{ "cells": [ { "cell_type": "markdown", "id": "990ca56c", "metadata": { "tags": [ "COP", "medium", "Intension", "Extension", "Sum", "objMaximum", "complex" ] }, "source": [ "# Problem *BACP*" ] }, { "cell_type": "markdown", "id": "eb8e0e25", "metadata": {}, "source": [ "From [CSPLib (Problem 30)](https://www.csplib.org/Problems/prob030/): The goal of BACP is to design a balanced academic curriculum by assigning periods to courses in a way that the academic load of each period is balanced, i.e., as similar as possible. An academic curriculum is defined by a set of courses and a set of prerequisite relationships among them. Courses must be assigned within a maximum number of academic periods. Each course is associated to a number of credits or units that represent the academic effort required to successfully follow it.\"" ] }, { "cell_type": "markdown", "id": "3bf9316f", "metadata": {}, "source": [ "The curriculum must obey the following regulations:\n", "- minimum academic load: a minimum number of academic credits per period is required to consider a student as full time\n", "- maximum academic load: a maximum number of academic credits per period is allowed in order to avoid overload\n", "- minimum number of courses: a minimum number of courses per period is required to consider a student as full time\n", "- maximum number of courses: a maximum number of courses per period is allowed in order to avoid overload\n", "\n", "The goal is to assign a period to every course in a way that the minimum and maximum academic load for each period, the minimum and maximum number of courses for each period, and the prerequisite relationships are satisfied. An optimal balanced curriculum minimizes the maximum academic load for all periods." ] }, { "attachments": { "diploma.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "3b7b3e5c", "metadata": {}, "source": [ "Getting Diploma.\n", "\"Diploma\"" ] }, { "cell_type": "markdown", "id": "410eb60a", "metadata": {}, "source": [ "To build a COP (Constraint Optimization Problem) model, we need first to import the library PyCSP$^3$:" ] }, { "cell_type": "code", "execution_count": 1, "id": "5ce1cb3c", "metadata": {}, "outputs": [], "source": [ "from pycsp3 import *" ] }, { "cell_type": "markdown", "id": "7d01e1bf", "metadata": {}, "source": [ "Then, we need some data. When analyzing this problem, we identify its parameters as being the number of periods (an integer), the minimum and the maximum number of credits (two integers), the minimum and the maximum number of courses (two integers), the credits for each course (a one-dimensional array of integers) and the prerequisites (a two-dimensional array of integers, with each row indicating a prerequisite)." ] }, { "cell_type": "markdown", "id": "c08f91ef", "metadata": {}, "source": [ "Here is an example of data:" ] }, { "cell_type": "code", "execution_count": 2, "id": "15793c1b", "metadata": {}, "outputs": [], "source": [ "nPeriods = 4\n", "minCredits = 2\n", "maxCredits = 5\n", "minCourses = 2\n", "maxCourses = 3\n", "credits = [2,3,1,3,2,3,3,2,1]\n", "prerequisites = [[2,0], [4,1], [5,2], [6,4]]\n", "nCourses = len(credits)" ] }, { "cell_type": "markdown", "id": "b79abe69", "metadata": {}, "source": [ "We start our COP model by introducing an array $x$ of variables." ] }, { "cell_type": "code", "execution_count": 3, "id": "48b091ab", "metadata": {}, "outputs": [], "source": [ "# x[c] is the period (schedule) of course c\n", "x = VarArray(size=nCourses, dom=range(nPeriods))" ] }, { "cell_type": "markdown", "id": "399ab63a", "metadata": {}, "source": [ "We can display the structure of the array, as well as the domain of the first variable (note that all variables have the same domain)." ] }, { "cell_type": "code", "execution_count": 4, "id": "86f6567b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Array x: [x[0], x[1], x[2], x[3], x[4], x[5], x[6], x[7], x[8]]\n", "Domain of any variable: 0..3\n" ] } ], "source": [ "print(\"Array x: \", x)\n", "print(\"Domain of any variable: \", x[0].dom)" ] }, { "cell_type": "markdown", "id": "085ef59d", "metadata": {}, "source": [ "Concerning the constraints, we start by posting a group of arithmetic constraints (*Intension*) so as to impose the prerequisite relationships." ] }, { "cell_type": "code", "execution_count": 5, "id": "481c72b4", "metadata": {}, "outputs": [], "source": [ "satisfy(\n", " # handling prerequisites\n", " x[c1] < x[c2] for (c1, c2) in prerequisites\n", ");" ] }, { "cell_type": "markdown", "id": "a8305353", "metadata": {}, "source": [ "We can display the internal representation of the posted constraints; this way, although a little bit technical, we can see that the constraints are correctly defined (note that 'lt' stands for 'strictly less than')." ] }, { "cell_type": "code", "execution_count": 6, "id": "9531db6a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "intension(function:lt(x[2],x[0]))\n", "intension(function:lt(x[4],x[1]))\n", "intension(function:lt(x[5],x[2]))\n", "intension(function:lt(x[6],x[4]))\n" ] } ], "source": [ "print(posted())" ] }, { "cell_type": "markdown", "id": "0996482e", "metadata": {}, "source": [ "Interestingly, by calling the function *solve()*, we can check that the problem, in its current state, is satisfiable (SAT). We can also display the found solution. Here, we call the function *values()* that collects the values assigned to a specified list of variables." ] }, { "cell_type": "code", "execution_count": 7, "id": "68cbe2df", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Periods of courses: [2, 2, 1, *, 1, 0, 0, *, *]\n" ] } ], "source": [ "if solve() is SAT:\n", " print(\"Periods of courses: \", values(x))" ] }, { "cell_type": "markdown", "id": "cf568649", "metadata": {}, "source": [ "In the found solution, the symbol '*' may appear for some variables indicating that any value can be chosen (this is because no constraints involve such variables). " ] }, { "cell_type": "markdown", "id": "96f0685c", "metadata": {}, "source": [ "To be able to count the number of credits per period, we introduce a two-dimensional array $y$ of variables." ] }, { "cell_type": "code", "execution_count": 8, "id": "50e03028", "metadata": {}, "outputs": [], "source": [ "# y[c][p] is 0 if the course c is not planned at period p, the number of credits for c otherwise\n", "y = VarArray(size=[nCourses, nPeriods], dom=lambda c, p: {0, credits[c]})" ] }, { "cell_type": "markdown", "id": "8262f66d", "metadata": {}, "source": [ "We display the structure of the new array of variables as well as some representative domains." ] }, { "cell_type": "code", "execution_count": 9, "id": "4d28d6a1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Array y: [\n", " [y[0][0], y[0][1], y[0][2], y[0][3]]\n", " [y[1][0], y[1][1], y[1][2], y[1][3]]\n", " [y[2][0], y[2][1], y[2][2], y[2][3]]\n", " [y[3][0], y[3][1], y[3][2], y[3][3]]\n", " [y[4][0], y[4][1], y[4][2], y[4][3]]\n", " [y[5][0], y[5][1], y[5][2], y[5][3]]\n", " [y[6][0], y[6][1], y[6][2], y[6][3]]\n", " [y[7][0], y[7][1], y[7][2], y[7][3]]\n", " [y[8][0], y[8][1], y[8][2], y[8][3]]\n", "]\n", "Domain of variables related to course 0: 0 2\n", "Domain of variables related to course 1: 0 3\n", "Domain of variables related to course 2: 0 1\n", "Domain of variables related to course 3: 0 3\n", "Domain of variables related to course 4: 0 2\n", "Domain of variables related to course 5: 0 3\n", "Domain of variables related to course 6: 0 3\n", "Domain of variables related to course 7: 0 2\n", "Domain of variables related to course 8: 0 1\n" ] } ], "source": [ "print(\"Array y: \", y)\n", "for c in range(nCourses):\n", " print(f\"Domain of variables related to course {c}: {y[c][0].dom}\")" ] }, { "cell_type": "markdown", "id": "855a8ef7", "metadata": {}, "source": [ "To make the connection between the arrays $x$ and $y$, we introduce the following function: " ] }, { "cell_type": "code", "execution_count": 10, "id": "5a734196", "metadata": {}, "outputs": [], "source": [ "def table(c):\n", " return [(p,) + (0,) * p + (credits[c],) + (0,) * (nPeriods - p - 1) for p in range(nPeriods)]" ] }, { "cell_type": "markdown", "id": "45b2ad69", "metadata": {}, "source": [ "This function returns a set (list) of 5-tuples where, for each tuple, the first value indicates the number $p$ of the period, and the other values give the corresponding credits (they are all set to 0 except when the position of the value corresponds to $p$). For example, if we print the table for the period 0, we can see that :\n", "- if the period is 0, 2 is set to the first next value in the tuple\n", "- if the period is 1, 2 is set to the second next value in the tuple\n", "- if the period is 2, 2 is set to the third next value in the tuple\n", "- if the period is 3, 2 is set to the fourth next value in the tuple" ] }, { "cell_type": "code", "execution_count": 11, "id": "914faf85", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[(0, 2, 0, 0, 0), (1, 0, 2, 0, 0), (2, 0, 0, 2, 0), (3, 0, 0, 0, 2)]\n" ] } ], "source": [ "print(table(0))" ] }, { "cell_type": "markdown", "id": "f35b0274", "metadata": {}, "source": [ "To compute $y$ from $x$ (and vice versa), we post a group of constraints *Extension*. Technically, note that (x[c],y[c]) is automatically transformed into (x[c],*y[c])." ] }, { "cell_type": "code", "execution_count": 12, "id": "13b123c0", "metadata": {}, "outputs": [], "source": [ "satisfy(\n", " # channeling between arrays x and y\n", " (x[c],y[c]) in table(c) for c in range(nCourses)\n", ");" ] }, { "cell_type": "markdown", "id": "40aeeb91", "metadata": {}, "source": [ "To control things, we display the internal representation of the 3 last posted constraints." ] }, { "cell_type": "code", "execution_count": 13, "id": "2c88a2c5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "extension(list:[x[6], y[6][0], y[6][1], y[6][2], y[6][3]], supports:(0,3,0,0,0)(1,0,3,0,0)(2,0,0,3,0)(3,0,0,0,3))\n", "extension(list:[x[7], y[7][0], y[7][1], y[7][2], y[7][3]], supports:(0,2,0,0,0)(1,0,2,0,0)(2,0,0,2,0)(3,0,0,0,2))\n", "extension(list:[x[8], y[8][0], y[8][1], y[8][2], y[8][3]], supports:(0,1,0,0,0)(1,0,1,0,0)(2,0,0,1,0)(3,0,0,0,1))\n" ] } ], "source": [ "print(posted()[-3:])" ] }, { "cell_type": "markdown", "id": "3bfb67e3", "metadata": {}, "source": [ "We can run the solver." ] }, { "cell_type": "code", "execution_count": 14, "id": "e6219944", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Periods of courses: [2, 2, 1, 0, 1, 0, 0, 0, 0]\n", "Assignments of credits per periods: [\n", " [0, 0, 2, 0]\n", " [0, 0, 3, 0]\n", " [0, 1, 0, 0]\n", " [3, 0, 0, 0]\n", " [0, 2, 0, 0]\n", " [3, 0, 0, 0]\n", " [3, 0, 0, 0]\n", " [2, 0, 0, 0]\n", " [1, 0, 0, 0]\n", "]\n" ] } ], "source": [ "if solve() is SAT:\n", " print(\"Periods of courses: \", values(x))\n", " print(\"Assignments of credits per periods: \", values(y))" ] }, { "cell_type": "markdown", "id": "8790f58a", "metadata": {}, "source": [ "If we want to count the number of courses and credits per period, we can write:" ] }, { "cell_type": "code", "execution_count": 15, "id": "55157d99", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Periods of courses: [2, 2, 1, 0, 1, 0, 0, 0, 0]\n", "Number of courses per periods: [5, 2, 2, 0]\n", "Number of credits per periods: [12, 3, 5, 0]\n" ] } ], "source": [ "if solve() is SAT:\n", " print(\"Periods of courses: \", values(x))\n", " print(\"Number of courses per periods: \", [sum(x[i].value == p for i in range(nCourses)) for p in range(nPeriods)])\n", " print(\"Number of credits per periods: \", [sum(values(y[:,p])) for p in range(nPeriods)]) \n", " " ] }, { "cell_type": "markdown", "id": "3fb1b25d", "metadata": {}, "source": [ "One can observe that the academic curriculum is not very well balanced." ] }, { "cell_type": "markdown", "id": "64b065db", "metadata": {}, "source": [ "This is why we post this objective function:" ] }, { "cell_type": "code", "execution_count": 16, "id": "d1d58503", "metadata": {}, "outputs": [], "source": [ "minimize(\n", " # minimizing the maximum number of credits in periods\n", " Maximum(Sum(y[:, p]) for p in range(nPeriods))\n", ");" ] }, { "cell_type": "markdown", "id": "143149de", "metadata": {}, "source": [ "We can run the solver, with this optimization task. Note that we need to check now that the status returned by the solver is OPTIMUM. " ] }, { "cell_type": "code", "execution_count": 17, "id": "aac46d2a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Periods of courses: [3, 3, 1, 2, 2, 0, 1, 0, 1]\n", "Number of courses per periods: [2, 3, 2, 2]\n", "Number of credits per periods: [5, 5, 5, 5]\n", "Bound: 5\n" ] } ], "source": [ "if solve() is OPTIMUM:\n", " print(\"Periods of courses: \", values(x))\n", " print(\"Number of courses per periods: \", [sum(x[i].value == p for i in range(nCourses)) for p in range(nPeriods)])\n", " print(\"Number of credits per periods: \", [sum(values(y[:,p])) for p in range(nPeriods)]) \n", " print(\"Bound: \", bound())" ] }, { "cell_type": "markdown", "id": "8fbb8a2e", "metadata": {}, "source": [ "This is far better." ] }, { "cell_type": "markdown", "id": "4ed008e6", "metadata": {}, "source": [ "Finally, we give below the model in one piece. Here, the data is expected to be given by the user (in a command line)." ] }, { "cell_type": "raw", "id": "94036eef", "metadata": { "raw_mimetype": "text/x-python" }, "source": [ "from pycsp3 import *\n", "\n", "nPeriods, minCredits, maxCredits, minCourses, maxCourses, credits, prereq = data\n", "nCourses = len(credits)\n", "\n", "# x[c] is the period (schedule) for course c\n", "x = VarArray(size=nCourses, dom=range(nPeriods))\n", "\n", "# y[c][p] is 0 if the course c is not planned at period p,\n", "# the number of credits for c otherwise\n", "y = VarArray(size=[nCourses, nPeriods], dom=lambda c, p: {0, credits[c]})\n", "\n", "def table(c):\n", " return [(p,) + (0,) * p + (credits[c],) + (0,) * (nPeriods - p - 1) for p in range(nPeriods)]\n", "\n", "satisfy(\n", " # channeling between arrays x and y\n", " [(x[c], y[c]) in table(c) for c in range(nCourses)],\n", "\n", " # handling prerequisites\n", " [x[c1] < x[c2] for (c1, c2) in prerequisites]\n", ")\n", "\n", "minimize(\n", " # minimizing the maximum number of credits in periods\n", " Maximum(Sum(y[:, p]) for p in range(nPeriods))\n", ");" ] } ], "metadata": { "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": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 5 }