{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Ricerca di minimi e massimi di funzioni" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Rights & Credits\n", "Questo notebook è stato realizzato da Agostino Migliore.\n", "\n", "## 1 Introduzione\n", "In qesta lezione ci proponiamo di studiare alcuni metodi per la ricerca di punti di minimo (min) e massimo (min) di funzioni, complessivamente chiamati punti di estremo. \n", "Inizieremo col vedere i criteri per identificare min e max a partire dai valori delle derivate; poi accenneremo a qualche metodo per la ricerca di min e max, vedendo la semplice implementazione con Python di uno di essi; e infine useremo funzioni di SciPy per effettuare la ricerca di punti di estremo locale e globale di una funzione." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2 Identificazione di min e max con derivate\n", "\n", "### 2.1 Definizione di min e max\n", "Si dice che una funzione a valori reali $f$ con dominio $D$, cioè $f: D \\rightarrow \\mathbb{R}$, ha un min globale, o min assoluto, in un punto $x_0 \\in D$ se\n", "$$\n", "f(x_0) \\le f(x) \\;\\;\\;\\;\\;\\; \\forall x \\in D \\tag{1}\n", "$$\n", "Analogamente, si dice che $x_0$ è un punto di max globale o max assoluto per $f(x)$ se\n", "$$\n", "f(x_0) \\ge f(x) \\;\\;\\;\\;\\;\\; \\forall x \\in D \\tag{2}\n", "$$\n", "Si noti che i min e max globali possono anche verificarsi agli estremi del dominio della funzione. Per esempio, è così per il max globale della funzione rappresentata in basso a destra nel dominio considerato. \n", "Diciamo che $x_0$ è un punto di accumulazione in $D$ se in ogni intorno di $x_0$ esiste almeno un altro elemento (punto) $x \\in D$ diverso da $x_0$. In pratica, per la maggior parte dei casi e in particolare per quello rappresentato sotto, ciò significa che la funzione è definita con continuità nei dintorni di $x$. \n", "Un punto di accumulazione $x_0$ è un punto di min locale per la funzione se vale la (1) in un intorno di $x_0$, cioè, in termini matematici, se esiste un $\\epsilon > 0$ tale che $\\forall x$ con $|x - x_0| < \\epsilon$ valga la (1). Una definizione dello stesso tipo vale per il max locale con riferimento alla (2)." ] }, { "attachments": { "7e40160d-3c05-41b6-acf7-a08887fc6016.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "| | |\n", "|---|---|\n", "|
![image.png](attachment:7e40160d-3c05-41b6-acf7-a08887fc6016.png)
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![image.png](attachment:e5d93794-787c-453f-b44f-0cc20f1301b0.png)
|\n", "Figura a destra adattata da https://commons.wikimedia.org/wiki/File:Nelder-Mead_Himmelblau.gif." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1 Uso delle derivate per trovare min e max\n", "\n", "Considerata una funzione sufficientemente regolare nel dominio di interesse (in tutta la trattazione seguente, la funzione sarà considerata continua almeno fino alle derivate del secondo ordine, cioè sarà una funzione almeno di classe C2), un punto di min o max locale $x_0$ interno al dominio è anche un punto stazionario, cioè un punto in cui\n", "$$\n", "\\frac{df(x)}{dx}\\bigg|_{x=x_0} = 0. \\tag{3}\n", "$$\n", "e quindi, localmente, la rapidità di variazione della funzione si riduce a zero. Ciò si vede facilmente dalla figura sopra a sinistra considerando il significato geometrico della derivata, cioè la tangente al grafico nel punto considerato. Chiaramente, non tutti i punti stazionari sono punti di min o max. Essi includono anche i punti di flesso orizzontale, in cui la derivata si annulla e poi continua a variare con lo stesso segno che aveva prima. Questo è, per esempio, il caso di quantità che caratterizzano alcune reazioni chimiche composite che avvengono a step successivi ben distinuguibili sulla scala termporale. In conclusione, la stazionarietà espressa dall'equazione (3) è una condizione necessaria ma non sufficiente per stabilire l'esistenza di un punto di min o max per la funzione. Dobbiamo quindi considerare le derivate successive per asserire la natura del punto di stazionarietà.\n", "\n", "Dalla figura vediamo che la pendenza della curva, quindi $f'(x)$, è negativa ma va aumentando (in quanto il suo modulo va diminuendo) prima del punto di min e continua ad aumentare dopo il punto di min (essendo positiva). Il fatto che la funzione derivata, $f'(x)$, aumenta nei dintorni del punto di min significa che la derivata di tale funzione, cioè $f''(x)$, è positiva. Concludiamo quindi che\n", "$$\n", "\\begin{cases}\n", "\\dfrac{df(x)}{dx}\\bigg|_{x=x_0} = 0 \\\\[5pt]\n", "\\dfrac{d^2f(x)}{{dx}^2}\\bigg|_{x=x_0} > 0\n", "\\end{cases} \\; \\rightarrow \\;\\;\\; x_0 \\; \\text{è un punto di min} \\tag{4}\n", "$$\n", "In modo analogo si vede che\n", "$$\n", "\\begin{cases}\n", "\\dfrac{df(x)}{dx}\\bigg|_{x=x_0} = 0 \\\\[5pt]\n", "\\dfrac{d^2f(x)}{{dx}^2}\\bigg|_{x=x_0} < 0\n", "\\end{cases} \\; \\rightarrow \\;\\;\\; x_0 \\; \\text{è un punto di max} \\tag{5}\n", "$$\n", "Il comportamento della funzione va esplorato ulteiormente se la sua derivata seconda si annulla pure a $x_0$. Ciò può essere anche fatto, semplicemente, considerando i valori della derivata prima negli intorni destro e sinistro del punto, ripercorrendo quindi il ragionamento fatto per giungere alle (4) e (5) in termini della derivata prima stessa (test della derivata prima)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nel caso di una funzione di due variabili (che useremo come l'esempio più semplice di funzione di più variabili in questa analisi), si può descrivere la funzione geometricamente come una superficie. I suoi valori sono rappresentati lungo l'asse $z$, cioè $z = f(x,y)$, e il suo domonio costituisce, in genere, un sottoinsieme del piano $x,y$. In questo caso si possono anche avere punti di sella, in cui la funzione ha un minimo in una direzione e un massimo in una direzione ortogonale. Un esempio è mostrato sotto e un altro è rappresentato dal punto circa al centro della curva tratteggiata rossa nel grafico di contorno (*contour plot*) mostrato in alto a destra." ] }, { "attachments": { "3698c3f9-d180-4bad-b0b1-7a3802ddb1da.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "
![image.png](attachment:3698c3f9-d180-4bad-b0b1-7a3802ddb1da.png)
\n", "Immagine tratta da https://it.wikipedia.org/wiki/Punto_di_sella#/media/File:Saddle_point.svg." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Per caratterizzare i punti di min e max abbiamo adesso bisogno di più derivate parziali e dobbiamo riconsiderare la serie di Taylor troncata al secondo ordine mostrata nell'equazione (17) della lezione precedente. A tal fine, notiamo che i termini quadratici si possono scrivere come il seguente prodotto matriciale:\n", "$$\n", " \\begin{align}\n", " & \\frac{1}{2} \\begin{pmatrix} {\\Delta x} & {\\Delta y} \\end{pmatrix} \n", " \\begin{pmatrix}\n", " \\dfrac{\\partial^2 f}{{\\partial x}^2} & \\dfrac{\\partial^2 f}{\\partial x\\partial y} \\\\ \n", " \\dfrac{\\partial^2 f}{\\partial y\\partial x} & \\dfrac{\\partial^2 f}{{\\partial y}^2} \n", " \\end{pmatrix} \\begin{pmatrix} {\\Delta x} \\\\ {\\Delta y} \\end{pmatrix} \\notag \\\\[8pt]\n", " &= \\frac{1}{2} \\begin{pmatrix} {\\Delta x} & {\\Delta y} \\end{pmatrix} \n", " \\begin{pmatrix}\n", " {\\Delta x}\\dfrac{\\partial^2 f}{{\\partial x}^2} + {\\Delta y}\\dfrac{\\partial^2 f}{\\partial x\\partial y} \\\\ \n", " {\\Delta x}\\dfrac{\\partial^2 f}{\\partial y\\partial x} + {\\Delta y}\\dfrac{\\partial^2 f}{{\\partial y}^2}\n", " \\end{pmatrix} \\notag \\\\[8pt] &= \\frac{1}{2} \\left({\\Delta x}^2\\frac{\\partial^2 f}{{\\partial x}^2} + \n", " 2{\\Delta x}{\\Delta y}\\frac{\\partial^2 f}{\\partial x\\partial y} + {\\Delta y}^2\\frac{\\partial^2 f}{{\\partial y}^2}\\right) \\notag\n", " \\end{align} \\tag{6}\n", "$$\n", "con le derivate parziali calcolate nel punto di espansione. La matrice $2 \\times 2$ che compare nella (6) si chiama matrice Hessiana:\n", "$$\n", " \\textbf{H} = \\begin{pmatrix} \\dfrac{\\partial^2 f}{{\\partial x}^2} & \\dfrac{\\partial^2 f}{\\partial x\\partial y} \\\\\n", " \\dfrac{\\partial^2 f}{\\partial y\\partial x} & \\dfrac{\\partial^2 f}{{\\partial y}^2} \\end{pmatrix} \\tag{7}\n", "$$\n", "Dato il vettore posizione attorno al quale si effettua lo sviluppo in serie di Taylor nella forma di vettore colonna\n", "$$\n", "\\textbf{r}_0 = \\begin{pmatrix} x_0 \\\\ y_0 \\end{pmatrix} \\tag{8}\n", "$$\n", "il vettore spostamento\n", "$$\n", " \\Delta\\textbf{r} = \\begin{pmatrix} {\\Delta x} \\\\ {\\Delta y} \\end{pmatrix} \\tag{9}\n", "$$\n", "e il gradiente nello spazio bidimensionale nella forma di vettore riga\n", "$$\n", " \\nabla{f} = \\begin{pmatrix} \\dfrac{\\partial f}{\\partial x} & \\dfrac{\\partial f}{\\partial y} \\end{pmatrix} \\tag{10}\n", "$$\n", "lo sviluppo di Taylor al secondo ordine si può scrivere nella forma compatta (trascurando la notazione di uguaglianza approssimata per uno spostamento sufficientemente piccolo)\n", "$$\n", " f(\\textbf{r}_0 + \\Delta\\textbf{r}) = f(\\textbf{r}_0) + \\nabla{f}(\\textbf{r}_0) \\cdot \\Delta\\textbf{r} + \n", " \\frac{1}{2} {\\Delta\\textbf{r}}^T \\textbf{H}(\\textbf{r}_0) {\\Delta\\textbf{r}} \\tag{11}\n", "$$\n", "che useremo per la seguente discussione. In tale equazione ${\\Delta\\textbf{r}}^T$ rappresenta il vettore trasposto di ${\\Delta\\textbf{r}}$, cioè un vettore riga. L'espressione ${\\Delta\\textbf{r}}^T \\textbf{H}(\\textbf{r}_0) {\\Delta\\textbf{r}}$ si chiama una forma quadratica.\n", "Considerando la (11) per uno spostamento sufficientemente piccolo, ci si può fermare al primo ordine dello sviluppo e si può dimostrare che una condizione necessaria perché $\\textbf{r}_0$ sia un punto di min o max locale è\n", "$$\n", " \\nabla{f}(\\textbf{r}_0) = 0 \\tag{12}\n", "$$\n", "che è l'estensione della condizione (3) al caso bidimensionale. Quando questa condizione è soddisfatta, la (11) diventa\n", "$$\n", " f(\\textbf{r}_0 + \\Delta\\textbf{r}) = f(\\textbf{r}_0) + \\frac{1}{2} {\\Delta\\textbf{r}}^T \\textbf{H}(\\textbf{r}_0) \\Delta\\textbf{r} \\tag{13}\n", "$$\n", "da cui è chiaro che, una volta soddisfatta la condizione (12):\n", "\n", "* $f$ ha un min locale in $\\textbf{r}_0$ se la forma quadratica ${\\Delta\\textbf{r}}^T \\textbf{H}(\\textbf{r}_0) {\\Delta\\textbf{r}}$ è definita positiva, cioè è maggiore di zero per qualsiasi spostamento $\\Delta\\textbf{r}$; si dimostra che ciò accade se e solo se tutti gli autovalori della matrice $\\textbf{H}(\\textbf{r}_0)$ sono positivi. Studierete la nozione di autovalore nella parte di algebra lineare e poi potrete comprendere meglio l'affermazione precedente.\n", "\n", "* $f$ ha un max locale in $\\textbf{r}_0$ se la forma quadratica ${\\Delta\\textbf{r}}^T \\textbf{H}(\\textbf{r}_0) {\\Delta\\textbf{r}} $ è definita negativa, cioè è minore di zero per qualsiasi spostamento $\\Delta\\textbf{r}$, il che è vero se e solo se tutti gli autovalori di $\\textbf{H}(\\textbf{r}_0)$ sono negativi.\n", "\n", "* $f$ ha un punto di sella in $\\textbf{r}_0$ se gli autovalori di $\\textbf{H}(\\textbf{r}_0)$ hanno segni diversi.\n", "\n", "* Non si conosce la natura del punto se gli autovalori di $\\textbf{H}(\\textbf{r}_0)$ sono tutti nulli.\n", "\n", "In realtà, le condizioni di sopra valgono anche in spazi a più dimensioni. Nel caso bidimensionale trattato qui, chiamato $\\Delta\\textbf{H}(\\textbf{r}_0)$ il determinante della matrice Hessiana, tali condizioni si traducono nelle seguenti forme che, di per sé, non richiedono la conoscenza del concetto di autovalore.\n", "\n", "Se è soddisfatta la condizione $\\nabla{f}(\\textbf{r}_0) = 0$, allora:\n", "1. $f$ ha un min locale in $\\textbf{r}_0$ se il primo elemento della matrice Hessiana calcolata in $\\textbf{r}_0$ è positivo e $\\Delta\\textbf{H}(\\textbf{r}_0) > 0$,\n", "2. $f$ ha un max locale in $\\textbf{r}_0$ se il primo elemento della matrice Hessiana calcolata in $\\textbf{r}_0$ è negativo e $\\Delta\\textbf{H}(\\textbf{r}_0) > 0$\n", "3. $f$ ha un punto di sella in $\\textbf{r}_0$ se $\\Delta\\textbf{H}(\\textbf{r}_0) < 0$\n", "4. ulteriore analisi è necessaria se $\\Delta\\textbf{H}(\\textbf{r}_0) = 0$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2.1.1 Esempio\n", "Si consideri la funzione $f(x,y) = x^3 y^2 - 12xy + 8y$" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "jupyter": { "source_hidden": true } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib import cm\n", "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", "x = np.arange(1.5, 2.5, 0.02)\n", "y = np.arange(0.5, 1.5, 0.02)\n", "x, y = np.meshgrid(x, y)\n", "z = x**3*y**2 - 12*x*y + 8*y\n", "ax.plot_surface(x, y, z, cmap=cm.coolwarm)\n", "ax.set_xlim(1.5,2.5)\n", "ax.set_xticks(np.arange(1.5, 2.51, 0.5))\n", "ax.set_xlabel('x', fontsize=12)\n", "ax.set_ylim(0.5,1.5)\n", "ax.set_yticks(np.arange(0.5, 1.51, 0.5))\n", "ax.set_ylabel('y', fontsize=12);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "Uguagliamo a zero le derivate parziali prime:\n", "$$\n", "\\begin{cases}\n", " \\dfrac{\\partial f}{\\partial x} = 3x^2 y^2 - 12y = 0 \\\\[6pt]\n", " \\dfrac{\\partial f}{\\partial y} = 2x^3 y - 12x + 8 = 0\n", "\\end{cases}\n", "$$\n", "Dalla prima equazione otteniamo $x^2 y = 4$ e, sostituendo nella seconda, $8x - 12x + 8 = 0$ da cui $x = 2$ e quindi $y = 4/x^2 = 1$. Pertanto, $(x_0, y_0) = (2, 1)$.\n", "$$\n", " \\frac{\\partial^2 f}{{\\partial x}^2} = 6x y^2, \\;\\; \n", " \\frac{\\partial^2 f}{{\\partial x}{\\partial y}} = 6x^2 y - 12 , \\;\\;\n", " \\frac{\\partial^2 f}{{\\partial y}^2} = 2x^3\n", "$$\n", "Di conseguenza,\n", "$$\n", "\\textbf{H}(2, 1) = \\begin{pmatrix} 12 & 12 \\\\ 12 & 16 \\end{pmatrix}\n", "$$\n", "Essendo $\\Delta\\textbf{H}(2,1) = 48$, la condizione 1 di sopra è soddisfatte e quindi $(2, 1)$ è un punto di minimo per la funzione data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3 Metodi per la ricerca di min\n", "\n", "In questa sezione vedremo qualche metodo di ottimizzazione per trovare minimi di una funzione di una o più variabili.\n", "\n", "### 3.1 Metodo del gradiente\n", "\n", "Nell'equazione (11), per uno spostamento sufficientemente piccolo, possiamo trascurare il termine quadratico nello spostamento e scrivere, con buona approssimazione,\n", "$$\n", " f(\\textbf{r}_0 + \\Delta\\textbf{r}) - f(\\textbf{r}_0) = \\nabla{f}(\\textbf{r}_0) \\cdot \\Delta\\textbf{r} \n", " = |\\nabla{f}(\\textbf{r}_0)| |\\Delta\\textbf{r}| \\cos \\theta \\tag{14}\n", "$$\n", "dove $\\theta$ è l'angolo tra il gradiente e il vettore spostamento. Fissata la lunghezza (il modulo) dello spostamento, il prodotto al secondo membro ha il valore più negativo quando $\\Delta\\textbf{r}$ è in direzione opposta al gradiente, per cui $\\theta = \\pi$ e $\\cos \\theta = -1$. Ora, al primo membro dell'equazione (14) abbiamo la variazione nel valore della funzione in conseguenza di tale spostamento. Si ha, quindi, la massima diminuzione della funzione spostandosi in direzione opposta al gradiente. \n", "Stabiliamo la seguente procedura per realizzare il metodo del gradiente o metodo di discesa del gradiente (nome originario in inglese: *gradient descent*):\n", "1. Supponiamo di partire da un punto $\\textbf{r}$ nel dominio della funzione, in cui la funzione assume un certo valore $f(\\textbf{r})$. In un calcolo col computer, tale punto potrà assumere valori discreti e sarà quindi caratterizzato da un indice. Essendo il vettore posizione iniziale, lo chiamiamo $\\textbf{s}_0$. Calcoliamo il gradiente della funzione in tale punto. A tal fine, possiamo usare una delle procedure viste nella lezione precedente per calcolare le derivate parziali che intervengono nel gradiente e quindi il gradiente al punto $\\textbf{s}_0$, che denotiamo con $\\textbf{d}_0$: $\\textbf{d}_0 = - \\nabla f(\\textbf{s}_0)$.\n", "2. Facciamo un primo step di dimensione $a_0$ in direzione opposta al gradiente, per cui il vettore spostamento (cioè la variazione del vettore posizione) sarà ${\\Delta\\textbf{s}}_0 = -a_n\\textbf{d}_0$. Aggiorniamo quindi la posizione a $\\textbf{s}_1 = \\textbf{s}_0 -a_n\\textbf{d}_0$.\n", "3. Reiteriamo lo step 2 finché non si annulla il gradiente; pertanto, in un ciclo del programma avremo istruzioni del tipo\n", "\n", "$\\;\\;\\;\\;\\; \\textbf{s}_{k+1} = \\textbf{s}_k -a_k\\textbf{d}_k$ \n", "$\\;\\;\\;\\;\\; k = k + 1$ \n", "\n", "Procendendo in tal modo otteniamo una sequenze monotona decrescente $f_0 = f(\\textbf{s}_0) \\ge f_1 \\ge f_2 \\ge ...$ di valori della funzione che desideriamo converga a un min locale. Se una funzione è convessa (un esempio molto semplice è quello di un paraboloide), allora il min trovato è un min globale.\n", "Il metodo della discesa del gradiente si può applicare a spazi con un qualsiasi numero di dimensioni. Tuttavia, talvolta esso può richiedere molte iterazioni per calcolare un min locale con la richiesta accuratezza. Approcci basati sul metodo di Newton e sul metodo del gradiente coniugato convergono in poche iterazioni, anche se il costo di ciascuna iterazione è maggiore (uno di tali approcci è il metodo BFGS usato tramite una funzione di SciPy in una lezione precedente per trovare il minimo di una funzione). Il metodo del gradiente coniugato è una variante del metodo del gradiente che consente una convergenza più rapida grazie a una scelta diversa della direzione di discesa.\n", "\n", "Breve nota aggiuntiva (opzionale): La convergenza a un min è garantita quando la funzione ha opportune proprietà (per esempio, quando la funzione è convessa e soddisfa la cosiddetta condizione di Lipschitz, che limita la variazione di una funzione) e si scelgono opportunamente i valori di $a_i$ (per esempio, la sequenza di valori di $a_i$ nel metodo di Barzilai-Borwein o una sequenza che soddisfi le cosiddette condizioni di Wolfe). Si noti pure che il metodo della discesa del gradiente può essere visto come un'applicazione del metodo di Eulero per la risoluzione dell'equazione differenziale ordinaria $x'(t) = -\\nabla f(t,x(t))$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Metodo Di Newton\n", "\n", "Il metodo di Newton è stato originariamente concepito per il problema generale di trovare le radici di un'equazione\n", "$$\n", "f(x) = 0 \\tag{15}\n", "$$\n", "dove $f(x)$ può essere una funzione reale o complessa e deve essere derivabile. Ovviamente, si parte dalla non conoscenza della/e soluzione/i di tale equazione, quindi da un punto $x_0$ in cui $f(x_0) \\ne 0$. Lo sviluppo di Taylor al primo ordine di tale funzione dà\n", "$$\n", "f(x) \\equiv f(x_0 + \\Delta x) = f(x_0) + f'(x_0)\\Delta x \\equiv f(x_0) + f'(x_0)(x-x_0) \\tag{16}\n", "$$\n", "Se lo spostamento $\\Delta x$ ci portasse direttamente al punto giusto, cioè a una soluzione dell'equazione (15), allora sarebbe $f(x) = 0$. Possiamo considerare, quindi, la soluzione dell'equazione\n", "$$\n", "f(x_0) + f'(x_0)(x-x_0) = 0 \\tag{17}\n", "$$\n", "cioè\n", "$$\n", "x = x_0 - \\frac{f(x_0)}{f'(x_0)} \\tag{18}\n", "$$\n", "come un valore aggiornato migliore di $x_0$ per pervenire alla soluzione cercata. In termini di programma, con una delle consuete notazioni abbreviate $f^{(n)}_k = f^{(n)}[k] = f^{(n)}(x_k)$ per la funzione e le sue derivate calcolate in posizioni discrete (o, per esempio, a tempi discreti se si tratta di una funzione del tempo), dobbiamo effettuare l'iterazione\n", "$$\n", "x_{k+1} = x_{k} -\\frac{f_k}{f'_k}, \\;\\;\\;\\;\\; k = 0,1,2,... \\tag{19}\n", "$$\n", "La (19) è meglio nota come l'iterazione di Newton-Raphson ed è stata estesa da Simpson a una funzione vettoriale di più variabili della forma\n", "$$\n", "\\textbf{f}(\\textbf{x}) = \\left(f_1(\\textbf{x}),f_2(\\textbf{x}),...,f_n(\\textbf{x})\\right) = (0,0,...,0) \\equiv \\textbf{0} \\tag{20}\n", "$$\n", "dove $\\textbf{x} = (x_1, x_2, ..., x_n)$. In tal caso la (19) diventa\n", "$$\n", "\\textbf{x}_{k+1} = \\textbf{x}_{k} -{J^{-1}_k}\\textbf{f}_k, \\;\\;\\;\\;\\; k = 0,1,2,... \\tag{21}\n", "$$\n", "dove $J_k \\equiv J(\\textbf{x}_k)$ è la matrice Jacobiana\n", "$$\n", " J(x_1,x_2,...,x_n) = \\begin{pmatrix}\n", " \\dfrac{\\partial f_1}{\\partial x_1} & \\cdots & \\dfrac{\\partial f_1}{\\partial x_n} \\\\ \n", " \\vdots & \\ddots & \\vdots \\\\\n", " \\dfrac{\\partial f_n}{\\partial x_1} & \\cdots & \\dfrac{\\partial f_n}{\\partial x_n}\n", " \\end{pmatrix} \\tag{22}\n", "$$\n", "calcolata nel punto $\\textbf{x}_k$.\n", "\n", "A questo punto, torniamo al problema di ricerca dei minimi di $f(x)$ sul suo dominio $D \\in \\mathbb{R}$. A tal fine, possiamo riformulare il problema di sopra per la derivata $g(x) = f'(x)$, che è anch'essa una funzione. Possiamo riscrivere quanto sopra per $g(x) = f'(x)$ e riottenere le equazioni (18) e (19) con $g$ al posto di $f$, quindi sostituire $g$ con $f'$ per ottenere\n", "$$\n", "x = x_0 - \\frac{f'(x_0)}{f''(x_0)} \\tag{23}\n", "$$\n", "e la sua versione discreta allo step $0$ e agli step successivi\n", "$$\n", "x_{k+1} = x_{k} -\\frac{f'_k}{f''_k}, \\;\\;\\;\\;\\; k = 0,1,2,... \\tag{24}\n", "$$\n", "Alternativamente, si arriva allo stesso risultato procedendo come segue. Si considera lo sviluppo al secondo ordine della funzione.\n", "$$\n", "f(x) = f(x_0) + f'(x_0)(x - x_0) + \\frac{1}{2}f''(x_0)(x - x_0)^2 \\tag{25}\n", "$$\n", "$x$ deve essere scelta in modo tale da minimizzare la funzione. Se la derivata seconda è positiva (per cui tale approssimazione quadratica rappresenta una funzione convessa nei dintorni di $x_0$), trovare il punto di min di $f$ implica imporre che la funzione, espressa nella forma quadratica approssimata (25), abbia derivata nulla. In altre parole, prendendo la derivata di ambo i lati della (25), imponendo $f'(x) = 0$ e considerando che $f'(x_0)$ è una costante (essendo una funzione valutata in un punto) e quindi la sua derivata rispetto a $x$ è nulla, risulta\n", "$$\n", "0 = f'(x_0) + f''(x_0)(x - x_0) \\tag{26}\n", "$$\n", "da cui vien fuori di nuovo la (23).\n", "\n", "Nel caso bidimensionale, bisogna applicare il gradiente all'equazione (11), che in realtà conserva la stessa forma quale che sia il numero di dimensioni. Dal momento che $\\nabla{f}(\\textbf{r}_0)$ non dipende da $\\textbf{r}$, si ha\n", "$$\n", "\\begin{align}\n", " \\nabla[\\nabla{f}(\\textbf{r}_0) \\cdot \\Delta\\textbf{r}] &= \\left(\\hat{\\textbf{x}}\\frac{\\partial}{\\partial x} + \n", " \\hat{\\textbf{y}}\\frac{\\partial}{\\partial y}\\right) \n", " \\left[\\frac{\\partial f}{\\partial x}\\bigg|_{\\textbf{r} = \\textbf{r}_0} (x - x_0) + \n", " \\frac{\\partial f}{\\partial y}\\bigg|_{\\textbf{r} = \\textbf{r}_0} (y - y_0)\\right] \\notag \\\\[6pt] \n", " &= \\hat{\\textbf{x}}\\frac{\\partial f}{\\partial x}\\bigg|_{\\textbf{r} = \\textbf{r}_0} + \n", " \\hat{\\textbf{y}}\\frac{\\partial f}{\\partial y}\\bigg|_{\\textbf{r} = \\textbf{r}_0} = \\nabla{f}(\\textbf{r}_0) \\notag\n", " \\end{align} \\tag{27}\n", "$$\n", "La forma quadratica nella (11) ha l'espressione data nell'equazione (6), con le derivate calcolate nel punto $\\textbf{r}_0$. Per semplificare la notazione, scriviamo $H_{x_1 x_2} = \\frac{\\partial^2 f}{\\partial x_1\\partial x_2}\\bigg|_{\\textbf{r} = \\textbf{r}_0}$ dove $(x_1, x_2)$ può essere $(x, x)$, $(x, y)$, $(y, x)$ o $(y, y)$. Possiamo dunque scrivere\n", "$$\n", "\\begin{align}\n", " \\nabla\\left[\\frac{1}{2} {\\Delta\\textbf{r}}^T \\textbf{H}(\\textbf{r}_0) \\Delta\\textbf{r}\\right] \n", " &= \\nabla\\left(\\frac{1}{2}H_{x x}{\\Delta x}^2 + H_{x y}{\\Delta x}{\\Delta y} + \\frac{1}{2}H_{y y}{\\Delta y}^2\\right) \\notag \\\\[6pt] \n", " &= (H_{x x}\\Delta x + H_{x y}\\Delta y)\\hat{\\textbf{x}} + (H_{y x}\\Delta x + H_{y y}\\Delta y)\\hat{\\textbf{y}} \\notag\n", " \\end{align} \\tag{28}\n", "$$\n", "ovvero, esprimendo il vettore al secondo membro come un vettore colonna,\n", "$$\n", " \\nabla\\left[\\frac{1}{2} {\\Delta\\textbf{r}}^T \\textbf{H}(\\textbf{r}_0) \\Delta\\textbf{r}\\right] \n", " = \\begin{pmatrix} H_{x x} & H_{x y} \\\\ H_{y x} & H_{y y} \\end{pmatrix} \\begin{pmatrix} \\Delta x \\\\ \\Delta y \\end{pmatrix} \n", " = \\textbf{H}(\\textbf{r}_0)\\Delta\\textbf{r} \\tag{29}\n", "$$\n", "In definitiva, l'applicazione del gradiente alla (11) dà\n", "$$\n", "0 = \\nabla{f}(\\textbf{r}_0) + \\textbf{H}(\\textbf{r}_0)\\Delta\\textbf{r} \\tag{30}\n", "$$\n", "dove il termine col gradiente è scritto come vettore colonna. Notiamo che, esplicitando l'espressione del vettore spostamento e ridistribuendo i termini a primo e secondo membro, la (30) si può immediatamente riscrivere nella forma\n", "$$\n", "\\textbf{H}(\\textbf{r}_0)\\textbf{r} = \\textbf{H}(\\textbf{r}_0)\\textbf{r}_0 - \\nabla{f}(\\textbf{r}_0) \\tag{31}\n", "$$\n", "La (31) rappresenta un sistema lineare, scritto in forma vettoriale compatta, della forma\n", "$$\n", "\\begin{align}\n", " & \\textbf{A}\\textbf{r} = \\textbf{b} \\\\[6pt]\n", " & \\text{con}\\;\\;\\; \\textbf{A} = \\textbf{H}(\\textbf{r}_0),\\;\\;\\; \\textbf{b} = \\textbf{H}(\\textbf{r}_0)\\textbf{r}_0 - \n", " \\nabla{f}(\\textbf{r}_0)\n", " \\end{align} \\tag{32}\n", "$$\n", "Moltiplicando la (31) a sinistra per l'inversa della matrice Hessiana, si ottiene\n", "$$\n", "\\textbf{r} = \\textbf{r}_0 - \\textbf{H}^{-1}(\\textbf{r}_0)\\nabla{f}(\\textbf{r}_0) \\tag{33}\n", "$$\n", "Si può dimostrare facilmente che la relazione (33) vale quale che sia il numero di dimensioni in gioco. Confrontando la (33) con la (23), si vede che la derivata è stata sostituita, come ci si aspetta, da un gradiente e la derivata seconda dalla matrice Hessiana, che contiene tutte le derivate parziali del secondo ordine. Il metodo di Newton è molto rapido, anche se non è garantito che converga a un punto di min in tutti i casi. Come si vede dalla (33), il metodo richiede che la derivata seconda o, in generale, la matrice Hessiana, sia invertibile. La risoluzione del sistema lineare (31), e quindi l'inversione della matrice Hessiana può essere effetuata efficacemente con il metodo del gradiente coniugato. \n", "L'analogo dell'equazione (24) per funzioni di più variabili è\n", "$$\n", "\\textbf{r}_{k+1} = \\textbf{r}_k - \\textbf{H}^{-1}(\\textbf{r}_k)\\nabla{f}(\\textbf{r}_k), \\;\\;\\;\\;\\; k = 0,1,2,... \\tag{34}\n", "$$\n", "\n", "Uno svantaggio del metodo di Newton è la necessità di calcolare le derivate prima e seconda di $f$ o la matrice Hessiana; comunque, ove si usi tale metodo, il calcolo delle derivate necessarie può essere effettuato in modo esatto o discreto. \n", "Vi sono, chiaramente, altri approcci all'ottimizzazione di una funzione che non trattiamo in questa lezione. Un altro metodo sarà menzionato nella sezione seguente.\n", "\n", "## 4 Ricerca di min: esempi\n", "\n", "### 4.1 scipy.optimize.minimize_scalar\n", "\n", "Prima di tutto, importiamo le funzioni di SciPy e SymPy che ci serviranno e definiamo la funzione d'interesse. Tale funzione è piuttosto complicata e la sua derivata è ancora più complicata (vedi sotto), per cui sarebbe impossibile risolvere analiticamente l'equazione $f'(x) = 0$ e poi procedere con le derivate del secondo ordine per trovare i punti di min. Nel seguito la stessa funzione è scritta in una forma, $f$, appropriata per essere usata dalle funzioni di Scipy e in una forma, $g$, adeguata all'uso di SimPy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle x^{3} e^{- \\frac{x}{2}} \\sin{\\left(0.5 x \\right)} - 40 x^{2} e^{- 2 x} \\cos{\\left(0.5 x \\right)} - \\frac{\\operatorname{atan}{\\left(x \\right)}}{x^{2} + 3}$" ], "text/plain": [ "x**3*exp(-x/2)*sin(0.5*x) - 40*x**2*exp(-2*x)*cos(0.5*x) - atan(x)/(x**2 + 3)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.optimize import minimize_scalar, basinhopping, minimize\n", "from scipy.misc import derivative\n", "import sympy as smp\n", "from sympy import diff, symbols\n", "x, y, f = symbols('x y f')\n", "\n", "def f(x):\n", " return x**3*np.exp(-x/2)*np.sin(0.5*x)-40*x**2*np.exp(-2*x)*np.cos(0.5*x)-np.arctan(x)/(x**2+3)\n", "\n", "g = x**3*smp.exp(-x/2)*smp.sin(0.5*x)-40*x**2*smp.exp(-2*x)*smp.cos(0.5*x)-smp.atan(x)/(x**2+3)\n", "g" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle - \\frac{x^{3} e^{- \\frac{x}{2}} \\sin{\\left(0.5 x \\right)}}{2} + 0.5 x^{3} e^{- \\frac{x}{2}} \\cos{\\left(0.5 x \\right)} + 20.0 x^{2} e^{- 2 x} \\sin{\\left(0.5 x \\right)} + 80 x^{2} e^{- 2 x} \\cos{\\left(0.5 x \\right)} + 3 x^{2} e^{- \\frac{x}{2}} \\sin{\\left(0.5 x \\right)} - 80 x e^{- 2 x} \\cos{\\left(0.5 x \\right)} + \\frac{2 x \\operatorname{atan}{\\left(x \\right)}}{\\left(x^{2} + 3\\right)^{2}} - \\frac{1}{\\left(x^{2} + 1\\right) \\left(x^{2} + 3\\right)}$" ], "text/plain": [ "-x**3*exp(-x/2)*sin(0.5*x)/2 + 0.5*x**3*exp(-x/2)*cos(0.5*x) + 20.0*x**2*exp(-2*x)*sin(0.5*x) + 80*x**2*exp(-2*x)*cos(0.5*x) + 3*x**2*exp(-x/2)*sin(0.5*x) - 80*x*exp(-2*x)*cos(0.5*x) + 2*x*atan(x)/(x**2 + 3)**2 - 1/((x**2 + 1)*(x**2 + 3))" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dg = diff(g,x)\n", "ddg = diff(g,x,x)\n", "dg" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x1 = np.linspace(0,12,10**4)\n", "y1 = f(x1)\n", "plt.figure(figsize=(3.2,2.4))\n", "plt.plot(x1,y1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usiamo adesso la funzione minimize_scalar del modulo scipy.optimize. Tale funzione consente di effettuare la minimizzazione locale di una funzione scalare di una variabile. Useremo la funzione con i valori assegnati agli argomenti secondo le impostazioni predefinite; pertanto l'unico input necessario sarà la funzione di cui trovare il min locale." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " message: \n", " Optimization terminated successfully;\n", " The returned value satisfies the termination criteria\n", " (using xtol = 1.48e-08 )\n", " success: True\n", " fun: -4.833586647031791\n", " x: 0.8496631041987057\n", " nit: 10\n", " nfev: 13" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "minimize_scalar(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.2 Metodo di Newton con derivate discrete e continue\n", "\n", "Prima di tutto, usiamo il metodo di Newton calcolando le derivate prima e seconda con i metodi discreti più basilari:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def df(x,d):\n", " return (f(x+d)-f(x))/d\n", "\n", "def ddf(x,d):\n", " return (f(x+d)-2*f(x)+f(x-d))/d**2\n", " \n", "def min_f():\n", " x = float(input())\n", " d = float(input())\n", " tol = float(input())\n", " dx = 10*tol\n", " i = 0\n", " while dx > tol:\n", " x1 = x - df(x,d)/ddf(x,d)\n", " dx = abs(x1-x)\n", " x = x1\n", " i += 1\n", " m = print(\"Il punto di min è \", x, \"il numero di step fatti è \", i)\n", " return m" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ " 0.5\n", " 1e-7\n", " 1.48e-08\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Il punto di min è 0.8496630540154352 il numero di step fatti è 6\n" ] } ], "source": [ "min_f()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Abbiamo usato la stessa soglia di tolleranza della funzione di Scipy. Si noti che il risultato è molto accurato ed è stato ottenuto in soli 6 step. \n", "Ora calcoliamo la derivata con la funzione derivative del modulo scipy.misc." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def min_f_bis():\n", " x = float(input())\n", " d = float(input())\n", " tol = float(input())\n", " dx = 10*tol\n", " i = 0\n", " while dx > tol:\n", " x1 = x - derivative(f,x,d,n=1)/derivative(f,x,d,n=2)\n", " dx = abs(x1-x)\n", " x = x1\n", " i += 1\n", " m = print(\"Il punto di min è \", x, \"il numero di step fatti è \", i)\n", " return m" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ " 0.5\n", " 1e-7\n", " 1.48e-08\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Il punto di min è 0.8496631040005915 il numero di step fatti è 5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Agostino\\AppData\\Local\\Temp\\ipykernel_33204\\449854612.py:8: DeprecationWarning: scipy.misc.derivative is deprecated in SciPy v1.10.0; and will be completely removed in SciPy v1.12.0. You may consider using findiff: https://github.com/maroba/findiff or numdifftools: https://github.com/pbrod/numdifftools\n", " x1 = x - derivative(f,x,d,n=1)/derivative(f,x,d,n=2)\n" ] } ], "source": [ "min_f_bis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vediamo che l'accuratezza è ancora superiore a quella ottenuta con le derivate discrete grezze usate nella funzione di prima e che 5 step sono stati sufficienti per raggiungere l'obiettivo. \n", "Infine, usiamo SymPy e quindi calcoliamo le derivate in modo esatto sfruttando le espressioni analitiche ottenute prima con tale modulo." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "d_g = smp.lambdify(x,dg)\n", "dd_g = smp.lambdify(x,ddg)\n", "\n", "def min_f_tris():\n", " x = float(input())\n", " tol = float(input())\n", " dx = 10*tol\n", " i = 0\n", " while dx > tol:\n", " x1 = x - d_g(x)/dd_g(x)\n", " dx = abs(x1-x)\n", " x = x1\n", " i += 1\n", " m = print(\"Il punto di min è \", x, \"il numero di step fatti è \", i)\n", " return m" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdin", "output_type": "stream", "text": [ " 0.5\n", " 1.48e-08\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Il punto di min è 0.8496631041277377 il numero di step fatti è 5\n" ] } ], "source": [ "min_f_tris()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Come vedete, il valore è vicinissimo a quello ottenuto con la funzione `minimize_scalar` e 5 step sono stati di nuovo sufficienti." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 4.3 scipy.optimize.basinhopping" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La funzione basinhopping del modulo scipy.optimize consente di ottenere il minimo globale di una funzione usando l'algoritmo del salto di bacino (il nome inglese originale è *basin-hopping algorithm*). Esso è anche chiamato un metodo. L'algoritmo, concepito per mimare il processo naturale di minimizzazione dell'energia di raggruppamenti atomici, è considerato uno degli algoritmi più attendibili (e da taluni anche il più attendibile), in chimica fisica, per la ricerca della struttura di più bassa energia di raggruppamenti di atomi e sistemi macromolecolari. \n", "Il metodo è caratterizzato da due fasi, combinando un algoritmo di salto globale per l'esplorazione di diversi bacini con una minimizzazione locale a ciascun salto. Il meccanismo di salto (*hopping*) tra bacini è conseguito mediante un approccio di tipo Monte Carlo.\n", "\n", "I parametri di ingresso non opzionali della funzione `basinhopping` sono la funzione e il punto di partenza. Con la stessa scelta di $x_0$ di prima ($x_0 = 0.5$), vediamo che la funzione non riesce a trovare il minimo globale, rimanendo nel bacino iniziale e trovando lo stesso minimo locale di prima:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " message: ['requested number of basinhopping iterations completed successfully']\n", " success: True\n", " fun: -4.833586647031791\n", " x: [ 8.497e-01]\n", " nit: 100\n", " minimization_failures: 0\n", " nfev: 1284\n", " njev: 642\n", " lowest_optimization_result: message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: -4.833586647031791\n", " x: [ 8.497e-01]\n", " nit: 4\n", " jac: [ 1.192e-07]\n", " hess_inv: [[ 5.914e-02]]\n", " nfev: 12\n", " njev: 6" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "basinhopping(f,0.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Usando $x_0 = 4.5$, vediamo che si perviene all'altro minimo locale." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " message: ['requested number of basinhopping iterations completed successfully']\n", " success: True\n", " fun: -7.9798802480396835\n", " x: [ 8.806e+00]\n", " nit: 100\n", " minimization_failures: 0\n", " nfev: 956\n", " njev: 478\n", " lowest_optimization_result: message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: -7.9798802480396835\n", " x: [ 8.806e+00]\n", " nit: 3\n", " jac: [ 5.960e-08]\n", " hess_inv: [[ 3.998e-01]]\n", " nfev: 10\n", " njev: 5" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "basinhopping(f,4.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tuttavia, con $x_0 = 3.5$, la funzione riesce a trovare il minimo assoluto, che non si vede nella figura di sopra ed è mostrato sotto (si noti che la scala dell'asse delle ordinate nella figura di sotto è tale da non far vedere i due minimi locali evidenziati sopra)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " message: ['requested number of basinhopping iterations completed successfully']\n", " success: True\n", " fun: -14358.318512503909\n", " x: [-2.777e+00]\n", " nit: 100\n", " minimization_failures: 50\n", " nfev: 4085\n", " njev: 1884\n", " lowest_optimization_result: message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: -14358.318512503909\n", " x: [-2.777e+00]\n", " nit: 7\n", " jac: [ 0.000e+00]\n", " hess_inv: [[ 9.777e-06]]\n", " nfev: 38\n", " njev: 19" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "basinhopping(f,3.5)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x1 = np.linspace(-3.3,12,10**4)\n", "y1 = f(x1)\n", "plt.figure(figsize=(3.2,2.4))\n", "plt.plot(x1,y1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " message: ['requested number of basinhopping iterations completed successfully']\n", " success: True\n", " fun: -14358.318512503907\n", " x: [-2.777e+00]\n", " nit: 100\n", " minimization_failures: 12\n", " nfev: 2058\n", " njev: 986\n", " lowest_optimization_result: message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: -14358.318512503907\n", " x: [-2.777e+00]\n", " nit: 9\n", " jac: [ 0.000e+00]\n", " hess_inv: [[ 1.955e-06]]\n", " nfev: 32\n", " njev: 16\n", " message: ['requested number of basinhopping iterations completed successfully']\n", " success: True\n", " fun: -14358.318512503907\n", " x: [-2.777e+00]\n", " nit: 100\n", " minimization_failures: 47\n", " nfev: 4013\n", " njev: 1859\n", " lowest_optimization_result: message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: -14358.318512503907\n", " x: [-2.777e+00]\n", " nit: 8\n", " jac: [ 0.000e+00]\n", " hess_inv: [[ 8.800e-06]]\n", " nfev: 22\n", " njev: 11\n", " message: ['requested number of basinhopping iterations completed successfully']\n", " success: True\n", " fun: -7.9798802480396835\n", " x: [ 8.806e+00]\n", " nit: 100\n", " minimization_failures: 0\n", " nfev: 1050\n", " njev: 525\n", " lowest_optimization_result: message: Optimization terminated successfully.\n", " success: True\n", " status: 0\n", " fun: -7.9798802480396835\n", " x: [ 8.806e+00]\n", " nit: 5\n", " jac: [ 5.960e-08]\n", " hess_inv: [[ 3.997e-01]]\n", " nfev: 12\n", " njev: 6\n" ] } ], "source": [ "for a in (0.5,3.5,4.5):\n", " b = basinhopping(f,a,stepsize=1.0)\n", " print(b)" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 4 }