diff --git a/ipynb/TSP.ipynb b/ipynb/TSP.ipynb index 41a0c49..22de6fc 100644 --- a/ipynb/TSP.ipynb +++ b/ipynb/TSP.ipynb @@ -33,16 +33,16 @@ "\n", "I'll identify the basic concepts and make implementation choices for them:\n", "\n", - "- **City**: A point in the 2D (*x*, *y*) plane. I'll use [**complex numbers**](https://docs.python.org/3/c-api/complex.html), which are points in the (*real*, *imaginary*) plane. (A tuple would also work.)\n", + "- **City**: A point in the 2D plane. I'll use [**complex numbers**](https://docs.python.org/3/c-api/complex.html), which are points in the (*real*, *imaginary*) plane. (An (*x*, *y*) tuple would also work.)\n", "- **Cities**: A Python **set** of cities.\n", "- **Tour**: An ordered list of cities. `[A, B, C]` is the tour consisting of links from `A` to `B` to`C` and back to `A`.\n", "- **Link**: A two-city list reresenting a direct connection between the cities, e.g. `[A, B]`.\n", "- **Segment**: A list representing a portion of a tour that does not loop back to the start.\n", " - For example, the **segment** `[A, B, C]` has two links, `[A, B]` and `[B, C], while the`**tour** `[A, B, C]` has a third, `[C, A]`.\n", - "- **Distance**: A function `distance(A, B)` will compute the straight-line distance between two points in a link.\n", + "- **Distance**: A function `distance(A, B)` will compute the straight-line distance between two points.\n", "- **Tour length**: A function `tour_length(tour)` will compute the length of a tour: the sum of the distances of the links.\n", "- **Valid tour**: a tour that visits every city exactly once.\n", - "- **TSP algorithm**: Any function with the signature `tsp(cities: Cities) -> Tour`.\n", + "- **TSP algorithm**: Functions with the signature `tsp(cities: Cities) -> Tour`.\n", "\n", "**Notes**: \n", "- Some authors use \"cycle\" or \"circuit\" or \"[Hamiltonian path](https://en.wikipedia.org/wiki/Hamiltonian_path)\" instead of \"tour.\"\n", @@ -136,7 +136,7 @@ "source": [ "# Sets of Random Cities\n", "\n", - "To test a TSP algorithm, I'll need a set of cities. I'll define `random_cities(n)` to return a set of `n` cities, sprawled out randomly over the map. \n", + "To test a TSP algorithm, I'll need a set of cities. I'll define `random_cities(n)` to return a set of `n` cities, sprawled out randomly over the map. (By default I'll use a 3x2 aspect ratio.)\n", "\n", "*Note*: I'll eventually want to be able to do reproducible comparisons of algorithms: to run two or more algorithms on the same set of cities. Therefore `random_cities` has an optional argument, `seed`, with a default value. If you pass in the same seed, you will get back the same set of cities. If you want a different set of *n* random cities, pass in a different seed." ] @@ -178,7 +178,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's start with an algorithm that is *guaranteed* to find the shortest tour (although slowly):\n", + "Let's start with an algorithm that is *guaranteed* to find the shortest tour:\n", "\n", "- **Exhaustive TSP Search Algorithm**: *Generate all possible tours of the cities, and choose the shortest one.*\n", "\n", @@ -329,7 +329,7 @@ " return Run(tour, t1 - t0, tsp)\n", "\n", "class Run:\n", - " \"\"\"The tour found by a run and the time it took to compute it, with a pretty representation.\"\"\"\n", + " \"\"\"The tour found by a run and the time it took to compute it.\"\"\"\n", " def __init__(self, tour, seconds, tsp):\n", " self.tour = tour\n", " self.msec = 1000 * seconds\n", @@ -354,7 +354,7 @@ { "data": { "text/plain": [ - "[exhaustive_tsp(9 cities) ⇒ 8,252 length tour in 222 msecs]" + "[exhaustive_tsp(9 cities) ⇒ 8,252 length tour in 219 msecs]" ] }, "execution_count": 10, @@ -384,7 +384,7 @@ { "data": { "text/plain": [ - "[exhaustive_tsp(10 cities) ⇒ 7,602 length tour in 2,296 msecs]" + "[exhaustive_tsp(10 cities) ⇒ 7,602 length tour in 2,278 msecs]" ] }, "execution_count": 11, @@ -416,7 +416,7 @@ "tags": [] }, "source": [ - "The algorithm is already starting to get slow; about 2.5 seconds for 10 cities. The exhaustive search algorithm considers all permutations of the *n* input cities, so the run time is proportional to *n*!, which [we notate](https://en.wikipedia.org/wiki/Big_O_notation) as *O*(*n*!). \n", + "The algorithm is already starting to get slow; about 2.5 seconds for 10 cities. The exhaustive search algorithm considers all permutations of the *n* input cities, so the run time is *O*(*n*!) in [Big *O* notation](https://en.wikipedia.org/wiki/Big_O_notation). \n", "\n", "(Note: we could get it down to (*n*-1)! by noticing that the permutations [A, B, C], [B, C, A], and [C, A, B] are all actually the same tour, so we only need to look at one of them. But *O*((*n*-1)!) is still untenable, so I won't bother making this improvement.)" ] @@ -517,7 +517,7 @@ { "data": { "text/plain": [ - "[nearest_tsp(5000 cities) ⇒ 154,542 length tour in 803 msecs]" + "[nearest_tsp(5000 cities) ⇒ 154,542 length tour in 793 msecs]" ] }, "execution_count": 13, @@ -620,7 +620,7 @@ { "data": { "text/plain": [ - "[nearest_tsp(1088 cities) ⇒ 53,364 length tour in 44 msecs]" + "[nearest_tsp(1088 cities) ⇒ 53,364 length tour in 50 msecs]" ] }, "execution_count": 16, @@ -642,139 +642,6 @@ "run(nearest_tsp, USA)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In some places this tour looks good, but there are a few very long links. Could we fix them? The next section shows one way to do that.\n", - "\n", - "# Local Search Strategy (two_opt)\n", - "\n", - "In the following diagram (from [wikipedia](https://en.wikipedia.org/wiki/2-opt)) we see the top tour has two crossed links forming an ╳. In the bottom we see the same tour with the ╳ uncrossed. The bottom tour replaces two longer crossed links with two shorter links, thus improving the tour. \n", - "\n", - "![](https://upload.wikimedia.org/wikipedia/commons/thumb/b/b8/2-opt_wiki.svg/360px-2-opt_wiki.svg.png)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'd like to avoid results like the top tour. Could we modify a nearest-neighbor search to avoid making mistakes like the crossed links in the first place? That would be hard. When the tour gets to [a, b] it is not obvious that [a, b, e] is a mistake. it is only 3 links later when we make the [c, f] link that the problem becomes apparent. So, rather than tackling the difficult task of **avoiding** mistakes, the **local search strategy** says to go ahead and make mistakes in creating the initial version of a tour, and then do the easier task of **fixing** the mistakes. \n", - "\n", - "Why is it easier to fix the mistakes? Because we can't easily answer the question \"is it a mistake to extend [a, b] to [a, b, e]?\" but we *can* easily and definitively answer the question \"does replacing [b, e] and [c, f] with [b, c] and [e, f] make the tour shorter?\"\n", - "\n", - "When we are dealing with **Euclidean distance** (or any **[metric space](https://en.wikipedia.org/wiki/Metric_space)** for that matter), then by the [triangle inequality](https://en.wikipedia.org/wiki/Triangle_inequality) we can see that anytime there are two links that cross in an ╳ pattern, we should uncross the ╳. There can also be cases that don't involve an ╳ but still result in a shorter tour when you swap the links. You can think of this in two ways:\n", - "1) Break the links [b, e] and [c, f] and replace them with [b, c] and [e, f] (whenever this makes the tour shorter).\n", - "2) Reverse the segment [e, d, c] to become [c, d, e] (whenever this makes the tour shorter).\n", - "\n", - "In the literature of TSP, this kind of improvement is called [**2-opt**](https://en.wikipedia.org/wiki/2-opt), because it involves deleting two links and replacing them with two optimized links. \n", - "\n", - "I'll define `two_opt(tour)` to consider various segments, and reverse a segment whenever that improves the tour. What segments should we consider? I don't know how to be clever about that, but I do know how to use **brute force**: try every subsegment. (I have an intuition (from experience with [simulated annealing](https://en.wikipedia.org/wiki/Simulated_annealing)) that trying longer subsegments first would be better, so I'll write `subsegment_indexes` that way.) After I've tried all segments, if one of them did improve the tour I'll repeat the process until there are no improvements, then return the improved tour:" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "def two_opt(tour: Tour) -> Tour:\n", - " \"\"\"Perform 2-opt segment reversals to optimize tour. Repeat until no more improvement.\"\"\"\n", - " tour = list(tour) # Don't mutate the input tour\n", - " while True:\n", - " improved = False\n", - " for (i, j) in subsegment_indexes(len(tour)):\n", - " if reversal_is_improvement(tour, i, j):\n", - " tour[i:j] = reversed(tour[i:j])\n", - " improved = True\n", - " if not improved:\n", - " return tour\n", - " \n", - "def reversal_is_improvement(tour: Tour, i: int, j: int) -> bool:\n", - " \"\"\"Would reversing the segment `tour[i:j]` make the tour shorter?\"\"\"\n", - " # Given tour [...A,B...C,D...], would reversing B...C to C...B make the tour shorter?\n", - " A, B, C, D = tour[i-1], tour[i], tour[j-1], tour[j % len(tour)]\n", - " return distance(A, B) + distance(C, D) > distance(A, C) + distance(B, D)\n", - " \n", - "@cache # All tours of length N have the same subsegment indexes, so cache them.\n", - "def subsegment_indexes(N: int) -> list[tuple[int, int]]:\n", - " \"\"\"Return (i, j) index pairs denoting tour[i:j] subsegments of a tour of length N.\"\"\"\n", - " return [(i, i + length)\n", - " for length in reversed(range(2, N))\n", - " for i in range(N - length)]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To be clear, `subsegment_indexes(5)` gives a list of the start and stop indexes of every segment in a 5-city tour that is from 2 to 4 cities long:" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [], - "source": [ - "assert subsegment_indexes(5) == [(0, 4), (0, 3), (1, 4), (0, 2), (1, 3), (2, 4)]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's see how much 2-opt can improve a `nearest_tsp` tour:" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [], - "source": [ - "def nearest_tsp_2opt(cities: Cities, start: City=None) -> Tour: \n", - " \"\"\"Apply 2-opt to the result of nearest_tsp.\"\"\"\n", - " return two_opt(nearest_tsp(cities, start))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[nearest_tsp_2opt(1088 cities) ⇒ 45,105 length tour in 690 msecs]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "run(nearest_tsp_2opt, USA)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That's about an 18% improvement in tour length (but 20 times longer in run time)." - ] - }, { "cell_type": "markdown", "metadata": { @@ -787,7 +654,7 @@ "source": [ "# Greedy TSP Algorithm (greedy_tsp)\n", "\n", - "The Nearest Neighbor Algorithm followed the **greedy strategy** in always choosing the neighbor that is nearest to the **previous city** in the tour. Another way to be greedy is to always choose the shortest possible link, **anywhere** in the map, not just from the previous city in the partial tour. It works like this: \n", + "The Nearest Neighbor Algorithm follows the **greedy strategy** in always choosing the neighbor that is nearest to the **previous city** in the tour. Another way to be greedy is to always choose the shortest possible link, **anywhere** in the map, not just from the previous city in the partial tour. It works like this: \n", "\n", "> **Greedy Algorithm:** *Maintain a set of **segments**; intially each city defines its own 1-city segment. Find the shortest possible link that connects two endpoints of two different segments, and join those segments with that link to form one bogger segmenr. Repeat until we form a single segment that tours all the cities.*\n", "\n", @@ -806,7 +673,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": { "editable": true, "slideshow": { @@ -844,7 +711,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": { "editable": true, "slideshow": { @@ -886,7 +753,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "metadata": { "editable": true, "slideshow": { @@ -898,10 +765,10 @@ { "data": { "text/plain": [ - "[greedy_tsp(1088 cities) ⇒ 51,129 length tour in 149 msecs]" + "[greedy_tsp(1088 cities) ⇒ 51,129 length tour in 146 msecs]" ] }, - "execution_count": 23, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -922,26 +789,174 @@ }, { "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, + "metadata": {}, "source": [ - "We could of course apply 2-opt to this result, but I'll wait to run that when he get to the **Benchmarking** section." + "Both this tour and the one from `nearest_tsp` look good in some parts of the map, but there are a few very long links. Could we fix them? The next section shows one way to do that." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Local Search Strategy (two_opt)\n", + "\n", + "In the following diagram (from [wikipedia](https://en.wikipedia.org/wiki/2-opt)) we see the top tour has two crossed links forming an ╳. In the bottom we see the same tour with the ╳ uncrossed. The bottom tour replaces two longer crossed links with two shorter links, thus improving the tour. \n", + "\n", + "![](https://upload.wikimedia.org/wikipedia/commons/thumb/b/b8/2-opt_wiki.svg/360px-2-opt_wiki.svg.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'd like to avoid results like the top tour. Could we modify a nearest-neighbor search to avoid making mistakes like the crossed links in the first place? That would be hard. When the tour gets to [a, b] it is not obvious that [a, b, e] is a mistake. it is only 3 links later when we make the [c, f] link that the problem becomes apparent. So, rather than tackling the difficult task of **avoiding** mistakes, the **local search strategy** says to go ahead and make mistakes in creating the initial version of a tour, and then do the easier task of **fixing** the mistakes. \n", + "\n", + "Why is it easier to fix the mistakes? Because we can't easily answer the question \"is it a mistake to extend [a, b] to [a, b, e]?\" but we *can* easily and definitively answer the question \"does replacing [b, e] and [c, f] with [b, c] and [e, f] make the tour shorter?\"\n", + "\n", + "When we are dealing with **Euclidean distance** (or any **[metric space](https://en.wikipedia.org/wiki/Metric_space)** for that matter), then by the [triangle inequality](https://en.wikipedia.org/wiki/Triangle_inequality) we can see that anytime there are two links that cross in an ╳ pattern, we should uncross the ╳. There can also be cases that don't involve an ╳ but still result in a shorter tour when you swap the links. You can think of this in two ways:\n", + "1) Break the links [b, e] and [c, f] and replace them with [b, c] and [e, f] (whenever this makes the tour shorter).\n", + "2) Reverse the segment [e, d, c] to become [c, d, e] (whenever this makes the tour shorter).\n", + "\n", + "In the literature of TSP, this kind of improvement is called [**2-opt**](https://en.wikipedia.org/wiki/2-opt), because it involves deleting two links and replacing them with two optimized links. \n", + "\n", + "I'll define `two_opt(tour)` to consider various segments, and reverse a segment whenever that improves the tour. What segments should we consider? I don't know how to be clever about that, but I do know how to use **brute force**: try every subsegment. (I have an intuition (from experience with [simulated annealing](https://en.wikipedia.org/wiki/Simulated_annealing)) that trying longer subsegments first would be better, so I'll write `subsegment_indexes` that way.) After I've tried all segments, if one of them did improve the tour I'll repeat the process until there are no improvements, then return the improved tour:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def two_opt(tour: Tour) -> Tour:\n", + " \"\"\"Perform 2-opt segment reversals to optimize tour. Repeat until no more improvement.\"\"\"\n", + " tour = list(tour) # Don't mutate the input tour\n", + " while True:\n", + " improved = False\n", + " for (i, j) in subsegment_indexes(len(tour)):\n", + " if reversal_is_improvement(tour, i, j):\n", + " tour[i:j] = reversed(tour[i:j])\n", + " improved = True\n", + " if not improved:\n", + " return tour\n", + " \n", + "def reversal_is_improvement(tour: Tour, i: int, j: int) -> bool:\n", + " \"\"\"Would reversing the segment `tour[i:j]` make the tour shorter?\"\"\"\n", + " # Given tour [...A,B...C,D...], would reversing B...C to C...B make the tour shorter?\n", + " A, B, C, D = tour[i-1], tour[i], tour[j-1], tour[j % len(tour)]\n", + " return distance(A, B) + distance(C, D) > distance(A, C) + distance(B, D)\n", + " \n", + "@cache # All tours of length N have the same subsegment indexes, so cache them.\n", + "def subsegment_indexes(N: int) -> list[tuple[int, int]]:\n", + " \"\"\"Return (i, j) index pairs denoting tour[i:j] subsegments of a tour of length N.\"\"\"\n", + " return [(i, i + length)\n", + " for length in reversed(range(2, N))\n", + " for i in range(N - length)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To be clear, `subsegment_indexes(5)` gives a list of the start and stop indexes of every segment in a 5-city tour that is from 2 to 4 cities long:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "assert subsegment_indexes(5) == [(0, 4), (0, 3), (1, 4), (0, 2), (1, 3), (2, 4)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see how much 2-opt can improve tours:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "def nearest_tsp_2opt(cities: Cities, start: City=None) -> Tour: \n", + " \"\"\"Apply 2-opt to the result of nearest_tsp.\"\"\"\n", + " return two_opt(nearest_tsp(cities, start))\n", + "\n", + "def greedy_tsp_2opt(cities) -> Tour: \n", + " \"\"\"Run the greedy_tsp algorithm on cities and apply two_opt to the resulting tour.\"\"\"\n", + " return two_opt(greedy_tsp(cities))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[nearest_tsp_2opt(1088 cities) ⇒ 45,105 length tour in 676 msecs]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "run(nearest_tsp_2opt, USA)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[greedy_tsp_2opt(1088 cities) ⇒ 44,417 length tour in 758 msecs]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "def greedy_tsp_2opt(cities) -> Tour: \n", - " \"\"\"Run the greedy_tsp algorithm on cities and apply two_opt to the resulting tour.\"\"\"\n", - " return two_opt(greedy_tsp(cities))" + "run(greedy_tsp_2opt, USA)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The very long links are gone, and there is an overall 15 to 20% improvement in tour length. But the run time is about 20 times longer." ] }, { @@ -1057,46 +1072,16 @@ " start_cities = random.sample(list(cities), k)\n", " return shortest(nearest_tsp(cities, start) for start in start_cities)\n", "\n", - "def rep_nearest_tsp_2opt(cities: Cities, k=20):\n", + "def rep_nearest_tsp_2opt(cities: Cities, k=10):\n", " \"\"\"Repeat `nearest_tsp` with `k` different start cities; pick the shortest tour and apply 2-opt.\"\"\"\n", " return two_opt(rep_nearest_tsp(cities, k))\n", "\n", - "def rep_2opt_nearest_tsp(cities: Cities, k=10):\n", + "def rep_2opt_nearest_tsp(cities: Cities, k=5):\n", " \"\"\"Repeat `nearest_tsp` followed by 2-opt on `k` different start cities; pick the shortest tour\"\"\"\n", " start_cities = random.sample(list(cities), k)\n", " return shortest(two_opt(nearest_tsp(cities, start)) for start in start_cities)" ] }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[rep_2opt_nearest_tsp(1088 cities) ⇒ 44,502 length tour in 6,136 msecs]" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "run(rep_2opt_nearest_tsp, USA)" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -1106,7 +1091,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": { "editable": true, "slideshow": { @@ -1123,22 +1108,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[ensemble_tsp_2opt(1088 cities) ⇒ 44,224 length tour in 6,572 msecs]" + "[ensemble_tsp_2opt(1088 cities) ⇒ 44,417 length tour in 4,191 msecs]" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -1190,7 +1175,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1214,33 +1199,30 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Let's see what a minimum spanning tree looks like. We can't use `plot_tour` so we'll need a new plotting function:" + "Let's see what a minimum spanning tree looks like. We can't use `plot_tour` so we'll need a new plotting function, and I'll use a different color to make it clear that these are trees, not tours:" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "def plot_graph(graph: Graph) -> None:\n", - " \"Given a graph of the form {parent: [child...]}, plot vertexes and links.\"\n", - " vertexes = {v for parent in graph for v in graph[parent]} | set(graph)\n", - " links = ((parent, child) for parent in graph for child in graph[parent])\n", - " if len(graph) > 1000: \n", - " plt.figure(figsize=(15, 7.5))\n", + " \"Given a graph of the form {parent: [child...]}, plot all links.\"\n", + " links = ((parent, child) for parent in graph for child in graph[parent])\n", " for link in links:\n", " plot_segment(link, 'g.-')" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1250,19 +1232,19 @@ } ], "source": [ - "plot_graph(mst(random_cities(100)))" + "plot_graph(mst(random_cities(75)))" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -1291,7 +1273,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1317,16 +1299,16 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[mst_tsp(1088 cities) ⇒ 58,201 length tour in 221 msecs]" + "[mst_tsp(1088 cities) ⇒ 58,201 length tour in 227 msecs]" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, @@ -1367,7 +1349,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1404,7 +1386,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1431,7 +1413,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1460,16 +1442,16 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[held_karp_tsp(10 cities) ⇒ 7,602 length tour in 9 msecs]" + "[held_karp_tsp(10 cities) ⇒ 7,602 length tour in 10 msecs]" ] }, - "execution_count": 39, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, @@ -1490,16 +1472,16 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[exhaustive_tsp(10 cities) ⇒ 7,602 length tour in 2,355 msecs]" + "[exhaustive_tsp(10 cities) ⇒ 7,602 length tour in 2,371 msecs]" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, @@ -1527,16 +1509,16 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[held_karp_tsp(15 cities) ⇒ 8,063 length tour in 874 msecs]" + "[held_karp_tsp(15 cities) ⇒ 8,063 length tour in 892 msecs]" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, @@ -1585,12 +1567,12 @@ "source": [ "# Benchmarking\n", "\n", - "Here are the TSP algorithms we developed, grouped by type, and commented with their strategy:" + "Here are all the TSP algorithms we developed, grouped by type, and commented with their strategy:" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": { "editable": true, "slideshow": { @@ -1605,7 +1587,7 @@ "ensemble_tsps = (ensemble_tsp_2opt, rep_nearest_tsp, rep_nearest_tsp_2opt, rep_2opt_nearest_tsp) # Ensemble strategy\n", "exact_tsps = (exhaustive_tsp, held_karp_tsp) # Brute Force, Giant Shoulders\n", "\n", - "inexact_tsps = simple_tsps + two_op_tsps + ensemble_tsps" + "inexact_tsps = simple_tsps + two_op_tsps + ensemble_tsps # Not guaranteed to find shortest tour" ] }, { @@ -1629,7 +1611,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": { "editable": true, "slideshow": { @@ -1662,7 +1644,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": { "editable": true, "slideshow": { @@ -1674,7 +1656,8 @@ "source": [ "class Runs:\n", " \"\"\"The tour lengths and run times of a TSP algorithm on a TestSuite, \n", - " with a pretty representation showing the statistics.\"\"\"\n", + " with a representation showing the mean tour length and run time,\n", + " along with ± the standard deviation of those statistics.\"\"\"\n", " def __init__(self, runs, shortest=None):\n", " runs = list(runs)\n", " self.name = runs[0].name\n", @@ -1687,7 +1670,7 @@ " length = f\"{mean(self.lengths):6,.0f} (± {stdev(self.lengths):5,.0f}) mean length\"\n", " times = f\"{mean(self.msecs):3,.0f} (± {stdev(self.msecs):4.1f}) msecs\"\n", " percent = f\"({mean(self.lengths) / self.shortest:.2%})\"\n", - " return f\"[{self.name:>24}[{self.nruns} × {self.ncities} cities] ⇒ {length} {percent} in {times}]\"" + " return f\"({self.name:>24}[{self.nruns} × {self.ncities} cities] ⇒ {length} {percent} in {times})\"" ] }, { @@ -1705,7 +1688,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": { "editable": true, "slideshow": { @@ -1742,6 +1725,34 @@ "We'll start by comparing the 3 **simple** TSP algorithms on test suites with different numbers of cities:" ] }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[( greedy_tsp[50 × 250 cities] ⇒ 34,306 (± 1,208) mean length (100.00%) in 6 (± 0.3) msecs),\n", + " ( nearest_tsp[50 × 250 cities] ⇒ 36,513 (± 1,559) mean length (106.43%) in 2 (± 0.0) msecs),\n", + " ( mst_tsp[50 × 250 cities] ⇒ 39,372 (± 1,216) mean length (114.77%) in 9 (± 9.1) msecs)]" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "benchmarks(simple_tsps, test_suite(50, 250)) " + ] + }, { "cell_type": "code", "execution_count": 46, @@ -1756,9 +1767,9 @@ { "data": { "text/plain": [ - "[[ greedy_tsp[50 × 250 cities] ⇒ 34,306 (± 1,208) mean length (100.00%) in 6 (± 0.3) msecs],\n", - " [ nearest_tsp[50 × 250 cities] ⇒ 36,513 (± 1,559) mean length (106.43%) in 2 (± 0.0) msecs],\n", - " [ mst_tsp[50 × 250 cities] ⇒ 39,372 (± 1,216) mean length (114.77%) in 9 (± 8.8) msecs]]" + "[( greedy_tsp[25 × 500 cities] ⇒ 47,751 (± 1,375) mean length (100.00%) in 27 (± 1.0) msecs),\n", + " ( nearest_tsp[25 × 500 cities] ⇒ 50,844 (± 1,414) mean length (106.48%) in 8 (± 0.1) msecs),\n", + " ( mst_tsp[25 × 500 cities] ⇒ 55,283 (± 1,364) mean length (115.77%) in 35 (± 0.7) msecs)]" ] }, "execution_count": 46, @@ -1767,7 +1778,7 @@ } ], "source": [ - "benchmarks(simple_tsps, test_suite(50, 250)) " + "benchmarks(simple_tsps, test_suite(25, 500)) " ] }, { @@ -1784,9 +1795,9 @@ { "data": { "text/plain": [ - "[[ greedy_tsp[25 × 500 cities] ⇒ 47,751 (± 1,375) mean length (100.00%) in 26 (± 0.8) msecs],\n", - " [ nearest_tsp[25 × 500 cities] ⇒ 50,844 (± 1,414) mean length (106.48%) in 8 (± 0.1) msecs],\n", - " [ mst_tsp[25 × 500 cities] ⇒ 55,283 (± 1,364) mean length (115.77%) in 37 (± 3.3) msecs]]" + "[( greedy_tsp[12 × 1000 cities] ⇒ 66,179 (± 1,457) mean length (100.00%) in 124 (± 3.5) msecs),\n", + " ( nearest_tsp[12 × 1000 cities] ⇒ 70,877 (± 1,417) mean length (107.10%) in 31 (± 0.3) msecs),\n", + " ( mst_tsp[12 × 1000 cities] ⇒ 77,363 (± 1,365) mean length (116.90%) in 158 (± 3.2) msecs)]" ] }, "execution_count": 47, @@ -1794,34 +1805,6 @@ "output_type": "execute_result" } ], - "source": [ - "benchmarks(simple_tsps, test_suite(25, 500)) " - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[[ greedy_tsp[12 × 1000 cities] ⇒ 66,179 (± 1,457) mean length (100.00%) in 134 (± 8.2) msecs],\n", - " [ nearest_tsp[12 × 1000 cities] ⇒ 70,877 (± 1,417) mean length (107.10%) in 32 (± 0.6) msecs],\n", - " [ mst_tsp[12 × 1000 cities] ⇒ 77,363 (± 1,365) mean length (116.90%) in 163 (± 4.3) msecs]]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "benchmarks(simple_tsps, test_suite(12, 1000)) " ] @@ -1841,6 +1824,49 @@ "Now let's look at all the **inexact** algorithms:" ] }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 24.6 s, sys: 28.1 ms, total: 24.6 s\n", + "Wall time: 24.6 s\n" + ] + }, + { + "data": { + "text/plain": [ + "[( ensemble_tsp_2opt[50 × 250 cities] ⇒ 30,573 (± 599) mean length (100.00%) in 151 (± 16.3) msecs),\n", + " ( greedy_tsp_2opt[50 × 250 cities] ⇒ 30,765 (± 614) mean length (100.63%) in 26 (± 4.5) msecs),\n", + " ( rep_2opt_nearest_tsp[50 × 250 cities] ⇒ 30,859 (± 676) mean length (100.93%) in 123 (± 11.1) msecs),\n", + " ( rep_nearest_tsp_2opt[50 × 250 cities] ⇒ 31,066 (± 689) mean length (101.61%) in 41 (± 5.2) msecs),\n", + " ( nearest_tsp_2opt[50 × 250 cities] ⇒ 31,289 (± 651) mean length (102.34%) in 24 (± 4.3) msecs),\n", + " ( mst_tsp_2opt[50 × 250 cities] ⇒ 31,360 (± 725) mean length (102.57%) in 31 (± 4.7) msecs),\n", + " ( greedy_tsp[50 × 250 cities] ⇒ 34,306 (± 1,208) mean length (112.21%) in 6 (± 0.3) msecs),\n", + " ( rep_nearest_tsp[50 × 250 cities] ⇒ 34,439 (± 1,053) mean length (112.64%) in 96 (± 1.5) msecs),\n", + " ( nearest_tsp[50 × 250 cities] ⇒ 36,513 (± 1,559) mean length (119.43%) in 2 (± 0.0) msecs),\n", + " ( mst_tsp[50 × 250 cities] ⇒ 39,372 (± 1,216) mean length (128.78%) in 9 (± 9.1) msecs)]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%time benchmarks(inexact_tsps, test_suite(50, 250))" + ] + }, { "cell_type": "code", "execution_count": 49, @@ -1856,23 +1882,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 36.8 s, sys: 422 ms, total: 37.2 s\n", - "Wall time: 37.2 s\n" + "CPU times: user 58.1 s, sys: 103 ms, total: 58.2 s\n", + "Wall time: 58.2 s\n" ] }, { "data": { "text/plain": [ - "[[ ensemble_tsp_2opt[50 × 250 cities] ⇒ 30,556 (± 593) mean length (100.00%) in 270 (± 20.1) msecs],\n", - " [ rep_2opt_nearest_tsp[50 × 250 cities] ⇒ 30,700 (± 574) mean length (100.47%) in 234 (± 17.1) msecs],\n", - " [ greedy_tsp_2opt[50 × 250 cities] ⇒ 30,765 (± 614) mean length (100.69%) in 27 (± 4.5) msecs],\n", - " [ rep_nearest_tsp_2opt[50 × 250 cities] ⇒ 31,051 (± 707) mean length (101.62%) in 59 (± 5.1) msecs],\n", - " [ nearest_tsp_2opt[50 × 250 cities] ⇒ 31,289 (± 651) mean length (102.40%) in 23 (± 4.2) msecs],\n", - " [ mst_tsp_2opt[50 × 250 cities] ⇒ 31,360 (± 725) mean length (102.63%) in 31 (± 4.6) msecs],\n", - " [ greedy_tsp[50 × 250 cities] ⇒ 34,306 (± 1,208) mean length (112.27%) in 6 (± 0.3) msecs],\n", - " [ rep_nearest_tsp[50 × 250 cities] ⇒ 34,464 (± 1,009) mean length (112.79%) in 99 (± 1.5) msecs],\n", - " [ nearest_tsp[50 × 250 cities] ⇒ 36,513 (± 1,559) mean length (119.50%) in 2 (± 0.0) msecs],\n", - " [ mst_tsp[50 × 250 cities] ⇒ 39,372 (± 1,216) mean length (128.85%) in 9 (± 8.8) msecs]]" + "[( ensemble_tsp_2opt[25 × 500 cities] ⇒ 42,618 (± 677) mean length (100.00%) in 745 (± 63.7) msecs),\n", + " ( greedy_tsp_2opt[25 × 500 cities] ⇒ 42,715 (± 750) mean length (100.23%) in 141 (± 29.8) msecs),\n", + " ( rep_2opt_nearest_tsp[25 × 500 cities] ⇒ 43,102 (± 686) mean length (101.14%) in 595 (± 57.4) msecs),\n", + " ( rep_nearest_tsp_2opt[25 × 500 cities] ⇒ 43,436 (± 629) mean length (101.92%) in 189 (± 20.8) msecs),\n", + " ( nearest_tsp_2opt[25 × 500 cities] ⇒ 43,614 (± 614) mean length (102.34%) in 126 (± 26.1) msecs),\n", + " ( mst_tsp_2opt[25 × 500 cities] ⇒ 44,077 (± 798) mean length (103.43%) in 153 (± 24.5) msecs),\n", + " ( greedy_tsp[25 × 500 cities] ⇒ 47,751 (± 1,375) mean length (112.05%) in 27 (± 1.0) msecs),\n", + " ( rep_nearest_tsp[25 × 500 cities] ⇒ 48,598 (± 1,236) mean length (114.03%) in 379 (± 5.8) msecs),\n", + " ( nearest_tsp[25 × 500 cities] ⇒ 50,844 (± 1,414) mean length (119.30%) in 8 (± 0.1) msecs),\n", + " ( mst_tsp[25 × 500 cities] ⇒ 55,283 (± 1,364) mean length (129.72%) in 35 (± 0.7) msecs)]" ] }, "execution_count": 49, @@ -1880,49 +1906,6 @@ "output_type": "execute_result" } ], - "source": [ - "%time benchmarks(inexact_tsps, test_suite(50, 250))" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CPU times: user 1min 27s, sys: 932 ms, total: 1min 28s\n", - "Wall time: 1min 28s\n" - ] - }, - { - "data": { - "text/plain": [ - "[[ ensemble_tsp_2opt[25 × 500 cities] ⇒ 42,556 (± 694) mean length (100.00%) in 1,308 (± 95.9) msecs],\n", - " [ greedy_tsp_2opt[25 × 500 cities] ⇒ 42,715 (± 750) mean length (100.37%) in 133 (± 25.0) msecs],\n", - " [ rep_2opt_nearest_tsp[25 × 500 cities] ⇒ 42,903 (± 668) mean length (100.81%) in 1,184 (± 89.9) msecs],\n", - " [ rep_nearest_tsp_2opt[25 × 500 cities] ⇒ 43,355 (± 662) mean length (101.88%) in 260 (± 21.6) msecs],\n", - " [ nearest_tsp_2opt[25 × 500 cities] ⇒ 43,614 (± 614) mean length (102.49%) in 129 (± 28.9) msecs],\n", - " [ mst_tsp_2opt[25 × 500 cities] ⇒ 44,077 (± 798) mean length (103.57%) in 154 (± 23.6) msecs],\n", - " [ greedy_tsp[25 × 500 cities] ⇒ 47,751 (± 1,375) mean length (112.21%) in 26 (± 0.8) msecs],\n", - " [ rep_nearest_tsp[25 × 500 cities] ⇒ 48,510 (± 1,443) mean length (113.99%) in 384 (± 3.5) msecs],\n", - " [ nearest_tsp[25 × 500 cities] ⇒ 50,844 (± 1,414) mean length (119.47%) in 8 (± 0.1) msecs],\n", - " [ mst_tsp[25 × 500 cities] ⇒ 55,283 (± 1,364) mean length (129.90%) in 37 (± 3.3) msecs]]" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ "%time benchmarks(inexact_tsps, test_suite(25, 500))" ] @@ -1937,7 +1920,7 @@ "tags": [] }, "source": [ - "By definition the ensemble algorithm produces the shortest tours, but the `greedy_tsp_2opt` is almost 10 times faster and produces tours that are within 1% in length. \n", + "By definition the ensemble algorithm produces the shortest tours, but the `greedy_tsp_2opt` is five times faster and produces tours that are within 1% in length. \n", "\n", "It is no surprise that 2-opt results have shorter tours (by about 10% across the board). Perhaps a surprise: they have lower variance. Probably because they have an ability to eliminate really bad links." ] @@ -1957,7 +1940,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 50, "metadata": { "editable": true, "slideshow": { @@ -1969,11 +1952,11 @@ { "data": { "text/plain": [ - "[[ exhaustive_tsp[30 × 10 cities] ⇒ 6,888 (± 843) mean length (100.00%) in 2,373 (± 24.2) msecs],\n", - " [ held_karp_tsp[30 × 10 cities] ⇒ 6,888 (± 843) mean length (100.00%) in 8 (± 1.9) msecs]]" + "[( exhaustive_tsp[30 × 10 cities] ⇒ 6,888 (± 843) mean length (100.00%) in 2,356 (± 34.6) msecs),\n", + " ( held_karp_tsp[30 × 10 cities] ⇒ 6,888 (± 843) mean length (100.00%) in 8 (± 1.9) msecs)]" ] }, - "execution_count": 51, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -1994,7 +1977,34 @@ "source": [ "We see Held-Karp is much faster, even on small 10-city sets; the timing difference will only increase for problems with more cities.\n", "\n", - "Now let's drop the slow exhaustive algorithm and compare Held-Karp to the ensemble algorithm:" + "Now let's compare Held-Karp to the ensemble algorithm:" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[( held_karp_tsp[45 × 10 cities] ⇒ 6,934 (± 882) mean length (100.00%) in 8 (± 0.2) msecs),\n", + " ( ensemble_tsp_2opt[45 × 10 cities] ⇒ 6,936 (± 881) mean length (100.02%) in 0 (± 0.0) msecs)]" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(45, 10))" ] }, { @@ -2011,8 +2021,8 @@ { "data": { "text/plain": [ - "[[ held_karp_tsp[60 × 10 cities] ⇒ 7,060 (± 872) mean length (100.00%) in 8 (± 0.2) msecs],\n", - " [ ensemble_tsp_2opt[60 × 10 cities] ⇒ 7,060 (± 872) mean length (100.01%) in 0 (± 0.0) msecs]]" + "[( held_karp_tsp[33 × 12 cities] ⇒ 7,662 (± 715) mean length (100.00%) in 58 (± 9.1) msecs),\n", + " ( ensemble_tsp_2opt[33 × 12 cities] ⇒ 7,663 (± 714) mean length (100.02%) in 0 (± 0.0) msecs)]" ] }, "execution_count": 52, @@ -2021,7 +2031,7 @@ } ], "source": [ - "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(60, 10))" + "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(33, 12))" ] }, { @@ -2038,8 +2048,8 @@ { "data": { "text/plain": [ - "[[ held_karp_tsp[30 × 12 cities] ⇒ 7,700 (± 729) mean length (100.00%) in 60 (± 11.0) msecs],\n", - " [ ensemble_tsp_2opt[30 × 12 cities] ⇒ 7,701 (± 729) mean length (100.02%) in 0 (± 0.0) msecs]]" + "[( held_karp_tsp[16 × 14 cities] ⇒ 7,804 (± 1,008) mean length (100.00%) in 363 (± 19.3) msecs),\n", + " ( ensemble_tsp_2opt[16 × 14 cities] ⇒ 7,815 (± 1,010) mean length (100.14%) in 0 (± 0.0) msecs)]" ] }, "execution_count": 53, @@ -2048,7 +2058,7 @@ } ], "source": [ - "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(30, 12))" + "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(16, 14))" ] }, { @@ -2065,8 +2075,8 @@ { "data": { "text/plain": [ - "[[ held_karp_tsp[10 × 14 cities] ⇒ 7,811 (± 1,188) mean length (100.00%) in 372 (± 25.2) msecs],\n", - " [ ensemble_tsp_2opt[10 × 14 cities] ⇒ 7,813 (± 1,191) mean length (100.02%) in 0 (± 0.1) msecs]]" + "[( held_karp_tsp[6 × 16 cities] ⇒ 8,396 (± 1,060) mean length (100.00%) in 2,166 (± 52.7) msecs),\n", + " ( ensemble_tsp_2opt[6 × 16 cities] ⇒ 8,409 (± 1,067) mean length (100.16%) in 0 (± 0.0) msecs)]" ] }, "execution_count": 54, @@ -2075,25 +2085,25 @@ } ], "source": [ - "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(10, 14))" + "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(6, 16))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This says that while `ensemble_tsp` does not guarantee an optimal tour, in practice on small random city sets it comes within about 0.1% most of the time, and runs much faster. How often does it find the optimal tour?" ] }, { "cell_type": "code", "execution_count": 55, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[[ held_karp_tsp[5 × 16 cities] ⇒ 8,296 (± 1,152) mean length (100.00%) in 2,162 (± 50.7) msecs],\n", - " [ ensemble_tsp_2opt[5 × 16 cities] ⇒ 8,308 (± 1,160) mean length (100.15%) in 1 (± 0.1) msecs]]" + "0.89" ] }, "execution_count": 55, @@ -2102,14 +2112,24 @@ } ], "source": [ - "benchmarks((held_karp_tsp, ensemble_tsp_2opt), test_suite(5, 16))" + "suite = test_suite(45, 10) + test_suite(33, 12) + test_suite(16, 14) + test_suite(6, 16)\n", + "\n", + "mean(tour_length(ensemble_tsp_2opt(tour)) == tour_length(held_karp_tsp(tour)) \n", + " for tour in suite)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This says that while `ensemble_tsp` does not guarantee an optimal tour, in practice on small random city sets it does find the optiml tour most of the time, and does so much faster.\n", + "This says that on this test suite, `ensemble_tsp_2opt` finds the optimal tour 89% of the time." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", "\n", "\n", "# Further Explorations\n", @@ -2133,6 +2153,13 @@ "* If you are heavily into math, there's a [taxonomy](http://cstheory.stackexchange.com/questions/9241/approximation-algorithms-for-metric-tsp) of solutions.\n", "* What else are you interested in?" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {