674 lines
1.1 MiB
674 lines
1.1 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 66,
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"id": "3c568ab9",
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"metadata": {},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import matplotlib as mpl\n",
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"from matplotlib import pyplot as plt\n",
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"\n",
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"fig_dpi = 200\n",
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"lw = 3"
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]
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},
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{
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"cell_type": "markdown",
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"id": "7ecc547f",
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"metadata": {},
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"source": [
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"# Fixed Learning Rate\n",
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"80/10/10 Split, 100/200 epochs\n",
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"\n",
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"## Index\n",
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"0. learning rate\n",
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"1. top-1 accuracy\n",
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"2. top-5 accuracy\n",
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"3. last val loss\n",
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"4. last val accuracy"
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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": 67,
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"id": "1b2471d2",
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"metadata": {},
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"outputs": [],
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"source": [
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"fixed_results_200e = np.array([\n",
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" [1e-6, 0.31, 2.84, 5.28, 0.67],\n",
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" [1e-5, 0.8, 2.59, 5.28, 0.55],\n",
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" [1e-4, 6.98, 17.23, 4.6, 7.41],\n",
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" [1e-3, 21.56, 44.72, 4.97, 26.9],\n",
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" [5e-3, 39.35, 66.83, 3.34, 43.5],\n",
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" [1e-2, 13.65, 30.02, 4.15, 17.46],\n",
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" [5e-2, 1.79, 6.73, 5.13, 1.78],\n",
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" [1e-1, 0.8, 2.78, 5.29, 0.55]\n",
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"])\n",
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"\n",
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"fixed_results_100e = np.array([\n",
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" [1e-6, 0.31, 2.9, 5.28, 0.67],\n",
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" [1e-5, 0.8, 2.1, 5.28, 0.55],\n",
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" [1e-4, 2.35, 8.28, 5.00, 2.63],\n",
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" [1e-3, 18.47, 40.09, 4.55, 23.41],\n",
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" [5e-3, 35.52, 63.19, 3.33, 40.93],\n",
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" [1e-2, 22.42, 47.19, 3.59, 27.02],\n",
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" [5e-2, 2.47, 9.02, 5.07, 2.14],\n",
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" [1e-1, 0.8, 2.53, 5.28, 0.55]\n",
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"])"
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]
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},
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{
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"cell_type": "markdown",
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"id": "ca34155e",
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"metadata": {},
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"source": [
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"## 100 Epochs"
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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": 68,
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"id": "c664a31c",
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"metadata": {},
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"outputs": [
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{
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"output_type": "display_data",
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"data": {
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|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 1], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 2], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 4], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Fixed Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Learning Rate')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('fixed-accuracy.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 69,
|
||
"id": "bf5fa35b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
|
||
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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(fixed_results_100e[:, 0], fixed_results_100e[:, 3], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Fixed Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Learning Rate')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('fixed-loss.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "ff7746a4",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 200 Epochs"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 70,
|
||
"id": "9f4a799f",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 1], 'x-', label=\"Top-1 Accuracy\")\n",
|
||
"plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 2], 'x-', label=\"Top-5 Accuracy\")\n",
|
||
"plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 4], 'x-', label=\"Final Val. Accuracy\")\n",
|
||
"\n",
|
||
"plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Fixed Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Learning Rate')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 71,
|
||
"id": "cdf18f4a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 1 Axes>",
|
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|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(fixed_results_200e[:, 0], fixed_results_200e[:, 3], 'x-', label=\"Final Validation Loss\")\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Fixed Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Learning Rate')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "01a797d7",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Step-Down\n",
|
||
"80/10/10 Split, 100 epochs\n",
|
||
"\n",
|
||
"## Index\n",
|
||
"0. learning rate\n",
|
||
"1. step size\n",
|
||
"2. gamma\n",
|
||
"3. top-1 accuracy\n",
|
||
"4. top-5 accuracy\n",
|
||
"5. last val loss\n",
|
||
"6. last val accuracy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 72,
|
||
"id": "a9023eeb",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"step_down_results = np.array([\n",
|
||
" [1e-2, 0.33, 0.1, 43.79, 70.85, 2.79, 47.24],\n",
|
||
" [1e-2, 0.33, 0.25, 45.52, 73.07, 2.90, 49.88],\n",
|
||
" [1e-2, 0.33, 0.5, 45.71, 71.71, 2.89, 49.39],\n",
|
||
" [1e-2, 0.33, 0.75, 40.09, 68.19, 3.00, 46.38]\n",
|
||
"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 73,
|
||
"id": "9b32b8fe",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
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"text/plain": "<Figure size 1000x800 with 1 Axes>",
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},
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"metadata": {
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"needs_background": "light"
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}
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}
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||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Step-Down Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Step-down Scale Factor, γ')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"# plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('step-down-accuracy.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 74,
|
||
"id": "69c98182",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
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"text/plain": "<Figure size 432x288 with 1 Axes>",
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|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.plot(step_down_results[:, 2], step_down_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Step-Down Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Gamma, γ')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f9c67f09",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Exponential Decay\n",
|
||
"80/10/10 Split, 100 epochs\n",
|
||
"\n",
|
||
"## Index\n",
|
||
"0. learning rate\n",
|
||
"1. decay rate\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": 75,
|
||
"id": "5322e4d4",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"exp_results = np.array([\n",
|
||
" [1e-2, 0.70, 2.35, 8.09, 4.97, 2.75],\n",
|
||
" [1e-2, 0.80, 5.0, 15.57, 4.61, 7.23],\n",
|
||
" [1e-2, 0.90, 25.88, 52.5, 3.28, 29.17],\n",
|
||
" [1e-2, 0.925, 37.43, 63.37, 3.13, 40.81],\n",
|
||
" [1e-2, 0.95, 44.1, 71.22, 2.99, 48.84],\n",
|
||
" [1e-2, 0.98, 44.41, 71.83, 3.04, 47.61],\n",
|
||
" [1e-2, 0.99, 42.43, 69.55, 3.25, 45.47],\n",
|
||
" \n",
|
||
" [1e-1, 0.85, 12.91, 34.96, 3.85, 14.89],\n",
|
||
" [1e-1, 0.9, 0.8, 2.29, 5.29, 0.55]\n",
|
||
"])\n",
|
||
"two_results = 7"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 76,
|
||
"id": "959af09b",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
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|
||
},
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||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 2], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 3], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 5], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Exponential Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Decay Rate, λ')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"# plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('exp-accuracy.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 77,
|
||
"id": "fe8641ec",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
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|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(exp_results[:two_results, 1], exp_results[:two_results, 4], 'x-', label=\"Final Validation Loss\", lw=lw)\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Exponential Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Decay Rate, λ')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('exp-loss.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "3dfbd4bb",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Sigmoid Decay\n",
|
||
"80/10/10 Split, 100 epochs\n",
|
||
"\n",
|
||
"## Index\n",
|
||
"0. learning rate\n",
|
||
"1. step size\n",
|
||
"2. gamma\n",
|
||
"3. top-1 accuracy\n",
|
||
"4. top-5 accuracy\n",
|
||
"5. last val loss\n",
|
||
"6. last val accuracy"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 78,
|
||
"id": "dc7ccd8d",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"sig_results = np.array([\n",
|
||
" [1e-2, 50, 0.05, 46.94, 72.88, 2.79, 52.94],\n",
|
||
" [1e-2, 50, 0.1, 45.95, 73.63, 2.65, 51.29],\n",
|
||
" [1e-2, 50, 0.15, 41.94, 68.56, 2.94, 47.49],\n",
|
||
" [1e-2, 50, 0.2, 41.82, 68.13, 2.82, 45.16]\n",
|
||
"])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 79,
|
||
"id": "5ab4be17",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 1000x800 with 1 Axes>",
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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"fig = plt.figure(figsize=(5, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 3], 'x-', label=\"Top-1 Accuracy\", lw=lw)\n",
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 4], 'x-', label=\"Top-5 Accuracy\", lw=lw)\n",
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 6], 'x-', label=\"Final Val. Accuracy\", lw=lw)\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Accuracy for Sigmoid Learning Rates')\n",
|
||
"plt.ylabel('% Accuracy')\n",
|
||
"plt.xlabel('Gamma, γ')\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"# plt.xscale('log')\n",
|
||
"plt.grid()\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('sig-accuracy.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 80,
|
||
"id": "49f5ca1a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
|
||
"text/plain": "<Figure size 432x288 with 1 Axes>",
|
||
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||
},
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"metadata": {
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"needs_background": "light"
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}
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||
}
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||
],
|
||
"source": [
|
||
"plt.plot(sig_results[:, 2], sig_results[:, 5], 'x-', label=\"Final Validation Loss\")\n",
|
||
"\n",
|
||
"# plt.ylim(0)\n",
|
||
"\n",
|
||
"plt.title('Final Validation Loss for Sigmoid Learning Rates')\n",
|
||
"plt.ylabel('Loss')\n",
|
||
"plt.xlabel('Gamma, γ')\n",
|
||
"\n",
|
||
"# plt.legend()\n",
|
||
"plt.grid()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
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||
"cell_type": "markdown",
|
||
"id": "be993da6",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Best\n",
|
||
"\n",
|
||
"100 Epochs\n",
|
||
"\n",
|
||
"top-1 accuracy indexes: 1, 3, 2, 3"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 81,
|
||
"id": "6ab2b999",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"output_type": "display_data",
|
||
"data": {
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"text/plain": "<Figure size 1200x800 with 1 Axes>",
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\n"
|
||
},
|
||
"metadata": {
|
||
"needs_background": "light"
|
||
}
|
||
}
|
||
],
|
||
"source": [
|
||
"\n",
|
||
"best_top_1_results = list()\n",
|
||
"best_labels = list()\n",
|
||
"\n",
|
||
"# Fixed\n",
|
||
"b_fixed = fixed_results_100e[np.argmax(fixed_results_100e[:, 1])]\n",
|
||
"best_top_1_results.append(b_fixed[1:3])\n",
|
||
"best_labels.append(f'Fixed\\n{b_fixed[0]}')\n",
|
||
"\n",
|
||
"# Step Down\n",
|
||
"b_sd = step_down_results[np.argmax(step_down_results[:, 3])]\n",
|
||
"best_top_1_results.append(b_sd[3:5])\n",
|
||
"best_labels.append(f'Step Down\\n{b_sd[0]}, S: {b_sd[1]},\\nγ: {b_sd[2]}')\n",
|
||
"\n",
|
||
"# Exp\n",
|
||
"b_exp = exp_results[np.argmax(exp_results[:, 2])]\n",
|
||
"best_top_1_results.append(b_exp[2:4])\n",
|
||
"best_labels.append(f'Exponential\\n{b_exp[0]}, λ: {b_exp[1]}')\n",
|
||
"\n",
|
||
"# Sig\n",
|
||
"b_sig = sig_results[np.argmax(sig_results[:, 3])]\n",
|
||
"best_top_1_results.append(b_sig[3:5])\n",
|
||
"best_labels.append(f'Sigmoid\\n{b_sig[0]}, S: {b_sig[1]},\\nγ: {b_sig[2]}')\n",
|
||
"\n",
|
||
"fig = plt.figure(figsize=(6, 4))\n",
|
||
"fig.set_dpi(fig_dpi)\n",
|
||
"\n",
|
||
"# print(best_top_1_results)\n",
|
||
"# print(best_labels)\n",
|
||
"# print(best_top_1_results)\n",
|
||
"plt.barh(range(len(best_labels)), [i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-1')\n",
|
||
"plt.barh(range(len(best_labels)), [i[1] - i[0] for i in best_top_1_results], tick_label=best_labels, label='Top-5', left=[i[0] for i in best_top_1_results])\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(axis='x')\n",
|
||
"plt.title('Best Test Accuracy for Learning Schedule Policies')\n",
|
||
"plt.xlabel('% Test Accuracy')\n",
|
||
"plt.ylabel('Learning Schedule Policies')\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.savefig('best-barh.png')\n",
|
||
"\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "8f36766a",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"name": "pythonjvsc74a57bd0333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b",
|
||
"display_name": "Python 3.9.3 ('.venv': venv)"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.3"
|
||
},
|
||
"metadata": {
|
||
"interpreter": {
|
||
"hash": "333605e348ea7c6bf4ca805dbc845da062650cb5bf1d8f33f5f4a9d3bca7d68b"
|
||
}
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
} |