\n",
"\n",
"# The Square-Sum Chain Problem\n",
"\n",
"The Square-Sum Chain Problem is this:\n",
"\n",
"> Arrange the integers 1 to *n* in a linear chain such that each adjacent pair of numbers adds up to a perfect square.\n",
"\n",
"The problem is oft-discussed (e.g., [Numberphile](https://www.youtube.com/watch?v=G1m7goLCJDY), [reddit](https://www.reddit.com/r/dailyprogrammer/comments/7t6fnc/20180126_challenge_348_hard_find_chains/), [MAA](https://www.maa.org/sites/default/files/pdf/awards/college.math.j.46.4.264.pdf), OEIS [A090460](https://oeis.org/A090460), [A090461](https://oeis.org/A090461) [A071983](https://oeis.org/A071983), [A071984](https://oeis.org/A071984)). There are several variants:\n",
"\n",
"1. Given *n*, find a valid chain.\n",
"2. Given *n*, count the number of valid chains.\n",
"3. Do this efficiently, for all *n* from 1 up to a largish bound.\n",
"4. Prove what happens as *n* goes to infinity.\n",
"5. Do the above with a [circular chain](https://www.tutorialspoint.com/statistics/circular_permutation.htm).\n",
"6. Do the above with [cubes](https://math.stackexchange.com/questions/1168983/arranging-numbers-from-1-to-n-such-that-the-sum-of-every-two-adjacent-number) (or higher powers) instead of squares.\n",
"\n",
"# Vocabulary\n",
"\n",
"Some vocabulary/definitions for this problem:\n",
"- **Chain**: an ordered list of integers 1 to *n* (a permutation of 1 to *n*), where each adjacent pair sums to a perfect square.\n",
"- **Circular chain**: a chain that loops back on itself so the first and last integers are considered to be adjacent.\n",
"- ***n***: the size of the chain.\n",
"- ***i, j***: integers in the chain.\n",
"- **Partial chain**: a list of fewer than *n* integers (used to build up to a complete chain). \n",
"- **Adjacency Graph**: a [graph](https://en.wikipedia.org/wiki/Graph_%28discrete_mathematics%29) with links between each pair of integers *i* and *j* that could be adjacent in a chain. We represent the graph as a dict, `A`, where, say, `A[2] = [7, 14]` means that 7 and 14 are the integers that can be adjacent to 2 (this would be true for all *n* between 14 23).\n",
"\n",
"# Imports, Type Definitions, and Utility Functions\n",
"\n",
"Let's get these out of the way first:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from math import sqrt, sin, cos, pi as 𝜋\n",
"from typing import *\n",
"from collections import Counter, defaultdict\n",
"import random\n",
"import time\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"Chain = list # A square-sum chain of integers, e.g. [8, 1, 15, ...]\n",
"Graph = Dict[int, List[int]] # Adjacency graph, e.g. {1: [3, 8, 15], 2: [7, 14], ...}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def ints(n) -> range: \"Integers from 1 to n.\"; return range(1, n + 1)\n",
"\n",
"def first(iterable): \"First element, or None.\"; return next(iter(iterable), None)\n",
"\n",
"def length(iterable) -> int: \"Number of elements.\"; return sum(1 for _ in iterable)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Depth-First Search Algorithm to Find Chains \n",
"\n",
"A complete chain is a path through the adjacency graph that reaches each vertex (integer) once. That's known as a [Hamiltonian path](https://en.wikipedia.org/wiki/Hamiltonian_path). We can search for a chain with a [depth-first search](https://en.wikipedia.org/wiki/Depth-first_search) algorithm: start at one integer in the graph, follow a link to an adjacent integer, from there to another unused adjacent integer, etc. Whenever you hit a dead end, back up. I'll define `find_chains(n)` to do the depth-first search to find all chains of length `n`:\n",
" - Compute `graph = adjacency_graph(n)`: a `dict` `{i: [j, ...], ...}` to say that *i* and *j* can be adjacent in a chain.\n",
" - Assign `stack` to be a stack of partial chains; initially all the chains with just one integer in them.\n",
" - Now do a depth-first search: on each pass through the main loop, pop a partial chain off the stack, and do the following with it:\n",
" - If it is a complete chain (of length `n`), yield it as a result.\n",
" - Otherwise, add new chains to the stack, one for each integer `j` in the adjacency graph that can be added to the current partial chain.\n",
" \n",
"\n",
"Here's the code:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def find_chains(n) -> Iterator[Chain]:\n",
" \"\"\"Yield all chains of 1..n rearranged so every adjacent pair sums to a square.\"\"\"\n",
" graph = adjacency_graph(n)\n",
" stack = [[i] for i in graph]\n",
" while stack:\n",
" chain = stack.pop()\n",
" if len(chain) == n:\n",
" yield chain\n",
" else:\n",
" stack.extend([chain + [j] for j in graph[chain[-1]] if j not in chain])\n",
"\n",
"def adjacency_graph(n) -> Graph:\n",
" \"\"\"Build {i: [j, ...]} to indicate that j can be adjacent to i.\"\"\"\n",
" return {i: [j for j in ints(n) if i != j and sqrt(i + j).is_integer()]\n",
" for i in ints(n)}"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Some Questions and Answers\n",
"\n",
"First question: why did I define `find_chains` to be a [generator function](https://docs.python.org/3/howto/functional.html#generators)? Because that way a single function can be used both to efficiently find a single chain for a given *n*, and to exhaustively find all chains for a given *n*. For example, here is `find_chain` being used to answer four different questions about the case of *n* = 15: "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"n = 15"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"any(find_chains(n)) # Is there any solution for n?"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[9, 7, 2, 14, 11, 5, 4, 12, 13, 3, 6, 10, 15, 1, 8]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"first(find_chains(n)) # What is the first solution?"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"length(find_chains(n)) # How many solutions are there?"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[9, 7, 2, 14, 11, 5, 4, 12, 13, 3, 6, 10, 15, 1, 8],\n",
" [8, 1, 15, 10, 6, 3, 13, 12, 4, 5, 11, 14, 2, 7, 9]]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(find_chains(n)) # What are they?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One more question:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{1: [3, 8, 15],\n",
" 2: [7, 14],\n",
" 3: [1, 6, 13],\n",
" 4: [5, 12],\n",
" 5: [4, 11],\n",
" 6: [3, 10],\n",
" 7: [2, 9],\n",
" 8: [1],\n",
" 9: [7],\n",
" 10: [6, 15],\n",
" 11: [5, 14],\n",
" 12: [4, 13],\n",
" 13: [3, 12],\n",
" 14: [2, 11],\n",
" 15: [1, 10]}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adjacency_graph(n) # What is the adjacency graph for n?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that integers 8 and 9 each have only one integer in their adjacency list–they are **singletons**. This implies that **8 and 9 must be the two ends of the chain**. Furthermore, an adjacency graph with more than two singletons has no solution (as a does a graph where some integer has no adjacent numbers). Also, a circular chain cannot be made for any graph with a singleton.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Circular Chains\n",
"\n",
"Now let's handle circular chains. I'll modify `find_chains` to take an optional argument, `circular`, that defaults to false, but when true causes the function to yield only the chains that are circular chains.\n",
"\n",
"This does bring up the question of what it means for two chains to be the same or different. If the sequence ABCD represents a circle, then BCDA is in some sense the same circle, just rotated. Maybe it is wasteful to yield all *n* rotations of a circle? I'll use the convention that for circular chains, I'll only consider chains whose first element is 1. I will however still yield both ABCD and DCBA, even though they are in some sense the same chains, only reversed."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def find_chains(n, circular=False) -> Iterator[Chain]:\n",
" \"\"\"Yield all chains of 1..n rearranged so every adjacent pair sums to a square.\n",
" If `circular` is true, then chain[0] and chain[-1] are considered adjacent.\"\"\"\n",
" graph = adjacency_graph(n)\n",
" stack = [[i] for i in ({1} if circular else graph)]\n",
" while stack:\n",
" chain = stack.pop()\n",
" if len(chain) == n and (is_circular(chain) or not circular):\n",
" yield chain\n",
" elif len(chain) < n:\n",
" stack.extend([chain + [j] for j in graph[chain[-1]] if j not in chain])\n",
" \n",
"def is_circular(chain) -> bool: return sqrt(chain[0] + chain[-1]).is_integer()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What's the smallest *n* that has a valid circular chain?"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"32"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"first(n for n in ints(100) if any(find_chains(n, circular=True)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Making it Faster\n",
"\n",
"\n",
"I'll run `find_chains` over the first 50 values of *n*, count how many have solutions, and see how long it takes to do the computations:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1min 17s, sys: 40.2 ms, total: 1min 17s\n",
"Wall time: 1min 17s\n"
]
},
{
"data": {
"text/plain": [
"31"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time sum(any(find_chains(n)) for n in ints(50))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It took over a minute to find answers just up to *n* = 50. Can we speed things up? Well, if we want to find *all* solutions for a given *n*, the fundamental issue is that there are a lot of permutations to search through.\n",
"\n",
"However, if we are only interested in the *first* solution, there is more hope. We can change the **order** that we consider integers, to try to make it more likely that the first solution shows up earlier in the search. What order would be better? One in which we handle the most-constrained hard-to-match integers first–the integers with few links in the adjacency graph. That way, a singleton will be handled first, as it should be, and the search will quickly make many moves with little need to back up. For example, on the adjacency graph for *n* = 15, the integer 9 is a singleton so it comes first, followed by 7, which must be followed by 2 (since 9 is used), which must be followed by 14 (since 7 us used), which must be followed by 11 (since 2 is used), and so on. \n",
"\n",
"I implement the reordering within `adjacency_graph` with `reorder`, which uses the `link_count` as the key, but note that I have to reverse the results, because the stack is last-in-first-out, so I need to append the lowest-link-count integer last, so that it will be popped off the stack first."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def adjacency_graph(n) -> Graph:\n",
" \"\"\"{i: [j, ...]} with i's sorted least connections first; j's sorted most first.\"\"\"\n",
" graph = {i: [j for j in ints(n) if i != j and sqrt(i + j).is_integer()]\n",
" for i in ints(n)}\n",
" def link_count(i): return len(graph[i])\n",
" def reorder(integers): return sorted(integers, key=link_count, reverse=True)\n",
" return {i: reorder(graph[i]) for i in reorder(graph)}"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{1: [3, 15, 8],\n",
" 3: [1, 6, 13],\n",
" 2: [7, 14],\n",
" 4: [5, 12],\n",
" 5: [4, 11],\n",
" 6: [3, 10],\n",
" 7: [2, 9],\n",
" 10: [6, 15],\n",
" 11: [5, 14],\n",
" 12: [4, 13],\n",
" 13: [3, 12],\n",
" 14: [2, 11],\n",
" 15: [1, 10],\n",
" 8: [1],\n",
" 9: [7]}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"adjacency_graph(n) # Reordered with the singleton 9 last; each list is reordered as well."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Will this reordering give us a good speedup?"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 878 ms, sys: 2.31 ms, total: 881 ms\n",
"Wall time: 880 ms\n"
]
},
{
"data": {
"text/plain": [
"30"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time sum(any(find_chains(n)) for n in range(50))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That was a nice improvement! Nearly 100× faster! \n",
"\n",
"I have one other idea I want to try, but I'm only hoping for a 10% or 20% improvement, not 100×. The idea is to manage a bitstring to represent the set of integers in the chain, so that `j not in chain` is O(1), not O(*n*). \n",
"\n",
"Instead of the stack entry `[9, 7, 2]`, we would have `([9, 7, 2], 0b1010000100)`. I'll also change the `stack.extend` to a `stack.append` inside a `for` loop and an `if` statement. I don't think that will be faster, but the statement won't fit on one line anymore, so it might be easier to read broken up into several lines like this."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def find_chains(n, circular=False) -> Iterator[Chain]:\n",
" \"\"\"Yield all chains of 1..n rearranged so every adjacent pair sums to a square.\n",
" If `circular` is true, then chain[0] and chain[-1] are considered adjacent.\"\"\"\n",
" graph = adjacency_graph(n)\n",
" stack = [([i], 1 << i) for i in ((1,) if circular else graph)]\n",
" while stack:\n",
" chain, bits = stack.pop()\n",
" if len(chain) == n and (is_circular(chain) or not circular):\n",
" yield chain\n",
" elif len(chain) < n:\n",
" for j in graph[chain[-1]]:\n",
" if not (bits & (1 << j)):\n",
" stack.append((chain + [j], bits | (1 << j)))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 510 ms, sys: 1.69 ms, total: 512 ms\n",
"Wall time: 511 ms\n"
]
},
{
"data": {
"text/plain": [
"30"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%time sum(any(find_chains(n)) for n in range(50))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's close to 40% improvement, so better than I hoped for.\n",
"\n",
"The faster version of `find_chains` still gets the same answers:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[9, 7, 2, 14, 11, 5, 4, 12, 13, 3, 6, 10, 15, 1, 8],\n",
" [8, 1, 15, 10, 6, 3, 13, 12, 4, 5, 11, 14, 2, 7, 9]]"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(find_chains(n)) "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"32"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"first(n for n in ints(100) if any(find_chains(n, circular=True)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you are only interested in finding a single solution for a given *n* rather than counting all solutions, try:\n",
"\n",
"- Instead of reordering the adjacency lists once and for all at the start of the search, dynamically update the counts (and thus the ordering of the lists) as integers are used in partial chains.\n",
"- Use [heuristic search](https://en.wikipedia.org/w/index.php?title=Heuristic_search) rather than depth-first search.\n",
"- Use [hillclimbing search](https://en.wikipedia.org/wiki/Hill_climbing) to modify a partial solution. You could have the search for a solution for *n* begin with a solution chain for *n - 1*, and search in the space of edit operations on that chains: insert *n* into that chain; cut a chain into two parts; reversing a part; append two parts together; etc. (I believe this is the best hope for going beyond *n* = 100 in a reasonable amount of time.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization\n",
"\n",
"I'd like to understand more about chains, with an emphasis on circular ones. Visualizartions can help. The function `show` takes as input either an adjacency graph or a chain of size *n*, and does the following:\n",
"- Plot the integers 1 to *n* as vertices in a circle, in clockwise order like a clock face.\n",
"- Plot lines between integers to indicate a link (the links in a chain, or all the links in an adjacency graph).\n",
" - All lines with the same *i* + *j* sum will be of the same color, and be parallel to each other.\n",
"- Print the number of vertices with each [*degree*](https://en.wikipedia.org/wiki/Degree_%28graph_theory%29). (`{1: 2, 2: 11, 3: 1}` means there are 2 vertices that have 1 link; 11 vertices that have two links; and 2 vertices that have 3 links.)\n",
"- Print the number of links that sum up to each perfect square. (`{4: 1, 9: 4, 16: 7, 25: 3}` means that there is 1 link whose integers sum to 4; 4 that sum to 9; 7 that sum to 16; and 3 that sum to 25.)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def show(graph: Union[Graph, Chain], fmt='-', colors='ckyrgmb'):\n",
" if isinstance(graph, Chain):\n",
" graph = graph_of(graph)\n",
" n = max(graph)\n",
" fig, ax = plt.subplots(figsize=(8, 8))\n",
" plt.axis('off')\n",
" 𝛼 = 2 * 𝜋 / n\n",
" X = [sin(𝛼 * i) for i in ints(n)]\n",
" Y = [cos(𝛼 * i) for i in ints(n)]\n",
" for i in graph: \n",
" for j in graph[i]: # Draw edges\n",
" color = colors[int(sqrt(i + j)) % len(colors)]\n",
" plt.plot([X[i-1], X[j-1]], [Y[i-1], Y[j-1]], color + fmt)\n",
" ax.scatter(X, Y, color='k') # Draw vertices\n",
" for i in ints(n): # Draw numbers next to vertices\n",
" vertex = (X[i - 1] * 1.1 - 0.02, Y[i - 1] * 1.1 - 0.02)\n",
" ax.annotate(i, vertex, annotation_clip=False)\n",
" def ctr(seq): return dict(sorted(Counter(seq).items())) # sorted Counter\n",
" print(f'Degree counts: {ctr(map(len, graph.values()))}')\n",
" print(f'Square counts: {ctr(i + j for i in graph for j in graph[i] if i > j)}')\n",
"\n",
"def graph_of(chain: Chain) -> Graph:\n",
" \"\"\"Convert a chain, [i, j, ...] to a graph, {i: [j, ...], ...}.\"\"\"\n",
" graph = defaultdict(list)\n",
" links = [(chain[k - 1], chain[k])\n",
" for k in range(1 - is_circular(chain), len(chain))]\n",
" for i, j in links:\n",
" graph[i].append(j)\n",
" graph[j].append(i)\n",
" return graph"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualizing a linear chain for *n* = 15"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {1: 2, 2: 11, 3: 2}\n",
"Square counts: {4: 1, 9: 4, 16: 7, 25: 3}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(adjacency_graph(15))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The adjacency graph for *n* = 15 clearly shows that 9 and 8 are singletons. There are also 11 different integers with 2 links each, meaning that their position in the chain is fixed–there is no choice about who their neighbors will be. The only choice points are the two integers that each have 3 links: 1 and 3.\n",
"\n",
"Here's the chain for *n* = 15:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {1: 2, 2: 13}\n",
"Square counts: {9: 4, 16: 7, 25: 3}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(first(find_chains(15)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that the solution chain is the same as the adjacency graph with the one link between 1 and 3 omitted.\n",
"\n",
"# Visualizing a circular chain for *n* = 32\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {2: 10, 3: 16, 4: 6}\n",
"Square counts: {4: 1, 9: 4, 16: 7, 25: 12, 36: 14, 49: 8}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(adjacency_graph(32))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {2: 32}\n",
"Square counts: {9: 2, 16: 4, 25: 6, 36: 12, 49: 8}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(first(find_chains(32, circular=True)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is interesting that the chain keeps all 8 of the (cyan) links that add up to 49, and 12 of the 14 (blue) links that add up to 36, but that links with lower sums are less likely to appear in the chain.\n",
"\n",
"# Visualizing chains for other numbers\n",
"Some more pretty pictures:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {2: 42}\n",
"Square counts: {9: 3, 16: 3, 25: 4, 36: 8, 49: 14, 64: 9, 81: 1}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(first(find_chains(42, True)))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {2: 36}\n",
"Square counts: {9: 1, 16: 6, 25: 4, 36: 11, 49: 11, 64: 3}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(first(find_chains(36, True)))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {1: 2, 2: 34}\n",
"Square counts: {9: 3, 16: 4, 25: 6, 36: 7, 49: 11, 64: 4}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(first(find_chains(36, False)))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {1: 2, 2: 68}\n",
"Square counts: {9: 3, 16: 5, 25: 6, 36: 6, 49: 7, 64: 4, 81: 10, 100: 18, 121: 10}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(first(find_chains(70)))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Degree counts: {2: 1, 3: 8, 4: 33, 5: 16, 6: 10, 7: 2}\n",
"Square counts: {4: 1, 9: 4, 16: 7, 25: 12, 36: 17, 49: 24, 64: 31, 81: 30, 100: 20, 121: 10}\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show(adjacency_graph(70))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Summary over `ints(n)`\n",
"\n",
"The plots above give me some insight into chains for individual values of *n*. Now I want to summarize results over a range of values for *n*, and also show how long the computation takes."
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def summarize(nvalues, fn, title):\n",
" times, results = zip(*[timed_result(fn, n) for n in nvalues])\n",
" if set(results).issubset({True, False}):\n",
" trues = [n for (n, r) in zip(nvalues, results) if r]\n",
" print(f'Results True for {summarize_numbers(trues)}')\n",
" else:\n",
" plot(nvalues, results, 'n', 'results', title)\n",
" plt.show()\n",
" plot(nvalues, times, 'n', f'Time in seconds ({sum(times):.1f} total)', title)\n",
"\n",
"def timed_result(fn: callable, *args) -> Tuple[float, object]:\n",
" \"\"\"The number of seconds it takes to compute fn(*args), and the result.\"\"\"\n",
" t0 = time.process_time()\n",
" result = fn(*args)\n",
" dt = time.process_time() - t0\n",
" return dt, result\n",
" \n",
"def plot(X, Y, xlabel, ylabel, title):\n",
" plt.plot(X, Y, 'o-'); plt.xlabel(xlabel); plt.ylabel(ylabel); plt.title(title)\n",
" \n",
"def summarize_numbers(numbers) -> str:\n",
" \"Convert, say, [1,2,3,7,8,10], to '1-3, 7-8, 10'.\"\n",
" return ', '.join(f'{min(g)}{f\"-{max(g)}\" if len(g) > 1 else \"\"}'\n",
" for g in group_consecutive(numbers))\n",
"\n",
"def group_consecutive(numbers):\n",
" \"\"\"Group numbers into sublists of consecutive integers.\"\"\"\n",
" groups = []\n",
" for n in sorted(numbers):\n",
" if not groups or n != max(groups[-1]) + 1:\n",
" groups.append([])\n",
" groups[-1].append(n)\n",
" return groups"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, look at finding the first chain for a given *n*, both linear and circular:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results True for 1, 15-17, 23, 25-74\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"summarize(ints(74), lambda n: any(find_chains(n)),\n",
" 'Any linear chain')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Results True for 32-46\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"summarize(ints(46), lambda n: any(find_chains(n, circular=True)),\n",
" 'Any circular chain')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see that for linear chains, values of *n* from 15 to 17 yield solutions, as does 23 and values from 25 up. For circular chains, it looks like all values of *n* from 32 up have solutions. (Of course, we have no proof.)\n",
"\n",
"In terms of timing, small values of *n* are fast, and we see a big rise as *n* gets to 74 for linear chains or 46 for circular chains.\n",
"\n",
"Now let's look at the counts of the number of solutions for various values of *n*:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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T7U3p/iW1iNnMrJaSORa16YKCGiQLSQuBvwFaIuIlQD1wNvBV4IqIWArsBM5P33I+sDMiXgBckdYzM5tUtu6q3W2zULtuqAZguqQGYAawFXgL8ON0/3XAivT1Wek26f5TVYu57mZmNbJ6fSsbt3Xxfx/ezusu+yWr17dWPYaqJ4uIaAW+DjxFkiR2AXcDnRHRn1bbAixMXy8ENqfv7U/rHzH0uJIukLRO0rqOjo7K/hFmZlWyen0rF6+6n0i3Wzu7uWTVhqonjFp0Q80laS0cCywAZgJnFKiauzaFWhFxUEHEVRHREhEtzc3NYxWumVlNXb5mIz19gweUdfcNcPmajVWNoxbdUG8F/hgRHRHRB6wCXgs0pd1SAIuAtvT1FmAxQLr/MGBHdUM2M6uN3GS8cssrpRbJ4ingFEkz0rGHU4GHgF8B707rrARuSl/fnG6T7v9lRBzUsjAzm4hmTyt8q2y1B7trMWZxJ8lA9T3AhjSGq4DPAJ+UtIlkTOLq9C1XA0ek5Z8ELq52zGZmtXDn48+wu6ef+iH39EyfUs9Fy5dVNRaV8yVd0kygOyIGJb0QOB74z7QbadxpaWmJdevW1ToMM7NRe+bZXs78xm+YMbWBj7zhWP7tl3+grbObBU3TuWj5MlacuLD0QUZI0t0R0VJoX7lTAW8H/kc6OH0bsA74n8C5YxOimZnlDA4Gf3vjfex8ro9rPvRqXrzgMM4+6ZiaxlRuN5Qi4jngXcC/RcQ7gRMqF5aZ2eT17dv/wO2PdvC5t5/AixccVutwgBEkC0mvIWlJ/Dwtq80CJWZmE9hdT+zgn259lLe/7CjOPfnoWoezT7nJ4kLgEuCnEfGgpOeT3L1kZmZjZMeevfz1D9azeO50vvKulzKeFqsot3VwZES8I7cREY9L+k2FYjIzm3QGB4NP3ngvO/bsZdVfvpbZ06bUOqQDlNuyuKTMMjMzG4WrfvM4v97Ywf/60xN4ycLxMU6Rb9iWhaQzgDOBhZK+kbdrDtBf+F1mZlaO1etbuXzNRto6uwngFYsO4/3jaJwiX6mWRRvJIn896e/cz83A8sqGZmY2ca1e38olqzbQmiYKgEe2d3HTvW3Dvq9Whm1ZRMR9wH2S/k/eirBmZnaILl+zke6+gQPKevoGuXzNxopMuDtUpbqhNpCu8FpoVD4iXlaZsMzMJrbxskBguUrdDfX2qkRhZjbJLGiaTmuBxFDLp+ENZ9gxi4h4crifagVpZjbRXLR8GdOmHPgRXIsFAstV1jwLSV3sf+DQVGAKsCci5lQqMDOziWzFiQvZ+dxevvCzhwBYWMEFAsdCWckiImbnb0taAZxUkYjMzCaJE4+eC8B3P9jCW084ssbRDG9Uz7OIiNXAW8Y4FjOzSaV9dw8A8+c01jiS0srthnpX3mYd0EKB52CbmVn52rt6AZg/e1qNIymt3LWh/jTvdT/wBHDWmEdjZjaJtHf1IsG8WVNrHUpJ5Y5ZnFfpQMzMJpuOrh6OmDmVhvqqP+F6xMqKUNLXJM2RNEXSbZKelvT+SgdnZjaRte/upTkDXVBQ/gD3aRGxm2SS3hbghcBFFYvKzGwSaO/qZf7s8T+4DeUni9zC6mcCN0TEjkM5qaQmST+W9IikhyW9RtLhktZKeiz9PTetK0nfkLRJ0v2SXnko5zYzGy/au3omXLL4maRHSO6Cuk1SM8lKtKP1r8AvIuJ44OXAw8DFwG0RsRS4Ld0GOANYmv5cAFx5COc1MxsXBgaDp5/dm4nbZqHMZBERFwOvAVoiog94jlHeDSVpDvAG4Or02HsjojM93nVpteuAFenrs4DrI3EH0CTpqNGc28xsvNixZy8Dg5GJ22ah/AHuGcDH2f+tfgFJK2M0ng90ANdKWi/pu5Jmkjy6dStA+nt+Wn8hsDnv/VvSsqExXiBpnaR1HR0dowzNzKw62rvSCXkTrBvqWmAv8Np0ewvwj6M8ZwPwSuDKiDgR2MP+LqdCCj2x/KAJgRFxVUS0RERLc3PzKEMzM6uOfRPyJlI3FHBcRHwN6AOIiG4Kf4iXYwuwJSLuTLd/TJI8tue6l9Lf7Xn1F+e9fxHJE/zMzDKrY3d2Zm9D+clir6Tp7H8Q0nFA72hOGBHbgM2Scuvwngo8RPKo1pVp2UrgpvT1zcAH07uiTgF25bqrzMyyKtcN1ZyRbqiSM7iVPCLv28AvgMWSvg+8DvjQIZz3r4HvS5oKPA6cR5K4bpR0PvAU8J607i0kt+xuIhlY92xyM8u89q5e5kxrYNqU+lqHUpaSySIiQtKFwGnAKSTdTxdGxNOjPWlE3EvhAfJTC52fZHDdzGzCaN/dy/w52eiCgvIXErwDeH5E/LySwZiZTRZZmpAH5Y9ZvBn4b0l/SGdRb5B0fyUDMzObyLK01AeU37I4o6JRmJlNIhGRJIuJ1g0VEU9WOhAzs8lid3c/e/sHM9WyGP+LqJuZTTD7Zm9nqGXhZGFmVmXb903Ic8vCzMyKyNq6UOBkYWZWdfvXhXI3lJmZFdG+u5cZU+uZ1VjuDam152RhZlZlWZuQB04WZmZVl0zIy04XFDhZmJlVXUdXL80ZeY5FjpOFmVmVte92N5SZmQ1jT28/e/YOuBvKzMyK23fbrFsWZmZWTPvu3FIfThZmZlbE/paFu6HMzKwId0OZmVlJ7V09TK2vo2nGlFqHMiJOFmZmVdSxu5fm2Y1IqnUoI+JkYWZWRe1dSbLImpolC0n1ktZL+o90+1hJd0p6TNKPJE1NyxvT7U3p/iW1itnM7FBlcV0oqG3L4kLg4bztrwJXRMRSYCdwflp+PrAzIl4AXJHWMzPLpOTZ204WZZG0CPgT4LvptoC3AD9Oq1wHrEhfn5Vuk+4/VVnr7DMzA3r7B+h8ri9zt81C7VoW/wJ8GhhMt48AOiOiP93eAixMXy8ENgOk+3el9Q8g6QJJ6ySt6+joqGTsZmaj0pHR22ahBslC0tuB9oi4O7+4QNUoY9/+goirIqIlIlqam5vHIFIzs7G1/wl52UsWtXhM0+uAd0g6E5gGzCFpaTRJakhbD4uAtrT+FmAxsEVSA3AYsKP6YZuZHZr23dmcvQ01aFlExCURsSgilgBnA7+MiHOBXwHvTqutBG5KX9+cbpPu/2VEHNSyMDMb7zq6srkuFIyveRafAT4paRPJmMTVafnVwBFp+SeBi2sUn5nZIWnv6qVOcMTM7CWLmj4tPCJ+Dfw6ff04cFKBOj3Ae6oamJlZBWzf3cO8WY3U12Xvhs7x1LIwM5vQsjrHApwszMyqpn13byYHt8HJwsysatq7ejM5xwKcLMzMqqJ/YJBn9jhZmJnZMJ7Zs5cIaJ7jbigzMyti/4Q8tyzMzKyI9tyEPCcLMzMrZv+6UO6GMjOzInLdUM2z3LIwM7Mi2rt6mDtjClMbsvmxm82ozcwyJpljkc0uKHCyMDOriiwv9QFOFmZmVdGxu4fmjN4JBU4WZmYVFxF0POtuKDMzG8bO5/roG4jMzrEAJwszs4prz/AT8nKcLMzMKizLz97OcbIwM6uwfbO33Q1lZmbFuBvKzMxKat/dy6zGBmZMbah1KKNW9WQhabGkX0l6WNKDki5Myw+XtFbSY+nvuWm5JH1D0iZJ90t6ZbVjNjM7FB0ZfkJeTi1aFv3A30XEi4BTgI9LOgG4GLgtIpYCt6XbAGcAS9OfC4Arqx+ymdnotXf1ZLoLCmqQLCJia0Tck77uAh4GFgJnAdel1a4DVqSvzwKuj8QdQJOko6octpnZqG3fne0JeVDjMQtJS4ATgTuBIyNiKyQJBZifVlsIbM5725a0bOixLpC0TtK6jo6OSoZtZla2iEhaFu6GGh1Js4CfAJ+IiN3DVS1QFgcVRFwVES0R0dLc3DxWYZqZHZKu3n56+gbdDTUakqaQJIrvR8SqtHh7rnsp/d2elm8BFue9fRHQVq1YzcwOxUSYkAe1uRtKwNXAwxHxz3m7bgZWpq9XAjfllX8wvSvqFGBXrrvKzGy8y/qzt3NqcdPv64APABsk3ZuW/T1wGXCjpPOBp4D3pPtuAc4ENgHPAedVN1wzs9Hr2PfsbSeLEYmI31J4HALg1AL1A/h4RYMyM6uQfc/edjeUmZkV097VQ2NDHXOmZXf2NjhZmJlVVO5xqslwbXY5WZiZVVD7BJiQB04WZmYVNREm5IGThZlZRbVPgEUEwcnCzKxievoG6OrpZ/6c7HdDZXt43sxsjKxe38rlazbS1tnNgqbpXLR8GStOPGgZuhHZf9ts9lsWThZmNumtXt/KJas20N03AEBrZzeXrNoAcEgJY6LM3gZ3Q5mZcfmajfsSRU533wCXr9l4SMfd/+zt7HdDOVmY2aR23+ZOWju7C+5rK1Jervbd2X/2do67ocxsUtrU3sXX1zzKLx7cRp1g8KAHH8Cc6Yf2Edne1UtDnTh8xtRDOs544GRhZhNe/uD1/DmNHHP4DNY9uZPpU+r5xFuX8rw5jXzhZw8f0BVVJ9jV3c/373ySc08+ZlTnbe/qZd6sRurqsj17G5wszGyCGzp4vX13L9t39/LGF87jn9/7Co6YlXQRTZvScMDdUH/71qXc8sA2PvvTB5hSV8d7X714uNMUlFvqYyJwsjCzCa3Q4DXApvY9+xIFJHc9Db3z6e0vX8CHr1/HZ1bdz5QG8c4TF43o3O27e1g0d/roAh9nPMBtZhNW996BQxq8njalnu98sIXXPP8I/u7G+/jZfSN7SGdHV2/mlybPccvCzCakB1p3ceEP1xfdv6CpvG/806bU892VLXzomrv4xI/u5Z6ndnDrg+3DTt5bvb6Vr615hGf27OU/7m/j5GMPP+QJfrXmloWZTSiDg8F3bn+cd37rdzzb28/H3ngc06fUH1Bn+pR6Llq+rOxjzpjawDXnvZpFTdO49ndP0trZTbB/8t7q9a376ubGSNo6k9tmu3r6D6qTRW5ZmFlmDV2i4yNvOJa1D7fzm8ee5rQTjuSrf/Yy5s6cyrLnzT7kpTxmNTawd+Dg+2u7+wb47OoN3PXEDnr7B/n5/VuLTvDLcuvCycLMxqVSazUVWqLjczc/REMdfPmdL+Wckxbve+BQocHr0di2q6dg+Z7eAdY8uI3GhvqCg+lw6BP8as3JwszGnWJrNQ0ODvLm449kd08fX7rl4YIfzIfPbOR9Jx9dkbgWNE0vOGC+sGk6v7v4LQC87rJfFqxT7hjJeOVkYWZjZqxWbr3sF48U7Mr55L/fX/K9Hel6TJVw0fJlByQxOHj8o5w6WZSZZCHpdOBfgXrguxFx2Vifo5z/0Mv9n8HH8rEm27HKXbm12LGefGYPax/azq0Pbi/a3QNw6Z+ewJxpU/jSLQ+zY8/eg/ZX8ht87u8Y7lqUUyeLFFFgQZRxRlI98CjwNmALcBdwTkQ8VKh+S0tLrFu3bkTnGPofOiTfBr7yrpfu+0cup46Plf1jRQR7BwZZdc8WvnDzQ/T0D+6r19hQx6dPX8ZpJzwPgFsf2sbXfrGR3mHqFKs3bUodX17xEt71qsWZu17TptRx0fJlnHj0XDq6euno6uWrv3iErp5+hmqaPoWvv+flNM9u5J6ndvLVXzxCT9/+69BQJ+bNmsq29NkPLzpqDlt2PlfwWPndPeX+jVY+SXdHREvBfRlJFq8BPh8Ry9PtSwAi4iuF6o8mWRTrZ6xT0gfaUCc6unoZKHC9GurEsfNm7tv+49N76C+wKll+vXLq+FjVPZaAqQ11B3ygV0N9nWhsqKOnb6DgYnbj9XqNpakNdVx8+vG87YQjWXz4jBElu4n2Db6WhksWWemGWghsztveApycX0HSBcAFAEcfPfLBrWJ3KgwGnPbiIxkYCH60bnPBOv2DwdIjZ+3bfqz92ZL1yqnjY1X3WAF86HVLaGyop7GhbthnGXz9PS8H4FP/fl/JOqXqfeyNx9HbP8B3fvPHkrEPF3+1rxfAtee9muZZjcyf3ciKb/1u39yCfEfOaeSqD7TQ0dXLX1xf+EtcX/8gf/76Y/dtl9uVM1Z3OVlpWUkWhZZsPOCrTkRcBVwFSctipCcY7i6HL7/zpQD8dtPTRet869xX7dsu1krJr1dOHR+r+se65IwX7dv+wZ1PFa337lclawRdsfbRknVK1bEJz10AAAUjSURBVPtUOvB5y4Ztmbteb142f9/2p5cfX7A1cMkZL+Lli5v2vafcO4WcCMaXrMzg3gLkL/m4CBjZIi0lXLR8WclZnuXU8bF8rMl6rBUnLuQr73opC5umI5LEMLTbqNxj2fiTlZbFXcBSSccCrcDZwPvG8gRjeZeDj+VjTcZj5eoO1xqYqHcKTQaZGOAGkHQm8C8kt85eExFfKlZ3NAPcZmaT3UQY4CYibgFuqXUcZmaTUVbGLMzMrIacLMzMrCQnCzMzK8nJwszMSsrM3VAjIakDeLLArnnA01UOZyxlOf4sxw7Zjj/LsUO2489a7MdERHOhHRMyWRQjaV2x28KyIMvxZzl2yHb8WY4dsh1/lmMfyt1QZmZWkpOFmZmVNNmSxVW1DuAQZTn+LMcO2Y4/y7FDtuPPcuwHmFRjFmZmNjqTrWVhZmaj4GRhZmYlTZpkIel0SRslbZJ0ca3jGQlJT0jaIOleSeN+OV1J10hql/RAXtnhktZKeiz9PbeWMQ6nSPyfl9Sa/hvcm66CPO5IWizpV5IelvSgpAvT8nF//YeJPSvXfpqk30u6L43/C2n5sZLuTK/9jyRNrXWsozEpxiwk1QOPAm8jeZDSXcA5EfFQTQMrk6QngJaIyMTkHklvAJ4Fro+Il6RlXwN2RMRlabKeGxGfqWWcxRSJ//PAsxHx9VrGVoqko4CjIuIeSbOBu4EVwIcY59d/mNjfSzauvYCZEfGspCnAb4ELgU8CqyLih5K+DdwXEVfWMtbRmCwti5OATRHxeETsBX4InFXjmCasiLgd2DGk+CzguvT1dSQfAuNSkfgzISK2RsQ96esu4GGSZ9iP++s/TOyZEIncA8unpD8BvAX4cVo+Lq99OSZLslgIbM7b3kKG/iMk+Q/uVkl3S7qg1sGM0pERsRWSDwVgfon649FfSbo/7aYad904Q0laApwI3EnGrv+Q2CEj115SvaR7gXZgLfAHoDMi+tMqWfvs2WeyJAsVKMtS/9vrIuKVwBnAx9NuEquuK4HjgFcAW4F/qm04w5M0C/gJ8ImI2F3reEaiQOyZufYRMRARrwAWkfRovKhQtepGNTYmS7LYAizO214EtNUolhGLiLb0dzvwU5L/CLNme9onneubbq9xPCMSEdvTD4JB4DuM43+DtL/8J8D3I2JVWpyJ618o9ixd+5yI6AR+DZwCNEnKPZU0U589+SZLsrgLWJrelTAVOBu4ucYxlUXSzHSwD0kzgdOAB4Z/17h0M7Ayfb0SuKmGsYxY7oM29U7G6b9BOsh6NfBwRPxz3q5xf/2LxZ6ha98sqSl9PR14K8m4y6+Ad6fVxuW1L8ekuBsKIL3d7l+AeuCaiPhSjUMqi6Tnk7QmIHlm+g/Ge+ySbgDeRLI883bgUmA1cCNwNPAU8J6IGJeDyEXifxNJN0gATwAfyY0BjCeSXg/8BtgADKbFf0/S9z+ur/8wsZ9DNq79y0gGsOtJvojfGBFfTP8f/iFwOLAeeH9E9NYu0tGZNMnCzMxGb7J0Q5mZ2SFwsjAzs5KcLMzMrCQnCzMzK8nJwszMSnKyMDOzkpwszMysJCcLsyqRtCR9VsN30ucd3JrO9DUb95wszKprKfDNiHgx0An8WY3jMSuLk4VZdf0xIu5NX98NLKlhLGZlc7Iwq678NYEGSNb7Mhv3nCzMzKwkJwszMyvJq86amVlJblmYmVlJThZmZlaSk4WZmZXkZGFmZiU5WZiZWUlOFmZmVpKThZmZlfT/AXKTxi1DDON+AAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"summarize(ints(33), lambda n: length(find_chains(n)),\n",
" 'Number of linear chains')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
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xIv4lIp5Klmk+qgzxmZmNaq3tnWUdygnFE3/h8W8M8VwzMxtET2+wbWfldfXcJmkyQER8LF8o6ThgbSkDMzMb7Z7Z1UVvlHcoJxSfwHX1AOWPAW8oSURmZjUiizH8kKK7RtIJks7Pt/wLyi8oXVhmZqNfa1t+1m4F9fFL+gBwG/B+4CFJry04/M+lDMzMbLTb2+Iv0ybrecWWZX438KKIaJc0B7hF0pyI+CxQvtkGZmajUFZdPcUSf11EtANExDpJ55JL/kfhxG9mdkBa2jsZVzeGqROK7oI7oor18W+WdGr+RfJL4EJgBvCCUgZmZjbatbZ1MWPyuLIu1wDFE/9bgc2FBRGxJyLeCpxTsqjMzGpAa3sn08vczQPFE//2/HaLfUXEbwH6jvYxM7N0css1lHdED6SbwPUpSedImpQvlHSMpMskLQU8rNPMbBiyWKcHik/gOl/Sq4D3AGdJOhjYA6wBfgy8baC/CMzMbGC9vcHW9q6yD+WE4qN6iIifAD8pQyxmZjVjR0c3e3ojkxa/F1ozM8vA1p35MfyV18dvZmYl0JIs19BUKy1+SY2SbpH0iKTVks7IIg4zsywsWbGBv/lWbvfaD37vfpas2FDW+lMlfknHShqffH2upA9IajyAej8L/CwiTgBOAVYfwLXMzKrGkhUbWHTrSp7Z1Q3AlrZOFt26sqzJP22L/wdAT7IO/83A0cC3h1OhpKnkJn/dDBARXRGxfTjXMjOrNjcsXUNHd88+ZR3dPdywdE3ZYkib+HsjYg/wOuAzEfEhYLibrR8DtABflbRC0pcL5wjkSVooaZmkZS0tLcOsysyssmzc3jGk8lJIm/i7JV0MvA34UVJWP8w6xwIvBL4YEacBO4Gr+r4pIm6KiPkRMb+pqWmYVZmZVZZZjQ1DKi+FtIn/HcAZwCci4glJRwPfHGad64H1EXFP8voWcr8IzMxGvSsXzGNC/b6pt6G+jisXzCtbDKnWAo2Ih4EPFLx+Arh+OBVGxGZJT0uaFxFrgPOBh4dzLTOzanPRabNpfnY31/30EQBmNzZw5YJ5XHTa7LLFMGjil7QSiIGOR8TJw6z3/cC3JI0DHif3F4WZWU04YtpEAH70/rN5/uyDyl5/sRb/hcnn9yWf/yv5fAmwa7iVRsT9wPzhnm9mVs3WNrchwbFN2SxuXGyRticBJJ0VEWcVHLpK0m+Bj5cyODOz0WhtcxtHTZtIw7i6TOpP+3B3kqSz8y8knQnsNwTTzMyKW9vcztyZUzKrP+1Gj5cBX5GU74zaDryzNCGZmY1enXt6WNe6kwUnzcwshrSjepYDpySzbhURO0oblpnZ6PRE60729AbHV3qLP1mn5y+AOcDY/MbAEeE+fjOzIVjb3A5Q+YkfuA3YASwHOksXjpnZ6LZ2cxt1Y8QxTdk9Jk2b+A+PCO+ta2Z2gNY2tzFn+kTGj81mRA+kH9XzO0kvKGkkZmY1YG1zG/MOza6bB9In/rOB5ZLWSHpQ0kpJD5YyMDOz0WZ3dw9PbtvF3EOyTfxpu3r+rKRRmJnVgMe2tBOR7YNdSNniT2bwNgJ/nnw05mf1mplZOmub2wCYd2g2SzXkpd168XLgW8Ahycc3Jb2/lIGZmY02a5rbqK8TR03PduGDoczcfUlE7ASQ9C/A3cC/lSowM7PR5tHmdo5tmkx9XdrHq6WRtnYBhZtE9iRlZmaW0trmtkzX6MlL2+L/KnCPpP9JXl9Eslm6mZkVt7NzD+uf6eBNpx+RdSip1+q5UdJd5IZ1CnhHRKwoZWBmZqPJo1tySzVUTYtf0kuBVRFxX/J6iqSXFOyba2Zmg1i7ORnRUwGJP20f/xeB9oLXO5MyMzNLYW1zG+PHjtm77WKWUj/cjYi9e+9GRC/pnw+YmdW8Nc1tHHfIZOrGZD8uJm3if1zSByTVJx+Xk9sk3czMUni0ub0iunkgfeJ/L3AmsAFYD7wEWFiqoMzMRpMdHd1sfnZ3RTzYhfSjerYAbypxLGZmo9KjFbJUQ17aJRuOl/RzSQ8lr0+W9LHShmZmNjrkd93KelXOvLRdPV8CFgHdABHxIP4LwMwslbXNbUwaV8fsxoasQwHSJ/6JEfGHPmV7RjoYM7PRaG1zG8fNnMKYChjRA+kTf6ukY4EAkPQGYFPJojIzG0XWNrdx/CGV0b8P6cfivw+4CThB0gbgCeDSA6lYUh2wDNgQERceyLXMzCrV1vZOWtu7Mt9usVDaUT2PAy+XNAkYExFtI1D35cBqYOoIXMvMrCLtfbBbIUM5YQgbsUiaCuwCPi3pPkmvHG6lkg4HXg18ebjXMDOrBo9uqZw1evLS9vG/MyKeBV5JbgeudwDXH0C9nwH+Hugd6A2SFkpaJmlZS0vLAVRlZpadNZvbmDJhLDOnjs86lL2GshELwKuAr0bEAwxzIxZJFwJbImL5YO+LiJsiYn5EzG9qahpOVWZmmcsv1SBVxogeSJ/4l0u6nVziXyppCoO01os4C3iNpHXAd4HzJH1zmNcyM6tYEcGaCtl1q1DaxH8ZcBVwekTsAsaR6+4ZsohYFBGHR8QccpPAfhERBzRCyMysErW0dbKjo5t5MytnKCekH9XTC9xX8HorsLVUQZmZjQb5ET3HV1iLP9M19SPiLuCuLGMwMyuVNcnibNXa1WNmZkP0aHMb0yaNY8bkcVmHso/ULf5kpu3MwnMi4qlSBGVmNhqsaW5j7iGTK2pED6TfbP39wDVAM8+N5gng5BLFZWZW1SKCR5vbef0LZ2cdyn7StvgvB+YlD3XNzKyIjTt20965p+L69yF9H//TwI5SBmJmNpqsba68pRry0rb4HwfukvRjoDNfGBE3liQqM7MqtmTFBq6+7SEALv/uCj5ywQlcdFrldPmkTfxPJR/jkg8zM+vHkhUbWHTrSjq6ewDYtGM3i25dCVAxyT/tBK5rSx2ImdlocMPSNXuTfl5Hdw83LF1THYlf0mci4oOS/pdk961CEfGakkVmZlaFNm7vGFJ5Foq1+P8r+fzJUgdiZjYazGpsYEM/SX5WhWy0DkUSf37p5Ij4ZXnCMTOrblcumMeHv38/vQV9JA31dVy5YF52QfXhJRvMzEbQWcfNoDdgyoSxCJjd2MB1r39BxfTvQ8aLtJmZjTb/t7oZgO8tPIPnzarMLcWH1OJPNls3M7MBLF21mSOnTeTEwypv4lZe2s3Wz5T0MLA6eX2KpH8vaWRmZlXm2d3d/O6xrSw4aWbFLcxWKG2L/9PAApLNV5I9d88pVVBmZtXozke20NXTy4KTDs06lEGl7uqJiKf7FPX0+0Yzsxp1+6pmZkwezwuPPDjrUAaVepE2SWcCIWmcpCtIun3MzAx2d/dw15otvOJ5MxkzpnK7eSB94n8v8D5gNrAeODV5bWZmwG8fa2VnVw8XPL+yu3kg/Vo9rcAlJY7FzKxq/eyhzUyZMJYzjpmedShFpd2B62jg/cAc9t160Wv1mFnN29PTy/+tbua8Ew5h3NjKnxebdgLXEuBm4H95butFMzMD7l33DM/s6q740Tx5aRP/7oj4XEkjMTOrUktXbWbc2DH8yfFNWYeSStrE/1lJ1wC3s+8OXPeVJCozsyoREdy+ajPnzG1i0vjqWAUnbZQvAN4CnMdzXT2RvDYzq1krN+xg447dfOgVx2cdSmppE//rgGMioquUwZiZVZulqzZTN0a8/MSZWYeSWtrHzw8AjSNRoaQjJN0pabWkVZIuH4nrmpllYemqZl48ZxoHT6qe7cjTtvhnAo9Iupd9+/iHM5xzD/B3EXGfpCnAckl3RMTDw7iWmVlmHtvSzmNb2nnLS4/KOpQhSZv4rxmpCiNiE7Ap+bpN0mpyM4Kd+M2sqixdtRmAV55UPd08kH7mbkm2XpQ0BzgNuKcU1zczK6XbV23mlMMP4rCDKmc/3TQG7eOX9Jvkc5ukZws+2iQ9eyAVS5oM/AD4YETsdy1JCyUtk7SspaXlQKoyMxtxm3Z08MD6HbyySiZtFSr2cHcSQERMiYipBR9TImLYe4pJqieX9L8VEbf2956IuCki5kfE/Kam6pgUYWa1YcmKDVzwmV8D8PXfrWPJig0ZRzQ0xbp6osjxIVNuW5qbgdURceNIX9/MrJSWrNjAoltX0tGd25JkS1sni25dCVBRG6oPpljiP0TShwc6OMzEfRa5yWArJd2flH00In4yjGuZmZXVDUvX7E36eR3dPdywdM2oSfx1wGRgxHYViIjfjOT1zMzKaeP2jiGVV6JiiX9TRHy8LJGYmVWBQw+awKYdu/crn9VYPSN7ij3cdcvczKzAi47afz/dhvo6rlwwL4NohqdYi//8skRhZlYFOvf08IcntnH8IZPZ2dXDxu0dzGps4MoF86qmfx+KJP6I2FauQMzMKt1t929kS1snn/zLUzinStbe70/l7xFmZlYBenuDL/3qcU48bCovmzsj63AOiBO/mVkKd63dwqNb2ll4ztHkpiNVLyd+M7MU/vOXjzProAlcePKsrEM5YE78ZmZFPPD0du55YhvvPPto6uuqP21W/3dgZlZiN/3qcaZMGMubXnxk1qGMCCd+M7NBPLV1Fz99aBOXvOQoJlfJZurFOPGbmQ3iy795nLox4h1nzck6lBHjxG9mNoBtO7v4/rKnuejU2cycOiHrcEaME7+Z2QC+cfc6dnf3svCcY7IOZUQ58ZuZ9aOjq4dv3P0k551wCHNnTsk6nBHlxG9m1seSFRt46XU/Z9vOLh5cv73qdtgqZnQ8ojYzGyG5HbYepKO7F4DW9q6q22GrGLf4zcwK5HbY6t2nLL/D1mjhxG9mVmDDKNhhqxgnfjOzxPInnxnwWDXtsFWME7+ZGfD0tl0s/MYypk+qZ0L9vqmx2nbYKsaJ38xq3o6Obt7xtXvp7unl++89k+tffzKzGxsQMLuxgete/4JR82AXPKrHzGpcd08vf/vt+1jXupNvXPZijm2azLFNk0dVou/Lid/MalZEcPVtq/j1o6386xtO5sxjq3tnrbSc+M2spixZsYEblq5h4/YOpkwYy7O79/A35x7LG+cfkXVoZePEb2Y1Izc5ayUd3T0APLt7D3WCuU2TM46svPxw18xqRm5yVs8+ZT0Bn7xjbUYRZcMtfjOrKIVdMbMaG7hywbx9HrQO5/gpRzRy+6rNNTE5K41MEr+kC4DPAnXAlyPi+pGuoxT/ePo+5S91HY5h9MRYCTFUS4yFXTEbtnfss07OcI5/6Hv3E8n16+tEd0/Q12ianJVG3eLFi8taoaQ64GfAAuA64HPXXnvtrxYvXtwy0Dk33XTT4oULF6auI//D37arC4C23Xv45doWDj+4gRMOm3rAx8tRh2MYPTFWQgxZxXjX2i00TR7PkdMncsuy9Vz9w4d4Zlf33uN3rtlC/RgxcdxYNu/YzRX//QA7dnfv8/95T29wzxNbmTqhnn/68cO0d/bsd/zONVv42UOb+fYfnqKrZ991dgAOahjLL644l5NmHcQv17awp/e55N9QX8fVf/68vfdhNLn22ms3LV68+Ka+5YrY/7dfKUk6A1gcEQuS14sAIuK6gc6ZP39+LFu2LHUdZ13/i37/pBs7Rhw9YxJPtO7c5wc/1OPAAV+j0mOYM2MS64ocB4q+J+vjlRBjsRiOmj6RJ7fuGvbxI6dP5KkBjteNEUdOm8hT23bRM8DxWY0TiIBNO3b3+54xghmTx9Pa3kk/hxEwvn4Mu7v3T7jldN4Jh/CLR7b0e0zAE9e/Gkj3l89oIWl5RMzvW57Fw93ZwNMFr9cnZfuQtFDSMknLWloG/GOgXwP11+3pDebOnNzvf5ChHB+Ja1R6DPNmTil6PM17sj5eDTGccNjUAzr+vEGO9/QGL5h9UL8JPX/89KOm8eI50wZ8T2/kkuoAhwngrWfM6f9g4mOvPnHQ4/9x6Qv58lvnM33SuH6Pz5w6nt8vOp/DDup/+8PZjQ185e2nM3uALpvCrpyLTpvNb686jyeufzW/veq8UZv0B5NF4lc/Zfv9k4qImyJifkTMb2pqGlIFA/XXzW5s4N8vedGA/zjSHh+Ja1R6DF+45IVFj6d5T9bHqyKGNx/Y8c8XOf65i08b9PiNf3UqN/7VqYO+5/q/OHnQ4x991YmDHnix5RIAAAVnSURBVH/Xy44Z9PgFzz+Mlz9vJv/vwufRUF+3z/GG+joW/dmJHHrQBD5ywQn9Hs+vo3PlgnmDHrecLBL/eqBwpsThwMaRrKDYD/9Aj5ejDscwemKshBiqIUbItcave/0LBlwn50CPW04WffxjgbXA+cAG4F7gzRGxaqBzhtrHD7UxAsIxVE+MlRBDNcRoI2ugPv6yJ/4kmFcBnyE3nPMrEfGJwd4/nMRvZlbrBkr8mYzjj4ifAD/Jom4zs1rnJRvMzGqME7+ZWY1x4jczqzFO/GZmNSaTUT1DJakFeHKAwzOA1jKGMxyOcWQ4xpFRDTFCdcRZ6TEeFRH7zYCtisQ/GEnL+huuVEkc48hwjCOjGmKE6oizGmLsj7t6zMxqjBO/mVmNGQ2Jf7+1piuQYxwZjnFkVEOMUB1xVkOM+6n6Pn4zMxua0dDiNzOzIXDiNzOrMVWb+CVdIGmNpMckXZV1PAORtE7SSkn3S6qIJUYlfUXSFkkPFZRNk3SHpEeTzwdXYIyLJW1I7uX9ySqvWcZ4hKQ7Ja2WtErS5Ul5xdzLQWKsmHspaYKkP0h6IInx2qT8aEn3JPfxe5L6354r2xi/JumJgvt4alYxDkVV9vEnG7avBV5BbmOXe4GLI+LhTAPrh6R1wPyIqJhJHpLOAdqBb0TE85OyfwW2RcT1yS/SgyPiIxUW42KgPSI+mVVchSQdBhwWEfdJmgIsBy4C3k6F3MtBYnwjFXIvJQmYFBHtkuqB3wCXAx8Gbo2I70r6D+CBiPhihcX4XuBHEXFLFnENV7W2+F8MPBYRj0dEF/Bd4LUZx1Q1IuJXwLY+xa8Fvp58/XVyySEzA8RYUSJiU0Tcl3zdBqwmt390xdzLQWKsGJHTnrysTz4COA/IJ9Ss7+NAMValak38qTZsrxAB3C5puaSFWQcziJkRsQlyyQI4JON4BvK3kh5MuoIy7Y4qJGkOcBpwDxV6L/vECBV0LyXVSbof2ALcAfwR2B4Re5K3ZP5/vG+MEZG/j59I7uOnJY3PMMTUqjXxp9qwvUKcFREvBP4MeF/ShWHD80XgWOBUYBPwqWzDyZE0GfgB8MGIeDbrePrTT4wVdS8joiciTiW3B/eLgRP7e1t5o+pTeZ8YJT0fWAScAJwOTAMy6x4dimpN/CXfsH2kRMTG5PMW4H/I/aOuRM1Jf3C+X3hLxvHsJyKak/98vcCXqIB7mfT3/gD4VkTcmhRX1L3sL8ZKvJcAEbEduAt4KdCY7NENFfR/vCDGC5KutIiITuCrVMh9LKZaE/+9wNzkqf844E3ADzOOaT+SJiUP1JA0CXgl8NDgZ2Xmh8Dbkq/fBtyWYSz9yifTxOvI+F4mD/xuBlZHxI0FhyrmXg4UYyXdS0lNkhqTrxuAl5N7FnEn8IbkbVnfx/5ifKTgF7zIPYOo1P/f+6jKUT0w9A3bsyDpGHKtfMjtb/ztSohT0neAc8ktKdsMXAMsAb4PHAk8BfxlRGT2cHWAGM8l1zURwDrgPfm+9CxIOhv4NbAS6E2KP0quD70i7uUgMV5MhdxLSSeTe3hbR64x+v2I+Hjy/+e75LpQVgCXJi3rSorxF0ATue7n+4H3FjwErlhVm/jNzGx4qrWrx8zMhsmJ38ysxjjxm5nVGCd+M7Ma48RvZlZjnPjNzGqME7+ZWY1x4jcbBklzkjXuv5Ssz357MqPTrOI58ZsN31zgCxFxErAd+IuM4zFLxYnfbPieiIj7k6+XA3MyjMUsNSd+s+ErXDemh9x6TGYVz4nfzKzGOPGbmdUYr85pZlZj3OI3M6sxTvxmZjXGid/MrMY48ZuZ1RgnfjOzGuPEb2ZWY5z4zcxqzP8Hh2fitilWuVgAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"summarize(ints(38), lambda n: length(find_chains(n, circular=True)),\n",
" 'Number of circular chains')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are more linear chains than circular chains. Interestingly, the number of chains does not monotonically increase with *n*.\n",
"\n",
"In terms of timing, it looks like an exponential curve in both cases. Notice that the timing curves are smooth for counting all chains, whereas they were noisy for finding the first chain. That's because finding the first chain depends on luck in the way we search the space of solutions, whereas finsing all solutions means looking at the complete exponential space."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}