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paper_note/lynx/loss.ipynb
yezhengmao1 e95a7afbf5 [lynx]
2025-04-16 12:57:32 +00:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
"plt.rcParams[\"font.size\"] = 16\n",
"\n",
"g_label_fontsize = 16\n",
"\n",
"colors = [\n",
" \"#455D7A\",\n",
" \"#233142\",\n",
" \"#F95959\",\n",
"]\n",
"\n",
"edgecolors = [\n",
" \"#FFFFFF\",\n",
" \"#FFFFFF\",\n",
" \"#FFFFFF\",\n",
"]\n",
"\n",
"hatches = [\"\\\\\\\\\", \"\", \"\"]"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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8efNUqVKloNUDAGXFbj3eMAzdd999bh+0VaxY0fTywgBgd3bp882bN3eLZWVl6cUXX/Q616pVq1y2O3furMaNG/tcGwCEg1C9Fd7JkydNb6Pt63mqSZMmpmsNlc9eQ/P/AkLO559/bhqvV6+eT/kaNWqkcuXKucW//vprn/J5wg5rAIBACPf+2KhRI40YMaJUckVERJhO0iYkJJRKfgAIhnDv856YPn26li9fLkl6+umn1blz56DVAgBlyW49fs6cOVq9erVb/MEHH1SNGjXKpAYACCV26fMdO3Y0vZXTc889p+3bt3ucJzc3VwsWLHCJjR071u/6ACDU+XKVorKwYsUKFRQUuMV9PU+VL19e9evXd4uvXr1ahYWFPuUsTQxWwCPr1q0zjV966aU+5YuMjFTdunXd4jt37tTJkyd9ylkSO6wBAAKB/uiqatWqbrGWLVsGoRIAKB127/Pbt2/XE088Ien3b6s988wzZV4DAASLnXr8+fPnNX78eLd4VFSU6a1BAOBCYJc+X6FCBdPbr+bl5emmm27S0aNHPcozbdo0lzoHDhyoG2+8sdTqBAB4p7TPU5LUsGFDt1h2dra2bNnic87SwmAFPLJ+/XrTuD+/GDVr1nSLGYahzZs3+5yzOHZYAwAEAv3Rldn9Pbt06RKESgCgdNi5z+fl5enOO+9Ubm6uKlWqpPfeey9kv8UBAIFgpx4/a9YsHTp0yC2elJTk0/2ZAcAO7NTnn3jiCdPX6ocPH9b111+vffv2Fbv/Tz/9pH/961/O7TZt2mjmzJmlXicAwHOBGKwwO09Jv58Hgo3BCpTo6NGjltOq/vxixMfHm8Z37Njhc04rdlgDAAQC/dHdkSNHXLYrVKigbt26BakaAPCP3fv8k08+qa1bt0qSXnnlFdNvNQCAXdmtx0+ePNk0PnTo0IAeFwBCld36fJMmTfTkk0+aPrZnzx516tRJq1atMn386NGj6tu3r3JzcyVJV111lVasWKEKFSoErF4AQPGKioq0bds208fC8TzlCQYrUKIDBw5YPubPL4bVvTH37t3rc04rdlgDAAQC/dHVyZMndfz4cZfYwIED+UMdQNiyc5//6quvNG3aNEnSgAEDdNddd5XZsQEgFNipx69evdr0m8pVqlRRz549ndunTp3SvHnzdM8996h169ZKSEhQdHS0ateurY4dO+qZZ57R9u3bA1YnAJQlO/X5P4wdO9byyyuZmZnq3r27Zs2a5RI/efKkunfvrsOHD0v6/bX/8uXLVaVKlYDXCwCwlpaWpvz8fNPHwvU8VRIGK1Ci1NRU03hsbKwqVqzoc97o6GjTeHp6us85rdhhDQAQCPRHV6tXr3bZdjgcGjlyZJCqAQD/2bXPZ2VlaciQITIMQ3Xr1tXrr79eJscFgFBipx4/e/Zs03jv3r1Vrlw57dixQ3//+9916aWXatCgQZo1a5a2bt2q48ePKz8/X8eOHdOGDRs0ceJEtWzZUoMGDXIbmAaAcGOnPv+HqKgoLVq0SFdccYXp4+fPn9c999yjf/zjHyoqKlJ6erq6du2qnTt3Kjo6WjNmzND8+fP5AgwAhACr85QkJSQk+Jw32O85FYfBCpTor5dE/4O/L16sfjEC8YevHdYAAIFAf3S1ePFil+2BAweqZcuWwSkGAEqBXfv8Aw88oKNHjyoiIkLvvfeeLr744jI5LgCEErv0+KKiIi1ZssT0sauuukqPPPKIWrVqpZkzZ+rcuXOKjY1V3bp1ValSJcuc8+bNU4sWLbRhw4aA1AwAZcEuff6vKleurOXLl+vKK6+0fM5LL72kpKQkXXvttdq+fbvatWunH3/8USNGjCiTGgEAJbM6T0n+nauCfZ4qDoMVKFF2drZpPFAv4KyO5w87rAEAAoH++H9ycnL0ySefOLejoqL0r3/9K4gVAYD/7Njn586dqwULFkiSxowZo2uvvTbgxwSAUGSXHr9p0yadOnXK9LHHH39cM2bMUNWqVTVu3Dht2bJFOTk5OnjwoLKzs/Xzzz/rkUce0UUXXeS2b2Zmprp166ZVq1YFpG4ACDS79Hkz1atX19dff61OnTpZPuezzz7Tvn371KVLF3333Xdq0aJFmdUHAChZceeN8uXL+5w3FM5TVhisQIl+++0307g/vxSSFBkZaRrPy8vzK68ZO6wBAAKB/vh/5s6d6/LiLDk5WZdddlkQKwIA/9mtz6empurhhx+WJLVv317PPvtsQI8HAKHMLj3+66+/LvbxcePG6cCBAxo/frxatWrl8ljz5s01ffp0rV69WtWqVXPbNycnR7fddpuOHTtWqjUDQFmwS5+3EhcXp6+//lq33HJLsc9btWqVHnroIZ0/f76MKgMAeMLqPBUTEyOHw+Fz3lA5T5lhsAIlsvrF8HcytrCw0DSen5/vV14zdlgDAAQC/fF3+fn5eumll5zbTZo00bhx44JYEQCUDjv1+aKiIg0ePFjZ2dmKjY3VvHnzFBUVFbDjAUCos0uP37x5s2m8Q4cO2rlzp8aPH6/Y2Nhic3Tq1EmfffaZypUr5/ZYRkaGBg8eXBqlAkCZskufL0758uX18ccf65577in2eW+88Ya6du2qEydOlFFlAICSXAjnqb9isAIlMgzDNO7vZGxRUZFp3OoSL/6wwxoAIBDoj7978803lZqaKun3idiZM2eGbK0A4A079fl///vf+vbbbyVJ06dPV+PGjQN2LAAIB3bp8bt27TKNJyUlqW7duh7n6dixo5566inTx7766it99dVXPtUHAMFilz5fklWrVmnp0qWKiooq9tYga9euVefOnbVnz54yrA4AYOVCOU/9GYMVKFHFihUDkjc3N9c07u8kkxk7rAEAAoH++Pu9l/98dYpnn31W11xzTRArAoDSY5c+v3HjRudtP/r161fiN9oA4EJglx6/d+9e03j9+vW9zjV69GhVrVrV9LEXXnjB63wAEEx26fPFmTx5srp3766srCwtXLhQa9eu1T//+U/L5+/fv1+dO3fWd999V4ZVAgDMXAjnqb9isAIlqlSpkmnc6h+2p6zuhePvJJMZO6wBAAKB/ig9+uijOnXqlCTpxhtv1JNPPhnkigCg9Nihz//222+68847df78eV1yySV66623Sv0YABCO7NDjz58/r7Nnz5o+dskll3idLzY2Vg899JDpYytWrHC+7geAcGCHPm+lsLBQDz74oJKTk1VUVKRZs2YpKSlJERERev755/XOO++Y3t5Jkk6dOqWePXtq/fr1ZVYvAMCdnc9TVhisQIkC9YuRk5NjGo+Li/Mrrxk7rAEAAuFC749LlizRu+++K0lq0KCB3nvvPTkcjiBXBQClxw59/rHHHtOePXvkcDj0zjvvWH4TGQAuNHbo8VZDFZKUkJDgU06rqxoZhqHVq1f7lBMAgsEOfd5MYWGhBgwYoNdff12SNHLkSN15550uz7nrrrv05ZdfWtaUnZ2tnj17atu2bYEuFwBgwa7nqeIwWIESValSxTTu7y9Gdna2abxevXp+5TVjhzUAQCBcyP3xyJEjuvvuuyVJVatW1bJly1StWrUgVwUApSvc+/zSpUv1xhtvSPr98u7dunUr1fwAEM7CvcdLv1+VyIqvr83r1aunVq1amT72/fff+5QTAILBDn3+rwzD0JAhQ/Txxx9Lkho2bKjnn3/e9LldunTRmjVrVLt2bdPHz549qz59+igrKytg9QIArNnxPFUSBitQoiZNmpjGrSaGPHX69GnTeN26df3Ka8YOawCAQLhQ++P58+c1YMAAZWZmqly5ckpJSbH8bwEA4Szc+/yfv3U8efJkORwOn36GDRtmmt/q+QAQDsK9x0vSRRddZPlY5cqVfc7bs2dP03h6errPOQGgrNmhz//VpEmTNG/ePOf2c889p+joaMvnX3755VqzZo3q169v+vjBgweVnJxc2mUCADxgdZ4qLCz0a7gilD9bYLACJWrRooVpPCMjQwUFBT7nzcjIMI1bvUjyhx3WAACBcKH2x4cfflhr165VRESE5s6dq8TExGCXBAABEe59/sSJE6WaDwDsJNx7vCTFxsZaPlauXDmf87Zs2dI0npmZ6XNOAChrdujzf/b9999r7Nixzu1LLrlE/fv3L3G/hg0b6ptvvrH8QO3tt9/Wjz/+WGp1AgA8U6dOHcth6LS0NJ/zhvJnCwxWoERVq1Y1va9lUVGRjh075nPe48ePm8bbtm3rc04rdlgDAATChdgfX331Vedl5WfMmKE77rgjyBUBQOBciH0eAC4UdujxFStWtByuyMvL8zmv1YeR+fn5PucEgLJmhz7/Zw8//LCKioqc2/369VNUVJRH+9avX19ffvmlqlevbvr45MmTS6VGAIB3mjdvbho/evSozzlD+T0nBivgkdatW5vGjxw54lO+3NxcnTx50i1eo0YNXXbZZT7lLIkd1gAAgXAh9cdPP/1UI0eOlCQ9++yzGj58eFDrAYCycCH1eQC40Nihxzds2NA0furUKZ9z1qxZ0zRerVo1n3MCQDDYoc9L0sqVK/XDDz+4xLp16+ZVjiZNmmjhwoWmwxgpKSk6d+6cXzUCALxX2ucpSTp8+LBbLCIiQh06dPA5Z2lhsAIe6dWrl2n8wIEDPuVLTU01jXfq1MmnfJ6wwxoAIBAulP743XffacCAASosLNTIkSNdLj8JAHZ2ofR5ALgQ2aHHX3755aZxX9cgSZUqVTKNW33TGQBClR36vCTNmzfPLWbV/4uTmJio8ePHu8Xz8vK0bt06X0oDAPihtM9T586dM70tbIsWLSxf45clBivgkaSkJNP4Tz/95FO+vXv3msb79OnjUz5P2GENABAIF0J/3L59u2666Sb99ttvGjJkiKZNmxa0WgCgrIVznzcMo1R+Zs+e7VV+AAgX4dzj/3D11Vebxrdv3+5zTqvbi/jyIR4ABJMd+rwkrVmzxi1mdpsTTyQnJ6tevXpu8X379vmUDwDgu+7duysmJsYt7ut5at++fab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"text/plain": [
"<Figure size 2100x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(\n",
" figsize=(7, 14 / 6), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"labels_name = [\n",
" \"XLA\",\n",
" \"Lynx\"\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"data_base = [\n",
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},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
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"]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"cnt = 150\n",
"x_data = list(range(1, len(data_base) + 1))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"legend_labels = [\"XLA\", \"Lynx\"]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(13.333333333333332, 0.5, 'Loss')"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.plot(\n",
" x_data[:cnt],\n",
" data_base[1 : cnt + 1],\n",
" color=colors[1],\n",
" label=legend_labels[0],\n",
")\n",
"ax.plot(x_data[:cnt], data_lynx[:cnt], color=colors[2], label=legend_labels[1])\n",
"\n",
"ax.grid(True)\n",
"\n",
"ax.set_xlabel(\"Training iteration\")\n",
"ax.set_ylabel(\"Loss\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f4134195430>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.legend(\n",
" ncol=3,\n",
" loc=\"upper center\",\n",
" frameon=False,\n",
" shadow=False,\n",
" fontsize=g_label_fontsize,\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
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"text/plain": [
"<Figure size 2100x700 with 1 Axes>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fig.savefig(\"loss.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
}
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