{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Matematički softver\n", "===================\n", "\n", "## Sadržaj kolegija\n", "\n", "- Python\n", "- Numpy / Scipy\n", "- Pandas\n", "- Sympy\n", "- Sage\n", "- Markdown\n", "- $\\LaTeX$\n", "\n", "Kolegij će se bazirati na korištenju web platforme [Sagemath cloud](http://cloud.sagemath.com). \n", "Materijali za kolegij se nalaze na web stranici [kolegija](http://web.math.pmf.unizg.hr/nastava/matsoft), na Sagemath oblaku te u [Git repozitoriju kolegija](https://github.com/inakic/matsoft)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Plan kolegija\n", "\n", "1. Uvod u Python; upoznavanje s web platformom\n", "2. Markdown, $\\LaTeX$ notacija za matematičke formule\n", "3. Python kao alat za znanstvenike (Matplotlib, Pandas, ...)\n", "4. Sage\n", "5. $\\LaTeX$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Polaganje kolegija\n", "Ocjena se formira na osnovu dva kolokvija te domaćih zadaća.\n", "\n", "**Kolokviji** open-book tipa. \n", "\n", "Kolokviji nose najviše 80 bodova.\n", "\n", "**Domaće zadaće** u obliku eseja, sa zadanim elementima. \n", "\n", "Predaja ispravno napravljenih svih domaćih zadaća nužan je uvjet za polaganje kolegija. Domaća zadaća je uspješno predana samo ako ima **sve** tražene elemente. \n", "\n", "Domaće zadaće nose do 20 bodova, ali na sljedeći način: studenti čije domaće zadaće odskaču kvalitetom dobit će do 20 dodatnih bodova.\n", "\n", "**Popravni ispit** nije predviđen." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Literatura\n", "\n", "**GIYF**\n", "\n", "Kolegij se dosta oslanja na [Lectures on scientific computing with Python](https://github.com/jrjohansson/scientific-python-lectures)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Python\n", "\n", "### Prvi primjeri, korištenje Jupyter (IPython) notebook-a\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Jupyter notebook ima puno mogućnosti, koje ćemo upoznavati tijekom kolegija. Jedna od njih je i jednostavan pristup datotečnom sustavu." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "astro.png mojmodul.py terminal.term Uvod.ipynb\r\n", "custom.css mojmodul.pyc thumb2.png Uvod.slides.html\r\n", "integral_demo.py \u001b[0m\u001b[01;34m__pycache__\u001b[0m/ thumb.png verzije.py\r\n" ] } ], "source": [ "ls" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "'/projects/95cb524c-f1ac-4a19-908e-5f47c10f47c1/01. Uvod; Python'" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pwd" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "%load integral_demo.py" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "integral_plot(func)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(url='http://python.org/images/python-logo.gif')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "HTML('')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/jpeg": 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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import YouTubeVideo\n", "from IPython.display import display\n", "display(YouTubeVideo(\"GMKZD1Ohlzk\",width=\"560\",height=\"315\", start=3))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Jedan [primjer korištenja Jupytera](https://losc.ligo.org/s/events/GW150914/GW150914_tutorial.html). [Verzija](https://cloud.sagemath.com/projects/4a5f0542-5873-4eed-a85c-a18c706e8bcd/files/support/2016-02-12-LIGO/GW150914_tutorial.html) sa svim pomoćnim datotekama na Sagemath oblaku." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Primjer korištenja Pythona\n", "\n", "Krenimo s nečim korisnim. Učitajmo sliku, prikažimo je, prikažimo dio slike te smanjimo šum na tom dijelu slike." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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dw8PDuHPnDg4PD+3ZS0tLuH37Nk6dOoVqtYq5uTmsr6/bWqjX6ygUCnj88cdx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\nAP+t3W7XDMN4v+OWbsc63va9bOAI7EZzeXgysJeRT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vf5fDh+/Lhwd0NDQ0ilUqIQSG1Q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\nK5bjUa4oy1TAVNi5XA6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D+ttWC3w0jsbROBqHPQ71WMyjcTSOxtE4zHGkAI/G0Tgan9hx\nKArQGPNlY8wtY8y8MeYfHsYcuvNIGWPeNcZcMcZc6r4WNMa8aIy5bYz5iTHG/zHP4f8wxmwYY66p\n1+47B2PMvzTG3DHGXDXGnH2Ic/qmMWbVGPNO9+fL6m//uDunm8aYL34M80kaY35qjLlhjHnPGPPf\ndl8/tHU6YE7/Tff1w1wnlzHmYlee3zPGfLP7+pQx5s3uOv07Y4yj+7rTGPP97pzeMMZMPMQ5/Rtj\nzGL39XeMMWfUZz52GZehsyoP4wcdpbsAYBLAAICrAOYe9jy6c1kEEOx77X8B8D92f/+HAL7zMc/h\nswDOArj2QXMA8ByA57u/Pw3gzYc4p28C+IMD3vsIOkkwB4Cp7rM1H/F8EgDOdn/3ALgNYO4w1+kB\nczq0dep+z1D3XzuAN7v3/5cA/k739X8F4L/q/v77AP6s+/tvAvj+xyRPB83p3wD4+gHvfSgyzp/D\n8ACfAnDHsqwly7Ia6GSSv3oI8wA6JO3+NfgqOllvdP/92sc5AcuyXgPQz5Psn8NX1evf637uIgC/\nMSb+kOYE/DzJnXP6vmVZTauT7b+DzjP+KOeTsSzravf3KoCb6HBPD22d7jMnVkMdyjp153K/stX/\nq/u6lmm9fj8A8Msf9XzuMyeS8+63Th+7jHMchgKUUrnu0GV0D3tYAH5ijLlsjPn73dfilmVtAB0h\nBxA9hHnF+uYQ677ev3ZreLhr9w+6Ycn/rsLNhzon0+lCdBYdT6L/WR3KOqk5Xey+dGjrZD6mstWP\nck6WZV3u/umfdNfpj40xZJY/1Gd3GArwIK1/WFycZy3LehLAr6EjtL9wiHP5MOMw1+7PABy3LOss\nOoL8xw97TsYYDzqeyn/X9bru9z2HOadDXSfLstqWZZ1Dx0N+Ch9R2epHOSdjzCkA/8iyrEcAfApA\nGB0I46A56fl+5OMwFOAqAA226jK6hzq6XgMsy8oB+BE6ArNBl9sYkwCQPYSp3W8OLDPkeGhrZ1lW\nzuoCMwC+i/3w7aHMqQvc/wDAn1uWxaqjQ12ng+Z02OvEYVlWBUBP2eoB3ytzMh9QtvoRz+nLynNv\noIMHHso6HYYCvAxgxhgzaTrNU38LnfK5hzqMMUNd6w1jzDCALwJ4rzuXv9d9my7x+1ing17Lp+fw\n99BbZvg7AGCMeQad0GbjYcypq2A4vg7guprTb3UzitMAZgBc+hjm868B3LAs61+o1w57nX5uToe5\nTsaYCENus1+2egP7ZavAwWWrwAeUrX7Ec7rFdTLGGHQwSb1OD0vGH34WuGscv4xO1uwOOq7wYcxh\nGp0M9BV0FN8/6r4eAvAfu/P7GwCBj3kef4GOhdsFsAzgd9EpLzxwDuj0V1wA8C6A8w9xTt8DcK27\nZj9CB3/j+/9xd043AXzxY5jPZwC01PN6pytD931WH/c6PWBOh7lOj3XncbU7hz9Ssn4RwDw6GeGB\n7usuAP++uw/fBDD1EOf0UvfZXOuu2dDDlHH+HJXCHY2jcTQ+seOoEuRoHI2j8YkdRwrwaByNo/GJ\nHUcK8GgcjaPxiR1HCvBoHI2j8YkdRwrwaByNo/GJHUcK8GgcjaPxiR1HCvBoHI2j8YkdRwrwaByN\no/GJHf8v0Bons3wBQi0AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Scikit-image je paket za manipulaciju slika\n", "from skimage import data\n", "import matplotlib.pyplot as plt\n", "coins = data.coins()\n", "plt.imshow(coins,cmap='gray');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Što se dešava u gornjem kodu?\n", "\n", "Prvi redak koda služi da se iz biblioteke [scikit-image](http://scikit-image.org/) učita pod-bibiloteka *data*.\n", "\n", "U drugom retku iz biblioteke [matplotlib](http://matplotlib.org/) učitavamo pod-biblioteku *pyplot*. Kako ćemo *pyplot* često koristiti dajemo joj kraće ime *plt*.\n", "\n", "U trećem retku iz biblioteke *data* učitavamo objekt *coins*. To je u ovom slučaju slika novčića.\n", "\n", "Na koncu prikazujemo sliku." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(303, 384)\n" ] } ], "source": [ "print(coins.shape)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Varijabla *coins.shape* sadrži par brojeva." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "303\n", "384\n" ] } ], "source": [ "a,b=coins.shape\n", "print(a)\n", "print(b)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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XRYASIfC6t7en9fX1BNqHh4eJ6bVaLX344Yd6//33dXl5qSdPniQ3CQoLhTMa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from skimage import restoration\n", "coins_zoom = coins[10:80, 300:370]\n", "tv_coins = restoration.denoise_tv_chambolle(coins_zoom, weight=0.1)\n", "plt.figure()\n", "plt.subplot(1,2,1)\n", "plt.imshow(coins_zoom,cmap='gray'); \n", "plt.subplot(1,2,2)\n", "plt.imshow(tv_coins, cmap='gray'); " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Što točno radi funkcija *denoise_tv_chambolle*? To možemo saznati na sljedeći način." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function denoise_tv_chambolle in module skimage.restoration._denoise:\n", "\n", "denoise_tv_chambolle(im, weight=0.1, eps=0.0002, n_iter_max=200, multichannel=False)\n", " Perform total-variation denoising on n-dimensional images.\n", " \n", " Parameters\n", " ----------\n", " im : ndarray of ints, uints or floats\n", " Input data to be denoised. `im` can be of any numeric type,\n", " but it is cast into an ndarray of floats for the computation\n", " of the denoised image.\n", " weight : float, optional\n", " Denoising weight. The greater `weight`, the more denoising (at\n", " the expense of fidelity to `input`).\n", " eps : float, optional\n", " Relative difference of the value of the cost function that\n", " determines the stop criterion. The algorithm stops when:\n", " \n", " (E_(n-1) - E_n) < eps * E_0\n", " \n", " n_iter_max : int, optional\n", " Maximal number of iterations used for the optimization.\n", " multichannel : bool, optional\n", " Apply total-variation denoising separately for each channel. This\n", " option should be true for color images, otherwise the denoising is\n", " also applied in the channels dimension.\n", " \n", " Returns\n", " -------\n", " out : ndarray\n", " Denoised image.\n", " \n", " Notes\n", " -----\n", " Make sure to set the multichannel parameter appropriately for color images.\n", " \n", " The principle of total variation denoising is explained in\n", " http://en.wikipedia.org/wiki/Total_variation_denoising\n", " \n", " The principle of total variation denoising is to minimize the\n", " total variation of the image, which can be roughly described as\n", " the integral of the norm of the image gradient. Total variation\n", " denoising tends to produce \"cartoon-like\" images, that is,\n", " piecewise-constant images.\n", " \n", " This code is an implementation of the algorithm of Rudin, Fatemi and Osher\n", " that was proposed by Chambolle in [1]_.\n", " \n", " References\n", " ----------\n", " .. [1] A. Chambolle, An algorithm for total variation minimization and\n", " applications, Journal of Mathematical Imaging and Vision,\n", " Springer, 2004, 20, 89-97.\n", " \n", " Examples\n", " --------\n", " 2D example on astronaut image:\n", " \n", " >>> from skimage import color, data\n", " >>> img = color.rgb2gray(data.astronaut())[:50, :50]\n", " >>> img += 0.5 * img.std() * np.random.randn(*img.shape)\n", " >>> denoised_img = denoise_tv_chambolle(img, weight=60)\n", " \n", " 3D example on synthetic data:\n", " \n", " >>> x, y, z = np.ogrid[0:20, 0:20, 0:20]\n", " >>> mask = (x - 22)**2 + (y - 20)**2 + (z - 17)**2 < 8**2\n", " >>> mask = mask.astype(np.float)\n", " >>> mask += 0.2*np.random.randn(*mask.shape)\n", " >>> res = denoise_tv_chambolle(mask, weight=100)\n", "\n" ] } ], "source": [ "help(restoration.denoise_tv_chambolle)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Analogno smo mogli koristiti i *restoration.denoise_tv_chambolle?*" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Još jedan primjer korištenja biblioteka." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pi je (otprilike): 3.141592653589793\n", "pi je (otprilike): 3.141593\n", "pi je (otprilike): 3.14159265\n" ] } ], "source": [ "import math\n", "print ('pi je (otprilike): {}'.format(math.pi))\n", "print ('pi je (otprilike): {:f}'.format(math.pi))\n", "print ('pi je (otprilike): {:1.8f}'.format(math.pi))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "drugi korijen iz 7 je: 2.6457513110645907\n" ] } ], "source": [ "import math as m\n", "print ('drugi korijen iz 7 je: {}'.format(m.sqrt(7))) # umjesto math.sqrt" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "drugi korijen iz 9 je: 3.0\n" ] } ], "source": [ "from math import sqrt\n", "print ('drugi korijen iz 9 je: {}'.format(sqrt(9))) # bez korištenja točke" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Ukoliko želimo učitati sve iz biblioteke koristimo *." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0\n" ] } ], "source": [ "from math import *\n", "x = cos(2 * pi)\n", "print(x)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Varijable se definiraju sa znakom za jednakost *=*. " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "masa = 90.5\n", "godine = 50\n", "ime = 'Osoba #1' # može i ime = \"Osoba #1\"" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Brojevi" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "0.6666666666666666" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2/3 # U pythonu 2 rezultat bi bio 0" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "2//3" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "0.6666666666666666" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "float(2)/3" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "8%4" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "25" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "5**2" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0 -1.0\n" ] } ], "source": [ "# kompleksni brojevi\n", "x = 1.0 - 1.0j\n", "print(x.real, x.imag)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Razlomci" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6/7\n", "2\n", "-3/7\n", "9/4\n" ] } ], "source": [ "from fractions import Fraction\n", "print(Fraction(6,7))\n", "print(Fraction(2))\n", "print(Fraction('-3/7'))\n", "print(Fraction(2.25))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Stringovi, liste, rječnici" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "11\n", "Hello test\n", "Hello\n", "world\n", "Hlowrd\n" ] } ], "source": [ "s = \"Hello world\"\n", "print(len(s))\n", "s2 = s.replace(\"world\", \"test\")\n", "print(s2)\n", "print(s[:5])\n", "print(s[6:])\n", "print(s[::2])\n", "s3 = \"Hello\" + \"world\"" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2, 3]\n" ] }, { "data": { "text/plain": [ "['H', 'e', 'l', 'l', 'o', ' ', 't', 'e', 's', 't']" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l = [1,2,3,4]\n", "print(l[1:3])\n", "l2 = [1, 'a', 1.0, 1-1j]\n", "l3 = [1, [2, [3, [4, [5]]]]]\n", "s2=list(s2)\n", "s2" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "['A', 'd', 'd']" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l = []\n", "l.append(\"A\")\n", "l.append(\"d\")\n", "l.append(\"d\")\n", "l" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "['A', 'A', 'd']" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l[1]='A'\n", "l" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "['A', 'd']" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "l.remove(\"A\")\n", "l" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "ename": "TypeError", "evalue": "'tuple' object does not support item assignment", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# nizovi (tuples) su isto što i liste, ali ne mogu se mijenjati\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mpoint\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mpoint\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mTypeError\u001b[0m: 'tuple' object does not support item assignment" ] } ], "source": [ "# nizovi (tuples) su isto što i liste, ali ne mogu se mijenjati\n", "point = (10, 20)\n", "point[0] = 20" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parametar2 = 2.0\n" ] } ], "source": [ "# rječnici\n", "params = {\"parametar1\" : 1.0,\n", " \"parametar2\" : 2.0,\n", " \"parametar3\" : 3.0,}\n", "print(\"parametar2 = \" + str(params[\"parametar2\"]))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Skupovi" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "{'banana', 'dunja', 'jabuka', 'kupina', 'malina'}" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "korpa = ['jabuka', 'malina', 'jabuka', 'kupina', 'dunja', 'banana']\n", "voce = set(korpa)\n", "voce" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "(True, False)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'dunja' in voce, 'ananas' in voce" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "{'a', 'b', 'c'}" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "skup = {'a','b','c'}\n", "skup" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "{'d', 'r'}" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "{x for x in 'abracadabra' if x not in 'abc'}" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'r', 'd', 'b'}\n", "{'r', 'd', 'a', 'l', 'b', 'c', 'z', 'm'}\n", "{'c', 'a'}\n", "{'r', 'd', 'l', 'b', 'z', 'm'}\n" ] } ], "source": [ "a = set('abracadabra')\n", "b = set('alacazam')\n", "print(a - b) # razlika\n", "print(a | b) # unija\n", "print(a & b) # presjek\n", "print(a ^ b) # simetrična razlika" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Funkcije" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def zero():\n", " return 0\n", "zero()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "27\n" ] } ], "source": [ "def powers(x):\n", " \"\"\"\n", " Potencije od x.\n", " \"\"\"\n", " return x ** 2, x ** 3, x ** 4\n", "x2, x3, x4 = powers(3)\n", "print(x3)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Blokovi se u Pythonu označavaju uvlačenjem koda. **Praznine imaju sintaktičku ulogu.**\n", "\n", "Kompliciraniji primjer." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from skimage import io, transform\n", "def thumbnail(slika, sirina=100, ime='thumb.png'):\n", " \"\"\"Ova funkcija kao ulazne parametre prima sliku, širinu (s defaultnom vrijednošću 100) \n", " te ime za thumbnail (s defaultnom vrijednošću thumb.png)\"\"\"\n", " visina = int(slika.shape[1] * float(sirina) / slika.shape[0])\n", " io.imsave(ime, transform.resize(slika,(sirina, visina)))" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "array([[[154, 147, 151],\n", " [109, 103, 124],\n", " [ 63, 58, 102],\n", " ..., \n", " [127, 120, 115],\n", " [120, 117, 106],\n", " [125, 119, 110]],\n", "\n", " [[177, 171, 171],\n", " [144, 141, 143],\n", " [113, 114, 124],\n", " ..., \n", " [127, 118, 112],\n", " [124, 115, 108],\n", " [121, 116, 105]],\n", "\n", " [[201, 194, 193],\n", " [182, 178, 175],\n", " [168, 165, 164],\n", " ..., \n", " [128, 120, 117],\n", " [126, 116, 112],\n", " [124, 114, 109]],\n", "\n", " ..., \n", " [[186, 170, 176],\n", " [186, 170, 177],\n", " [183, 168, 170],\n", " ..., \n", " [ 0, 0, 0],\n", " [ 0, 0, 1],\n", " [ 0, 0, 0]],\n", "\n", " [[183, 169, 170],\n", " [182, 167, 171],\n", " [185, 164, 176],\n", " ..., \n", " [ 0, 0, 1],\n", " [ 1, 1, 1],\n", " [ 0, 0, 0]],\n", "\n", " [[184, 167, 172],\n", " [183, 165, 169],\n", " [180, 162, 171],\n", " ..., \n", " [ 0, 0, 0],\n", " [ 1, 1, 1],\n", " [ 0, 0, 0]]], dtype=uint8)" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "astro = data.astronaut()\n", "astro.view()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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0M7xW3nvnLRbzE5ZWGqyucnx8igp0BUqF3leoKA/vP+DCxW1c4P6ju1y5cp3L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Hidn/npX+Fv/dffxGAYgUjJHc5r15FyMmfqDGRqP0Js5tbGsdg2wmzlHbgwwOfers9i7s2wFfGa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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(astro);" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "io.imsave('astro.png', astro)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/projects/anaconda3/lib/python3.5/site-packages/skimage/util/dtype.py:110: UserWarning: Possible precision loss when converting from float64 to uint8\n", " \"%s to %s\" % (dtypeobj_in, dtypeobj))\n" ] } ], "source": [ "astro_s_diska = io.imread('astro.png')\n", "thumbnail(astro_s_diska)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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ctb7YTtOsxUC4lJS8zyjIKSJgRhERYs48o+cMACOTIzTis+piddu2c+arc4f27q1X021r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\n++8RhW98zx8ODPTs3Xs0TeP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"text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('thumb.png')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/projects/anaconda3/lib/python3.5/site-packages/skimage/util/dtype.py:110: UserWarning: Possible precision loss when converting from float64 to uint8\n", " \"%s to %s\" % (dtypeobj_in, dtypeobj))\n" ] }, { "data": { "image/png": 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c7o72DJI5RGU4PbNLRD/oxCMw8GRAqIYazzpo7pKI6AqabMTommaiSCuIGpQN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CFGXJTtz9xbuUkIhSFK4s06zf3zZkW+edL8pi4TMPepYaQQtmhmGndk73d0xoGaqAyLNMKjKJ\nTVHq3Eqymen1qpVo8uCeBx859ckH+b+Fi+36hCTwgrlXem9RilZj2ltO6hUWqrO26dNso7v9/oc6\nH9kyUdSere/4nh965Y49Fy6cPv75z737s1/87Bo9uqcwAgIIUJGYrId7jBtq2Wwn+7Wis0c7YU1e\ncdn1+/dfcMONt15y3dU+t1v9tWzYc2nPFvl9x0++4bmXSh0DESIwkOORZBSyfNpEfNWlO0iEw1F/\nvt54x2/+wsZm0WK1Z+/evfsPfP72f85znN3O8jhCQkvekq9Uq4QOkTiwlLFnN9xaMcNRJaw1a9HJ\nLA2QmiCmAzxXfvPnwf/HY9ecvvqqKx48fMIRLC4vRPE+sj6pRu1WC4gtl3/55jcqKbSzthhk/cHW\nMO2T941Wq3bNLcLD0h1HGJDYA4jchwudsNnwXgjrvFTOECVtKtaEHYogoEpYaR2aP3724Q/cLw/N\nGk/i1MIj2cCcWvInh2pg3aSKn3Pz8sV7L04Hw+726urK0vageMMjsMGuEjVmZ294yfe98OU/9rL1\nM8O3/M9f/MR9n+2yB0ABSOABZARxFaYa4a56sovQVYNas9XSSoRBUCUtOq3aebOXXH0lON8bdNYX\nF7LtDuX2C//08Wuma9Uk0kqTd0hc2jwIEi+sK8Qzn7TbCjFIt7ZHox1u8xObbmqmOrFzCogWl07O\n7p2Sphyx50HWLYf1oDWzY9+ykMIROyJrvXOImG+vTpYl+LLRqvm1UQegqjkMYa/Gcyn7/0hoCSGI\n/pPzObzpyqu307PnTh++7JIDR46c2lxZG/a3LjjvCk+4Y7atwqDTW+ls9xWyMGXRG61no6G3VstA\nRrrabPsrrsnX1wenOgRgWWXke8Nkpt+fmlQWIWBwDlGhjlyaazHyjemphaWzCwtFh1Tp6B8/u3Rk\n6EbezangoiZfvrtxYN9cXEtWN5bLMls8u2Us/s0irzMpoffsfuZVN+x8xne8uLth/+BnX/Xx+z7Z\nZQ8ACOCBEEQESQ1nEzWtVJ3BN6oTjbghpKzV2zpE8u7okXv++fYHr3naXh2qtcWFotcru93RYOOv\n3/6ht77khnq1TeTIe0CvgjgvCkBozk1zWEmL3mRzZmGrt3dy8sYbknu3elFYK71BsB7w5PLAW1u0\n1U3ON0BTtULestZEDqUOFTiwgzPL189L4d3OuanjJ7YKsnGEHrgseJcW5wyHCApg9B/Q1flPRxUg\n8DO/7bZ//ud/Onb0Ia2DVl2rCKwhQPLkBYQvetZzX/8HfwCAyrFLR/3BoGOtQSIZSRZU+iKamzrw\n1GedMe8xK1SSyIgd8OGl5rWtgbPIimVAQsu44ktkl4lTi8e2NraPbiQPuf6xFQ5Q7JXhiy4MLtg/\n36w2k0rsGYfFYHN1sczcuS391x0jBDvAa67+3rXVz17z5B8498jZez741jd/6G3b45I8A+CYW500\nxe5YTdSqc7GM4rCilY4rtTAJQfnBMF1eOLq0+Smtyk994iP1Rk05C2UBLn/9r//hz920u6FkWaZC\nsJAalB70tqUK2JMEqMfJwtpCPaic3HD3tib7ecFSOZ8KIpRhGKkwFptDOrVkP0wnnnUz1+MYBERh\nxEToGBVoEdRcf25P49SRu6Z2XhCpIwkE1jidYCDBAVQFGAYPUEMc/id2DL++x8k3fdFbr7lKIDbr\nE1FUHfa6SVKp1tqDwbYQBEzLG2fe/Q8f3L9/zwMPHvv/AmaDyiN72gTFAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "thumbnail(astro_s_diska, sirina=200, ime='thumb2.png')\n", "Image('thumb2.png')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "[9, 4, 1, 0, 1, 4, 9]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Anonimne funkcije\n", "f1 = lambda x: x**2\n", "\n", "# Gdje anonimne funkcije mogu biti korisne?\n", "map(lambda x: x**2, range(-3,4))\n", "list(map(lambda x: x**2, range(-3,4)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Funkcije su objekti kao i svi drugi." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "502.0" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def linearna (a,b):\n", " def rezultat (x):\n", " return a*x+b\n", " return rezultat\n", "f=linearna(0.5,2)\n", "f(1e3)" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "2.5" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def kompozicija(f,g):\n", " return lambda x: f(g(x))\n", "def g(x):\n", " return x**2\n", "fg = kompozicija(f,g)\n", "fg(1)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "25" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from operator import pow\n", "pow(5,2)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "400" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def parcijalno(metoda, parametar):\n", " return lambda x: metoda(x,parametar)\n", "h = parcijalno(pow,2)\n", "h(20)" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "3.25" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#kompozija proizvoljnog broja funkcija\n", "from functools import reduce\n", "def compose(*funcs): \n", " return lambda x: reduce(lambda v, f: f(v), reversed(funcs), x)\n", "ffgh = compose(f,f,g,h)\n", "ffgh(1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Kontrola toka" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "izjava1 i izjava2 su False\n" ] } ], "source": [ "izjava1 = False\n", "izjava2 = False\n", "\n", "if izjava1:\n", " print(\"izjava1 je True\")\n", " \n", "elif izjava2:\n", " print(\"izjava2 je True\")\n", " \n", "else:\n", " print(\"izjava1 i izjava2 su False\")" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "i izjava1 i izjava2 su True\n" ] } ], "source": [ "izjava1 = izjava2 = True\n", "\n", "if izjava1:\n", " if izjava2:\n", " print(\"i izjava1 i izjava2 su True\")" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "2\n", "3\n" ] } ], "source": [ "for x in range(4): #range počinje od 0\n", " print(x)" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Znanstvenici\n", "vole\n", "koristiti\n", "python\n" ] } ], "source": [ "for word in [\"Znanstvenici\", \"vole\", \"koristiti\", \"python\"]:\n", " print(word)" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parametar3 = 3.0\n", "parametar2 = 2.0\n", "parametar1 = 1.0\n" ] } ], "source": [ "for key, value in params.items():\n", "# print(key + \" = \" + str(value)) isto ispisuje ali je teže čitati kod\n", " print(\"{} = {}\".format(key,str(value)))" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 1, 4, 9, 16]\n" ] } ], "source": [ "# kreiranje liste na elegantniji način pomoću for petlje\n", "l1 = [x**2 for x in range(0,5)]\n", "\n", "print(l1)" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "1\n", "2\n", "3\n", "4\n", "gotovo\n" ] } ], "source": [ "i = 0\n", "\n", "while i < 5:\n", " print(i)\n", " \n", " i = i + 1\n", " \n", "print(\"gotovo\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Klase\n", "\n", "Smisao klasa (tj. objektnog programiranja) je da omogući grupiranje varijabli i pripadnih funkcija koje rade s njima." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "class Point:\n", " \"\"\"\n", " Jednostavna klasa koja služi za rad s točkama u Euklidskoj ravnini.\n", " \"\"\" \n", " def __init__(self, x, y):\n", " \"\"\"\n", " Kreiranje točke s koordinatama x i y.\n", " \"\"\"\n", " self.x = x\n", " self.y = y \n", " def translate(self, dx, dy):\n", " \"\"\"\n", " Translacija točke za dx u smjeru x-osi i dy u smjeru y-osi.\n", " \"\"\"\n", " self.x += dx\n", " self.y += dy \n", " def __str__(self):\n", " \"\"\"\n", " Prikaz točke.\n", " \"\"\"\n", " return(\"Point at [{:f}, {:f}]\".format(self.x, self.y))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Funkcija oblika `__imeFunkcija__` obično implementira neku standardnu metodu za odgovarajući tip podataka.\n", "\n", "+ `__init__`služi za kreiranje objekta dane klase\n", "+ `__str__`služi za ispisivanje objekta\n", "+ s matematičkog aspekta je važno da se mogu definirati i matematičke operacije nad objektima, kao npr. zbrajanje, množenje,..." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "# ako smo zaboravili definirati metodu pri kreiranju klase\n", "def add(self, other):\n", " return Point(self.x + other.x,self.y + other.y)\n", "Point.__add__ = add" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "p1 = Point(1,1)\n", "p1.translate(2,3.5)\n", "p2 = Point (2,3.5)" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Point at [3.000000, 4.500000]\n", "Point at [2.000000, 3.500000]\n", "Point at [5.000000, 8.000000]\n" ] } ], "source": [ "print(p1)\n", "print(p2)\n", "print(p1 + p2)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Moduli\n", "\n", "Moduli (ono što učitavamo s *import*) strukturom su ili datoteke (s nastavkom *.py*) koje na početku imaju *doc string* (komentar) koji opisuje modul.\n", "\n", "Primjer modula uz korištenje Jupyter magije." ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting mojmodul.py\n" ] } ], "source": [ "%%file mojmodul.py\n", "\n", "# -*- coding: utf-8 -*-\n", "\"\"\"\n", "Primjer modula. Sadrži varijablu my_variable,\n", "funkciju my_function te klasu MyClass.\n", "\"\"\"\n", "my_variable = 0\n", "def my_function():\n", " \"\"\"\n", " Primjer funkcije\n", " \"\"\"\n", " return my_variable\n", "class MyClass:\n", " \"\"\"\n", " Primjer klase\n", " \"\"\"\n", " def __init__(self):\n", " self.variable = my_variable \n", " def set_variable(self, new_value):\n", " \"\"\"\n", " Daje novu vrijednost varijabli self.variable\n", " \"\"\"\n", " self.variable = new_value \n", " def get_variable(self):\n", " return self.variable" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on module mojmodul:\n", "\n", "NAME\n", " mojmodul\n", "\n", "DESCRIPTION\n", " Primjer modula. Sadrži varijablu my_variable,\n", " funkciju my_function te klasu MyClass.\n", "\n", "CLASSES\n", " builtins.object\n", " MyClass\n", " \n", " class MyClass(builtins.object)\n", " | Primjer klase\n", " | \n", " | Methods defined here:\n", " | \n", " | __init__(self)\n", " | Initialize self. See help(type(self)) for accurate signature.\n", " | \n", " | get_variable(self)\n", " | \n", " | set_variable(self, new_value)\n", " | Daje novu vrijednost varijabli self.variable\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors defined here:\n", " | \n", " | __dict__\n", " | dictionary for instance variables (if defined)\n", " | \n", " | __weakref__\n", " | list of weak references to the object (if defined)\n", "\n", "FUNCTIONS\n", " my_function()\n", " Primjer funkcije\n", "\n", "DATA\n", " my_variable = 0\n", "\n", "FILE\n", " /projects/95cb524c-f1ac-4a19-908e-5f47c10f47c1/01. Uvod; Python/mojmodul.py\n", "\n", "\n" ] } ], "source": [ "import mojmodul\n", "help(mojmodul)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Paketi\n", "\n", "To su kompleksniji moduli, koji su strukturirani kao dorektoriji, s datotekom *`__init__.py`*." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Lovljenje grešaka" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "ename": "Exception", "evalue": "opis greške", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mException\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"opis greške\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mException\u001b[0m: opis greške" ] } ], "source": [ "raise Exception(\"opis greške\")" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false, "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Opa!\n" ] } ], "source": [ "try:\n", " # varijabla varijabla nije definirana\n", " print(varijabla)\n", "except:\n", " print(\"Opa!\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Jupyter interactive\n", "Jupyter notebook podržava i interaktivan rad. Dokumentaciju možete [ovdje](https://github.com/ipython/ipywidgets) pogledati. Za sada ćemo samo napraviti jedan primjer." ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from ipywidgets import interact\n", "import matplotlib.pyplot as plt\n", "import networkx as nx" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "def random_lobster(n, m, k, p):\n", " return nx.random_lobster(n, p, p / m)\n", "\n", "def powerlaw_cluster(n, m, k, p):\n", " return nx.powerlaw_cluster_graph(n, m, p)\n", "\n", "def erdos_renyi(n, m, k, p):\n", " return nx.erdos_renyi_graph(n, p)\n", "\n", "def newman_watts_strogatz(n, m, k, p):\n", " return nx.newman_watts_strogatz_graph(n, k, p)\n", "\n", "def plot_random_graph(n, m, k, p, generator):\n", " g = generator(n,m, k, p)\n", " nx.draw(g)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "collapsed": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(plot_random_graph, n=(2,30), m=(1,10), k=(1,10), p=(0.0, 1.0, 0.001),\n", " generator={'lobster': random_lobster,\n", " 'power law': powerlaw_cluster,\n", " 'Newman-Watts-Strogatz': newman_watts_strogatz,\n", " u'Erdős-Rényi': erdos_renyi, });" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
Python verzija3.5.3
kompajlerGCC 4.8.2 20140120 (Red Hat 4.8.2-15)
sustavLinux
broj CPU-a8
interpreter64bit
matplotlib verzija1.5.3
IPython verzija5.3.0
scikit-image verzija0.12.3
networkx verzija1.11
" ], "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from verzije import *\n", "from IPython.display import HTML\n", "HTML(print_sysinfo()+info_packages('matplotlib,IPython,scikit-image,networkx'))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Zadaci za vježbu\n", "1. Napišite funkciju koja prima n, a vraća listu neparnih brojeva od 1 do n.\n", "2. Napišite funkciju koja rješava kvadratnu jednadžbu.\n", "3. Napišite funkciju koja numerički računa integral funkcije koristeći trapeznu formulu \n", "$$ \\int_a^b f(x)\\approx \\frac{h}{2}\\sum_{i=1}^n (f(x_{i-1})+f(x_i)). $$\n", "Funkcija treba ovako izgledati: \n", "```trapezint(f,n,a,b)```\n", "4. Napišite funkciju za numeričko deriviranje oblika \n", "```diff(f,x,h=1e-6)```" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Anaconda (Python 3)", "language": "python", "name": "anaconda3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.3" }, "name": "Uvod.ipynb" }, "nbformat": 4, "nbformat_minor": 0 }