DIGITS-CNN/cars/architecture-investigations/architecture.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "e156c77a",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib as mpl\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "markdown",
"id": "0456f690",
"metadata": {},
"source": [
"# Dense Layers\n",
"\n",
"Exponential LR Decay: 0.98\n",
"\n",
"100 Epochs\n",
"\n",
"## Index\n",
"0. fc layers\n",
"1. nodes per layer\n",
"2. top-1 accuracy\n",
"3. top-5 accuracy\n",
"4. last val loss\n",
"5. last val accuracy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "da786662",
"metadata": {},
"outputs": [],
"source": [
"fc_results = np.array([\n",
" [1, 512, 49.29, 73.93, 2.95, 53.25],\n",
" [1, 1024, 40.7, 68.38, 3.66, 45.22],\n",
" [1, 2048, 32.12, 58.93, 4.66, 35.72],\n",
" [1, 4096, 24.03, 46.76, 5.61, 27.94],\n",
" [1, 8192, 19.70, 41.01, 6.42, 23.96],\n",
" \n",
" [2, 512, 56.64, 82.46, 1.94, 60.23],\n",
" [2, 1024, 56.39, 81.53, 2.08, 60.91],\n",
" [2, 2048, 51.39, 79.00, 2.38, 56.74],\n",
" [2, 4096, 44.41, 71.83, 3.04, 47.61], # DEFAULT ALEXNET\n",
" [2, 8192, 37.74, 64.36, 3.60, 42.40],\n",
" \n",
" [3, 512, 30.7, 65.16, 2.57, 30.82],\n",
" [3, 1024, 48.36, 76.65, 2.30, 49.88],\n",
" [3, 2048, 54.11, 80.48, 2.38, 58.21],\n",
" [3, 4096, 54.48, 82.09, 2.39, 57.17],\n",
" [3, 8192, 50.71, 78.57, 2.55, 55.88],\n",
" \n",
" [4, 512, 0.8, 2.1, 5.29, 0.55],\n",
" [4, 1024, 0.8, 2.1, 5.29, 0.55],\n",
" [4, 2048, 25.45, 60.9, 2.84, 28.55],\n",
" [4, 4096, 41.14, 73.81, 2.81, 46.32],\n",
" [4, 8192, 49.85, 77.58, 2.97, 53.92]\n",
"])\n",
"\n",
"fc_0_results = [0, 196, 28.91, 54.05, 6.52, 33.21]\n",
"\n",
"layers = [1, 2, 3, 4]\n",
"nodes = [512, 1024, 2048, 4096, 8192]\n",
"\n",
"fc_matrix = np.zeros((4, 5))\n",
"for i in fc_results:\n",
" fc_matrix[layers.index(i[0]), nodes.index(i[1])] = i[2]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "c0064d43",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"X, Y = np.meshgrid(layers, nodes)\n",
"\n",
"# fig = plt.figure(figsize=(8, 5))\n",
"fig = plt.figure()\n",
"ax = plt.axes(projection='3d')\n",
"\n",
"surf = ax.plot_surface(X, Y, fc_matrix.T, cmap='viridis')\n",
"\n",
"ax.set_title('Accuracy with Different MLP Configurations')\n",
"ax.set_xlabel('Fully Connected Layers')\n",
"ax.set_ylabel('Nodes Per Layer')\n",
"ax.set_zlabel('Top-1 % Test Accuracy')\n",
"\n",
"ax.view_init(50, -150)\n",
"fig.colorbar(surf, shrink=0.3, aspect=6)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "72a7412c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plt.plot([196], fc_0_results[2], 'x-', label=f'0 Layers')\n",
"\n",
"for i in layers:\n",
" plt.plot(nodes, fc_matrix[i-1, :], 'x-', label=f'{i} Layers')\n",
"\n",
"plt.annotate('Standard\\nAlexNet', \n",
" (4096, fc_matrix[layers.index(2), nodes.index(4096)]),\n",
" textcoords=\"offset points\",\n",
" xytext=(40, 10),\n",
" ha='center',\n",
" arrowprops={\n",
" 'arrowstyle': 'simple'\n",
" }\n",
" )\n",
" \n",
"plt.title('Accuracy for Varied Dense Layers')\n",
"plt.xlabel('Nodes Per Layer')\n",
"plt.ylabel('Top-1 % Test Accuracy')\n",
"\n",
"plt.grid()\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6e359c36",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.9.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}