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"574.21875\" xlink:href=\"#DejaVuSans-33\"/>\n <use x=\"637.841797\" xlink:href=\"#DejaVuSans-2c\"/>\n </g>\n <!-- γ: 0.2 -->\n <g transform=\"translate(59.470313 108.019785)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-3b3\"/>\n <use x=\"59.179688\" xlink:href=\"#DejaVuSans-3a\"/>\n <use x=\"92.871094\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"124.658203\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"188.28125\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"220.068359\" xlink:href=\"#DejaVuSans-32\"/>\n </g>\n </g>\n </g>\n <g id=\"ytick_4\">\n <g id=\"line2d_26\">\n <g>\n <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"94.839063\" xlink:href=\"#m8f6f9905c2\" y=\"48.272479\"/>\n </g>\n </g>\n <g id=\"text_16\">\n <!-- Fixed -->\n <g transform=\"translate(61.926563 47.232635)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 3309 4666 \nL 3309 4134 \nL 1259 4134 \nL 1259 2759 \nL 3109 2759 \nL 3109 2228 \nL 1259 2228 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-46\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-46\"/>\n <use x=\"50.269531\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"78.052734\" xlink:href=\"#DejaVuSans-78\"/>\n <use x=\"134.107422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"195.630859\" xlink:href=\"#DejaVuSans-64\"/>\n </g>\n <!-- 0.005 -->\n <g transform=\"translate(59.210938 58.430448)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"63.623047\" xlink:href=\"#DejaVuSans-2e\"/>\n <use x=\"95.410156\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"159.033203\" xlink:href=\"#DejaVuSans-30\"/>\n <use x=\"222.65625\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n <g id=\"text_17\">\n <!-- Learning Schedule Policies -->\n <g transform=\"translate(14.798438 180.612031)rotate(-90)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 628 4666 \nL 1259 4666 \nL 1259 531 \nL 3531 531 \nL 3531 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-4c\" transform=\"scale(0.015625)\"/>\n <path d=\"M 3513 2113 \nL 3513 0 \nL 2938 0 \nL 2938 2094 \nQ 2938 2591 2744 2837 \nQ 2550 3084 2163 3084 \nQ 1697 3084 1428 2787 \nQ 1159 2491 1159 1978 \nL 1159 0 \nL 581 0 \nL 581 4863 \nL 1159 4863 \nL 1159 2956 \nQ 1366 3272 1645 3428 \nQ 1925 3584 2291 3584 \nQ 2894 3584 3203 3211 \nQ 3513 2838 3513 2113 \nz\n\" id=\"DejaVuSans-68\" transform=\"scale(0.015625)\"/>\n <path d=\"M 1259 4147 \nL 1259 2394 \nL 2053 2394 \nQ 2494 2394 2734 2622 \nQ 2975 2850 2975 3272 \nQ 2975 3691 2734 3919 \nQ 2494 4147 2053 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2053 4666 \nQ 2838 4666 3239 4311 \nQ 3641 3956 3641 3272 \nQ 3641 2581 3239 2228 \nQ 2838 1875 2053 1875 \nL 1259 1875 \nL 1259 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-50\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"53.962891\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"115.486328\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"176.765625\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"216.128906\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"279.507812\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"307.291016\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"370.669922\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"434.146484\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"465.933594\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"529.410156\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"584.390625\" xlink:href=\"#DejaVuSans-68\"/>\n <use x=\"647.769531\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"709.292969\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"772.769531\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"836.148438\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"863.931641\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"925.455078\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"957.242188\" xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"1013.919922\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1075.101562\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"1102.884766\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1130.667969\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"1185.648438\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1213.431641\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1274.955078\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n </g>\n <g id=\"patch_11\">\n <path d=\"M 94.839063 206.198125 \nL 94.839063 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_12\">\n <path d=\"M 407.411562 206.198125 \nL 407.411562 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_13\">\n <path d=\"M 94.839063 206.198125 \nL 407.411562 206.198125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"patch_14\">\n <path d=\"M 94.839063 22.318125 \nL 407.411562 22.318125 \n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\n </g>\n <g id=\"text_18\">\n <!-- Best Test Accuracy for Learning Schedule Policies -->\n <g transform=\"translate(103.12875 16.318125)scale(0.12 -0.12)\">\n <defs>\n <path d=\"M 1259 2228 \nL 1259 519 \nL 2272 519 \nQ 2781 519 3026 730 \nQ 3272 941 3272 1375 \nQ 3272 1813 3026 2020 \nQ 2781 2228 2272 2228 \nL 1259 2228 \nz\nM 1259 4147 \nL 1259 2741 \nL 2194 2741 \nQ 2656 2741 2882 2914 \nQ 3109 3088 3109 3444 \nQ 3109 3797 2882 3972 \nQ 2656 4147 2194 4147 \nL 1259 4147 \nz\nM 628 4666 \nL 2241 4666 \nQ 2963 4666 3353 4366 \nQ 3744 4066 3744 3513 \nQ 3744 3084 3544 2831 \nQ 3344 2578 2956 2516 \nQ 3422 2416 3680 2098 \nQ 3938 1781 3938 1306 \nQ 3938 681 3513 340 \nQ 3088 0 2303 0 \nL 628 0 \nL 628 4666 \nz\n\" id=\"DejaVuSans-42\" transform=\"scale(0.015625)\"/>\n <path d=\"M 2375 4863 \nL 2375 4384 \nL 1825 4384 \nQ 1516 4384 1395 4259 \nQ 1275 4134 1275 3809 \nL 1275 3500 \nL 2222 3500 \nL 2222 3053 \nL 1275 3053 \nL 1275 0 \nL 697 0 \nL 697 3053 \nL 147 3053 \nL 147 3500 \nL 697 3500 \nL 697 3744 \nQ 697 4328 969 4595 \nQ 1241 4863 1831 4863 \nL 2375 4863 \nz\n\" id=\"DejaVuSans-66\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-42\"/>\n <use x=\"68.603516\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"130.126953\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"182.226562\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"221.435547\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"253.222656\" xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"297.306641\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"358.830078\" xlink:href=\"#DejaVuSans-73\"/>\n <use x=\"410.929688\" xlink:href=\"#DejaVuSans-74\"/>\n <use x=\"450.138672\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"481.925781\" xlink:href=\"#DejaVuSans-41\"/>\n <use x=\"548.583984\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"603.564453\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"658.544922\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"721.923828\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"763.037109\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"824.316406\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"879.296875\" xlink:href=\"#DejaVuSans-79\"/>\n <use x=\"938.476562\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"970.263672\" xlink:href=\"#DejaVuSans-66\"/>\n <use x=\"1005.46875\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"1066.650391\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1107.763672\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1139.550781\" xlink:href=\"#DejaVuSans-4c\"/>\n <use x=\"1193.513672\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1255.037109\" xlink:href=\"#DejaVuSans-61\"/>\n <use x=\"1316.316406\" xlink:href=\"#DejaVuSans-72\"/>\n <use x=\"1355.679688\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1419.058594\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"1446.841797\" xlink:href=\"#DejaVuSans-6e\"/>\n <use x=\"1510.220703\" xlink:href=\"#DejaVuSans-67\"/>\n <use x=\"1573.697266\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"1605.484375\" xlink:href=\"#DejaVuSans-53\"/>\n <use x=\"1668.960938\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"1723.941406\" xlink:href=\"#DejaVuSans-68\"/>\n <use x=\"1787.320312\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"1848.84375\" xlink:href=\"#DejaVuSans-64\"/>\n <use x=\"1912.320312\" xlink:href=\"#DejaVuSans-75\"/>\n <use x=\"1975.699219\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"2003.482422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"2065.005859\" xlink:href=\"#DejaVuSans-20\"/>\n <use x=\"2096.792969\" xlink:href=\"#DejaVuSans-50\"/>\n <use x=\"2153.470703\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"2214.652344\" xlink:href=\"#DejaVuSans-6c\"/>\n <use x=\"2242.435547\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"2270.21875\" xlink:href=\"#DejaVuSans-63\"/>\n <use x=\"2325.199219\" xlink:href=\"#DejaVuSans-69\"/>\n <use x=\"2352.982422\" xlink:href=\"#DejaVuSans-65\"/>\n <use x=\"2414.505859\" xlink:href=\"#DejaVuSans-73\"/>\n </g>\n </g>\n <g id=\"legend_1\">\n <g id=\"patch_15\">\n <path d=\"M 341.56625 59.674375 \nL 400.411562 59.674375 \nQ 402.411562 59.674375 402.411562 57.674375 \nL 402.411562 29.318125 \nQ 402.411562 27.318125 400.411562 27.318125 \nL 341.56625 27.318125 \nQ 339.56625 27.318125 339.56625 29.318125 \nL 339.56625 57.674375 \nQ 339.56625 59.674375 341.56625 59.674375 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n </g>\n <g id=\"patch_16\">\n <path d=\"M 343.56625 38.916562 \nL 363.56625 38.916562 \nL 363.56625 31.916562 \nL 343.56625 31.916562 \nz\n\" style=\"fill:#1f77b4;\"/>\n </g>\n <g id=\"text_19\">\n <!-- Top-1 -->\n <g transform=\"translate(371.56625 38.916562)scale(0.1 -0.1)\">\n <defs>\n <path d=\"M 313 2009 \nL 1997 2009 \nL 1997 1497 \nL 313 1497 \nL 313 2009 \nz\n\" id=\"DejaVuSans-2d\" transform=\"scale(0.015625)\"/>\n </defs>\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-31\"/>\n </g>\n </g>\n <g id=\"patch_17\">\n <path d=\"M 343.56625 53.594687 \nL 363.56625 53.594687 \nL 363.56625 46.594687 \nL 343.56625 46.594687 \nz\n\" style=\"fill:#ff7f0e;\"/>\n </g>\n <g id=\"text_20\">\n <!-- Top-5 -->\n <g transform=\"translate(371.56625 53.594687)scale(0.1 -0.1)\">\n <use xlink:href=\"#DejaVuSans-54\"/>\n <use x=\"44.083984\" xlink:href=\"#DejaVuSans-6f\"/>\n <use x=\"105.265625\" xlink:href=\"#DejaVuSans-70\"/>\n <use x=\"168.742188\" xlink:href=\"#DejaVuSans-2d\"/>\n <use x=\"204.826172\" xlink:href=\"#DejaVuSans-35\"/>\n </g>\n </g>\n </g>\n </g>\n </g>\n <defs>\n <clipPath id=\"p4b345d5e6b\">\n <rect height=\"183.88\" width=\"312.5725\" x=\"94.839063\" y=\"22.318125\"/>\n </clipPath>\n </defs>\n</svg>\n",
|
||
"image/png": "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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"best_top_1_results = list()\n",
|
||
"best_labels = list()\n",
|
||
"\n",
|
||
"# Fixed\n",
|
||
"b_fixed = fixed_results_100e[np.argmax(fixed_results_100e[:, 1])]\n",
|
||
"best_top_1_results.append(b_fixed[1:3])\n",
|
||
"best_labels.append(f'Fixed\\n{b_fixed[0]}')\n",
|
||
"\n",
|
||
"# Step Down\n",
|
||
"b_sd = step_down_results[np.argmax(step_down_results[:, 3])]\n",
|
||
"best_top_1_results.append(b_sd[3:5])\n",
|
||
"best_labels.append(f'Step Down\\n{b_sd[0]}, S: {b_sd[1]},\\nγ: {b_sd[2]}')\n",
|
||
"\n",
|
||
"# Exp\n",
|
||
"b_exp = exp_results[np.argmax(exp_results[:, 2])]\n",
|
||
"best_top_1_results.append(b_exp[2:4])\n",
|
||
"best_labels.append(f'Exponential\\n{b_exp[0]}, λ: {b_exp[1]}')\n",
|
||
"\n",
|
||
"# Sig\n",
|
||
"b_sig = sig_results[np.argmax(sig_results[:, 3])]\n",
|
||
"best_top_1_results.append(b_sig[3:5])\n",
|
||
"best_labels.append(f'Sigmoid\\n{b_sig[0]}, S: {b_sig[1]},\\nγ: {b_sig[2]}')\n",
|
||
"\n",
|
||
"best_top_1_results = best_top_1_results[::-1]\n",
|
||
"best_labels = best_labels[::-1]\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 3.5))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"# print(best_top_1_results)\n",
|
||
"# print(best_labels)\n",
|
||
"# print(best_top_1_results)\n",
|
||
"plt.barh(range(len(best_labels)), [i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-1')\n",
|
||
"plt.barh(range(len(best_labels)), [i[1] - i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-5', left=[i[0] for i in best_top_1_results])\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(axis='x')\n",
|
||
"plt.title('Best Test Accuracy for Learning Schedule Policies')\n",
|
||
"plt.xlabel('% Test Accuracy')\n",
|
||
"plt.ylabel('Learning Schedule Policies')\n",
|
||
"\n",
|
||
"plt.xticks(np.linspace(0, 100, 11))\n",
|
||
"plt.xlim(0, 100)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('best-barh-50e.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "8f36766a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
|
||
"display_name": "Python 3.9.3 ('.venv': venv)"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.3"
|
||
},
|
||
"metadata": {
|
||
"interpreter": {
|
||
"hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
} |