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<!DOCTYPE html>
<html>
  <head>
    <title>Well-Ordered</title>
    <meta charset="utf-8">
    <meta name="viewport" content="width=device-width, initial-scale=1.0">
    <link rel="stylesheet" type="text/css" href="/well-ordered/static/styles.css">
    <link rel="shortcut icon" type="image/x-icon" href="/well-ordered/static/favicon.ico">
  </head>
  <body>
	<div class="container">
        <div>
            <a href="/" class="title">Well-Ordered</a><span>@</span><a href="https://cyfraeviolae.org">cyfraeviolae.org</a>
            <span class="sep">|</span>
            <a href="https://cyfraeviolae.org/git/well-ordered">source code</a>
        </div>
        <p>
            The bibulous sorcerer Roseacrucis has depleted our distilled reserves. You must journey to obtain the
            myriad ingredients necessary to recreate the seventy-seven official IBA cocktails&mdash;but your wallet runs
            light, and your thirst grows deep. In what order do you obtain ingredients to make the most
            drinks for the fewest drachma?
        </p>
        <noscript>Sorry, JavaScript is required to run Well-Ordered.</noscript>
        <div id="form">
            <form action="/" method="none">
                <p>
                    Select any ingredients already owned or of negligible cost.
                </p>
                <div id="checkboxes">
					<div class="ingredient">
						<input type="checkbox" id="ingredient0" x-ingredient="0">
                        <label for="ingredient0">Absinthe</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient1" x-ingredient="1">
                        <label for="ingredient1">Angostura bitters</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient2" x-ingredient="2">
                        <label for="ingredient2">Aperol</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient3" x-ingredient="3">
                        <label for="ingredient3">Apricot brandy</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient4" x-ingredient="4">
                        <label for="ingredient4">Blackberry liqueur</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient5" x-ingredient="5">
                        <label for="ingredient5">Bourbon</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient6" x-ingredient="6">
                        <label for="ingredient6">Cachaca</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient7" x-ingredient="7">
                        <label for="ingredient7">Calvados</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient8" x-ingredient="8">
                        <label for="ingredient8">Campari</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient9" x-ingredient="9">
                        <label for="ingredient9">Champagne</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient10" x-ingredient="10">
                        <label for="ingredient10">Cherry liqueur</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient11" x-ingredient="11" checked>
                        <label for="ingredient11">Coconut milk</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient12" x-ingredient="12">
                        <label for="ingredient12">Coffee liqueur</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient13" x-ingredient="13">
                        <label for="ingredient13">Cognac</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient14" x-ingredient="14" checked>
                        <label for="ingredient14">Cola</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient15" x-ingredient="15" checked>
                        <label for="ingredient15">Cranberry juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient16" x-ingredient="16" checked>
                        <label for="ingredient16">Cream</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient17" x-ingredient="17">
                        <label for="ingredient17">Cream liqueur</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient18" x-ingredient="18">
                        <label for="ingredient18">Créme de Cacao</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient19" x-ingredient="19">
                        <label for="ingredient19">Créme de Cassis</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient20" x-ingredient="20">
                        <label for="ingredient20">Créme de Menthe</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient21" x-ingredient="21">
                        <label for="ingredient21">DOM Bénédictine</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient22" x-ingredient="22">
                        <label for="ingredient22">Dark rum</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient23" x-ingredient="23">
                        <label for="ingredient23">DiSaronno</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient24" x-ingredient="24">
                        <label for="ingredient24">Drambuie</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient25" x-ingredient="25">
                        <label for="ingredient25">Dry vermouth</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient26" x-ingredient="26">
                        <label for="ingredient26">Dry white wine</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient27" x-ingredient="27" checked>
                        <label for="ingredient27">Egg yolk</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient28" x-ingredient="28">
                        <label for="ingredient28">Galliano</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient29" x-ingredient="29">
                        <label for="ingredient29">Gin</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient30" x-ingredient="30" checked>
                        <label for="ingredient30">Ginger ale</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient31" x-ingredient="31" checked>
                        <label for="ingredient31">Ginger beer</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient32" x-ingredient="32" checked>
                        <label for="ingredient32">Grapefruit juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient33" x-ingredient="33">
                        <label for="ingredient33">Grenadine</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient34" x-ingredient="34" checked>
                        <label for="ingredient34">Hot coffee</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient35" x-ingredient="35">
                        <label for="ingredient35">Irish whiskey</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient36" x-ingredient="36">
                        <label for="ingredient36">Kirsch</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient37" x-ingredient="37" checked>
                        <label for="ingredient37">Lemon juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient38" x-ingredient="38">
                        <label for="ingredient38">Lillet Blonde</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient39" x-ingredient="39" checked>
                        <label for="ingredient39">Lime juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient40" x-ingredient="40">
                        <label for="ingredient40">Maraschino</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient41" x-ingredient="41" checked>
                        <label for="ingredient41">Olive juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient42" x-ingredient="42">
                        <label for="ingredient42">Orange bitters</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient43" x-ingredient="43">
                        <label for="ingredient43">Orange flower water</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient44" x-ingredient="44" checked>
                        <label for="ingredient44">Orange juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient45" x-ingredient="45">
                        <label for="ingredient45">Orgeat</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient46" x-ingredient="46">
                        <label for="ingredient46">Peach bitters</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient47" x-ingredient="47">
                        <label for="ingredient47">Peach puree</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient48" x-ingredient="48">
                        <label for="ingredient48">Peach schnapps</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient49" x-ingredient="49">
                        <label for="ingredient49">Peychaud's bitters</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient50" x-ingredient="50" checked>
                        <label for="ingredient50">Pineapple juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient51" x-ingredient="51">
                        <label for="ingredient51">Pisco</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient52" x-ingredient="52">
                        <label for="ingredient52">Prosecco</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient53" x-ingredient="53">
                        <label for="ingredient53">Raspberry liqueur</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient54" x-ingredient="54">
                        <label for="ingredient54">Raspberry syrup</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient55" x-ingredient="55">
                        <label for="ingredient55">Red Port</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient56" x-ingredient="56">
                        <label for="ingredient56">Rye</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient57" x-ingredient="57">
                        <label for="ingredient57">Scotch</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient58" x-ingredient="58" checked>
                        <label for="ingredient58">Soda water</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient59" x-ingredient="59">
                        <label for="ingredient59">Strawberry syrup</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient60" x-ingredient="60">
                        <label for="ingredient60">Sweet vermouth</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient61" x-ingredient="61" checked>
                        <label for="ingredient61">Syrup</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient62" x-ingredient="62">
                        <label for="ingredient62">Tequila</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient63" x-ingredient="63" checked>
                        <label for="ingredient63">Tomato juice</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient64" x-ingredient="64">
                        <label for="ingredient64">Triple Sec</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient65" x-ingredient="65">
                        <label for="ingredient65">Vodka</label>
                    </div>
                    <div class="ingredient">
                        <input type="checkbox" id="ingredient66" x-ingredient="66">
                        <label for="ingredient66">White rum</label>
                    </div>
                </div>
                <div>
                    <label for="limit">Time limit in seconds:</label>
                    <input id="limit" name="limit" type="number" value="60" min="10"></input>
                </div>
                <div>
                    <button type="submit" id="optimal">Compute ordering</button>
                </div>
            </form>
        </div>
        <div id="waiting"></div>
        <div id="solution">
			<p>The sample solution given the pre-selected ingredients:</p>
			<ol>
				<li>On-hand</li>
				<li>
					Vodka
					<ul>
						<li>Sea Breeze, Screwdriver, Bloody Mary, Moscow Mule</li>
					</ul>
				</li>
				<li>
					White rum
					<ul>
						<li>Mojito, Cuba Libre, Pina Colada, Daiquiri</li>
					</ul>
				</li>
				<li>
					Triple Sec
					<ul>
						<li>Lemon Drop Martini, Cosmopolitan, Kamikaze</li>
					</ul>
				</li>
				<li>
					Tequila
					<ul>
						<li>Margarita, Tommy's Margarita, Vampiro</li>
					</ul>
				</li>
				<li>
					Gin
					<ul>
						<li>Long Island Iced Tea, Gin Fizz, John Collins, White Lady</li>
					</ul>
				</li>
				<li>
					Cognac
					<ul>
						<li>Horse's Neck, Sidecar, Between the Sheets</li>
					</ul>
				</li>
				<li>
					Galliano
					<ul>
						<li>Yellow Bird, Golden Dream, Harvey Wallbanger</li>
					</ul>
				</li>
				<li>
					Grenadine
					<ul>
						<li>Bacardi, Tequila Sunrise</li>
					</ul>
				</li>
				<li>
					Cherry liqueur
					<ul>
						<li>Aviation, Mary Pickford, Hemingway Special</li>
					</ul>
				</li>
				<li>
					Bourbon
					<ul>
						<li>Whiskey Sour, Mint Julep</li>
					</ul>
				</li>
				<li>
					Dry vermouth
					<ul>
						<li>Dirty Martini, Dry Martini</li>
					</ul>
				</li>
				<li>
					Champagne
					<ul>
						<li>Mimosa, French 75</li>
					</ul>
				</li>
				<li>
					Angostura bitters
					<ul>
						<li>Old Fashioned, Champagne Cocktail</li>
					</ul>
				</li>
				<li>
					Dark rum
					<ul>
						<li>Planter's Punch, Dark 'n' Stormy</li>
					</ul>
				</li>
				<li>
					Coffee liqueur
					<ul>
						<li>Espresso Martini, Black Russian</li>
					</ul>
				</li>
				<li>
					DiSaronno
					<ul>
						<li>God Mother, French Connection</li>
					</ul>
				</li>
				<li>
					Créme de Cacao
					<ul>
						<li>Alexander</li>
					</ul>
				</li>
				<li>
					Créme de Menthe
					<ul>
						<li>Grasshopper, Stinger</li>
					</ul>
				</li>
				<li>
					Lillet Blonde
					<ul>
						<li>Vesper</li>
					</ul>
				</li>
				<li>
					Absinthe
					<ul>
						<li>Monkey Gland</li>
					</ul>
				</li>
				<li>
					Apricot brandy
					<ul>
						<li>Paradise</li>
					</ul>
				</li>
				<li>
					Pisco
					<ul>
						<li>Pisco Sour</li>
					</ul>
				</li>
				<li>
					Raspberry syrup
					<ul>
						<li>Clover Club</li>
					</ul>
				</li>
				<li>
					Orange bitters
					<ul>
						<li>Casino</li>
					</ul>
				</li>
				<li>
					Maraschino
					<ul>
						<li>Tuxedo</li>
					</ul>
				</li>
				<li>
					Red Port
					<ul>
						<li>Porto Flip</li>
					</ul>
				</li>
				<li>
					Scotch
					<ul>
						<li>God Father</li>
					</ul>
				</li>
				<li>
					Drambuie
					<ul>
						<li>Rusty Nail</li>
					</ul>
				</li>
				<li>
					Calvados
					<ul>
						<li>Angel Face</li>
					</ul>
				</li>
				<li>
					Prosecco
					<ul>
						<li>Barracuda</li>
					</ul>
				</li>
				<li>
					Peach puree
					<ul>
						<li>Bellini</li>
					</ul>
				</li>
				<li>
					Peach schnapps
					<ul>
						<li>Sex on the Beach</li>
					</ul>
				</li>
				<li>
					Cream liqueur
					<ul>
						<li>B52</li>
					</ul>
				</li>
				<li>
					Cachaca
					<ul>
						<li>Caipirinha</li>
					</ul>
				</li>
				<li>
					Raspberry liqueur
					<ul>
						<li>French Martini</li>
					</ul>
				</li>
				<li>
					Peach bitters
					<ul>
						<li>Derby</li>
					</ul>
				</li>
				<li>
					Aperol
					<ul>
						<li>Spritz Veneziano</li>
					</ul>
				</li>
				<li>
					Blackberry liqueur
					<ul>
						<li>Bramble</li>
					</ul>
				</li>
				<li>Sweet vermouth</li>
				<li>
					Campari
					<ul>
						<li>Negroni, Americano</li>
					</ul>
				</li>
				<li>
					Rye
					<ul>
						<li>Manhattan</li>
					</ul>
				</li>
				<li>
					Orgeat
					<ul>
						<li>Mai-tai</li>
					</ul>
				</li>
				<li>
					Irish whiskey
					<ul>
						<li>Irish Coffee</li>
					</ul>
				</li>
				<li>
					DOM Bénédictine
					<ul>
						<li>Singapore Sling</li>
					</ul>
				</li>
				<li>
					Créme de Cassis
					<ul>
						<li>Russian Spring Punch</li>
					</ul>
				</li>
				<li>
					Peychaud's bitters
					<ul>
						<li>Sazerac</li>
					</ul>
				</li>
				<li>
					Orange flower water
					<ul>
						<li>Ramos Fizz</li>
					</ul>
				</li>
				<li>
					Dry white wine
					<ul>
						<li>Kir</li>
					</ul>
				</li>
				<li>Kirsch</li>
				<li>
					Strawberry syrup
					<ul>
						<li>Rose</li>
					</ul>
				</li>
			</ol>
		</div>
        <details>
            <summary>Explain.</summary>
            <p>
                A recipe is a set of ingredients. The well-ordering problem: given
                a set of recipes \(r_1\ldots{}r_m\) comprised of ingredients
                \(y_1\ldots{}y_n\), find an ordering \(\sigma\) of the ingredients that maximizes
                \[ \large\sum_{i=1}^{n}\sum_{j=1}^{m} p_\sigma(i, j) \]
                where
                \[ \large p_\sigma(i, j) = \begin{cases}
                        1 & r_j \subseteq \{y_{\sigma^{-1}(k)} \mid 1 \leq k \leq i\}  \\
                        0 & \mathrm{otherwise.}
                    \end{cases} \]
            </p>
            <p>
                In other words, we assign one point to each recipe in each round it is satisfiable by the already-collected
                ingredients. We reduce the well-ordering problem to integer linear programming:
            </p>
            <p>
                \[
                \large
                \begin{equation}
                  \begin{split}
                    \text{maximize } & \sum_{k=1}^n\sum_{j=1}^m v_{k,j} \\
                    \text{subject to } &
                    \begin{aligned}[t]
                        \sum_{i=0}^{n}c_{k, i} &= k & k \in [1, n] \\
                        c_{k,i} &\le c_{k+1, i} & i \in [1, n], k \in [1, n-1] \\
                        v_{k,j} &\ge -\lvert{}r_j\rvert + 1 + \sum_{i \in r_j}c_{k,i} & k \in [1, n], j \in [1, m] \\
                        v_{k,j} &\le c_{k,i} & k \in [1, n], j \in [1, m], i \in r_j \\
                    \end{aligned} \\
                    \text{binary } &
                    \begin{aligned}[t]
                        v_{k,j} & & k \in [1, n], j \in [1, m] \\
                        c_{k,i} & & k \in [1, n], i \in [1, n] \\
                    \end{aligned} \\
                  \end{split}
                \end{equation}
                \]
            </p>
            <p>
                \(c_{k,i}\) is set when \(y_i\) is collected in rounds 1 through \(k\). \(v_{k,j}\) is set if \(r_j\) is
                satisfiable in round \(k\). The first and second constraints ensure exactly one ingredient is added in each
                round. The third and fourth constraints model that \(v_{k,j} = \bigwedge\limits_{i \in r_j} c_{k,i}\).
            </p>
            <p>
                The system is solved in-browser using <a href="https://github.com/jvail/glpk.js">jvail's port</a> of
                <a href="https://www.gnu.org/software/glpk/">GLPK</a> to WebAssembly. Alternatively, COIN-OR's
                <a href="https://projects.coin-or.org/Cbc">cbc</a> can find the optimal solution in under thirty seconds on
                a desktop computer. Recipes adapted from
                <a href="https://github.com/teijo/iba-cocktails">teijo/iba-cocktails</a>.
            </p>
        </details>
    </div>
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