{ "cells": [ { "cell_type": "markdown", "id": "opposed-female", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Matematikai Algoritmusok és Felfedezések I.\n", "\n", "## 7. Előadás: Numpy\n", "### 2021 március 22." ] }, { "cell_type": "markdown", "id": "whole-basketball", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Tudományos csomagok (Python Scientific stack)\n", "| csomag | |\n", "| --- | --- |\n", "| NumPy | Hatékony N-dimenziós tömb |\n", "| SciPy | Numerikus számítások |\n", "| Matplotlib | Grafikonok és rajzok |\n", "| IPython (Jupyter) | Interaktív notebook |\n", "| SymPy | Szimbolikus számítások |\n", "| Pandas | Adatbányászat |" ] }, { "cell_type": "markdown", "id": "overall-segment", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Numpy\n", "\n", "\n", "A Python Scientific stack (és sok más) alap modulja. \n", "\n", "https://numpy.org/\n", "\n", "* lineáris algebra, Fourier transzformáció, random számok,\n", "* könnyen használható mátrixok, tömbök\n", "* erősen opitmalizált\n", "* C/C++/Fortran integráció." ] }, { "cell_type": "markdown", "id": "willing-language", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Mandelbrot halmaz\n", "\n", "A Mandelbrot-halmaz azon $c$ komplex számokból áll, melyekre az alábbi $x_{n}$ rekurzív sorozat:\n", "\n", "$x_{1}=c$\n", "\n", "$x_{n+1}:=(x_{n})^{2}+c$\n", "\n", "nem tart végtelenbe, azaz abszolút értékben (hosszára nézve) korlátos." ] }, { "cell_type": "code", "execution_count": 2, "id": "renewable-curtis", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "id": "important-measure", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Importálási konvenció: `import numpy as np` " ] }, { "cell_type": "code", "execution_count": 1, "id": "gross-channel", "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "markdown", "id": "mighty-burke", "metadata": { "collapsed": true, "slideshow": { "slide_type": "subslide" } }, "source": [ "# N-dimenziós tömbök\n", "\n", "A numpy központi objektuma az `ndarray` (_$n$-dimenziós tömb_)." ] }, { "cell_type": "code", "execution_count": 2, "id": "adopted-withdrawal", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1, 2],\n", " [3, 4],\n", " [5, 6]])" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = np.array([[1, 2], [3, 4], [5, 6]]) \n", "A" ] }, { "cell_type": "code", "execution_count": 3, "id": "operating-level", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(A)" ] }, { "cell_type": "markdown", "id": "explicit-understanding", "metadata": {}, "source": [ "`A.shape` egy tuple a tömb dimenzióival, alakjával. " ] }, { "cell_type": "code", "execution_count": 4, "id": "pediatric-leadership", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3, 2)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A.shape" ] }, { "cell_type": "markdown", "id": "polyphonic-vermont", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Többdimenzió\n", "Többdimenziós tömbökkel sok helyen találkozhatunk. Egyik tipikus megjelenésük a képek tárolása. Minden tömb egy háromdimenziós tömb, ahol az első két dimenzió az x és y koordinátának felel meg, a harmadik mentén pedig felsoroljuk az RGB értékeket. Az RGB értékek 0 és 255 közötti egészek. " ] }, { "cell_type": "code", "execution_count": 5, "id": "neither-opportunity", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/plain": [ "((453, 640, 3), dtype('uint8'))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import imageio #kép beolvasáshoz\n", "import matplotlib.pyplot as plt #kép megjelenítéshez\n", "\n", "fig_size = plt.rcParams[\"figure.figsize\"] #kép méret növelése\n", "fig_size[0] = 10\n", "fig_size[1] = 8\n", "plt.rcParams[\"figure.figsize\"] = fig_size\n", "\n", "dragon = imageio.imread('dragon.jpg')\n", "print(type(dragon))\n", "\n", "dragon.shape, dragon.dtype" ] }, { "cell_type": "code", "execution_count": 7, "id": "charming-progress", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Array([255, 255, 255], dtype=uint8)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dragon[0,0]" ] }, { "cell_type": "code", "execution_count": 6, "id": "usual-cornell", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(dragon)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "another-agreement", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### dtype\n", "A listákkal ellentétben nem tárolhatunk benne bármit!\n", "A `dtype` megadja a tárolt elemek típusát" ] }, { "cell_type": "code", "execution_count": 8, "id": "secondary-plumbing", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('int32')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A.dtype" ] }, { "cell_type": "code", "execution_count": 11, "id": "classified-reaction", "metadata": {}, "outputs": [], "source": [ "a=10**30 #Ez sima ügy\n", "#A[0,0]=10**30 #Ez túl nagy lenne\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "living-belfast", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('float64')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = np.array([1.5, 2])\n", "A.dtype" ] }, { "cell_type": "markdown", "id": "least-hungarian", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Megadhatjuk a `dtype`-ot amikor létrehozzuk a tömböt." ] }, { "cell_type": "code", "execution_count": 13, "id": "olympic-welding", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([10., 20.], dtype=float32)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array(['10', '20'], dtype=\"float32\")" ] }, { "cell_type": "markdown", "id": "engaged-enough", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### String tömbök" ] }, { "cell_type": "code", "execution_count": 14, "id": "adaptive-joint", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['körte' 'alma']\n", "(2,) \n" ] } ], "source": [ "T = np.array(['körte', 'alma'])\n", "print(T)\n", "print(T.shape, T.dtype, type(T))" ] }, { "cell_type": "markdown", "id": "tamil-content", "metadata": {}, "source": [ "**Fix hosszúságú karakter tömböket tárol!!**" ] }, { "cell_type": "code", "execution_count": 15, "id": "printable-authentication", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['körte', 'banan'], dtype='= 2)\n", "print(P)\n", "print(P.dtype)" ] }, { "cell_type": "markdown", "id": "equal-story", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Indexelés listákkal (Advanced indexing)\n", "\n", "Egy listával vagy tömbbel fogjuk megadni, hogy hanyadik elemeket szeretnénk.\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "sweet-mumbai", "metadata": {}, "outputs": [], "source": [ "B = np.array([\"a\",\"b\",\"c\",\"d\",\"e\",\"f\",\"g\"])" ] }, { "cell_type": "code", "execution_count": 44, "id": "stuffed-unemployment", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['a', 'd', 'e', 'g'], dtype='" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(np.vstack((dragon,dragon)))\n", "plt.show()\n", "plt.imshow(np.hstack((dragon,dragon)))\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "undefined-thousand", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`np.stack` egy új dimenzió szerint egymás mellé rakja a tömböket" ] }, { "cell_type": "code", "execution_count": 92, "id": "streaming-mercury", "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.imshow(np.stack((dragon[:,:,0],dragon[:,:,0],dragon[:,:,0] ),axis=2 ))\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "bound-standard", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Iteráció\n", "\n", "Alapból az első koordináta szerint van iterálás:" ] }, { "cell_type": "code", "execution_count": 93, "id": "inclusive-buying", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2]\n", "[3 4 5]\n" ] } ], "source": [ "A = np.arange(6).reshape(2, -1)\n", "for row in A:\n", " print(row)" ] }, { "cell_type": "markdown", "id": "anticipated-sphere", "metadata": {}, "source": [ "De természetesen csinálhatunk ilyet:" ] }, { "cell_type": "code", "execution_count": 94, "id": "buried-closer", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "2\n" ] } ], "source": [ "B = np.arange(6).reshape(1, 2, 3)\n", "\n", "for x in B[0, 0, :]:\n", " print(x)" ] }, { "cell_type": "markdown", "id": "compound-construction", "metadata": {}, "source": [ "És végigiterálhatunk az összes elemen is:" ] }, { "cell_type": "code", "execution_count": 95, "id": "fleet-victorian", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "2\n", "3\n", "4\n", "5\n" ] } ], "source": [ "for a in B.flat:\n", " print(a)" ] }, { "cell_type": "markdown", "id": "terminal-stationery", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Broadcasting\n", "\n", "Különböző méretű tömbökkel is tudunk műveleteket végrehajtani, ha az alakjaik megfelelnek néhány feltételnek. \n", "\n", "Például egy $1\\times 1$-es tömb összesorozható egy több dimenziós tömbbel, mintha skalárral szoroznánk." ] }, { "cell_type": "code", "execution_count": 96, "id": "noble-phenomenon", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[2.]]\n", "[[ 0 1 2 3]\n", " [ 4 5 6 7]\n", " [ 8 9 10 11]]\n" ] }, { "data": { "text/plain": [ "array([[ 0., 2., 4., 6.],\n", " [ 8., 10., 12., 14.],\n", " [16., 18., 20., 22.]])" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s = 2.0 * np.ones((1, 1))\n", "A=np.arange(12).reshape(3,4)\n", "print(s)\n", "print(A)\n", "s * A" ] }, { "cell_type": "markdown", "id": "altered-conservation", "metadata": {}, "source": [ "De különböző méretű tömbökön nem tudunk elemenkénti műveletet végrehajtani:" ] }, { "cell_type": "code", "execution_count": 98, "id": "nominated-bradford", "metadata": {}, "outputs": [], "source": [ "# np.ones((2,3)) + np.ones((3,2))" ] }, { "cell_type": "markdown", "id": "variable-transcript", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Azt, hogy mi történjen a _broadcasting_ határozza meg. Ha valamelyik dimenzió mérete 1, akkor akkor az a dimenzió _brodacastolható_ , azaz olyan széles lehet a dimenzió, amit a művelet akar." ] }, { "cell_type": "code", "execution_count": 99, "id": "possible-study", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0., 1., 2.],\n", " [0., 1., 2.]])" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.arange(3).reshape((1,3)) + np.zeros((2, 3))" ] }, { "cell_type": "code", "execution_count": 100, "id": "indie-insertion", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0., 0., 0., 0.],\n", " [1., 1., 1., 1.],\n", " [2., 2., 2., 2.]])" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.arange(3).reshape((3,1)) + np.zeros((3, 4))" ] }, { "cell_type": "markdown", "id": "bored-stephen", "metadata": {}, "source": [ "Több dimenzió egyszerre is broadcastolható:" ] }, { "cell_type": "code", "execution_count": 101, "id": "working-somewhere", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[0., 0., 0., 0., 0.],\n", " [1., 1., 1., 1., 1.],\n", " [2., 2., 2., 2., 2.]],\n", "\n", " [[0., 0., 0., 0., 0.],\n", " [1., 1., 1., 1., 1.],\n", " [2., 2., 2., 2., 2.]]])" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.arange(3).reshape((1,3,1)) + np.zeros((2,3,5))" ] }, { "cell_type": "markdown", "id": "christian-coaching", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Pontos működés\n", "\n", "Ha mondjuk egy array alakja `(1,3,1)` akkor az első és a harmadik dimenzió broadcastolható. Ekkor egy `[x,y,z]` index hármast `[0,y,0]`-ként értelmez a Python. Tehát a broadcastolt dimenziókban 0-nak tekintjük az indexet. \n", "\n", "Nem létező dimenziókat is broadcastolhatunk, így lehet, hogy egy egydimenziós tömb összeadható egy két vagy háromdimenzióssal. Ekkor a hiányzó dimenziót elfelejtjük. Például egy ha az két tömb alakja `(k,)` és `(i, j, k)` és összadjuk őket akkor az `(a,b,c)` indexből `(c)` lesz. Tehát a kamu dimenziókat előre szúrjuk be. \n" ] }, { "cell_type": "code", "execution_count": 102, "id": "fifty-mother", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nem broadcastolható\n", "Broadcastolható\n", "Broadcastolható\n", "Nem broadcastolható\n" ] } ], "source": [ "def test_broadcast(x, y):\n", " try:\n", " A = np.ones(x) + np.ones(y)\n", " print(\"Broadcastolható\")\n", " except ValueError:\n", " print(\"Nem broadcastolható\")\n", "\n", "test_broadcast((3), (3,2,2))\n", "test_broadcast((2), (3,2,2))\n", "test_broadcast((3,1,4), (3,2,1))\n", "test_broadcast((3,1,4), (3,2,2))" ] }, { "cell_type": "markdown", "id": "surprised-diamond", "metadata": {}, "source": [ "Meg is mondhatjuk, hogy hol hozzon létre új dimenziókat, a `none` kulcsszóval. " ] }, { "cell_type": "code", "execution_count": 104, "id": "common-genealogy", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[2., 2.],\n", " [2., 2.]],\n", "\n", " [[2., 2.],\n", " [2., 2.]],\n", "\n", " [[2., 2.],\n", " [2., 2.]]])" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(np.ones(3)[:, None, None] + np.ones((3,2,2)))" ] }, { "cell_type": "markdown", "id": "employed-india", "metadata": {}, "source": [ "Tehát ekkor így változnak a dimenziók: `(3, None, None) + (3, 2, 2) = (3, 2, 2)`" ] }, { "cell_type": "markdown", "id": "liable-organ", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Példa\n", "\n", "Rács a komplex számsíkon:" ] }, { "cell_type": "code", "execution_count": 105, "id": "finite-cathedral", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.+0.j, 0.+1.j, 0.+2.j, 0.+3.j, 0.+4.j],\n", " [1.+0.j, 1.+1.j, 1.+2.j, 1.+3.j, 1.+4.j],\n", " [2.+0.j, 2.+1.j, 2.+2.j, 2.+3.j, 2.+4.j],\n", " [3.+0.j, 3.+1.j, 3.+2.j, 3.+3.j, 3.+4.j],\n", " [4.+0.j, 4.+1.j, 4.+2.j, 4.+3.j, 4.+4.j]])" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.arange(5)[:, None] + 1j * np.arange(5)[None, :]" ] }, { "cell_type": "markdown", "id": "included-broadcasting", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Tengely menti aggregálás \n", "\n", "Tengely menti szummázás:" ] }, { "cell_type": "code", "execution_count": 106, "id": "expensive-district", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0, 1, 2, 3],\n", " [ 4, 5, 6, 7],\n", " [ 8, 9, 10, 11]],\n", "\n", " [[12, 13, 14, 15],\n", " [16, 17, 18, 19],\n", " [20, 21, 22, 23]]])" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y = np.arange(24).reshape(2,3,4)\n", "Y" ] }, { "cell_type": "code", "execution_count": 107, "id": "increased-photography", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "276" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y.sum() # összes elem összege" ] }, { "cell_type": "code", "execution_count": 108, "id": "alien-money", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[12, 14, 16, 18],\n", " [20, 22, 24, 26],\n", " [28, 30, 32, 34]])" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y.sum(axis=0)" ] }, { "cell_type": "code", "execution_count": 109, "id": "seven-introduction", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[12, 15, 18, 21],\n", " [48, 51, 54, 57]])" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y.sum(axis=1)" ] }, { "cell_type": "markdown", "id": "moving-building", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`mean, std, var` hasonlóan működik az átlag, szórás és szórásnégyzet kiszámolására. " ] }, { "cell_type": "code", "execution_count": 110, "id": "curious-procurement", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(11.5, 6.922186552431729, 47.916666666666664)" ] }, "execution_count": 110, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y.mean(),Y.std(),Y.var()" ] }, { "cell_type": "code", "execution_count": 111, "id": "amazing-fiction", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 7.5, 11.5, 15.5])" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Y.mean(axis=(0, 2))" ] }, { "cell_type": "markdown", "id": "sophisticated-vision", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Indexelés Bool értékekkel \n", "\n", "Feltételnek megfelelő elemek kiválasztása:" ] }, { "cell_type": "code", "execution_count": 112, "id": "korean-wrist", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.5773569615536868\n" ] }, { "data": { "text/plain": [ "array([[0.06884233, 0.91493591, 0.21164605],\n", " [0.87884583, 0.64198532, 0.51712651],\n", " [0.86508874, 0.63288018, 0.32521875],\n", " [0.23764883, 0.81052287, 0.82354221]])" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A = np.random.random((4, 3))\n", "print(A.mean())\n", "A" ] }, { "cell_type": "markdown", "id": "recovered-morocco", "metadata": {}, "source": [ "Az átlagnál nagyobb elemek: " ] }, { "cell_type": "code", "execution_count": 113, "id": "eligible-fairy", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.91493591, 0.87884583, 0.64198532, 0.86508874, 0.63288018,\n", " 0.81052287, 0.82354221])" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A[A > A.mean()]" ] }, { "cell_type": "code", "execution_count": 114, "id": "whole-washer", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[False, True, False],\n", " [ True, True, False],\n", " [ True, True, False],\n", " [False, True, True]])" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A > A.mean()" ] }, { "cell_type": "markdown", "id": "therapeutic-offer", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`np.where` visszatér azokkal a tömbökkel, amik a speckó indexeléshez kellenek, ha a feltételnek megfelelő elemeket akarjuk:" ] }, { "cell_type": "code", "execution_count": 115, "id": "happy-smell", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0, 1, 1, 2, 2, 3, 3], dtype=int64),\n", " array([1, 0, 1, 0, 1, 1, 2], dtype=int64))" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.where(A > A.mean())" ] }, { "cell_type": "code", "execution_count": 116, "id": "bearing-sessions", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0.91493591, 0.87884583, 0.64198532, 0.86508874, 0.63288018,\n", " 0.81052287, 0.82354221])" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A[np.where(A > A.mean())]" ] }, { "cell_type": "markdown", "id": "tested-eugene", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Mandelbrot halmaz\n", "\n", "A Mandelbrot-halmaz azon $c$ komplex számokból áll, melyekre az alábbi $x_{n}$ rekurzív sorozat:\n", "\n", "$x_{1}=c$\n", "\n", "$x_{n+1}:=(x_{n})^{2}+c$\n", "\n", "nem tart végtelenbe, azaz abszolút értékben (hosszára nézve) korlátos." ] }, { "cell_type": "code", "execution_count": 119, "id": "future-bunch", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt #rajzoláshoz\n", "\n", "def mandelbrot( h,w, maxit=20 ):\n", " c=(np.linspace(-1.4,1.4,h))[:, None]*1j + (np.linspace(-2,0.8,w))[None, :]\n", " z = c\n", " divtime = maxit + np.zeros(z.shape, dtype=int)\n", " for i in range(maxit):\n", " z = z**2 + c\n", " diverge = z*np.conj(z) > 2**2 # Ki divergál? \n", " div_now = diverge & (divtime==maxit) # Ki divergál ebben a lépésben?\n", " divtime[div_now] = i # felírjuk, hogy mikor divergált\n", " z[diverge] = 2 # ne divárgáljunk túl sokat\n", " return divtime\n", "\n", "# a többi a rajzoláshoz kell, most nem fontos\n", "fig = plt.figure(figsize = (10,10)) \n", "ax = fig.add_subplot(111)\n", "ax.imshow(mandelbrot(1000,1000), interpolation='none')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "transparent-submission", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 5 }