463 lines
508 KiB
Plaintext
463 lines
508 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 37,
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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": 38,
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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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4QbNdG6Dc0tTfn3nmmbwb1tdee+3Yb7/96o7nzZsXt912Wxx//PGxzTbbRPfu3aOmpiZ69OgRO++8c/zqV7+KCRMmNFmdAM0hTf39384999x6/yOUuXPnxj777BMjR47Min/66aexzz77xMcffxwRX37ff+yxx2Lttddu8noByG/GjBmxbNmyvK8l9TOKlisN37nScA8ApaY3ZjPzAKRFmvu7mQegpUpTbzfvAPCVNPX3fzPvAJAOLXHewaIIVmvq1Kl54+3bt48OHToUnbempiZvfObMmUXnrE8a7gGglPTFbM8880zWcVVVVZx22mllqgageGnt7/Pnz4+jjz46MplM9OzZM/74xz82y3UBKkWa+vtNN92UN37ggQfGmmuuGW+//Xb813/9V2y44YZx5JFHxsiRI+PNN9+MWbNmxbJly+KTTz6J8ePHx0UXXRRbb711HHnkkTkD0ABJkab+/m+tW7eO++67L7bddtu8ry9fvjyOP/74+J//+Z+ora2NmTNnxl577RUTJ06MmpqauPrqq+OOO+7wH7IAlFl9n1EREd27dy86b7n/jomWKQ3fudJwDwClpjdmM/MApEVa+7uZB6AlS1NvN+8A8JU09fd/M+8AkA4tcd7BoghWa9q0aXnjjf3iUt9vjKb4w24a7gGglPTFbGPGjMk6PuKII2LrrbcuTzEAjZDW/n7iiSfG9OnTo1WrVnHrrbfGWmut1SzXBagUaenvtbW18cADD+R9bdddd41TTz01+vfvHzfccEMsXrw42rdvHz179oyOHTvWm/O2226Lfv36xfjx45ukZoCmlJb+/p86deoUjz32WGy33Xb1vufyyy+PIUOGxB577BETJkyIHXbYIV555ZU45ZRTmqVGAFatvs+oiMZ9TpX7M4qWKQ3fudJwDwClpjdmM/MApEVa+7uZB6AlS0tvN+8AkC0t/f0/mXcASL6WOO9gUQSrtWDBgrzxpvryVt/1GiMN9wBQSvriVxYtWhT3339/3XHr1q3jf//3f8tYEUDx0tjfb7755rjrrrsiIuLss8+OPfbYo8mvCVBp0tLfX3vttZg3b17e184888y4+uqrY5111onzzjsv3njjjVi0aFF8+OGHsWDBgvjXv/4Vp556aqyxxho5586dOzcGDRoUTz/9dJPUDdBU0tLf81l33XXjiSeeiAEDBtT7noceeiimTJkSAwcOjBdeeCH69evXbPUBsGqr+sxo27Zt0Xkr4TOKlicN37nScA8ApaY3fsXMA5AmaezvZh6Ali4tvd28A0C2tPT3fMw7ACRbS5x3sCiC1friiy/yxhvzmyIiorq6Om986dKljcqbTxruAaCU9MWv3HzzzVlfys4666zYZJNNylgRQPHS1t+nTp0aP/7xjyMiYscdd4wLLrigSa8HUKnS0t+feOKJVb5+3nnnxQcffBDnn39+9O/fP+u1LbfcMn73u9/FM888E126dMk5d9GiRTFs2LD45JNPSlozQFNKS3+vT+fOneOJJ56IQw45ZJXve/rpp+Pkk0+O5cuXN1NlAKxOfZ9Rbdq0iaqqqqLzVspnFC1LGr5zpeEeAEpNb/yKmQcgTdLW3808AKSnt5t3AMiWlv5eH/MOAMnVEucdLIpgter7jdHYLV8rV67MG1+2bFmj8uaThnsAKCV98UvLli2Lyy+/vO64b9++cd5555WxIoDGSVN/r62tjaOOOioWLFgQ7du3j9tuuy1at27dZNcDqGRp6e+vv/563vhOO+0UEydOjPPPPz/at2+/yhwDBgyIhx56KNZcc82c1+bMmRNHHXVUKUoFaBZp6e+r0rZt27jnnnvi+OOPX+X7rr/++thrr71i9uzZzVQZAKvSEj6jaDnS8Os5DfcAUGp645fMPABpk6b+buYB4Etp6e3mHQCypaW/r4p5B4BkagmfUf/JoghWK5PJ5I03dstXbW1t3nhNTU2j8uaThnsAKCV98Ut/+tOfYurUqRHx5WavG264oWJrBWiINPX3X//61/HPf/4zIiJ+97vfxWabbdZk1wKodGnp75MmTcobHzJkSPTs2bPBeXbeeec455xz8r72+OOPx+OPP15UfQDNLS39fXWefvrpePDBB6N169YxYMCAet/33HPPxS677BLvvvtuM1YHQD4t5TOKliENv57TcA8ApaY3fsnMA5A2aervZh4AvpSW3m7eASBbWvr76ph3AEielvIZ9XUWRbBaHTp0aJK8S5YsyRtv7GaWfNJwDwClpC9GzJ07N+tJGhdccEHsvvvuZawIoPHS0t9ffvnluOCCCyIi4tBDD13tNl6AtEtLf588eXLeeK9evQrOdcYZZ8Q666yT97XLLrus4HwA5ZCW/r4qv/3tb2OfffaJ+fPnx7333hvPPfdc/OxnP6v3/e+//37ssssu8cILLzRjlQD8p5bwGUXLkYZfz2m4B4BS0xvNPADplJb+buYB4Ctp6e3mHQCypaW/r4p5B4BkagmfUf/JoghWq2PHjnnj9f3CbqilS5fmjTd2M0s+abgHgFLSFyN+8pOfxLx58yIi4jvf+U784he/KHNFAI2Xhv7+xRdfxPe///1Yvnx5bLDBBvHnP/+55NcASJo09Pfly5fHwoUL8762wQYbFJyvffv2cfLJJ+d9bezYsXXf9QEqWRr6e31WrlwZP/rRj+Kss86K2traGDlyZAwZMiRatWoVl156afzlL3+JNddcM++58+bNi/322y+ef/75ZqsXgGxp/oyi5UnDr+c03ANAqemNZh6AdEpDfzfzAJAtDb3dvANArjT09/qYdwBItjR/RtXHoghWq6l+YyxatChvvHPnzo3Km08a7gGglFp6X3zggQfilltuiYiI3r17x6233hpVVVVlrgqg8dLQ33/605/Gu+++G1VVVfGXv/yl3u3pAC1JGvp7fUMTERHdu3cvKmd9T1/KZDLxzDPPFJUToDmlob/ns3Llyjj88MPjj3/8Y0REnHbaafH9738/6z0/+MEP4h//+Ee9NS1YsCD222+/eOutt5q6XADySOtnFC1TGn49p+EeAEqtpfdGMw9AWqWhv5t5AMiWht5u3gEgVxr6ez7mHQCSL62fUatiUQSrtfbaa+eNN/Y3xoIFC/LGN95440blzScN9wBQSi25L06bNi2OO+64iIhYZ5114pFHHokuXbqUuSqA0kh6f3/wwQfj+uuvj4iIM844IwYNGlTS/ABJlfT+HvHl05PqU+z38Y033jj69++f97UXX3yxqJwAzSkN/f0/ZTKZOProo+Oee+6JiIg+ffrEpZdemve9AwcOjGeffTZ69OiR9/WFCxfG4MGDY/78+U1WLwD5pfEzipYrDb+e03APAKXWknujmQcgzZLe3808AORKem+PMO8AkE8a+vt/Mu8AkA5p/IxaHYsiWK2+ffvmjde3AaWhPvvss7zxnj17NipvPmm4B4BSaql9cfny5XH44YfH3LlzY80114zRo0fX++8CIImS3t+/vin9t7/9bVRVVRX1z7HHHps3f33vB6h0Se/vERFrrLFGva916tSp6Lz77bdf3vjMmTOLzgnQXNLQ3//TJZdcErfddlvd8cUXXxw1NTX1vn+rrbaKZ599Nnr16pX39Q8//DDOOuusUpcJwGrU9xm1cuXKRg1PVPrPEEinNHznSsM9AJRaS+2NZh6AtEt6fzfzAJAr6b09wrwDQD5p6O//ybwDQDq0xHkHiyJYrX79+uWNz5kzJ1asWFF03jlz5uSN1/cFqTHScA8ApdRS++KPf/zjeO6556JVq1Zx8803x5577lnukgBKKun9ffbs2SXNB5AWSe/vERHt27ev97U111yz6Lxbb7113vjcuXOLzgnQXNLQ37/uxRdfjHPPPbfueIMNNoihQ4eu9rw+ffrEk08+We8PzW688cZ45ZVXSlYnAKu30UYb1TvgPGPGjKLzVvrPEEinNHznSsM9AJRaS+2NZh6AtEt6fzfzAJAr6b09wrwDQD5p6O9fZ94BID1a4ryDRRGs1jrrrBPdu3fPidfW1sYnn3xSdN5Zs2bljW+//fZF56xPGu4BoJRaYl+89tpr4/rrr4+IiKuvvjoOO+ywMlcEUHotsb8DtARp6O8dOnSod3hi6dKlReet74eOy5YtKzonQHNJQ3//uh//+MdRW1tbd3zooYdG69atG3Rur1694h//+Eesu+66eV//7W9/W5IaAWi4LbfcMm98+vTpRef0d0yUQxq+c6XhHgBKrSX2RjMPQEvQEvs7QNqlobebdwDIlYb+/nXmHQDSpaXNO1gUQYNss802eePTpk0rKt+SJUvi008/zYmvt956sckmmxSVc3XScA8ApdSS+uLf/va3OO200yIi4oILLoiTTjqprPUANKWW1N8BWpI09Pc+ffrkjc+bN6/onN26dcsb79KlS9E5AZpTGvp7RMRTTz0VL730UlZs0KBBBeXo27dv3HvvvXmHLUaPHh2LFy9uVI0AFKbUn1ERER9//HFOrFWrVrHTTjsVnRMaIg3fudJwDwCl1pJ6o5kHoCVpSf0doKVIQ2837wCQKw39PcK8A0AatbR5B4siaJD9998/b/yDDz4oKt/UqVPzxgcMGFBUvoZIwz0AlFJL6YsvvPBCHH744bFy5co47bTT4txzzy1rPQBNraX0d4CWJg39fauttsobL/YeIiI6duyYN17fhnaASpOG/h4Rcdttt+XE6uv7q7LnnnvG+eefnxNfunRpjBs3rpjSAChSqT+jFi9eHLNnz86J9+vXr97v9VAqafjOlYZ7ACi1ltIbzTwALU1L6e8ALUkaert5B4BcaejvEeYdANKopc07WBRBgwwZMiRv/NVXXy0q3+TJk/PGBw8eXFS+hkjDPQCUUkvoixMmTIgDDjggvvjiizj66KPjyiuvLFstAM0lyf09k8mU5J+bbrqpoPwASZDk/v5vu+22W974hAkTis7Zvn37vPFiflgHUA5p6O8REc8++2xOrHv37kXlOuuss2L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",
|
|
"text/plain": [
|
|
"<Figure size 4200x1567.16 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(\n",
|
|
" figsize=(14, 14 / 2.68), ncols=2, nrows=2, constrained_layout=True, dpi=300\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"labels_name_a = [\n",
|
|
" \"ModelA\\n8DP\",\n",
|
|
" \"ModelA\\n8TP\",\n",
|
|
" \"ModelB\\n8TP\",\n",
|
|
" \"ModelC\\n8DP\",\n",
|
|
" \"ModelC\\n8TP\",\n",
|
|
" \"ModelD\\n8TP\",\n",
|
|
"]\n",
|
|
"labels_name_b = [\n",
|
|
" \"ModelA\\n16DP\",\n",
|
|
" \"ModelA\\n16TP\",\n",
|
|
" \"ModelB\\n16TP\",\n",
|
|
" \"ModelC\\n16DP\",\n",
|
|
" \"ModelC\\n16TP\",\n",
|
|
" \"ModelD\\n16TP\",\n",
|
|
"]\n",
|
|
"labels_name_c = [\n",
|
|
" \"ModelA\\n2DP$\\\\times$4TP\",\n",
|
|
" \"ModelA\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelB\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelC\\n2DP$\\\\times$4TP\",\n",
|
|
" \"ModelC\\n4DP$\\\\times$2TP\",\n",
|
|
" \"ModelD\\n2DP$\\\\times$4TP\",\n",
|
|
"]\n",
|
|
"labels_name_d = [\n",
|
|
" \"ModelA\\n15DP\",\n",
|
|
" \"ModelA\\n15TP\",\n",
|
|
" \"ModelB\\n15TP\",\n",
|
|
" \"ModelC\\n15DP\",\n",
|
|
" \"ModelC\\n15TP\",\n",
|
|
" \"ModelD\\n15TP\",\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# peak memory\n",
|
|
"data_a = {\n",
|
|
" labels_name_a[0]: [79, 40.95, 50.12], # 22.64\n",
|
|
" labels_name_a[1]: [47, 44.24, 41.74], # 22.64\n",
|
|
" labels_name_a[2]: [65.66, 59.47, 69.75], # 37\n",
|
|
" labels_name_a[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_a[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_a[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_b = {\n",
|
|
" labels_name_b[0]: [0, 0, 0], # 37\n",
|
|
" labels_name_b[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[2]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_b[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_b[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_c = {\n",
|
|
" labels_name_c[0]: [50, 40.94, 54.22], # 2DP 4TP\n",
|
|
" labels_name_c[1]: [60, 40.97, 55.75], # 4DP 2TP\n",
|
|
" labels_name_c[2]: [-1, 59.32, 64.60], #\n",
|
|
" labels_name_c[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_c[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_c[5]: [0, 0, 0], # 22.64\n",
|
|
"}\n",
|
|
"data_d = {\n",
|
|
" labels_name_d[0]: [0, 0, 0], # 37\n",
|
|
" labels_name_d[1]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[2]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[3]: [0, 0, 0], # 37\n",
|
|
" labels_name_d[4]: [0, 0, 0], # 22.64\n",
|
|
" labels_name_d[5]: [0, 0, 0], # 22.64\n",
|
|
"}"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"Megatron-LM\", \"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"bar_width = 0.2\n",
|
|
"group_spaing = 0.15\n",
|
|
"\n",
|
|
"group_positions = {}\n",
|
|
"current_pos = 0\n",
|
|
"\n",
|
|
"x_label_cnt = len(data_a.keys())\n",
|
|
"x_label_group_cnt = 3\n",
|
|
"\n",
|
|
"for idx in range(x_label_cnt):\n",
|
|
" group_positions[idx] = []\n",
|
|
" for _ in range(x_label_group_cnt):\n",
|
|
" group_positions[idx].append(current_pos)\n",
|
|
" current_pos += bar_width\n",
|
|
" current_pos += group_spaing\n",
|
|
"\n",
|
|
"group_centers = {}\n",
|
|
"for idx, positions in group_positions.items():\n",
|
|
" group_centers[idx] = sum(positions) / len(positions)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(a) Single-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"label_set = set()\n",
|
|
"for idx, (x_label, y_data) in enumerate(data_a.items()):\n",
|
|
" positions = group_positions[idx]\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][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][0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0][0].set_xticklabels(list(data_a.keys()))\n",
|
|
"\n",
|
|
"ax[0][0].set_ylim(0, 85)\n",
|
|
"ax[0][0].set_yticks([0, 40, 80])\n",
|
|
"ax[0][0].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[0][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0][0].set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
|
|
"ax[0][0].set_title(\"(a) Single-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(b) Two-node, single parallel')"
|
|
]
|
|
},
|
|
"execution_count": 44,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_b.items()):\n",
|
|
" positions = group_positions[idx]\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[0][1].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[0][1].set_xticks(list(group_centers.values()))\n",
|
|
"ax[0][1].set_xticklabels(list(data_b.keys()))\n",
|
|
"\n",
|
|
"ax[0][1].set_ylim(0, 85)\n",
|
|
"ax[0][1].set_yticks([0, 40, 80])\n",
|
|
"ax[0][1].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[0][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[0][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[0][1].set_title(\"(b) Two-node, single parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(c) Single-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 45,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_c.items()):\n",
|
|
" positions = group_positions[idx]\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",
|
|
" if value == -1:\n",
|
|
" ax[1][0].text(\n",
|
|
" pos,\n",
|
|
" 1,\n",
|
|
" \"OOM$\\\\times$\",\n",
|
|
" rotation=90,\n",
|
|
" ha=\"center\",\n",
|
|
" va=\"bottom\",\n",
|
|
" color=\"red\",\n",
|
|
" )\n",
|
|
" ax[1][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[1][0].set_xticks(list(group_centers.values()))\n",
|
|
"ax[1][0].set_xticklabels(list(data_c.keys()))\n",
|
|
"\n",
|
|
"ax[1][0].set_ylim(0, 85)\n",
|
|
"ax[1][0].set_yticks([0, 40, 80])\n",
|
|
"ax[1][0].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[1][0].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[1][0].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[1][0].set_ylabel(\"Peak Memory (GB)\", fontsize=g_label_fontsize)\n",
|
|
"ax[1][0].set_title(\"(c) Single-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(0.5, 1.0, '(d) Two-node, hybrid parallel')"
|
|
]
|
|
},
|
|
"execution_count": 46,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"for idx, (x_label, y_data) in enumerate(data_d.items()):\n",
|
|
" positions = group_positions[idx]\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][1].bar(\n",
|
|
" pos,\n",
|
|
" value,\n",
|
|
" width=bar_width,\n",
|
|
" color=color,\n",
|
|
" hatch=hatch,\n",
|
|
" edgecolor=edgecolor,\n",
|
|
" )\n",
|
|
"\n",
|
|
"ax[1][1].set_xticks(list(group_centers.values()))\n",
|
|
"ax[1][1].set_xticklabels(list(data_d.keys()))\n",
|
|
"\n",
|
|
"ax[1][1].set_ylim(0, 85)\n",
|
|
"ax[1][1].set_yticks([0, 40, 80])\n",
|
|
"ax[1][1].set_yticklabels([\"0\", \"40\", \"80\"], rotation=90, ha=\"center\", va=\"center\")\n",
|
|
"\n",
|
|
"ax[1][1].tick_params(axis=\"x\", bottom=False, labelsize=g_label_fontsize, pad=1)\n",
|
|
"ax[1][1].tick_params(axis=\"y\", left=True, labelsize=g_label_fontsize, pad=5)\n",
|
|
"\n",
|
|
"ax[1][1].set_title(\"(d) Two-node, hybrid parallel\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7f3efc2ec230>"
|
|
]
|
|
},
|
|
"execution_count": 47,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.legend(\n",
|
|
" ncol=3,\n",
|
|
" loc=\"upper center\",\n",
|
|
" frameon=False,\n",
|
|
" shadow=False,\n",
|
|
" bbox_to_anchor=(0.5, 1.1),\n",
|
|
" fontsize=g_label_fontsize,\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
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sZ7aYU0qpK6+80vDE1bRp05Ac+/bbb8/f57vvvms6rlAt5nbs2KFatmxZYH8tW7ZUI0eOVD/++KP6+uuv1TvvvKOuvvpqw2M3bNhQbdq0KcivWqnRo0er+Pj4/P1GRUWpjh07qvHjx6u5c+eqGTNmqEcffVSlpqbmf05sbKzq0KFDSBZzmZmZ6p577sl/foUKFdSTTz6pPvvsM7VgwQI1ffp0dddddxUY47njGDt2rN/HtPtN0Pr16+cfZ86cOYW2//bbb6YLs4kTJ1o2LliLntEzekbP3ISm0TTdmmblD9x27Nhh+HWLeH7wGsofuiK0aBktc3rLunfvbrqW+uSTT/weC9yLntEzegad0TAa5vSGnS9cF3S89tprpi2tUKGCpccGAB2wpmBNoduawhe8Dxd5aBkto2W0zE1oGk3TrWlcUwAz9IyeOb1nvA8HX9AyWkbLoDs6Rsec3rHzcV0BdMKNIgBYzttibsaMGaYnr/M/11/bt29XMTExSkRUiRIlVEZGhum4QrGYW716tbrooovy91O+fHk1d+5c08+fO3euKl++fKHjFy9eXC1btiygMSil1KBBgwrsr0qVKmrRokWGn3v8+HHVs2dP03+DQBZzR48eVU2bNs1fRA4ePNj07vBbtmwp8GbiuR8vvviiX8e1803QRYsW5R+jRo0aKi8vz/Dzrr32WsOvrVGjRpaMC9ajZ8boGT2DnmiaMZrm3KZZ9QO33Nxc1a5dO9Pv8/jx44PaP6xFy4zRMue0rESJEqZf+/r16/0aB9yNnhmjZ/QMeqBhxmiYcxp2vnBd0DFv3jyv/w4HDhyw9PgA4HSsKYyxpnDumuJCeB8uMtEyY7SMlkFPNM0YTXNu07imAGbomTF65pye8T4cfEHLjNEyWgZ90DFjdMw5HTsf1xVAJ9woAoDlvC3mcnJyVNWqVQ1PXJ06dQrquI888kj+vp5++mmv4wp2Mbd+/foCd9AqWbKk2rx58wWft3PnTlWhQoVCY0hOTlZr1671exxDhgwpsJ9q1aqpnTt3XvB5jz/+eEgWc9nZ2eqqq67Kf96kSZMu+Jxjx44VeM6Zj6ioKDVr1iyfj23nm6C33npr/jHOv5vcuT7++GPT7+mKFSssGRusRc/M0TN6Bv3QNHM0zZlNs+IHbqdOnVK9evUy/R536NDB9II3OAMtM0fLwt+ynTt3ev3a09LSfB4D3I+emaNn9AzOR8PM0bDwN8xIuC7oOHTokNd/B28XCAFAJGBNYY41hTPXFBfC+3CRiZaZo2W0DPqhaeZomjObxjUFMEPPzNGz8PeM9+HgK1pmjpbRMuiBjpmjY+HvmBGuK4BOuFEEAMt5W8wppdSIESNMT16//fZbQMc8cuSISk5OViKiihQpov755x+v4wpmMZeenq5q1KhRYB8ffvihz89fu3atio2NLTSOihUrqqNHj/q8n2+//VZFRUXlPz82NlatXLnSp+dmZ2erK6+8MujF3FNPPZX/nCeeeMLn523cuFElJCQUOm7JkiXV8ePHfdqHXW+C7tmzJ//fKyUlRR07dsz0c7Ozs1W5cuVC9qIB4UfPvKNn9Ax6oWne0TTnNS3UP3BbsmSJ1+9vs2bNfP46ET60zDtaFt6Wffvtt6Zfd7FixXz+GhAZ6Jl39IyewdlomHc0zP2vL/1RtGhR03+HkSNHWn58AHAy1hTesaZw3prCG96Hi1y0zDtaRsugF5rmHU1zXtO4pgBm6Jl39Iz34aAHWuYdLaNlcD465h0dc/9rTH9wXQH8FS0AEGb33nuvlChRwnDbG2+8EdA+x40bJxkZGSIi0qtXLylXrlzA47uQf//737Jly5b8v9evX1/uuOMOn5/fsGFDeeihhwo9/vfff8sTTzzh0z6OHz8uDzzwgCilCoyrSZMmPj0/Li5Ohg4d6tuATSxYsECGDx8uIiIlS5aUF154wefn1qpVS3r06FHo8cOHD8vYsWODGleojR07VnJyckREpE+fPpKSkmL6uXFxcdKvXz/DbZ988okcOXLEkjEifOgZPaNncBOaRtN0adrff/8tn376qaxevVp2794tx44dk9OnT4tSSnJzc+XkyZOyb98+Wbt2rXz66acyePBgqVevnrRs2VLWrl1ruM97771XFi1aJMnJyTZ/NQg1WkbLwtmyzZs3m24rU6aMpceG+9AzekbPoDMaRsN0eX1ph4oVK5puO3r0qI0jAQD9sKZgTaHTmoL34WCGltEyWgY3oWk0TZemcU0BLoSe0TPeh4Mb0DJaRsugOzpGx3R5jWkHriuAv7hRBICwS05OlgcffNBw28cffyy7d+/2a3/Z2dkyatQoERGJioqSQYMGBT1GM7/99ptMnDixwGP9+vWTqKgov/YzdOhQwxdAkyZNkoULF17w+U8//bTs2bMn/+/x8fHy2GOP+TWGzp07S9WqVf16zrleeOGF/MVkjx49pFixYn49v1mzZoaPjx49OuAxhVp2dra8//77IuKZWwMHDrzgc+6//36JiYkp9HhWVpZMmjQp5GNEeNEzeiZCz+AeNI2miejRtK1bt8ptt90mTZo0kSpVqkhqaqrEx8dLdHS0xMbGStGiRaV8+fLSqFEjue222+T111+X33//3XBfLVu2lGXLlsnEiRMlISHB5q8EVqBltEwkfC3z9gP5xMRES48N96Fn9EyEnkFfNIyGiejx+tIO3v7DqvT0dBtHAgD6YU3BmkJEjzUF78PBG1pGy0RoGdyDptE0ET2axjUFuBB6Rs9EeB8O+qNltEyElkFvdIyOiejxGtMOXFcAf3GjCACO8PDDD0uRIkUKPX769Gl55513/NrXhx9+KP/884+IiNxwww1Su3btkIzRyNChQyU3N7fAY127dvV7P6mpqdK/f3/Dba+99prX527ZskXGjBlT4LFu3bpJ6dKl/RpDdHS0tGrVyq/nnLF27VpZtmxZ/t+vv/56v/dRoUIFw8d37twpW7duDWhcoTZz5kw5cOCAiIi0b99eatWqdcHnVKxYUbp06WK4bdy4cQXu1AZ3oGf0jJ7BTWgaTdOhaaEQExMj//d//yfTp0+XFi1ahHs4CDFaRsvC1TJvP5DnTVAEgp7RM3oGndEwGhYpry8vxFs3jx07ZuNIAEBPrClYU+iwpuB9OFwILaNltAxuQtNomg5NCwWuKXA/ekbPeB8ObkDLaBktg+7oGB2LlNeYF8J1BfAXN4oA4AjlypWTXr16GW57//33JS0tzed9vfXWW/l/fuqpp4Idmqldu3bJV199VeCx8uXLS5UqVQLan9nXP3fuXNO7E4uIjBw5UvLy8go8FshiSkSkQYMGAT3v/MVkvXr1/N5H0aJFTbctWbLE7/1Z4czd5EQ8L0B89dBDDxk+vnXrVpk7d27Q44Kz0DN6Rs/gJjSNpunQtOrVq8vHH38s8+bNk6VLl+Z/LFmyRL7//nv54osvZNSoUTJo0CBp2bKl4W/1yM3Nlddff12qVKkiV111lUyYMEFOnToVhq8GVqBltCxcLcvIyDDdZvSGFnAh9Iye0TPojIbRMB1eX9rh/H/Lc8XGxto4EgDQE2sK1hQ6rCl4Hw4XQstoGS2Dm9A0mqZD07imAL6gZ/SM9+HgBrSMltEy6I6O0TEdXmPagesK4C9uFAHAMQYNGiRRUVGFHs/IyCi0WDAzZ86c/IVPs2bN5Nprrw3pGM81ZcqUQnf8CuYOYzVr1pSmTZsabps5c6bh4+np6TJ58uRCjzdp0iSgMVx00UUBPW/+/PkF/l6lShWJiory66Ndu3am+//7778DGlcorV69WlauXCkinjcOOnXq5PNz27Zta3pnfV/nNvRCz+iZGXoGHdE0mmbGCU0TEalUqZLcfvvt0rZtW7nmmmvyP6699lrp0KGD3HzzzTJw4EAZPny4LF68WI4ePSqffPKJXHfddYb7W7Fihdx///1Sq1atQj+8hb5oGS0zY2XL4uLiTLdx4RgCRc/omRl6Bh3QMBpmximvL+2QmZlpui0pKcnGkQCAvlhTsKYw44Q1Be/DwVe0jJaZoWXQEU2jaWac0DQRrimA7+gZPTPD+3DQCS2jZWZoGXRBx+iYGae8xrQD1xXAX9woAoBj1K5dW2688UbDbSNHjpSsrKwL7mP48OH5f37yySdDNjYjX3/9daHHKlWqFNQ+W7dubfj4okWLDB//9ttvC919Lzk5WWrUqBHUOPzxzz//yI4dOyw9xqFDhyzdvy/OvVP+wIEDJTrav1PogAEDDB+fPXu27N69O6ixwXnoGT0zQ8+gI5pG08w4oWmBSEhIkNtuu03mz58vCxYskOrVqxt+3s6dO+Xmm2+WZ555xuYRwgq0jJaZsbJl3n4gf/LkScuOC3ejZ/TMDD2DDmgYDTOj6+vLQHj7LTdly5a1byAAoDHWFKwpzDhhTcH7cPAVLaNlZmgZdETTaJoZJzQtEFxTELnoGT0zw/tw0Akto2VmaBl0QcfomBldX2MGgusK4K/YcA8AAM711FNPyaxZswo9vn//fpkyZYrcf//9ps9du3atLFiwQEQ8dzO/5ZZbLBtnenq6rF27ttDjKSkpQe23YcOGho+vWLFCcnJyJDa2YLaNFnmlSpUyvHuaVZYvX17osYULFxYaazDKlSsXsn0F4uDBg/LJJ5+IiEjRokWlb9++fu+jT58+8vTTT8uJEycKPJ6bmyvjx4+Xl19+OSRjhXPQM3pmhJ5BVzSNphkJd9NCoU2bNrJu3Trp1q2bzJ071/BzXn31VSlVqpQ8/vjjNo8OoUbLaJkRK1vmbd/Hjh2z7LhwP3pGz4zQM+iChtEwI254fekLpZTX33JStWpVG0cDAHpjTcGawki41xS8Dwd/0TJaZoSWQVc0jaYZCXfTQoFrCiIPPaNnRngfDrqhZbTMCC2DTugYHTPihteYvuC6AgSCG0UAcJRrrrlGrrrqKvn5558LbXvrrbekX79+pncpP/eOX0888YTfdzP3x7p160QpVejxIkWKBLVfs8XcqVOn5ODBg1K+fPkCjxst5lJTU4Mag7+M7vRer149KVWqlK3jsNL7778vp06dEhGR3r17B/Q9Tk1NlZ49e8qECRMKbZs4caK88MILEhcXF/RY4Rz0jJ45ET1DoGgaTXOz5ORk+frrr6Vly5ayatUqw8958sknpWXLltKoUSObR4dQomW0zG5VqlQx3bZ3717DN20AX9AzemY3eoZQomE0LJLt3r1bsrOzTbfXrl3bxtEAgN5YU7CmcCLeh4O/aBktcyJahkDRNJrmZlxTEFnoGT2zG+/DwQq0jJbZjZYh1OgYHYtkXFeAQFhXOgAI0FNPPWX4+JYtW+TLL7803LZr1y759NNPRcRz16tA7mbujy1bthg+npmZGdR+a9SoYXrHrkOHDhX4e1ZWlmzdurXQ5wV75zF/HT16tNBj6enpto7BSrm5uTJu3Lj8v48dO1aioqIC+jB6A1TEc1e7L774wq4vCTaiZ/TMSegZgkXTaJqbJSQkyLRp00zfjMjLy5NBgwbZPCpYgZbRMjvVq1fPdFtOTo7s3LnTxtHAbegZPbMTPUOo0TAaFqmMfpvMGUlJSV57CwAojDUFawon4X04BIqW0TInoWUIFk2jaW7GNQWRhZ7RMzvxPhysQstomZ1oGaxAx+hYpOK6AgSCG0UAcJybbrpJLr30UsNtb775puHjI0aMkJycHBERGTBggCQmJlo2PhGRtLQ0w8czMjKC2m90dLTpYuzYsWMF/n7w4EHDzzt58mRQY/CX0WLObGw6+vrrrw3vbBZqY8aMsfwYsB89o2dOQs8QLJpG09yuVq1actddd5luX7x4sWzatMnGEcEKtIyW2al27dpStGhR0+2///67jaOB29AzemYneoZQo2E0LFIZ/cabM1q0aCExMTE2jgYA9MeagjWFk/A+HAJFy2iZk9AyBIum0TS345qCyEHP6JmdeB8OVqFltMxOtAxWoGN0LFJxXQECwY0iADhOdHS06Z11V6xYIYsXLy7wWHp6ukycOFFEPHftHThwoOVjzM7ONnz8/AVXIIoVK2b4+PmLvPPvAhbKMfjDaPH4yy+/2DoGK40aNSr/zxMmTJClS5cG9fHSSy8ZHmfJkiW8AHYhekbPnISeIVg0jaZFgnvvvdfr9m+++camkcAqtIyW2Sk2NlZatWplun3ZsmU2jgZuQ8/omZ3oGUKNhtGwSDV79mzTbV27drVxJADgDqwpWFM4Ce/DIVC0jJY5CS1DsGgaTYsEXFMQGegZPbMT78PBKrSMltmJlsEKdIyORSquK0AguFEEAEfq06ePlC5d2nDbG2+8UeDv48ePl+PHj4uIyN133236vFAqUaKE4ePbt28Pet+pqamGj5csWbLA3zMzMw0/78iRI0GPwR9Gi8+VK1faOgar/P7777Jo0SIREbnsssukX79+cs011wT1MWjQINP5wx3z3YmeFUbP7EfPECo0rTCa5i5XX321JCUlmW7/448/bBwNrELLCqNl1rnhhhtMt53/ZhXgL3pWGD2zDj1DqNGwwmiYu23cuFE2bNhguC0uLk66detm84gAwB1YUxTGmsJ+vA+HYNGywmiZ/WgZQoWmFUbT3IVrCiIHPSuMnlmH9+FgFVpWGC2zDi2DFehYYXTM3biuAIHiRhEAHCkxMdH07l1z5szJP+mdPn1aRo4cKSKeu4U98cQTtozv/IXVGZs3b5bc3Nyg9h0TE1PosdTUVKlYsWKBx8wWlEeOHJF9+/YFNQZ/XHTRRYUeW7p0qW3Ht9J7772X/+eHHnooJPtMTEyUu+++23DbtGnTJCMjIyTHgXPQs4LoWXjQM4QKTSuIprlPTEyMXHrppabb7fw3hHVoWUG0zFrdu3eX2NhYw22rVq2SHTt22DsguAo9K4ieWYueIdRoWEE0zP3Gjx9vuq1bt25Srlw5G0cDAO7BmqIg1hThwftwCBYtK4iWhQctQ6jQtIJomvtwTUHkoGcF0TNr8T4crELLCqJl1qJlsAIdK4iOuR/XFSBQ3CgCgGM99NBDhnfeVUrJm2++KSIiM2bMkL///ltERLp27So1atSwZWw1a9Y0fPzUqVOydevWoPZ94sSJQo9dccUVhR4zW1CKiKxZsyaoMfijVKlShR7btm1b/l3mg7VlyxbJyckJyb78kZ6eLtOmTRMRkZSUFOndu3fI9v3ggw9KVFRUocePHz8u06dPD9lx4Bz07Cx6Rs+gP5p2Fk2zv2l2KFq0qOk2ox+8Qk+07CxaZm3LSpUqJd27dzfcppTKX6fZTSkVluMi9OjZWfSMnkE/NOwsGubO15dnHDx4UCZOnGi4LTo6WgYPHmzziADAXVhTnMWagvfhoC9adhYto2XQH007i6a582c+XFMQOejZWfSM9+GgL1p2Fi2jZdATHTuLjrnzNeYZXFeAYHCjCACOVbJkSenbt6/hthkzZsju3btl+PDh+Y899dRTdg1NLr/8cklNTTXctmDBgqD2bbSY69ChQ6HHSpYsKYmJiYb7WLJkSVBj8IfRQlPE+12s/HHvvffKiy++GJJ9+WPSpEn5/xZ9+vSRlJSUkO27Ro0a0rZtW8NtY8eODdlx4Bz07Cx6Rs+gP5p2Fk2zv2l22L9/v+m2ChUq2DgSWImWnUXLrG/Zv//9b8MLYUVExo0bJ1lZWZaP4VzTpk2Ta6+9VvLy8mw9LqxBz86iZ/QM+qFhZ9Ewd76+PGPo0KGmvym3Z8+e0qBBA5tHBADuwpriLNYUvA8HfdGys2gZLYP+aNpZNM2dP/PhmoLIQc/Oome8Dwd90bKzaBktg57o2Fl0zJ2vMc/gugIEgxtFAHC0J554wvAOu6dPn5bu3bvLb7/9JiIiLVq0kKuvvtq2cUVHR8u1115ruG327NkB7zcnJ0cOHz5c6PEbb7yx0GMxMTHSrFkzw/1Mnz5dcnNzAx6H0bjMXHnllYZ3Z/v0009lxYoVQR133bp1snTpUqlXr15Q+/GXUkrGjBkjIiJRUVHy0EMPhfwYDz74oOHjv/76qyxbtizkx0P40TMPekbP4A40zYOm2ds0O5w4cSL/rsJGrrrqKhtHA6vRMg9aZn3LrrjiCunRo4fhtr1798ro0aMtH8MZGzZskAceeEBat24t0dH8aNgt6JkHPaNn0BMN86Bh7nt9ecayZctM/+OnUqVKFbhoCQAQONYUHqwpeB8OeqNlHrSMlsEdaJoHTXPfz3y4piDy0DMPesb7cNAbLfOgZbQM+qJjHnTMfa8xz+C6AgSLMx0AR7vkkkvklltuMdx27kLhySeftGtI+e6++27DxxcsWCDHjh0LaJ/btm2T06dPF3isWbNmpouZli1bGj6+d+9emTVrVkBjMJKdnW26LS4uznAhnZubK/fcc4+cOnUq4OMOHjxYYmJipFWrVgHvIxDff/+9bNmyRURE2rZtK7Vr1w75Mbp06WJ692jumO9O9Iye0TO4CU2jaeFomh1mz55t+r2Ji4uTTp062TwiWImW0TI7W/bGG29IsWLFDLe9/PLLsnPnTsvHcPToUenWrZtUqFBBnn32WcuPB/vQM3pGz6AzGkbD3Pr6UkRk3759cuedd5r+lqLx48dLmTJlbB4VALgTawrWFLwPBzegZbSMlsFNaBpNc+vPfLimIPLQM3rG+3BwA1pGy2gZdEfH6JhbX2OKcF0BQoMbRQBwvKeeesrr9po1a0qXLl1sGs1ZXbt2lYoVKxZ6PDMzUyZMmBDQPn///fdCjw0YMMD0880WuiIigwYNkhMnTgQ0jvNlZmZ63d63b1/Dx//44w+5++67A7oD2YwZM+SHH36QG264QcqWLev384Px9ttv5//Zijvli4jExsaaviD47LPP5J9//rHkuAgvekbP6BnchKbRNLubZvYDsFBRSsk777xjuv3WW2+VcuXKWToG2I+W0TK7WlapUiUZOXKk4ba0tDS54447vN5xO1iZmZly4403yrZt22TixImSkJBg2bEQHvSMntEz6IyG0TC3vb4UETl27Jh06dJFdu/ebbj9mWee8frvCwDwH2sK1hS8Dwc3oGW0jJbBTWgaTXPbz3y4piBy0TN6xvtwcANaRstoGXRHx+iY215jinBdAUKHG0UAsNy5d4zydvcoM02aNPF616dBgwZJdLT/OTMbi69jjI2NlcGDBxtuGzlyZEAvXmbPnl3g77Vr15aePXuafn6DBg2kbdu2htu2b98ugwYN8nsMRtLS0rxuv+2226RSpUqG2z7++GPp3bt3obuZebNy5Uq5//77RURk4MCBPj1HKeXTYxeyfv16mTdvnoiIlC1bVm644Qa/9+GrXr16GT6enZ0t7733nmXHReDome/omQc9o2dORtN8R9M8wtk0EQnqbrK+GDt2rPz888+G2xISEuSVV16x9PgIDC3zHS3zCGfL+vTpI/379zfctnz5crnzzjsteSP01KlTcvvtt8tPP/0kr732mmvvrK07euY7euZBz+iZk9Aw39EwD7e/vjx06JC0a9dOVq1aZbi9X79+8tJLL1k6BgDQEWsK37Gm8OB9ON6HcyJa5jta5kHLaJmT0TTf0TQPt//Mh2sK9EXPfEfPPHgfjvfhnIiW+Y6WedAyWuY0dMx3dMzD7a8xua4AIaUAwGJdu3ZVIqJERH355ZcB7ePbb7/N38e5H2XKlFGZmZlBj+vcj65du/q8j9zcXNW4cWPD/bz77rt+jSczM1OVKlWqwD5mzZp1wefNnTvX8PhnPp599lmfjn/06FHVvNkTQAMAAFDpSURBVHlzw3188cUXF3z+e++953UcDRo0UGvXrr3gfqZPn65SUlKUiKgbbrjBp7ErpVSPHj0KHfPqq6/2+flndOnSJf/5/fv39/v5/qpVq5bh9ys1NVUdPnzY8uPDP/TMN/TMg57RM6ejab6haR7hbppSSt13332GX0OrVq0C2t+5vvrqKxUbG2v6fRoxYkTQx4A1aJlvaJmHE1qWnZ2t2rRpY/q13HTTTSo9PT2gfRtJT0/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|
|
"text/plain": [
|
|
"<Figure size 4200x1567.16 with 4 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 48,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig.savefig(\"end_to_end_mem.pdf\", bbox_inches=\"tight\", dpi=1000)\n",
|
|
"fig"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": ".venv",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.12.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|