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@aabiddanda
Last active June 7, 2018 14:18
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{
"cells": [
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np \n",
"import scipy\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"'''\n",
" Returns the number of divisors of an integer\n",
" n - integer we want to find the number of divisors of\n",
"'''\n",
"def num_div(n):\n",
" # Finding sqrt (since we only need iterate to there)\n",
" ulim = np.ceil(np.sqrt(n))\n",
" ulim = int(ulim)\n",
" # Finding perfect divisors\n",
" res = (n % np.arange(1, ulim+1) == 0)\n",
" div = np.sum(res)\n",
" return(div)\n",
"\n",
"# Vectorizing the above function to apply on np.arrays\n",
"num_div_vec = np.vectorize(num_div)\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"'''\n",
" Calculates Mersenne Primes up to n\n",
"'''\n",
"def mersenne_primes(n):\n",
" x = np.arange(0,n+1)\n",
" y = 2**x - 1\n",
" return(y[(num_div_vec(y) == 1)])\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"n_pow = 32\n",
"valid_mersenne = mersenne_primes(n_pow)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"'''\n",
" Creates the ulam spiral in a grid (just the numbers)\n",
"'''\n",
"def make_spiral(arr):\n",
" nrows, ncols= arr.shape\n",
" idx = np.arange(nrows*ncols).reshape(nrows,ncols)[::-1]\n",
" spiral_idx = []\n",
" while idx.size:\n",
" spiral_idx.append(idx[0])\n",
" # Remove the first row \n",
" idx = idx[1:]\n",
" # Rotate the rest of the array anticlockwise\n",
" idx = idx.T[::-1]\n",
" # Make a flat array of indices spiralling \n",
" # into the array.\n",
" spiral_idx = np.hstack(spiral_idx)\n",
" # Index into a flattened version of our \n",
" spiral = np.empty_like(arr)\n",
" spiral.flat[spiral_idx] = arr.flat[::-1]\n",
" return(spiral)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 4.74 ms, sys: 2.28 ms, total: 7.02 ms\n",
"Wall time: 5.65 ms\n"
]
}
],
"source": [
"%%time\n",
"n = 10\n",
"arr = np.arange(1,(n**2)+1)\n",
"spiral_arr = make_spiral(arr.reshape(n,n))\n",
"ulam_num_div = num_div_vec(spiral_arr)\n",
"primes_ulam = np.array((ulam_num_div == 1), dtype=np.int32)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 73, 74, 75, 76, 77, 78, 79, 80, 81, 82],\n",
" [ 72, 43, 44, 45, 46, 47, 48, 49, 50, 83],\n",
" [ 71, 42, 21, 22, 23, 24, 25, 26, 51, 84],\n",
" [ 70, 41, 20, 7, 8, 9, 10, 27, 52, 85],\n",
" [ 69, 40, 19, 6, 1, 2, 11, 28, 53, 86],\n",
" [ 68, 39, 18, 5, 4, 3, 12, 29, 54, 87],\n",
" [ 67, 38, 17, 16, 15, 14, 13, 30, 55, 88],\n",
" [ 66, 37, 36, 35, 34, 33, 32, 31, 56, 89],\n",
" [ 65, 64, 63, 62, 61, 60, 59, 58, 57, 90],\n",
" [100, 99, 98, 97, 96, 95, 94, 93, 92, 91]])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Showing the actual ulam spiral\n",
"spiral_arr"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 12.2 ms, sys: 4.54 ms, total: 16.7 ms\n",
"Wall time: 17.8 ms\n",
"CPU times: user 4.41 s, sys: 44 ms, total: 4.45 s\n",
"Wall time: 4.49 s\n"
]
}
],
"source": [
"n_1 = 500\n",
"arr_1 = np.arange(1,(n_1**2)+1)\n",
"%time spiral_arr_1 = make_spiral(arr_1.reshape(n_1,n_1))\n",
"%time ulam_num_div_1 = num_div_vec(spiral_arr_1)\n",
"primes_ulam_1 = np.array((ulam_num_div_1 == 1), dtype=np.int32)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Just plotting the Prime Positions\n",
"plt.figure(figsize=(6,6))\n",
"plt.imshow(primes_ulam_1, cmap='binary')\n",
"plt.xticks([]);\n",
"plt.yticks([]);"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,6))\n",
"plt.imshow(np.log10(ulam_num_div_1), cmap='viridis_r')\n",
"plt.colorbar(label='$\\log_{10}(n_{div})$',fraction=0.046, pad=0.04)\n",
"plt.xticks([]);\n",
"plt.yticks([]);\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.isin(spiral_arr_1, valid_mersenne)\n",
"plt.figure(figsize=(4,4))\n",
"plt.imshow(x, cmap='binary')\n",
"plt.xticks([]);\n",
"plt.yticks([]);\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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