{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Cicli\n", "*(Capitolo 4 del libro di testo)*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## L'istruzione while\n", "*(Sezione 4.1 del libro di testo)*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consideriamo questo esempio di pseudo-codice, che abbiamo già visto in una lezione precedente.\n", "\n", "**Problema**\n", "\n", "Avete € 10.000 in banca, ad un tasso di interesse del 5% annuo. Dopo quanti anni il vostro capitale sarà raddoppiato ?\n", "\n", "**Soluzione**\n", "\n", " * disegna una tabella con due colonne (anno e montante);\n", " * riempi la prima riga della tabella con anno=0 e montante=10 000;\n", " * finché il montante non ha raggiunto il valore di 20 000, ripeti i seguenti passi:\n", " * aggiungi una nuova riga con il valore di anno incrementato di 1;\n", " * nella nuova riga, metti come valore per il montante il valore precedente moltiplicato per 1.05;\n", "* quando il montante ha raggiunto il valore 20 000, il valore dell'anno è il risultato cercato.\n", "\n", "Vogliamo tradurre in Python questo pseudo-codice. Possiamo farlo usando l'istruzione `while`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prima di mostrare il programma, precisiamo che esso ha solo scopo didattico. Dal punto di vista matematico, non ha senso implementarlo in questo modo visto che:\n", " 1. è possibile determinare il numero di anni richiesti con una formula chiusa;\n", " 2. il numero di anni necessari per raddoppiare il capitale iniziale dipende solo dal tassso di interesse e non dall'ammontare del capitale iniziale." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Il numero di anni per raddoppiare il capitale è 15\n" ] } ], "source": [ "# Usiamo delle costanti per i valori 10000, 5 e 20000, così che sia possibile velocemente\n", "# adattare il programma a nuovi parametri. Potremmo anche prendere questi dati in input da\n", "# tastiera, ma per ora non è necessario.\n", "\n", "CAPITALE = 10000\n", "TASSO = 5\n", "TARGET = 20000\n", "\n", "# Questa variabili corrispondono alle colonne nella tabella dello pseudo-codice visto sopra.\n", "montante = CAPITALE\n", "anno = 0\n", "\n", "while montante < TARGET:\n", " anno += 1\n", " interessi = montante * TASSO / 100\n", " montante += interessi\n", "\n", "print(\"Il numero di anni per raddoppiare il capitale è\", anno)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La suite dell'istruzione `while` (ovvero la parte indentata dopo la clausola `while`) è il **corpo del ciclo** mentre la clausola `while` stessa è talvolta chiamata la **testa del ciclo**." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "Il flusso di esecuzione del codice, ovvero l'ordine con cui sono eseguite le varie istruzioni, può essere descritto dal seguente *diagramma di flusso*:\n", "\n", "![image.png](attachment:image.png)\n", "\n", "Nel diagramma di flusso non è previsto un nodo speciale per i cicli, ma questi sono rappresentati tramite frecce che \"tornano indietro\"." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Esaminiamo ora un altro problema: calcolare la somma dei numeri da 1 fino a 1000. Quando nelle prime lezioni abbiamo calcolato la somma dei numeri da 1 a 10, l'abbiamo fatto con il seguente programma:\n", "```python\n", "print(1+2+3+4+5+6+7+8+9+10)\n", "```\n", "Ovviamente, se dobbiamo però sommare i numeri da 1 a 1000, non è pensabile scrivere effettivamente nel codice del programma tutti i numeri. Procediamo con un ciclo." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La somma dei numeri da 1 a 1000 è 500500\n" ] } ], "source": [ "# La variabile i svolgerà la funziona di contatore. Viene incrementata progressivamente\n", "# da 1 fino al 1000\n", "i = 1\n", "\n", "# La variabile totale conterrà la somma dei numeri da 1 fino al valore corrente della\n", "# variabile i. Alla fine del ciclo, conterrà quindi la somma dei numeri da 1 a 1000.\n", "totale = 0\n", "\n", "while i <= 1000:\n", " totale += i\n", " i += 1\n", "\n", "print(\"La somma dei numeri da 1 a 1000 è\", totale)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Questi due programmi mostrano due usi leggermenti diversi dell'istruzione while.\n", " 1. Il primo programma è un esempio di *ciclo controllato da un evento*. Si rimane dentro il ciclo finché si verifica un evento (viene raggiunto il valore TARGET). Non sappiamo a priori quando questo valore TARGET verrà raggiunto. Si parla anche di *iterazione indefinita*.\n", " 2. Nel secondo programma, c'è una variabile (`i`) che svolge da contatore del numero di iterazioni. Si parla di *ciclo controllato da un contatore. Inoltre, sappiamo a priori quante volte il ciclo verrà esegeuito (1000), per cui si parla anche di *iterazione definita*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Esecuzione passo passo di un ciclo while\n", "\n", "*(Sezione 4.2 del libro di testo)*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il programma che segue calcola la somma delle cifre che compongono il numer `n` (nell'esempio specifico, `n` è uguale a 1729 e il risultato è 1+7+2+9 = 19). Il programma è stato eseguito in dettaglio passo-passo in maniera manuale." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "19\n" ] } ], "source": [ "n = 1729\n", "total = 0\n", "while n > 0:\n", " digit = n % 10\n", " total += digit\n", " n //= 10\n", "print(total)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Trovate qui sotto il modulo per l'esecuzione passo passo riempito." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Una applicazione del while: input ripetuti e valori sentinella\n", "\n", "*(Sezione 4.3 del libro di testo)*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adesso che sappiamo come ripetere un blocco di istruzioni più volte, possiamoa nche iniziare a scrivere programmi che prendono un numero variabile di input. Consideriamo il caso di un software che deve calcolare il salario medio dei dipendenti di un'azienda. Il software dovrà quindi chiedere in input i salari di tutti i dipendenti. Ma, prima di ancora di capire come implementare la cosa, cerchiamo di riflettere quale può essere l'interazione con l'utente. Come si fa a dire al programma quando smettere di acquisire nuovi input e passare al calcolo della media ?\n", "\n", "Ci sono fondamentalmente tre approcchi:\n", " 1. Il programma chiede all'utente come prima cosa quanti dipendenti ha l'azienda. Se questo valore è *n*, il programma chiede in input esattamente *n* salari e poi passa al calcolo della media.\n", " 2. Il programma chiede all'utente di inserire un salario, quindi chiede esplicitamente se ci sono altri salari da inserire oppure no, e si comporta di conseguenza.\n", " 3. Il programma chiede ripetutmente all'utente di inserire un salario, e si ferma quando l'utente ammette dei valori speciali che non sono salari validi e che vengono usati per indicare la fine dei dati in input (per esempio, nel caso specifico, si ferma se l'utente inserisce un salario negativo). Questi valori speciali che indicano la fine dell'inpu si chiamano *valori sentinella*.\n", "\n", "Ci occuperemo del terzo approccio, perché è quello che ci mette di fronte a varie scelte implementative. Una cosa comune a tutte le implementazioni che vedremo è il fatto di usare due variabili `total` e `count`. Queste variabili verranno aggiornate mano a mano che l'utente inserisce nuovi valori: `total` conterrà la somma dei salari inseriti, `count` il numero di salari inseriti. Alla fine, il salario medio sarà semplicemetne `total / count`. I programmi che seguono sono discussi ampiamente nel libro di testo, al quale rimando per i dettagli." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Soluzione base**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La media dei salari è 3.5\n" ] } ], "source": [ "total = 0.0 # somma dei valori immessi\n", "count = 0 # numero di valori immessi\n", "\n", "# Preparazione del while\n", "# Il valore della variabile salary non è importante, perché la prima cosa che succede\n", "# nel ciclo while è che viene riscritta col valore di input. L'unica cosa che importa\n", "# è che deve essere positiva o nulla, in modo da entrare la prima volta nel ciclo while.\n", "salary = 0.0\n", "\n", "while salary >= 0.0:\n", " salary = float(input(\"Immetti salario (valore negativo per uscire): \"))\n", " # controllo se il salario è positivo perché quelli negativi\n", " # non vanno sommati al totale in quanto non sono veri salari\n", " if salary >= 0.0:\n", " total = total + salary\n", " count = count + 1\n", "\n", "if count > 0:\n", " average = total / count\n", " print(\"La media dei salari è\", average)\n", "else:\n", " print(\"Nessun dato immesso\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Soluzione con priming read (lettura di preparazione)**" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La media dei salari è 18.0\n" ] } ], "source": [ "total = 0.0 # somma dei valori immessi\n", "count = 0 # numero di valori immessi\n", "\n", "# lettura di preparazione\n", "salary = float(input(\"Immetti salario (valore negativo per uscire): \"))\n", "\n", "while salary >= 0.0:\n", " total = total + salary\n", " count = count + 1\n", " # lettura di aggiornamento\n", " salary = float(input(\"Immetti salario (valore negativo per uscire): \"))\n", "\n", "\n", "if count > 0:\n", " average = total / count\n", " print(\"La media dei salari è\", average)\n", "else:\n", " print(\"Nessun dato immesso\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Soluzione \"ciclo e mezzo\"**" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La media dei salari è 4.5\n" ] } ], "source": [ "total = 0.0 # somma dei valori immessi\n", "count = 0 # numero di valori immessi\n", "\n", "# Usare True nella condizione del ciclo vuol dire che non si uscità mai\n", "# dal ciclo, perché la condizione True è sempre vera! A meno che non ci sia\n", "# un modo diverso per uscire.\n", "while True:\n", " salary = float(input(\"Immetti salario (valore negativo per uscire): \"))\n", " if salary < 0.0:\n", " # Questo è il modo diverso per uscire: l'istruzione break interrompe esce direttamente\n", " # dal ciclo corrente, senza neanche terminare l'esecuzione del corpo del ciclo.\n", " break\n", " total = total + salary\n", " count = count + 1\n", "\n", "if count > 0:\n", " average = total / count\n", " print(\"La media dei salari è\", average)\n", "else:\n", " print(\"Nessun dato immesso\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Approfondimento: l'espressione di assegnamento\n", "\n", "Se siete arrivati fino a qui avete scoperto un secret del materiale didattico: *l'espressione di assegnamento*. Questo argomento non è stato spiegato a lezione e non fa parte del programma del corso, ma potete ovviamente utilizzarlo nel progetto e nei compiti se vi fa comodo." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Riguardiamo il ciclo `while` col metodo del *priming read*:\n", "```python\n", "salary = float(input(\"Immetti salario (valore negativo per uscire): \"))\n", "while salary >= 0.0:\n", " total = total + salary\n", " count = count + 1 \n", " salary = float(input(\"Immetti salario (valore negativo per uscire): \"))\n", "```\n", "Sarebbe bello poter eliminare una delle due istruzioni di assegnamento alla variabile `salary`. Ma per fare questo, occorrerebbe assegnare il valore di salary contemporaneamente al controllo che il salario sua positivo. Putroppo questo in Pythom non è possibile, perché l'*assegnamento* è una *istruzione*, e non una *espressione*. Questo vuol dire che l'assegnamento non produce nessun risultato, e non può fare parte di una espressione più complessa. In altre parole, se scrivo\n", "```pythion\n", "(x = 4) + 1 \n", "```\n", "in Python ottengo un errore." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "ename": "SyntaxError", "evalue": "invalid syntax. Maybe you meant '==' or ':=' instead of '='? (121874327.py, line 1)", "output_type": "error", "traceback": [ "\u001b[0;36m File \u001b[0;32m\"/tmp/ipykernel_2396229/121874327.py\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m print((x = 4) + 1)\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax. Maybe you meant '==' or ':=' instead of '='?\n" ] } ], "source": [ "print((x = 4) + 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Se voglio assegnare il valore `4` alla variabile `x`, e poi stampare `x+1`, devo farlo su due istruzioni diverse." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5\n" ] } ], "source": [ "x = 4\n", "print(x + 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notare che in altri linguaggi le cose sono diverse: in C e Java, per esempi, una espressione come `(x = 4) + 1` funziona: assegna ad `x` il valore `4`, e poi restituisce `5`. In realtà anche Python, dalla versione 3.8 in poi, supporta l'uso dell'assegnamento come espressione, solo che in questo caso non va scritta con il simbolo `=` ma `:=`. Ad esempio, l'espressione\n", "```python\n", "2 * (x := 77) + 5\n", "```\n", "assegna ad `x` valore 77, e poi restituisce 2*77 + 5 = 159.\n", "\n", "Il `:=` viene chiamta *espressione di assegnamento* (mentre `=` è l'*istruzione di assegnamento*) o anche *operatore walrus* (tricheco)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Valore espressione: 159\n", "x vale 77\n" ] } ], "source": [ "# inizializzo x a \n", "x = 0\n", "# stampo il valore dell'espressione 2 * (x := 77) + 5\n", "print(\"Valore espressione: \", 2 * (x := 77) + 5) \n", "# ad x è stato assegnato il valore 77, come si vede da questa print\n", "print(\"x vale\", x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Per tornare all'esempio della media dei salari, è quindi possibile assegnare a `salary` il valore immesso dall'utente e contemporaneamente controllare se è positivo. Questo è il programma completo." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Soluzione con espressione di assegnamento**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La media dei salari è 3.0\n" ] } ], "source": [ "total = 0.0 # somma dei valori immessi\n", "count = 0 # numero di valori immessi\n", "\n", "# uso l'espressione di assegnamento per prendere il input il valore del salario\n", "# e controllare se questo input è positivo.\n", "while (salary := float(input(\"Immetti salario (valore negativo per uscire): \"))) >= 0.0:\n", " total = total + salary\n", " count = count + 1\n", "if count > 0:\n", " average = total / count\n", " print(\"La media dei salari è\", average)\n", "else:\n", " print(\"Nessun dato immesso\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In generale, non bisogna esagerare con l'uso dell'espressione di assegnamento, ma in casi specifici come questo questo consente di semplificare il codice e renderlo più leggibile." ] } ], "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }