1745 lines
274 KiB
Plaintext
1745 lines
274 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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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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" \"#455D7A\",\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": 2,
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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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",
|
|
"text/plain": [
|
|
"<Figure size 2100x840 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, ax = plt.subplots(\n",
|
|
" figsize=(7, 14 / 5), ncols=1, nrows=1, constrained_layout=True, dpi=300\n",
|
|
")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"labels_name = [\n",
|
|
" \"XLA\",\n",
|
|
" \"Lynx\"\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"data_base = [\n",
|
|
" 0.4619,\n",
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|
" 0.4714,\n",
|
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" 0.3613,\n",
|
|
" 0.3462,\n",
|
|
" 0.3872,\n",
|
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" 0.3650,\n",
|
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" 0.3338,\n",
|
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" 0.3487,\n",
|
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" 0.3500,\n",
|
|
" 0.6614,\n",
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" 0.4153,\n",
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" 0.3723,\n",
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" 0.3406,\n",
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" 0.3370,\n",
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" 0.3551,\n",
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" 0.3524,\n",
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" 0.3748,\n",
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" 0.3412,\n",
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" 0.3746,\n",
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" 0.3700,\n",
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" 0.3667,\n",
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" 0.3737,\n",
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" 0.3988,\n",
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" 0.3721,\n",
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" 0.3485,\n",
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" 0.3690,\n",
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" 0.3558,\n",
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" 0.3590,\n",
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" 0.3530,\n",
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" 0.3563,\n",
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" 0.3339,\n",
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" 0.3428,\n",
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" 0.3435,\n",
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" 0.3538,\n",
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" 0.3507,\n",
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" 0.3508,\n",
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" 0.3536,\n",
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" 0.3341,\n",
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" 0.3650,\n",
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" 0.3404,\n",
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" 0.3320,\n",
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" 0.3345,\n",
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" 0.3277,\n",
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" 0.3431,\n",
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" 0.3425,\n",
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" 0.3302,\n",
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" 0.3363,\n",
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" 0.3602,\n",
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" 0.3660,\n",
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" 0.3459,\n",
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" 0.3550,\n",
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" 0.3928,\n",
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" 0.3686,\n",
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" 0.3656,\n",
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" 0.3705,\n",
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" 0.3698,\n",
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" 0.3520,\n",
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" 0.3332,\n",
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" 0.3645,\n",
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" 0.4091,\n",
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" 0.3586,\n",
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" 0.3784,\n",
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" 0.3418,\n",
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" 0.3352,\n",
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" 0.3681,\n",
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" 0.3324,\n",
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" 0.3244,\n",
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" 0.3668,\n",
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" 0.3729,\n",
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" 0.3581,\n",
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" 0.3584,\n",
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" 0.3179,\n",
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" 0.3766,\n",
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" 0.3701,\n",
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" 0.3732,\n",
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" 0.3431,\n",
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" 0.3487,\n",
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" 0.3482,\n",
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" 0.3649,\n",
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" 0.3641,\n",
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" 0.3486,\n",
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" 0.3493,\n",
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" 0.3323,\n",
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" 0.3273,\n",
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" 0.3359,\n",
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" 0.3514,\n",
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" 0.3409,\n",
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" 0.3502,\n",
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"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
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"data_lynx = [0.46289,\n",
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"0.77344,\n",
|
|
"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"cnt = 150\n",
|
|
"x_data = list(range(1, len(data_base) + 1))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"legend_labels = [\"XLA\", \"DLRover-Lynx\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"Text(13.333333333333346, 0.5, 'Loss')"
|
|
]
|
|
},
|
|
"execution_count": 8,
|
|
"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": 9,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<matplotlib.legend.Legend at 0x7fbf8a7ae900>"
|
|
]
|
|
},
|
|
"execution_count": 9,
|
|
"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": 10,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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|
|
"text/plain": [
|
|
"<Figure size 2100x840 with 1 Axes>"
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"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": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.12.9"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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