{ "cells": [ { "cell_type": "markdown", "id": "95a492d4", "metadata": { "tags": [ "COP", "medium", "complex", "Sum", "Count", "BinPacking", "objSum", "Precedence" ] }, "source": [ "# Problem *SteelMillSlab*" ] }, { "cell_type": "markdown", "id": "ec926be8", "metadata": {}, "source": [ "From [CSPLib (Problem 038)](https://www.csplib.org/Problems/prob038/):.\n", "``Steel is produced by casting molten iron into slabs.\n", "A steel mill can produce a finite number of slab sizes.\n", "An order has two properties, a colour corresponding to the route required through the steel mill, and a weight.\n", "Given a set of orders, the problem is to assign the orders to slabs, the number and size of which are also to be determined, such that the total weight of steel produced is minimised.\n", "This assignment is subject to two further constraints:\n", " - colour constraints: each slab can contain at most p colours (p is usually 2); \n", " - capacity constraints: the total weight of orders assigned to a slab cannot exceed the slab capacity.\n", "The colour constraints arise because it is expensive to cut up slabs in order to send them to different parts of the mill.''" ] }, { "attachments": { "steelMill.jpg": { "image/jpeg": 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" } }, "cell_type": "markdown", "id": "854a6ab3", "metadata": {}, "source": [ "Slabbing and Blooming Mills. \n", "Image from [commons.wikimedia.org](https://commons.wikimedia.org/wiki/Category:Blooming-slabbing_mill)\n", "\"Steel" ] }, { "cell_type": "markdown", "id": "f898fcd6", "metadata": {}, "source": [ "\n", "To build a COP (Constraint Optimization Problem) model, we need first to import the library PyCSP$^3$:" ] }, { "cell_type": "code", "execution_count": 1, "id": "1500590b", "metadata": {}, "outputs": [], "source": [ "from pycsp3 import *" ] }, { "cell_type": "markdown", "id": "118b1507", "metadata": {}, "source": [ "Then, we need some data. \n", "Here, we consider that we have 6 sizes of slabs (including 0), and 20 orders whose colors ans sizes are given." ] }, { "cell_type": "code", "execution_count": 2, "id": "55ecd7d9", "metadata": {}, "outputs": [], "source": [ "slabSizes = [0, 7, 12, 15, 18, 22]\n", "colors= [0, 1, 2, 3, 1, 0, 3, 1, 2, 1, 1, 0, 2, 1, 3, 3, 0, 2, 2, 1]\n", "sizes= [4, 12, 9, 5, 8, 3, 3, 4, 7, 7, 3, 2, 2, 8, 5, 7, 4, 7, 5, 7]\n", "\n", "\n", "nOrders, nColors = len(colors), len(set(colors))\n", "nSlabs, slabSizeLimit = nOrders, max(slabSizes) + 1" ] }, { "cell_type": "markdown", "id": "6baf81cc", "metadata": {}, "source": [ "It will be useful to know the gap between each possible required size s and the closest slab with a size greater than s. This is something we will use when expressing the objective." ] }, { "cell_type": "code", "execution_count": 3, "id": "df115b4f", "metadata": {}, "outputs": [], "source": [ "gaps = cp_array(min(c - s for c in slabSizes if c >= s) for s in range(slabSizeLimit))" ] }, { "cell_type": "markdown", "id": "380c530c", "metadata": {}, "source": [ "Note that we need to call *cp_array()* here on the list *gaps* (to specialize its type), because of the expression we will write later when posting the objective. " ] }, { "cell_type": "markdown", "id": "6574a0e1", "metadata": {}, "source": [ "We can display the computed gaps:" ] }, { "cell_type": "code", "execution_count": 4, "id": "2656a47f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 6, 5, 4, 3, 2, 1, 0, 4, 3, 2, 1, 0, 2, 1, 0, 2, 1, 0, 3, 2, 1, 0]\n" ] } ], "source": [ "print(gaps)" ] }, { "cell_type": "markdown", "id": "b021c396", "metadata": {}, "source": [ "The two things we need to know are: which slab (type) is used for dealing with an order, and what is the part (load) used for each slab.\n", "This is why we introduce two arrays of variables $x$ and $y$." ] }, { "cell_type": "code", "execution_count": 5, "id": "55dbebcb", "metadata": {}, "outputs": [], "source": [ "# x[k] is the slab for the kth order\n", "x = VarArray(size=nOrders, dom=range(nSlabs))\n", "\n", "# y[i] is the size (load) of the ith slab\n", "y = VarArray(size=nSlabs, dom=range(slabSizeLimit))" ] }, { "cell_type": "markdown", "id": "fb942a15", "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": 6, "id": "347b7e18", "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], x[9], x[10], x[11], x[12], x[13], x[14], x[15], x[16], x[17], x[18], x[19]]\n", "Domain of any variable in x: 0..19\n", "Array y: [y[0], y[1], y[2], y[3], y[4], y[5], y[6], y[7], y[8], y[9], y[10], y[11], y[12], y[13], y[14], y[15], y[16], y[17], y[18], y[19]]\n", "Domain of any variable in y: 0..22\n" ] } ], "source": [ "print(\"Array x: \", x)\n", "print(\"Domain of any variable in x: \", x[0].dom)\n", "\n", "print(\"Array y: \", y)\n", "print(\"Domain of any variable in y: \", y[0].dom)" ] }, { "cell_type": "raw", "id": "19125845", "metadata": {}, "source": [ "To start, we need to impose the colour constraints. Note that *Exist* is equivalent to a constraint *Count*, ensuring that at least one elment evaluates to *True*." ] }, { "cell_type": "code", "execution_count": 7, "id": "f7cd740d", "metadata": {}, "outputs": [], "source": [ "satisfy(\n", " # each slab can contain at most 2 colors\n", " Sum(Exist(x[k] == i for k in range(nOrders) if colors[k] == c) for c in range(nColors)) <= 2 \n", " for i in range(nSlabs)\n", ");" ] }, { "cell_type": "markdown", "id": "96ad2049", "metadata": {}, "source": [ "Note that *Exist* corresponds to a global constraint *Count* being satisfied iff at least one involved term (variable or tree epression) is true (i.e., equal to 1). \n", "We have \n", "`Exist(x[k] == i for k in range(nOrders) if colors[k] == c)` which is equivalent to \n", "`Count(x[k] == i for k in range(nOrders) if colors[k] == c, value=1) >= 1`" ] }, { "cell_type": "markdown", "id": "d5b9a806", "metadata": {}, "source": [ "Interestingly, by calling the function *solve()*, we can check that the problem 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": 8, "id": "91ad3a0e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x: [0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0]\n", "y: [*, *, *, *, *, *, *, *, *, *, *, *, *, *, *, *, *, *, *, *]\n" ] } ], "source": [ "if solve() is SAT:\n", " print(\"x:\", values(x))\n", " print(\"y:\", values(y))" ] }, { "cell_type": "markdown", "id": "76d39e08", "metadata": {}, "source": [ "The interested reader will be able to check that for the two slabs 0 and 1, at most two colours are used.\n", "However, nothing concerns the loads of slabs (this is why we have *)." ] }, { "cell_type": "markdown", "id": "5de47e35", "metadata": {}, "source": [ "To compute loads of slabs, we just need a constraint *BinPacking*:" ] }, { "cell_type": "code", "execution_count": 9, "id": "2a0bf6f2", "metadata": {}, "outputs": [], "source": [ "satisfy(\n", " # computing loads of slabs\n", " BinPacking(x, sizes=sizes, loads=y)\n", ");" ] }, { "cell_type": "markdown", "id": "239c2090", "metadata": {}, "source": [ "Let us run again the solver, while computing the wasted gaps:" ] }, { "cell_type": "code", "execution_count": 10, "id": "fbd9e0b7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x: [0, 0, 1, 1, 2, 0, 1, 2, 2, 3, 0, 3, 1, 3, 4, 4, 3, 4, 5, 5]\n", "y: [22, 19, 19, 21, 19, 12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "waste: 10\n" ] } ], "source": [ "if solve() is SAT:\n", " print(\"x:\", values(x))\n", " print(\"y:\", values(y))\n", " print(f\"waste: {sum(gaps[value(y[i])] for i in range(nSlabs))}\")" ] }, { "cell_type": "markdown", "id": "c648a39b", "metadata": {}, "source": [ "This time, we have a solution with 6 slabs (numbered from 0 to 5).\n", "However, the waste is 10." ] }, { "cell_type": "markdown", "id": "106c9831", "metadata": {}, "source": [ "The last thing to do is to post the objective, so as to reduce the waste: " ] }, { "cell_type": "code", "execution_count": 11, "id": "aff1ed47", "metadata": {}, "outputs": [], "source": [ "minimize(\n", " # minimizing total weight of steel produces\n", " Sum(gaps[y[i]] for i in range(nSlabs))\n", ");" ] }, { "cell_type": "markdown", "id": "ef9b0e0b", "metadata": {}, "source": [ "We can run the solver, with this optimization task. Note that we need to check that the status returned by the solver is now OPTIMUM. " ] }, { "cell_type": "code", "execution_count": 12, "id": "907eb50a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x: [0, 0, 1, 5, 1, 0, 4, 3, 4, 15, 0, 3, 5, 3, 4, 8, 3, 9, 1, 7]\n", "y: [22, 22, 0, 18, 15, 7, 0, 7, 7, 7, 0, 0, 0, 0, 0, 7, 0, 0, 0, 0]\n", "objective value: 0\n" ] } ], "source": [ "if solve() is OPTIMUM:\n", " print(\"x: \", values(x))\n", " print(\"y: \", values(y))\n", " print(f\"objective value: {bound()}\")" ] }, { "cell_type": "markdown", "id": "1a5a1d24", "metadata": {}, "source": [ "Great! We have 0 waste.\n" ] }, { "cell_type": "markdown", "id": "802f65df", "metadata": {}, "source": [ "However, it seems that we have a lot of symmetries concerning the way slabs are numbered.\n", "This is why we propose to post a constraint *Precedence*." ] }, { "cell_type": "code", "execution_count": 13, "id": "718c4a44", "metadata": {}, "outputs": [], "source": [ "satisfy(\n", " # tag(symmetry-breaking)\n", " Precedence(x)\n", ");" ] }, { "cell_type": "markdown", "id": "3b0573ad", "metadata": {}, "source": [ "Let us run again the solver, and let us observe the role of *Precedence*:" ] }, { "cell_type": "code", "execution_count": 14, "id": "519460e2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x: [0, 0, 1, 2, 1, 3, 4, 0, 5, 3, 4, 0, 2, 3, 4, 4, 3, 6, 1, 7]\n", "y: [22, 22, 7, 22, 18, 7, 7, 7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "objective value: 0\n" ] } ], "source": [ "if solve() is OPTIMUM:\n", " print(\"x: \", values(x))\n", " print(\"y: \", values(y))\n", " print(f\"objective value: {bound()}\")" ] }, { "cell_type": "markdown", "id": "b64ee584", "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": "30dc8f40", "metadata": { "raw_mimetype": "text/x-python" }, "source": [ "from pycsp3 import *\n", "\n", "slabSizes, orders = data\n", "colors, sizes = zip(*orders)\n", "nOrders, nColors = len(orders), len(set(colors))\n", "nSlabs, slabSizeLimit = nOrders, max(slabSizes) + 1\n", "\n", "# gaps between each possible required size s and the closest slab with a size greater than s\n", "gaps = cp_array(min(c - s for c in slabSizes if c >= s) for s in range(slabSizeLimit))\n", "\n", "# x[k] is the slab for the kth order\n", "x = VarArray(size=nOrders, dom=range(nSlabs))\n", "\n", "# y[i] is the size (load) of the ith slab\n", "y = VarArray(size=nSlabs, dom=range(slabSizeLimit))\n", "\n", "satisfy(\n", " # each slab can contain at most 2 colors\n", " [Sum(Exist(x[k] == i for k in range(nOrders) if colors[k] == c) for c in range(nColors)) <= 2 \n", " for i in range(nSlabs)],\n", "\n", " # computing loads of slabs\n", " BinPacking(x, sizes=sizes, loads=y),\n", "\n", " # tag(symmetry-breaking)\n", " Precedence(x)\n", ")\n", "\n", "minimize(\n", " # minimizing total weight of steel produces\n", " Sum(gaps[y[i]] for i in range(nSlabs))\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 }