{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "8c518335-bc87-4c72-9e98-139359bc5923",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import sys\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "338f79d5-c8b7-4835-b0df-dbd6e7bfebd7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def list_rand(N):\n",
    "    r = []\n",
    "    for i in range(N):\n",
    "        r.append(np.random.normal())\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "7ed40b9c-a334-408b-ba09-eb903a6221da",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def append_rand(N):\n",
    "    r = np.array([])\n",
    "    for i in range(N):\n",
    "        r = np.append(r, np.random.normal())\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "60f60700-d337-4ddf-afa9-c8ee0fc4cc5c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def alloc_rand(N):\n",
    "    r = np.zeros(N)\n",
    "    for i in range(N):\n",
    "        r[i] = np.random.normal()\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "ae36e1eb-8337-4888-87bf-53f0faef068c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def numpy_rand(N):\n",
    "    r = np.random.normal(size=N)\n",
    "    return r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "ab1c9ebe-53c1-44e7-8395-670c7770cb64",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def time_func(func, arg):\n",
    "    t0 = time.monotonic()\n",
    "    result = func(arg)\n",
    "    t1 = time.monotonic()\n",
    "    return t1-t0, result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "406b03cb-c805-4bd3-a12b-291957e1f51a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "N = np.linspace(0, 1e5, 10)\n",
    "N = N.astype(int)\n",
    "times_list = []\n",
    "times_append = []\n",
    "times_alloc = []\n",
    "times_numpy = []\n",
    "for n in N:\n",
    "    t,_ = time_func(list_rand, n)\n",
    "    times_list.append(t)\n",
    "    t,_ = time_func(append_rand, n)\n",
    "    times_append.append(t)\n",
    "    t,_ = time_func(alloc_rand, n)\n",
    "    times_alloc.append(t)\n",
    "    t,_ = time_func(numpy_rand, n)\n",
    "    times_numpy.append(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "ebb75b8c-99ef-40bc-a362-80d7db1deec0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "ax.plot(N, times_list, label='list_rand')\n",
    "ax.plot(N, times_append, label='append_rand')\n",
    "ax.plot(N, times_alloc, label='alloc_rand')\n",
    "ax.plot(N, times_numpy, label='numpy_rand')\n",
    "ax.set(xlabel='Number of elements', ylabel='Time (sec)')\n",
    "ax.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "236f6902-f0e5-46b7-a331-c6ffa530e96e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1d histograms\n",
    "fig,ax = plt.subplots()\n",
    "x = numpy_rand(100_000)\n",
    "y = numpy_rand(100_000)\n",
    "ax.hist(x)\n",
    "ax.hist(y, histtype='step');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "ecffcdb7-170c-419c-bd69-666bc857461b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2d histogram\n",
    "fig,ax = plt.subplots()\n",
    "ax.hist2d(x,y);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "id": "01fae022-a1f9-40df-8273-0583685616eb",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Numpy indexing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "id": "eb2f06c9-b695-443d-a53d-1f19a35df8c1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x: [0 1 2 3 4 5 6 7 8]\n",
      "near_four: [False False False  True  True  True False False False]\n",
      "x[near_four]: [3 4 5]\n"
     ]
    }
   ],
   "source": [
    "x = np.arange(9)\n",
    "print('x:', x)\n",
    "near_four = (np.abs(x - 4) <= 1)\n",
    "print('near_four:', near_four)\n",
    "print('x[near_four]:', x[near_four])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "id": "8f8a2f30-1a22-4443-a130-c74d29a8abfa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x: [ 0  1  4  9 16 25 36 49 64]\n",
      "some_indices: [3 4 5]\n",
      "x[some_indices]: [ 9 16 25]\n"
     ]
    }
   ],
   "source": [
    "x = np.arange(9)**2\n",
    "print('x:', x)\n",
    "some_indices = np.array([3, 4, 5])\n",
    "print('some_indices:', some_indices)\n",
    "print('x[some_indices]:', x[some_indices])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "483f876a-87d2-45c3-b774-76b251707978",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Meshgrid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "id": "e25fada6-7bd9-4814-a341-c30e8a3f91ed",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "my_x = np.array([10,20,30])\n",
    "my_y = np.array([4,5])\n",
    "mesh_x, mesh_y = np.meshgrid(my_x, my_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "id": "8ea10a91-a462-4050-8496-b133569390ce",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[10, 20, 30],\n",
       "       [10, 20, 30]])"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mesh_x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "53d00c16-43e6-42e0-8eff-c2bd4cb3be0c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[4, 4, 4],\n",
       "       [5, 5, 5]])"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mesh_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "6a4ed71e-8aee-4376-975e-112f3b086d42",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[14, 15],\n",
       "       [24, 25],\n",
       "       [34, 35]])"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_x[:,np.newaxis] + my_y[np.newaxis,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "c64fb510-27f3-48c7-8783-fb7baa612bd7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[14, 24, 34],\n",
       "       [15, 25, 35]])"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "my_x[np.newaxis,:] + my_y[:,np.newaxis]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "f894009a-9e67-4709-b1d6-4ce1aae05984",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Numpy indexing with boolean arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "f7b1b1dd-e8f1-4dcd-884d-dafe3b23e096",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = numpy_rand(100_000)\n",
    "y = numpy_rand(100_000)\n",
    "fig,ax = plt.subplots()\n",
    "ax.plot(x, y, '.')\n",
    "subset1 = (y > x)\n",
    "ax.plot(x[subset1], y[subset1], '.')\n",
    "subset2 = (y > x) & (np.hypot(x,y) > 3)\n",
    "ax.plot(x[subset2], y[subset2], 'x');\n",
    "ax.axis('square');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "id": "71656396-35a8-4844-beef-9656c0613f36",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def my_potential(x, y):\n",
    "    return np.exp(np.sin(x) * np.sin(2*y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "2be2514f-8d65-41ef-b3b4-92931bb22393",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "xvals = np.linspace(0, 2.*np.pi, 200)\n",
    "yvals = np.linspace(0, 2.*np.pi, 201)\n",
    "xgrid,ygrid = np.meshgrid(xvals, yvals)\n",
    "pgrid = my_potential(xgrid, ygrid)\n",
    "s = ax.scatter(xgrid, ygrid, c=pgrid)\n",
    "fig.colorbar(s);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "00491a63-0214-4bfa-ac37-686c471fd31d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(200,)"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xvals.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "b96785f5-03a8-4db3-a459-8e6f28fad65b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(201, 200)"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xgrid.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "d2bd8787-dba3-4f5b-8e3b-039990331c63",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(112, 321728)"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.getsizeof(xvals), sys.getsizeof(xgrid)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "02268cab-3eba-4543-9ee3-5a85edfa063c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "pvals = my_potential(xvals[np.newaxis,:], yvals[:,np.newaxis])\n",
    "im = ax.imshow(pvals)\n",
    "fig.colorbar(im);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "a07bc1f0-22d0-4d23-856b-3a2804e9ef89",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def time_func_2(func, arg1, arg2):\n",
    "    t0 = time.monotonic()\n",
    "    result = func(arg1, arg2)\n",
    "    t1 = time.monotonic()\n",
    "    return t1-t0, result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "466d5a22-288f-457f-81d8-b6c56a0997cd",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.13932804903015494, 0.7687104360666126)"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "N = 5000\n",
    "xvals = np.linspace(0, 2.*np.pi, N)\n",
    "yvals = np.linspace(0, 2.*np.pi, N+1)\n",
    "xgrid,ygrid = np.meshgrid(xvals, yvals)\n",
    "t1,_ = time_func_2(my_potential, xvals[np.newaxis,:], yvals[:,np.newaxis])\n",
    "t2,_ = time_func_2(my_potential, xgrid, ygrid)\n",
    "t1, t2"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.14 (mamba)",
   "language": "python",
   "name": "python314-mamba-module"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.14.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
