446 lines
477 KiB
Plaintext
446 lines
477 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 113,
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"metadata": {},
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"outputs": [],
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"source": [
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"import matplotlib.pyplot as plt\n",
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"\n",
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"plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
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"plt.rcParams[\"font.size\"] = 16\n",
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"\n",
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"g_label_fontsize = 16\n",
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"\n",
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"colors = [\n",
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" \"#5D7599\",\n",
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" \"#233142\",\n",
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" \"#F95959\",\n",
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"]\n",
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"\n",
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"edgecolors = [\n",
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" \"#FFFFFF\",\n",
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" \"#FFFFFF\",\n",
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" \"#FFFFFF\",\n",
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"]\n",
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"\n",
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"hatches = [\"//\", \"\", \"\"]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 114,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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Rs2fPOjsXQENXKPv/m2++mbE+dOjQ6NatW5X7fP7zn4/vfe97Gd976qmn4qmnnspqPoB8Uyj7/44899xz8dhjj0WTJk22+2iQmTNnxuGHHx5vv/12PU4HQDZ2lmvYfxKsyGOtWrWqk76lpaUZ6zVNEGVSCGsAqG/2zk+fofyfd6cYP358fOELX8jhRAD1o1CuAa+88krFYz+GDx++w99OA9jZFcr+v2DBgoz1Hj16VLvXt7/97WjXrl3G937yk59Uux9APiqU/X97fvazn8XgwYNj3bp18dBDD8XMmTPjf//3fxM//+6778bhhx8es2bNqscpAaiuneEa9t8EK/JY69atM9aT/kJVVdIzaGqaIMqkENYAUN/snRFXXHFFrF27NiIivvzlL8d3v/vdHE8EUD8K4Rrw8ccfxxlnnBGffPJJfOYzn4k77rij1s8BUGgKYf//5JNPYuPGjRnf+8xnPlPtfi1btoxvfetbGd+bPn16xdcLAA1ZIez/SbZt2xYXXXRRjBkzJsrLy+Puu++OoUOHRqNGjeLHP/5x/O53v8v42KeIiLVr18bxxx8fL774Yr3NC0D1FPI1LIlgRR6rq7+QmzZtylhv27ZtjfpmUghrAKhvO/ve+cgjj8Q999wTERF77bVX3HvvvVFUVJTjqQDqRyFcA6688sp4++23o6ioKH73u98l/rYxAP9WCPt/UqgiIqJz585Z9Uy641EqlYoZM2Zk1RMgnxTC/p/Jtm3b4rTTTovf/OY3ERExevToOOOMMyp95qyzzoq//vWviTNt2LAhjj/++PjHP/5R1+MCkIVCvYZtj2BFHtttt90y1mv6F3LDhg0Z6927d69R30wKYQ0A9W1n3juXLFkS5557bkREtGvXLp544olo3759jqcCqD8N/Rrw2GOPxe233x4Rn97CfdCgQbXaH6BQNfT9P+LTOxYlyfbf9N27d4++fftmfO/vf/97Vj0B8kkh7P//LZVKxdlnnx0PPvhgRETsvffe8eMf/zjjZ4855ph4/vnno2vXrhnf37hxYwwZMiTWrVtXZ/MCkJ1CvIbtiGBFHuvVq1fGelJSp6rWr1+fsd6tW7ca9c2kENYAUN921r3zk08+idNOOy3WrFkTTZs2jalTpyb+bwFQqBr6NeA/f7P4Zz/7WRQVFWX155xzzsnYP+nzAA1dQ9//IyJ22WWXxPfatGmTdd/jjz8+Y3358uVZ9wTIF4Ww//+3G264Ie67776K1z/84Q+juLg48fMHHHBAPP/889GjR4+M77/33nsxZsyY2h4TgBpKuoZt27atRuGKfP45hmBFHuvdu3fG+qpVq2Lr1q1Z9121alXGetI/XGqiENYAUN921r3z0ksvjZkzZ0ajRo1i8uTJcfTRR+d6JIB619CvAStXrqzVfgA7i4a+/0dEtGzZMvG9pk2bZt23T58+Getr1qzJuidAviiE/f8//f3vf4+xY8dWvP7MZz4TI0aM2OFxe++9dzzzzDOJPzS766674tVXX621OQGouT333DMxQL1s2bKs++bzzzEEK/JYu3btMj6Dsry8PD744IOs+65YsSJjvX///ln3TFIIawCobzvj3vmrX/2q4tbxt9xyS3z961/P8UQAubEzXgMAKIz9v1WrVonhirKysqz7Jv3QccuWLVn3BMgXhbD//6dLL700ysvLK14PHz48mjRpUqVje/ToEX/961+jQ4cOGd//2c9+ViszAlB79t9//4z1pUuXZt0zn7+HJViR5w488MCM9SVLlmTVr7S0NFavXp1W33333eOzn/1sVj13pBDWAFDfdqa989FHH43Ro0dHRMT48ePj4osvzuk8ALm2M10DAPi3Qtj/995774z1tWvXZt2zU6dOGevt27fPuidAPimE/T8i4tlnn42XX365Um3QoEHV6tGrV6946KGHMoYxpk6dGps3b67RjADUrtq+hkVEvP/++2m1Ro0axWGHHZZ1z9oiWJHnTjjhhIz1RYsWZdWvpKQkY33AgAFZ9auKQlgDQH3bWfbOWbNmxWmnnRbbtm2L0aNHV7pdJMDOame5BgBQWSHs/wcccEDGerZriIho3bp1xnrSbzQDNDSFsP9HRNx3331ptaTrwvYcffTRMW7cuLR6WVlZvPDCC9mMBkAdqe1r2ObNmzM+ZrZ3796JXxfUJ8GKPDd06NCM9ddeey2rfgsWLMhYHzJkSFb9qqIQ1gBQ33aGvfONN96IE088MT7++OM4++yz4+abb87ZLAD5pCFfA1KpVK38mThxYrX6AxSChrz//8uRRx6Zsf7GG29k3TPp8SLZ/LAOIB8Vwv4fEfH888+n1TI95qQqxowZE927d0+rL1y4MKt+ANSNwYMHR7NmzdLq2V7DFi5cmPH7PPnyM2DBijy31157ZXyW5KuvvppVv7lz56bVmjRpEsOHD8+qX1UUwhoA6luh753vvPNOHH/88bFu3bo4+eST46677oqioqKczAKQbwr9GgBAZoWw/w8ePDhj/e9//3vWPTdt2pSxftRRR2XdEyCfFML+H5H5tu+ZfthWFU2bNo1vfOMbafWaPFoKgNrXokWLjI99qs1rWETE17/+9az61TbBigZg5MiRabXZs2dn9ZtZmRJCgwcPrvPnUhbCGgDqW6Hune+9914ce+yxsWzZsjjuuOPi/vvvj8aNG9f7HAD5rFCvAQBsX0Pf/z/3uc9Fv3790urTp0/Puuf69evTal27do199903654A+aah7/8RkXHWTHt4VR199NFptbZt22bdD4C6kekaVlJSklUYLtM1bL/99ou+fftmNVttE6xoAEaNGhVt2rSpVPvwww9j1qxZ1e41c+bMtNrll1+e7WhVVghrAKhvhbh3vv/++3HsscfG4sWL46ijjoqpU6dGcXFxjXr+5Cc/qdE3agHyUSFeAwDYsULY/88///y02vvvv5/422c78uabb1bpHAANWSHs/5ke+7F8+fKs+33mM59Jq3Xp0iXrfgDUjREjRsTee++dVv/LX/5S7V5/+9vf0mr59D0swYoGYNddd41Ro0al1adOnVqtPq+++mqsWLGiUu3ggw+O4447rkbzVUUhrAGgvhXa3vnee+/FMcccE++++24cdthh8fjjj0eLFi1q1PP222+Pq6++2m9dAwWn0K4BAFRNIez/55xzTnTo0CGtPnny5Kz6vfzyy5VeN2nSJC688MKsegHkq0LY/w877LC02osvvph1v9LS0kqvGzVqFEcccUTW/QCoG40bN46rrroqrV7da9iqVavilVdeqVTr0qVLnH322TWarzYJVjQQl19+ebRs2bJSrbp/IR9++OG02nXXXVejuaqjENYAUN8KZe8sKSmJL37xi7Fo0aI45JBD4i9/+Uu0bt06637l5eXx85//PC6++OLo3bt3HHTQQbU4LUB+KJRrAADV09D3/xYtWsS1116bVp80aVJs3Lix2v0eeuihSq8vuuii6Nq1a9bzAeSrhr7/f/WrX02rPfroo1n3e+uttyq9PvLII6Njx45Z9wNoyLZu3ZpWKy8vz8EkmZ1zzjlpdxp64okn0kJy2zNt2rS0NX3/+9+v8R2va5NgRQPRpUuXGDt2bKXawoUL47nnnqvS8aWlpXHnnXdWqp1yyilx4oknVnmGadOmRb9+/aK4uDi6d+8eN9xwQ7X+o82HNQA0NPmwd9Z0/3/77bfjqKOOipKSkhgwYEA8+eSTVX4mZiqViq1bt8amTZti6dKl8dJLL8VNN90UBx54YHz729+O8vLyOPPMM6s8C0BDUgjXAACqrxD2/4suuij69+9fqbZmzZr4+c9/XuUeEREvvPBCzJkzp+J1165d4/rrr69WD4CGoqHv/5luBf/YY4/FggULqnz+/zRlypRKr8eMGZNVH4BC8Mknn6TVtmzZUmv9n3/++fjCF74QzZo1iy5dusS3v/3taoUimjVrlvZv/U2bNsUf//jHKve49dZbK70+9NBDM97NKadSNBhbtmxJHXrooamIqPjzpS99qUrHXn/99ZWO69SpU2rp0qVVPveUKVMqHf+vP5dcckmDWQNAQ9WQ9//XX3891bFjx4w9auNPUVFRavHixVVeD0BD05CvATUxceLEjOcG2FkUwv7/1ltvpVq3bl2pR3FxceqNN96o0vFlZWWpvn37Vvq3/5/+9KdqzQDQ0DT0/f+hhx5KO/7oo49Obd26tco9UqlU6sUXX0wVFRVV9DjuuOOqdTxAodlvv/3S9tcTTjihVnrPnDkztcsuu6T1HzJkSLV7nXzyyZV67LvvvqlPPvlkh8fde++9lY5r2bJlau7cudksp075zlQDs2jRolS7du0q/eWaNGnSdo957rnnUsXFxRWfb9asWerFF1+s1nkz/QcbEalGjRqlli9f3iDWANCQNcT9/8UXX0zttttudRaqiIjUF7/4xWqtB6AhaojXgJoSrAAojP1/6tSpqcaNG1fq06tXr9TKlSu3e9y2bdtSZ511VqXjrrnmmmqdG6Chauj7/8UXX5zW45vf/GZq27ZtVTr+3XffTXXt2rXi2L322qvOv/4AyHe77rpr2t7at2/fWul9wgknJH7//aWXXqpWr3Xr1qX23nvvSj3GjRu33WPmzZtX6bpXVFSUevjhh2uypDrjO1MN0Isvvphq1apVxV+w4uLixL9gf/jDHyp9tnXr1qknnnii2ufMlFT6158XXnihQawBoKFrSPv/n//851SLFi3qNFQREam77rqr2msCaIga0jWgNghWAHyqEPb/iRMnVvqt44hI9enTJ/X2229n/PyqVavSftNt9OjR1T4vQEPWkPf/Tz75JDVy5Mi0HieccELq3XffTTyuvLw89cADD6Tat29fcUyXLl1Sb731VrXXAlBInnjiicTg2+uvv17j/j179kzc/3//+99Xu9+CBQtSnTt3rhSUuPXWWzN+9umnn0516tSp4rO77LJLauLEiTVcUd0pSqVSqaDBeemll2LYsGHxwQcfVNSGDRs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zZo1PtXnKCWsAgEAL5d65e/du/fLLLxozZozfufr162caN/tlDQCcIpT3AE+lpKTogQcekCQ1aNBA//jHP4JaDwDYgdP6/549e9zutSxJ9957r7p37x6wOgDA7pzQ/2NjY91iH330kdvAiCfMbvtx/fXX+1IWADhCdHR0sEuwNH/+fLdYXFyc4uPjvc5ltoedO3fONrcFZ7DC5rZt26bdu3e7xVu2bOlTvqZNm5rGP/nkE5/yecIJawCAQAv13hkVFaVp06bpuuuu8ztXmzZtVLlyZbe4nad0AcAfob4HeMIwDN13333KyMhQRESE5s2bp0qVKgWtHgCwA6f1f8Mw9MADD7h9oFaxYkXTSwUDQFnllP7frFkzt1hmZqZeeuklr3OtWrXK5XHHjh3VuHFjn2sDgFBn19vnnTp1yvSW3b7uYU2aNDFdq10+A7bn/wso8uWXX5rG69Wr51O+Ro0aqVy5cm7xFStW+JTPE05YAwAEWqj3zkaNGmnEiBElkis8PNx0urVWrVolkh8A7CbU9wBPTJ06VcuWLZMkPfvss+rYsWPQagEAu3Ba/589e7ZWr17tFn/ooYdUo0aNgNQAAKHAKf3/mmuuMb3F0/PPP68dO3Z4nCcnJ0cLFixwiY0fP97v+gAglPlyBaNAWL58ufLz893ivu5h5cuXV/369d3iq1evVkFBgU85SxKDFTa3bt060/jll1/uU76IiAjVrVvXLb5r1y6dOnXKp5wX44Q1AECg0TtdVa1a1S3WokWLIFQCAKXP6XvAjh079NRTT0m68M2zcePGBbwGALAjJ/X/vLw8TZw40S0eGRlpemsQACjLnNL/K1SoYHo719zcXN166606duyYR3lef/11lzrvuece3XLLLSVWJwCg5JT0HiZJDRs2dItlZWXphx9+8DlnSWGwwubWr19vGvfnB7JmzZpuMcMwtG3bNp9zFscJawCAQKN3ujK7H2fnzp2DUAkAlD4n7wG5ubm69957lZOTo0qVKmnu3Lm2/dYFAASak/r/zJkzdfjwYbd4YmKiT/daBgAnc1L/f+qpp0x/vz9y5Ihuuukm7d+/v9jjt2zZor///e9Fj9u0aaPp06eXeJ0AgJJRGoMVZnuYdGGPCDYGK2zs2LFjlhOk/vxAxsXFmcZ37tzpc04rTlgDAAQavdPd0aNHXR5XqFBBXbt2DVI1AFB6nL4HPP3009q+fbsk6c033zT9FgIAlEVO6/+vvPKKafy+++4r1fMCQKhxWv9v0qSJnn76adPn9u7dq4SEBK1atcr0+WPHjqlPnz7KycmRJF177bVavny5KlSoUGr1AgB8V1hYqB9//NH0uVDcwzzBYIWNHTx40PI5f34gre5juW/fPp9zWnHCGgAg0Oidrk6dOqUTJ064xO655x7+sAbgSE7eA7755hu9/vrrkqT+/ftr0KBBATs3ANidk/r/6tWrTb+RXKVKFfXo0aPocUZGhubNm6ehQ4eqVatWqlWrlqKiohQfH69rrrlG48aN044dO0qtTgCwAyf1/1+NHz/e8ssw6enp6tatm2bOnOkSP3XqlLp166YjR45IuvD3wrJly1SlSpVSrxcA4JuUlBSdP3/e9LlQ3cMuhsEKG0tOTjaNx8TEqGLFij7njYqKMo2npqb6nNOKE9YAAIFG73S1evVql8dhYWEaNWpUkKoBgNLl1D0gMzNTgwcPlmEYqlu3rt5+++2AnBcAQoWT+v+sWbNM47169VK5cuW0c+dO/fWvf9Xll1+uAQMGaObMmdq+fbtOnDih8+fP6/jx49q4caOee+45tWjRQgMGDHAbtAYAp3BS//9VZGSkFi1apNatW5s+n5eXp6FDh+p//ud/VFhYqNTUVHXp0kW7du1SVFSUpk2bpvnz5/OFGgCwOas9TJJq1arlc95gv4dVHAYrbOyPlz3/lb+/UFj9QJbGH6lOWAMABBq909XixYtdHt9zzz1q0aJFcIoBgFLm1D1g+PDhOnbsmMLDwzV37lxdeumlATkvAIQKp/T/wsJCLVmyxPS5a6+9ViNHjlTLli01ffp0nTt3TjExMapbt64qVapkmXPevHlq3ry5Nm7cWCo1A0AwOaX//1HlypW1bNkyXX311Zavefnll5WYmKgbbrhBO3bsULt27bR582aNGDEiIDUCAPxjtYdJ/u1jwd7DisNghY1lZWWZxkvrlyqr8/nDCWsAgECjd/4mOztbn376adHjyMhI/f3vfw9iRQBQupy4B8yZM0cLFiyQJI0dO1Y33HBDqZ8TAEKNU/r/1q1blZGRYfrck08+qWnTpqlq1aqaMGGCfvjhB2VnZ+vQoUPKysrSf//7X40cOVKXXHKJ27Hp6enq2rWrVq1aVSp1A0CwOKX/m6levbpWrFihhIQEy9d88cUX2r9/vzp37qwNGzaoefPmAasPAOCf4vaU8uXL+5zXDnuYFQYrbOzs2bOmcX9+GCUpIiLCNJ6bm+tXXjNOWAMABBq98zdz5sxx+YVpzJgxuuKKK4JYEQCULqftAcnJyXr00UclSe3bt9ekSZNK9XwAEKqc0v9XrFhR7PMTJkzQwYMHNXHiRLVs2dLluWbNmmnq1KlavXq1qlWr5nZsdna27rzzTh0/frxEawaAYHJK/7cSGxurFStW6Pbbby/2datWrdIjjzyivLy8AFUGAPCX1R4WHR2tsLAwn/PaZQ8zw2CFjVn9QPo7rVpQUGAaP3/+vF95zThhDQAQaPTOC86fP6+XX3656HGTJk00YcKEIFYEAKXPSXtAYWGhBg4cqKysLMXExGjevHmKjIwstfMBQChzSv/ftm2babxDhw7atWuXJk6cqJiYmGJzJCQk6IsvvlC5cuXcnktLS9PAgQNLolQAsAWn9P/ilC9fXp988omGDh1a7OveeecddenSRSdPngxQZQAAf5SFPeyPGKywMcMwTOP+TqsWFhaaxq0ureIPJ6wBAAKN3nnBu+++q+TkZEkXplSnT59u21oBoKQ4aQ/43//9X/3nP/+RJE2dOlWNGzcutXMBQKhzSv/fvXu3aTwxMVF169b1OM8111yjZ555xvS5b775Rt98841P9QGA3Til/1/MqlWr9PnnnysyMrLYW4OsXbtWHTt21N69ewNYHQDAF2VlD/s9BitsrGLFiqWSNycnxzTu7wSRGSesAQACjd554R7Kv786xaRJk3T99dcHsSIACAyn7AHff/990W0/+vbte9FvpwFAWeeU/r9v3z7TeP369b3O9cQTT6hq1aqmz7344ote5wMAO3JK/y/OK6+8om7duikzM1MLFy7U2rVr9be//c3y9QcOHFDHjh21YcOGAFYJAPBWWdjD/ojBChurVKmSadzqB8pTVveg8XeCyIwT1gAAgUbvlB577DFlZGRIkm655RY9/fTTQa4IAALDCXvA2bNnde+99yovL0+XXXaZ3nvvvRI/BwA4jRP6f15ens6cOWP63GWXXeZ1vpiYGD3yyCOmzy1fvrzo7wUACGVO6P9WCgoK9NBDD2nMmDEqLCzUzJkzlZiYqPDwcL3wwgt6//33TW/7JEkZGRnq0aOH1q9fH7B6AQDecfIeZoXBChsrrR/I7Oxs03hsbKxfec04YQ0AEGhlvXcuWbJEH3zwgSSpQYMGmjt3rsLCwoJcFQAEhhP2gMcff1x79+5VWFiY3n//fctvGwMAfuOE/m81VCFJtWrV8imn1RWPDMPQ6tWrfcoJAHbihP5vpqCgQP3799fbb78tSRo1apTuvfdel9cMGjRIX3/9tWVNWVlZ6tGjh3788cfSLhcA4AOn7mHFYbDCxqpUqWIa9/cHMisryzRer149v/KaccIaACDQynLvPHr0qO6//35JUtWqVbV06VJVq1YtyFUBQOCE+h7w+eef65133pF04RLuXbt2LdH8AOBUod7/pQtXLLLi6+/09erVU8uWLU2f++6773zKCQB24oT+/0eGYWjw4MH65JNPJEkNGzbUCy+8YPrazp07a82aNYqPjzd9/syZM+rdu7cyMzNLrV4AgG+cuIddDIMVNtakSRPTuNWkjqdOnz5tGq9bt65fec04YQ0AEGhltXfm5eWpf//+Sk9PV7ly5ZSUlGT5vwUAOFWo7wG//2bxK6+8orCwMJ/+DRkyxDS/1esBINSFev+XpEsuucTyucqVK/uct0ePHqbx1NRUn3MCgF04of//0ZQpUzRv3ryix88//7yioqIsX3/VVVdpzZo1ql+/vunzhw4d0pgxY0q6TACAn6z2sIKCAr+GK+z8OQaDFTbWvHlz03haWpry8/N9zpuWlmYat/rFxR9OWAMABFpZ7Z2PPvqo1q5dq/DwcM2ZM0edOnUKdkkAEHChvgecPHmyRPMBQFkR6v1fkmJiYiyfK1eunM95W7RoYRpPT0/3OScA2IUT+v/vfffddxo/fnzR48suu0z9+vW76HENGzbUt99+a/mh2YwZM7R58+YSqxMA4L86depYDlCnpKT4nNfOn2MwWGFjVatWNb0HZWFhoY4fP+5z3hMnTpjG27Zt63NOK05YAwAEWlnsnf/4xz+KLh0/bdo03X333UGuCACCoyzuAQAAZ/T/ihUrWg5X5Obm+pzX6kPH8+fP+5wTAOzCCf3/9x599FEVFhYWPe7bt68iIyM9OrZ+/fr6+uuvVb16ddPnX3nllRKpEQBQcpo1a2YaP3bsmM857fweFoMVNteqVSvT+NGjR33Kl5OTo1OnTrnFa9SooSuuuMKnnBfjhDUAQKCVpd752WefadSoUZKkSZMm6eGHHw5qPQAQbGVpDwAA/MYJ/b9hw4am8YyMDJ9z1qxZ0zRerVo1n3MCgJ04of9L0sqVK7Vp0yaXWNeuXb3K0aRJEy1cuNB0GCMpKUnnzp3zq0YAQMkq6T1Mko4cOeIWCw8PV4cOHXzOWVIYrLC5nj17msYPHjzoU77k5GTTeEJCgk/5POGENQBAoJWV3rlhwwb1799fBQUFGjVqlMvlIgGgrCorewAAwJUT+v9VV11lGvd1DZJUqVIl07jVN5oBINQ4of9L0rx589xiVvtCcTp16qSJEye6xXNzc7Vu3TpfSgMAlJKS3sPOnTtnepvZ5s2bW/5dEEgMVthcYmKiaXzLli0+5du3b59pvHfv3j7l84QT1gAAgVYWeueOHTt066236uzZsxo8eLBef/31oNUCAHYSynuAYRgl8m/WrFle5QcAJwjl/v+r6667zjS+Y8cOn3Na3V7Elw/rAMCOnND/JWnNmjVuMbPbnHhizJgxqlevnlt8//79PuUDAJSObt26KTo62i3u6x62f/9+0/d57PIZMIMVNtegQQPTe0lu3rzZp3zbt293i0VGRqpv374+5fOEE9YAAIHm9N75008/qUePHsrMzNTtt9+uGTNmKCwsLCi1AIDdOH0PAACYc0L/79atm2n8u+++8zlndna2afyGG27wOScA2IkT+r9kftl3sw/bPFGuXDndd999bnF/bi0FACh5FSpUML3tU0nuYZJ09913+5SvpDFYEQIGDhzoFtu6datP38wymxDq1q1bqd+X0glrAIBAc2rvPHTokG666SalpKSoe/fumj9/viIiIgJeBwDYmVP3AABA8UK9///pT39S69at3eLLly/3Oefp06fdYvHx8bryyit9zgkAdhPq/V+Saa1mPdxTnTp1covFxsb6nA8AUDrM9rDk5GSfhuHM9rCmTZuqZcuWPtVW0hisCAHDhw9X5cqVXWI///yzNmzY4HWutWvXusVGjx7ta2kec8IaACDQnNg7jxw5optuukmHDx/WDTfcoKSkJEVFRfmV88UXX/TrjVoAsCMn7gEAgItzQv8fNmyYW+zIkSOW3z67mN27d3t0DgAIZU7o/2a3/UhNTfU532WXXeYWq127ts/5AAClo1+/fmrYsKFb/KuvvvI613/+8x+3mJ3ew2KwIgRceumlGj58uFs8KSnJqzybN2/WiRMnXGJt2rRR9+7d/arPE05YAwAEmtN656FDh9S5c2cdOHBAHTp00BdffKEKFSr4lfOdd97R2LFj+dY1AMdx2h4AAPCME/r/kCFDVL16dbf4nDlzfMq3adMml8eRkZF68MEHfcoFAHblhP7foUMHt9j69et9zpeTk+PyODw8XNdee63P+QAApSMiIkJPPvmkW9zbPSwtLU3ff/+9S6x27doaPHiwX/WVJAYrQsTo0aMVExPjEvP2B3LRokVuscmTJ/tVlzecsAYACDSn9M7k5GTdeOONOnjwoNq1a6evvvpKlSpV8jlfYWGhXnvtNT388MNq3ry5rr766hKsFgDswSl7AADAO6He/ytUqKAJEya4xWfPnq0zZ854nW/hwoUujx966CHFx8f7XB8A2FWo9/8///nPbrHPPvvM53x79uxxeXzdddcpLi7O53wAEMry8/PdYoWFhUGoxNyQIUPcrjS0dOlStyG54ixevNhtTc8++6zfV7wuSQxWhIjatWtr/PjxLrH9+/dr1apVHh2fk5Oj6dOnu8TuuOMO3XrrrR7XsHjxYrVu3VpRUVGqV6+epkyZ4tV/tHZYAwCEGjv0Tn/7/969e3XDDTcoOTlZCQkJWrZsmcf3xDQMQ/n5+crOztaxY8e0ceNGvfrqq2rVqpWeeOIJFRYWasCAAR7XAgChxAl7AADAe07o/w899JDatm3rEktPT9drr73mcQ5JWrdunbZt21b0OD4+Xs8995xXOQAgVIR6/ze7FPznn3+uffv2eXz+31uwYIHL4zFjxviUBwCcIC8vzy12/vz5Esu/Zs0aXX/99YqOjlbt2rX1xBNPeDUUER0d7fa7fnZ2tv71r395nOPNN990edy+fXvTqzkFlYGQcf78eaN9+/aGpKJ/N998s0fHPvfccy7H1axZ0zh27JjH516wYIHL8b/+GzFiRMisAQBCVSj3/x9++MGIi4szzVES/8LCwozDhw97vB4ACDWhvAf4Y9asWabnBoCywgn9f8+ePUalSpVcckRFRRk7duzw6Pjc3FyjZcuWLr/7f/rpp17VAAChJtT7/8KFC92O79Spk5Gfn+9xDsMwjPXr1xthYWFFObp37+7V8QDgNE2bNnXrrz179iyR3GvXrjUuueQSt/y9e/f2Otftt9/ukuPKK6808vLyLnrc3LlzXY6LiYkxtm/f7styShXvTIWYgwcPGlWrVnX54Zo9e3axx6xatcqIiooqen10dLSxfv16r85r9h+sJCM8PNxITU0NiTUAQCgLxf6/fv16o0qVKqU2VCHJuPHGG71aDwCEolDcA/zFYAUAOKP/JyUlGRERES55mjRpYpw8ebLY4woKCoxBgwa5HDdu3Divzg0AoSrU+//DDz/sluOvf/2rUVBQ4NHxBw4cMOLj44uObdCgQan//QEAdnfppZe69daWLVuWSO6ePXtavv++ceNGr3JlZmYaDRs2dMkxceLEYo/ZuXOny74XFhZmLFq0yJ8llRremQpB69evNypWrFj0AxYVFWX5A/bRRx+5vLZSpUrG0qVLvT6n2aTSr//WrVsXEmsAgFAXSv3/yy+/NCpUqFCqQxWSjBkzZni9JgAIRaG0B5QEBisA4AIn9P9Zs2a5fOtYktGiRQtj7969pq9PS0tz+6bbqFGjvD4vAISyUO7/eXl5xsCBA91y9OzZ0zhw4IDlcYWFhcbHH39sVKtWreiY2rVrG3v27PF6LQDgJEuXLrUcfPvhhx/8zt+4cWPL/v/hhx96nW/fvn1GrVq1XAYl3nzzTdPXrlixwqhZs2bRay+55BJj1qxZfq6o9IQZhmEIIWfjxo3q06ePjh8/XhTr06eP+vXrp/j4eCUnJ2vOnDlauXJl0fNNmjTRggUL1LJlS6/P17x5c+3cudMtHh4erpSUFNWsWdP2awAAJwiF/p+UlKS7777b9L5vJSk6OlonTpxQ5cqVS/U8AGAXobAHlJTZs2dryJAhbnH+fAVQFjmh/y9evFiDBg3SmTNnimLlypXTPffco+7du6t27dpKT0/XmjVr9MEHHygzM7PoNa+++qpGjBjh9TkBINSFcv83DENPPfWUXn75ZRUWFhbFo6Ki1LNnT91yyy2qU6eOoqKilJ6eri1btmjJkiXatWtX0Wu7dOmi+fPnl+rfHQBgV9nZ2Tp27Ji+/vprPfPMMy6/R/9eXFycpkyZok6dOumyyy5ThQoVvD5Xr1699O9//9v0uY0bN6p9+/Ze59y3b58SExO1e/fuoliXLl00YMAANWjQQMePH9eCBQv06aefFj0fHx+vuXPnqkuXLl6fL2CCO9cBf6Smphr33HPPRb/NW7lyZWPixIlGTk6Oz+f6+OOPTXP7e3/lQK4BAJzC7v1/8ODBpX6lCknGnXfe6fO6ACBU2X0PKClcsQIAXDmh/+/evdvo3bu3R7/rh4WFGYmJiXxLGUCZF+r9f9u2bUaPHj28er+nadOmxuzZs438/HyfzwsAoer999/3+33zlStXenXOdevWmV61qHfv3n6tJSsry3j00Ufdbg34x3/R0dHGyJEjjZ9//tmv8wUCV6xwgF27dmnWrFn69ttv9dNPPyk7O1vVq1dX69at1atXLw0cOLBEvs27ePFiTZw4UTt37lStWrU0fPhwjR07VuHh4SGzBgBwEif0fwCAb9gDAKBsckL/37ZtmxYuXKjly5fr8OHDOnXqlCIiIlSjRg01a9ZMnTt3Vr9+/dSoUSO/zwUAThHq/X///v1aunSpvv76ayUnJystLU0ZGRmKiYlRtWrVVKdOHXXq1Ek33XSTOnXqpLCwML/XAgCh6PTp0zp69KhfORo0aKCYmBivjlmzZo3Gjh2r77//XlWqVNGAAQP03HPPKTo62q9aJOnw4cOaOXOmli9frt27dysrK0tVqlRRs2bN1LNnT913332Ki4vz+zyBwGAFAAAAAAAAAAAAAACABb5mBAAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYIHBCgAAAAAAAAAAAAAAAAsMVgAAAAAAAAAAAAAAAFhgsAIAAAAAAAAAAAAAAMACgxUAAAAAAAAAAAAAAAAWGKwAAAAAAAAAAAAAAACwwGAFAAAAAAAAAAAAAACABQYrAAAAAAAAAAAAAAAALDBYAQAAAAAAAAAAAAAAYOH/ARLNCtIhCcQsAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 2100x2470.59 with 3 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(\n",
|
|
" figsize=(7, 14 / 1.7), ncols=1, nrows=3, constrained_layout=True, dpi=300\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 115,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"labels_name = [\n",
|
|
" \"ModelA\\n\" + r\"2DP$\\times $4TP\",\n",
|
|
" \"ModelA\\n\" + r\"2DP$\\times $8TP\",\n",
|
|
" \"ModelB\\n\" + r\"2DP$\\times $4TP\",\n",
|
|
" \"ModelB\\n\" + r\"2DP$\\times $8TP\",\n",
|
|
" \"ModelC\\n\" + r\"2DP$\\times $4TP\",\n",
|
|
" \"ModelC\\n\" + r\"2DP$\\times $8TP\",\n",
|
|
" \"ModelD\\n\" + r\"2DP$\\times $4TP\",\n",
|
|
" \"ModelD\\n\" + r\"2DP$\\times $8TP\",\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 116,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# MFU\n",
|
|
"data_a = {\n",
|
|
" labels_name[0]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[1]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[2]: [35, 35, 48], # 37\n",
|
|
" labels_name[3]: [35, 35, 48], # 37\n",
|
|
" labels_name[4]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[5]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[6]: [53, 53, 65], # 22.64\n",
|
|
" labels_name[7]: [53, 53, 65], # 22.64\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 117,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# overlapping rate\n",
|
|
"data_b = {\n",
|
|
" labels_name[0]: [54, 62, 12],\n",
|
|
" labels_name[1]: [54, 62, 12],\n",
|
|
" labels_name[2]: [52, 62, 12],\n",
|
|
" labels_name[3]: [52, 62, 12],\n",
|
|
" labels_name[4]: [52, 62, 12],\n",
|
|
" labels_name[5]: [52, 62, 12],\n",
|
|
" labels_name[6]: [53, 62, 12],\n",
|
|
" labels_name[7]: [52, 62, 12],\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 118,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# communication baseline\n",
|
|
"data_c = {\n",
|
|
" labels_name[0]: 70,\n",
|
|
" labels_name[1]: 70,\n",
|
|
" labels_name[2]: 70,\n",
|
|
" labels_name[3]: 70,\n",
|
|
" labels_name[4]: 70,\n",
|
|
" labels_name[5]: 70,\n",
|
|
" labels_name[6]: 70,\n",
|
|
" labels_name[7]: 70,\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 119,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data_d = {\n",
|
|
" labels_name[0]: [124, 124, 128], # 22.64\n",
|
|
" labels_name[1]: [124, 124, 128], # 22.64\n",
|
|
" labels_name[2]: [124, 124, 128], # 37\n",
|
|
" labels_name[3]: [124, 124, 128], # 37\n",
|
|
" labels_name[4]: [124, 124, 128], # 22.64\n",
|
|
" labels_name[5]: [124, 124, 128], # 22.64\n",
|
|
" labels_name[6]: [124, 124, 128], # 22.64\n",
|
|
" labels_name[7]: [124, 124, 128], # 22.64\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 120,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 121,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"bar_width = 0.2\n",
|
|
"group_spaing = 0.15\n",
|
|
"\n",
|
|
"group_positions = {}\n",
|
|
"current_pos = 0\n",
|
|
"\n",
|
|
"for x_label, y_data in data_a.items():\n",
|
|
" group_positions[x_label] = []\n",
|
|
" for i in range(len(y_data)):\n",
|
|
" group_positions[x_label].append(current_pos)\n",
|
|
" current_pos += bar_width\n",
|
|
" current_pos += group_spaing\n",
|
|
"\n",
|
|
"group_centers = {}\n",
|
|
"for x_label, positions in group_positions.items():\n",
|
|
" group_centers[x_label] = sum(positions) / len(positions)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 122,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d)')"
|
|
]
|
|
},
|
|
"execution_count": 122,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"label_set = set()\n",
|
|
"for x_label, y_data in data_a.items():\n",
|
|
" positions = group_positions[x_label]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch, label) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" legend_labels,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" if label in label_set:\n",
|
|
" local_label = None\n",
|
|
" else:\n",
|
|
" local_label = label\n",
|
|
" label_set.add(local_label)\n",
|
|
" ax[0].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" label=local_label,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0].set_xticklabels(list(data_a.keys()))\n",
|
|
"\n",
|
|
"ax[0].set_ylim(0, 100)\n",
|
|
"ax[0].set_yticks([0, 50, 100])\n",
|
|
"ax[0].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0].tick_params(axis=\"x\", bottom=False, labelsize=11, pad=1)\n",
|
|
"ax[0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0].set_ylabel(\"MFU (%)\", fontsize=g_label_fontsize)\n",
|
|
"ax[0].set_title(\"(d)\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 123,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(e)')"
|
|
]
|
|
},
|
|
"execution_count": 123,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for x_label, y_data in data_d.items():\n",
|
|
" positions = group_positions[x_label]\n",
|
|
" for i, (pos, value, color, edgecolor, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" ax[1].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" hatch=hatch,\n",
|
|
" label=local_label,\n",
|
|
" )\n",
|
|
"\n",
|
|
"\n",
|
|
"ax[1].set_xticks(list(group_centers.values()))\n",
|
|
"ax[1].set_xticklabels(list(data_a.keys()))\n",
|
|
"\n",
|
|
"ax[1].set_ylim(0, 150)\n",
|
|
"ax[1].set_yticks([0, 50, 100])\n",
|
|
"ax[1].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[1].tick_params(axis=\"x\", bottom=False, labelsize=11, pad=1)\n",
|
|
"ax[1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[1].set_ylabel(\"Throughput (tokens/s)\", fontsize=g_label_fontsize)\n",
|
|
"ax[1].set_title(\"(e)\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 124,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(f)')"
|
|
]
|
|
},
|
|
"execution_count": 124,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"label_set = set()\n",
|
|
"total_label = \"Non-Overlap Communication\"\n",
|
|
"\n",
|
|
"for x_label, y_data in data_b.items():\n",
|
|
" positions = group_positions[x_label]\n",
|
|
" for i, (pos, value, diff_value, color, edgecolor, label, hatch) in enumerate(\n",
|
|
" zip(\n",
|
|
" positions,\n",
|
|
" y_data,\n",
|
|
" list(data_c.values()),\n",
|
|
" colors,\n",
|
|
" edgecolors,\n",
|
|
" legend_labels,\n",
|
|
" hatches,\n",
|
|
" )\n",
|
|
" ):\n",
|
|
" if label in label_set:\n",
|
|
" local_label = None\n",
|
|
" else:\n",
|
|
" local_label = label\n",
|
|
" label_set.add(local_label)\n",
|
|
"\n",
|
|
" ax[2].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" hatch=hatch,\n",
|
|
" #label=local_label,\n",
|
|
" )\n",
|
|
"\n",
|
|
" ax[2].bar(\n",
|
|
" pos,\n",
|
|
" diff_value - value,\n",
|
|
" bottom=value,\n",
|
|
" color=\"#E3E3E3\",\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" width=bar_width,\n",
|
|
" label=total_label,\n",
|
|
" )\n",
|
|
"\n",
|
|
" if total_label is not None:\n",
|
|
" total_label = None\n",
|
|
"\n",
|
|
"ax[2].set_xticks(list(group_centers.values()))\n",
|
|
"ax[2].set_xticklabels(list(data_a.keys()))\n",
|
|
"\n",
|
|
"ax[2].set_ylim(0, 100)\n",
|
|
"ax[2].set_yticks([0, 50, 100])\n",
|
|
"ax[2].set_yticklabels([\"0\", \"50\", \"100\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[2].tick_params(axis=\"x\", bottom=False, labelsize=11, pad=1)\n",
|
|
"ax[2].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[2].set_ylabel(\"Comm-Comp Overlap Ratio (%)\", fontsize=g_label_fontsize)\n",
|
|
"ax[2].set_title(\"(f)\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 125,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f79167e3050>"
|
|
]
|
|
},
|
|
"execution_count": 125,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"ax[0].legend(\n",
|
|
" ncol=3,\n",
|
|
" loc=\"upper center\",\n",
|
|
" frameon=False,\n",
|
|
" shadow=False,\n",
|
|
" fontsize=g_label_fontsize,\n",
|
|
")\n",
|
|
"\n",
|
|
"ax[2].legend(\n",
|
|
" ncol=1,\n",
|
|
" loc=\"upper center\",\n",
|
|
" frameon=False,\n",
|
|
" shadow=False,\n",
|
|
" fontsize=g_label_fontsize,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 126,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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fDI1brmMkkUF70QdD45brGElk0F70wdC45TrCOV5VUvHx8XrooYf0wQcf6PTp0zp06JDWrl2rDz74QEuXLlVaWpq2bdum06dPa+/evZo/f75uu+02p8sGXGf8+PE6cOCAOnfurLffftvpcvT9998rKyvL71jNmjV18803O1RR8GbNmqWpU6f6HWvbtm3AsQMHDqhnz546efKk5b0effRRff/993rzzTd1zTXXWF4HziOD9olkBktas2aNRowYoaKiIr355pvyen/588vj8Wj27Nl6+eWX/SaXjx8/rqFDh6qoqMiWGmAdGbQPfRBWkUP70AthBRm0D70QVpBB+9AHYQUZtA99EFaQQfvQBwEbOD3ZAcC9Xn31VSPJ3HTTTeb777+3tIbdE3zLli0LmDS89957I15HRc2ePTug7tatW5tTp04ZY4yZNWtWwM9btWplTp48WeG9tmzZctmp04p+VfT3xUSoPcigfSKZwZJOnDjhm2Lv1avXJd+7YMGCgBpSU1Mt7UsG7UEG7UMfJINWkUP70AvJoRVk0D70QjJoBRm0D32QDFpBBu1DHySDVpBB+9AHySDsUWnvWAEgNGvXrtWECRPUsGFDrV27tsLPCAuXzz77LOBY3759HagkeH/961/1+9//3u/YrbfeqvXr1+vqq6+WJE2ZMkUzZ870e8/+/fvVq1cv/fDDDxXa78KFC6EVDFcgg/aJdAZLmjZtmm+KfejQoZd87xNPPBEwIT5//nzLeyM0ZNA+9EFYRQ7tQy+EFWTQPvRCWEEG7UMfhBVk0D70QVhBBu1DHwTsw2AFgAB79uzRkCFDVKtWLf3zn/9U06ZNnS5JknTmzBktXbrU71hiYqJGjRrlUEWXN2/ePD311FN+x2655RZ99tlnAX8MPvfcc5o+fbrfsX379qlXr146ffp02GuFe5BB+ziZwYsXL2rx4sW+1y1atLjsOdOmTVNycrLv9ZdffqkTJ05UeG+Ehgzahz4Iq8ihfeiFsIIM2odeCCvIoH3og7CCDNqHPggryKB96IOAvRisAODnm2++Ud++fWWM0SeffKJbb73V6ZJ8FixYoB9//NHv2MSJE1WjRg2HKrq0BQsWaOLEiX7HWrRoofXr15f7bL+pU6cGTGXu3btXvXv31pkzZ4LaNzk5WcaYCn0tWrTIb41Fixb5/Xz06NFBf26Ehgzax6kMFtu/f79yc3N9rxs0aHDZczwej6ZNm+Z37PDhwxXaF6Ehg/ahD8IqcmgfeiGsIIP2oRfCCjJoH/ogrCCD9qEPwgoyaB/6IGA/BiskdevWTS+88IIuXrzodCmAow4dOqRevXopOztbK1asUMeOHZ0uyWffvn2aPXu237GWLVtq0qRJDlV0aa+99prGjx/vd6x58+basGGDrr322kueO336dD333HN+x/bs2aM+ffr4bpuFyokM2scNGczPz/d7HeytKO+8805VqVLF97p69epB74nQkEH7uCGDiE7k0D5uyCG9MPqQQfu4IYOIPmTQPm7IIH0w+pBB+7ghg4g+ZNA+bsggfRCVkWODFYcOHdKTTz5p6av09GCoxo4dq5deeklt27bV5s2bbV0biBaHDx9Wz549dfLkSX344Yd+t1u6nHnz5qmwsDBsteXk5Gjw4ME6f/6871h8fLyWL1/uymnQ1NRUPfHEE37HbrrpJq1fvz6oqUxJmjlzpqZMmeJ3bNeuXbrrrruUnZ1tW61wDzJoH7dksPRtCg8cOBDUeTExMapbt67ve7fc7rCyI4P2cUsGEX3IoX3ckkN6YXQhg/ZxSwYRXcigfdySQfpgdCGD9nFLBhFdyKB93JJB+iAqI8cGK44dO6aXX35Z8+bNu+zXyy+/rAULFujgwYPq2LGjhg0bZmstI0eO1NatW2WMUc+ePTV37lxb1wfc7rvvvlOPHj2UkZGh9957T/369Qv63BkzZuiTTz5RTExMmT8vKCgIqbbMzEwlJyfr4MGDvmNVqlTRu+++W6HbgJW+I0247lCzdOlSPfbYYzLG+I7deOON2rBhg6677roKrTVr1ixNnjzZ79iOHTt01113BUx7uk1Zv99Q/1soa93KcqchMmgfN2XwmmuuUadOnXyvV65cGdS+Z8+e1Q8//CBJSklJUa1atSpQ9c/IYMWQQfu4KYNOIoMVRw7t46Yc0gujBxm0j5sy6CQyWDFk0D5uyiB9MHqQQfu4KYNOIoMVQwbt46YM0gdRGTk2WNGpUyctW7ZM7du3L/OZVpJkjFHVqlU1btw4HT58WKtWrdLw4cMVFxdnez2tW7fWtm3b1KlTJ02ePFkjR44M64Qb4BYHDhxQ9+7dlZmZqffee0+DBg0q973GGF24cEEnTpzQmjVrNGDAAE2dOlVjxowp95xQbs/26aefKikpSbt37/Ydq1u3rv7xj39o8ODBQa9jjAmo49SpU5brupSOHTuqfv36vtdNmzbVhg0bdP3111tab86cOQG3E+vTp4+qVasWUp3hVtbz1or/GLIqktcxksigvdyWwZLPJHz//fe1b9++y57z+uuv+/4GmT59egWq/QUZDB4ZtJfbMugUMlgx5NBebsshvdD9yKC93JZBp5DB4JFBe7ktg/RB9yOD9nJbBp1CBoNHBu3ltgzSB1HpGIcVFBSY3r17G4/HY7xer+/L4/GY4cOHm8zMzIjWk5eXZ+69917j9XrNAw88YAoLCyO6PxBJe/bsMddcc42RZPkrMTHR5Ofnl7n+vn37At4/f/78S9aUl5dnVq9ebfr06RNw7n333WeOHDli6XOWXuvee++t8DrB+vLLL01iYqJp0qSJOXTokC1rTpgwwUgykydPtmW90hYtWuT3+1m0aFFI682fPz/gd/7KK6+EtGakr2MkkMHwcFsGH3/8cd/nvvnmmy9ZU1pamqlataqRZKZOnWq5XjIYHDIYHm7LYDDog84hh+HhthzSC92LDIaH2zIYDHqhM8hgeLgtg/RB9yKD4eG2DAaDPugMMhgebssgfRCVieODFcYY8/777/sNVtSqVcssWbLEsXry8/NNSkqK8Xq95uGHH3asDiCcPv/8c1OrVq2Q/miRZCZOnFjm+hkZGaZLly5lnlO7dm3TrVs3M3LkSDNx4kTz1FNPmZEjR5pevXqZ+Ph4v/fGx8ebBx980GzdutXS59y9e7dp06ZNQA0ej8dMnTrV5OTkhPJrLNfOnTtNenq6rWsuX77c1vVKsut/HgoLC82qVatMnTp1An7n9erVM8uXLzcXL16s8LpOXcdwIoNXTgYLCwvN+PHj/X7/M2fONF999ZXJzc01Z86cMZs2bTJjxozx/S00ffp0y3uRweCQwSsng8GgDzqDHF45OaQXuhMZvHIyGAx6YeSRwSsng/RBdyKDV04Gg0EfjDwyeOVkkD6IysQVgxUvvviib7CiTp06ZseOHU6XZHJycswtt9xivF6vSU1NdbocwHZxcXEh/9Eiyezdu9e35s6dO01SUpJp1aqV8Xq9Qa/h8XhM9erVzdVXX23atm1rBgwYYJ5//nmzevVqc/78+Qp/tl27dpkmTZqYunXrBrV/gwYNzIgRI+z89UadUP/n4Z133jGNGzc2V1111WV/37GxsaZRo0bmnXfeueSalf06ksHovXZWffrpp6Zz586XvA79+vUzW7ZsqfDaZLDiyGD0XrtwoA86gxxG9/Wzgl7oLmQweq9dONALI48MRu+1s4o+6C5kMHqvXTjQByOPDEbvtbOKPojKwGOMMXJYy5YtdfDgQcXHx2v9+vXq1KmT0yVJknbu3KkuXbqoatWq2rVrl5o3b+50SQAAIModP35cmzdv1vHjx3Xu3DnVqlVLTZo0UdeuXVW3bl2nywMAIOzohQCAKxl9EABwJaMPIpo5PlixZs0a9evXTx6PRy+++KImTZrkZDkBJkyYoAULFmjQoEH68MMPnS4HAAAAAAAAAAAAAABEkOODFffcc4/S0tKUlJSkLVu2OFlKmTIyMtSsWTMVFhZq+/bt6tChg9MlAQAAAAAAAAAAAACACPE6ufmpU6e0Zs0aeTweTZkyxclSytWoUSP17NlTkrRgwQKHqwEAAAAAAAAAAAAAAJHk6GDFqlWrVFRUpKZNm2rgwIFOlnJJAwcOlDFGH3/8sQoKCpwuBwAAAAAAAAAAAAAARIijgxXFd6vo16+fk2VcVqdOnSRJOTk5WrduncPVAAAAAAAAAAAAAACASHF0sGL37t2SpG7dujlZxmW1atXK9/327dsdrAQAAAAAAAAAAAAAAESSY4MVeXl5Sk9PlyS1a9fOqTKCEhcXp/j4eEnSnj17nC0GAAAAAAAAAAAAAABEjGODFSdPnlRRUZEkKTEx0akygpaQkCBJOnjwoMOVAAAAAAAAAAAAAACASHFssOLs2bO+7+vUqeNUGUHLz8+XMcavbgAAAAAAAAAAAAAAULk5NlhRUFDg+z4vL8+pMoKWk5MjScrOzna4EgAAAAAAAAAAAAAAECmODVbUrl3b931WVpZTZQTl+PHjvseWlBwIAQAAAAAAAAAAAAAAlZsrBiu+/vprp8oIyq5du3zf16hRw8FKAAAAAAAAAAAAAABAJDk2WJGYmKjq1atLknbs2OFUGUHZunWr7/uEhAQHKwEAAAAAAAAAAAAAAJHk2GCF1+tVu3btZIzRihUrnCojKMuXL5ckeTweNW7c2OFqAAAAAAAAAAAAAABApDg2WCFJHTp0kCR98cUX+uabb5wspVw7d+7UgQMH5PF4JEktWrRwuCIAAAAAAAAAAAAAABApjg5W9OzZ0/f9n//8ZwcrKd+MGTMkScYYSVLbtm2dLAcAAAAAAAAAAAAAAESQxxRPDDggPz9f9evX17lz5xQTE6OdO3e6anDhP//5j+688055PB4ZY+TxeLR3717deuutTpcGAAAAAAAAAAAAAAAiwNE7VlSrVk0DBw6UJBUWFmrYsGHKzc11siSfc+fO6eGHH/Y71rBhQ4YqAAAAAAAAAAAAAAC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|
|
"text/plain": [
|
|
"<Figure size 2100x2470.59 with 3 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 126,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.savefig(\"end_to_end_hybrid.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
|
|
"fig"
|
|
]
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