mirror of
https://github.com/c-sooyoung/lemon-sandbox.git
synced 2026-09-17 11:59:07 +09:00
166 lines
271 KiB
Plaintext
166 lines
271 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "65e78297",
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt"
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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": 8,
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"id": "033186ec",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(3, 564)\n"
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]
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}
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],
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"source": [
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"result_dir = \"/home/swim/bo-ptycho/results/Si8V2_2/260815\"\n",
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"train_x = np.load(os.path.join(result_dir, 'train_x.npy')).T\n",
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"train_y = np.load(os.path.join(result_dir, 'train_y.npy')).T\n",
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"\n",
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"xparams = [\n",
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" 'defocus [A]',\n",
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" 'layers',\n",
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" 'thickness [A]'\n",
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"]\n",
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"\n",
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"print(train_x.shape)"
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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": 9,
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"id": "a5d079f2",
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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 1500x300 with 5 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"EPSILON = 1e-4\n",
|
|
"START = 64\n",
|
|
"END = None\n",
|
|
"\n",
|
|
"sort_index = np.argsort(train_y)\n",
|
|
"x = train_x[:,sort_index]\n",
|
|
"y = train_y[sort_index]\n",
|
|
"y_scaled = np.log(-y + y[-1] + EPSILON)\n",
|
|
"train_y_scaled = np.log(-train_y + y[-1] + EPSILON)\n",
|
|
"\n",
|
|
"fig, ax = plt.subplots(1, 5, figsize=(15,3))\n",
|
|
"ax[0].plot(-train_y, 'k.')\n",
|
|
"ax[0].set_title(\"$-\\\\log(\\\\mathtt{fourier\\\\_error})$\")\n",
|
|
"ax[1].plot(train_y_scaled, 'k.')\n",
|
|
"ax[1].set_title(\"Scaled\")\n",
|
|
"ax[2].sharey(ax[0])\n",
|
|
"ax[2].plot(-y, 'k')\n",
|
|
"ax[2].set_title(\"Ordered\")\n",
|
|
"ax[3].plot(y_scaled, 'k')\n",
|
|
"ax[3].set_title(\"Scaled\")\n",
|
|
"ax[4].plot(y_scaled[START:END], 'k')\n",
|
|
"ax[4].set_title(f\"Cropped $\\\\mathtt{{[{START}:{END}]}}$\")\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "71fb1484",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 900x600 with 6 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" Best BO trial : index 391\n",
|
|
" defocus [A] : -200.06\n",
|
|
" layers : 23.00\n",
|
|
" thickness [A] : 337.54\n",
|
|
" log fourier : -0.47124\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"fig, axs = plt.subplots(2, len(x), figsize=(3*len(x), 6), sharey='row', sharex='col')\n",
|
|
"for i, axi in enumerate(axs[0]):\n",
|
|
" axi.scatter(x[i][START:END], -y[START:END], c=y_scaled[START:END], cmap='coolwarm', s=10)\n",
|
|
" axi.set_title(f\"Best value: {x[i,-1]:.1f}\")\n",
|
|
"\n",
|
|
"axs[0][0].set_ylabel('$- \\\\log (\\\\mathtt{fourier\\\\_error})$')\n",
|
|
"\n",
|
|
"for i, axi in enumerate(axs[1]):\n",
|
|
" axi.scatter(x[i][START:END], y_scaled[START:END], c=y_scaled[START:END], cmap='coolwarm', s=10)\n",
|
|
" axi.set_xlabel(xparams[i])\n",
|
|
"axs[1][0].set_ylabel('Scaled')\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"print(f\" Best BO trial : index {train_y.argmax()}\")\n",
|
|
"print(\"\\n\".join([f'{xparams[i]:>15} : {x[i, -1]:> 9.2f}' for i in range(len(xparams))]))\n",
|
|
"print(f\" log fourier : {-y[-1]:9.5f}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "63358241",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "lemon",
|
|
"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": "3.12.12"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|