hash function for pair of integers
You could use something like $\text{key}(x,y) = 2^{15}x + y$, where $x$ and $y$ are both restricted to the range $[0, 2^{15}]$. of int and its size is unknown before setting points in there. There are many applications where there keys will be a large number of arrays with a small range and for those applications there will be many collisions, so worse than $O(1)$ expected time for operations on the hash table. Mathematics Stack Exchange is a question and answer site for people studying math at any level and professionals in related fields. So hash(x, y) has 2^64 (about 16 million trillion) possible results. 1, or 1/m = 1/2. Why do different substances containing saturated hydrocarbons burns with different flame? has k bits then R(.,.) MathJax reference. Let me be more specific. The inverse function is described at the wiki page. The resulting Geohash value is a 63 bit number. the Fibonacci hash works very well for integer pairs, other word sizes 1/phi = (sqrt(5)-1)/2 * 2^w round to odd, this will give very different values for close together pairs, I do not know about the result with all pairs. hash function if the keys are 32- or 64-bit integers and the hash values are bit strings. does calculating the arithmetic mean of a serie of standar deviation measures make sense? :-). And we will compute the value of this hash function on number 1,482,567 because this integer number corresponds to the phone number who we're interested in which is 148-2567. IMPORTANT: It is impossible to know the size of the canvas beforehand In programming terms, this just means stuffing $x$ into (roughly) half of your 31-bit space and $y$ into the other half. By using our site, you acknowledge that you have read and understand our Cookie Policy, Privacy Policy, and our Terms of Service. The same input always generates the same hash value, and a good hash function tends to generate different hash values when given different inputs. Discreet bounding/mapping function with convergence/uniformity. is true for (3^k - 2^k) / 4^k pairs, ie. It is actually a sparse representation for points and will need a custom Quadtree structure that extends the canvas by adding branches when you add points off the canvas but it avoids collisions and you'll have benefits like quick nearest neighbor searches. A complete graph on 5 vertices with coloured edges. Here's why: suppose there is a function hash() so that hash(x, y) gives different integer values. How can I write a bigoted narrator while making it clear he is wrong? It uses a hash function to compute an index into an array in which an element will be inserted or searched. To subscribe to this RSS feed, copy and paste this URL into your RSS reader. This is the reason for the limit of 2,147,483,647, I suppose. The hash value of an array of positive integers will always be between 0 and $2n$ where $n$ is the largest value in the array. site design / logo © 2020 Stack Exchange Inc; user contributions licensed under cc by-sa. What you usually want from a hash function is to have the least amount of collisions possible and to change each output bit with respect to an input bit with probability 0.5 without discernible patterns. I hope this is ok, since all answers still make most sense with the updated assumptions, a hash function that is GUARANTEED collision-free is not a hash function :). Assume that we hash n keys to a table of size m, n ≤ m, using a hash function h chosen at random from a universal family of hash functions, and we resolve collisions by chaining. Also, for reference, see @JonSkeet's answer to similar: Hi a hash function to my knowledge only has to provide a surjective mapping from a larger space to a smaller (hash) space. So, each of $x$ and $y$ can occupy 15 bits. So that no collisions can occur. The key must be < 2,147,483,647 and the value of $x$ and $y$ as high as possible. for very few pairs. with uint32" into "able to count the dots on the canvas (or the number of coordinate pairs to store" by uint32. Thanks for contributing an answer to Stack Overflow! Works as long as x and y can be stored as 16 bit integers. By using a good hash function, hashing can work well. You can assume that the number of So it makes your answer being 2^8*x+y : is this the better solution ? How to dispose of large tables with the least impact to log shipping? No idea about how many collisions this causes for larger integers, though. Allow bash script to be run as root, but not sudo. Why should hash functions use a prime number modulus? Some ingeneous encoding trick, or something. Can one build a "mechanical" universal Turing machine? I had to change something in the question text: The problem in general: Using this sort of approach, recovering $x$ and $y$ from a given key is easy to code and extremely fast -- you just grab the relevant bits from the key variable. Hash functions. You may use built-in hashing values as a building block and add your "hashing flavor" in to the mix. +1. Asking for help, clarification, or responding to other answers. @tohecz: I had no idea that in someplaces "positive integers" included $0$. This past week I ran into an interesting problem. In this example, h(x),h(y) never equals 0,1 or 1,1 , so H is not 2universal. If you're already using languages or platforms that all objects (even primitive ones like integers) has built-in hash functions implemented (Java platform Languages like Java, .NET platform languages like C#. Compromise: Emil's solution is great, in C#: See Mapping two integers to one, in a unique and deterministic way for a plethora of options.. But there are only 2^32 possible values in a 32-bit int, so the result of hash() won't fit in a 32-bit int. If you want to have all paris $x,y<2^{15}$, then you can go with the Szudzik's function: $$\sigma(x,y)=\begin{cases}x^2+x+y & \text{if }x\geq y\\ x+y^2 & \text{otherwise}\end{cases}$$, Another unique key for non-negative integer pairs is, $$\mathrm{key}(x,y)=\max(x,y)^2+\max(y,2y-x)$$. must fit in an integer or long). If your coordinates can be in negative axis too, then you will have to do: But to restrict the output to uint you will have to keep an upper bound for your inputs. We have a large universe Uof keys, e.g., 64-bit numbers, that we wish to map ran-domly to a range [m] = f0;:::;m 1gof hash values. These notes describe the most efficient hash functions currently known for hashing integers and strings. Like Emil, but handles 16-bit overflows in x in a way that produces fewer collisions, and takes fewer instructions to compute: You want a mapping (x, y) -> i where x, y, and i are all 32-bit quantities, which is guaranteed not to generate duplicate values of i. The condition regarding $2^{31}-1$ is perplexing. by a 16 bit shift and OR. Power of two sized tables are often used in practice (for instance in Java). One idea might be to still use this scheme but combine it with a compression scheme, such as taking the modulus of 2^16. The problem is that when you take it modulo some number to find out the real index in the hashmap, the upper bits are just discarded and you get a lot of collisions. rev 2020.12.18.38240, Stack Overflow works best with JavaScript enabled, Where developers & technologists share private knowledge with coworkers, Programming & related technical career opportunities, Recruit tech talent & build your employer brand, Reach developers & technologists worldwide. It sounds like you are using a 32-bit integer variable in some programming language to represent the key. If the arguments range from $0$ to $2^{16}-1$ then the key can only be unique if it can reach $2^{32}-1$. The question says nothing about the numbers being restricted to a given range. The only catch is that since the sign bit is treated specially, you have to be a little careful when a negative x is a possibility. You can then use 16 bits for $x$, and 16 bits for $y$. An easy way to achieve such a good hash function for two fixed size integers is to interpret the two integers as the digits of an integer of twice the size, then apply a good integer hash … Hash Functions Hash functions. this is the same as Jason's solution for the given question, hash function providing unique uint from an integer coordinate pair, http://en.wikipedia.org/wiki/Counting_argument, Mapping two integers to one, in a unique and deterministic way, https://aws.amazon.com/fr/blogs/mobile/geo-library-for-amazon-dynamodb-part-1-table-structure/, Podcast Episode 299: It’s hard to get hacked worse than this. The job of the hash function is to take a key and convert it into a number, which will be the index at which the key-value pair will be stored. Writing thesis that rebuts advisor's theory. The time complexity of the above solution O(n 2), where n is the size of the input array. That way you get a random-looking result rather than high bits from one dimension and low bits from the other. Under reasonable assumptions, the average time required to search for an element in a hash table is O(1). For every pair of distinct keys k … This covers squares first, so should meet your conditions as well as not being limited to a given argument maximum. What is the best algorithm for overriding GetHashCode? The resultant of hash function is termed as a hash value or simply hash. (Unless your hashes are very long (at least 128 bit), very good (use cryptographic hash functions), and you're feeling lucky). Generally, you should always design your data structures to deal with collisions. In Section 5, we show how to hash keys that are strings. What might happen to a laser printer if you print fewer pages than is recommended? To learn more, see our tips on writing great answers. Is there a hashing algorithm that can be done on paper? Why is it that when we say a balloon pops, we say "exploded" not "imploded"? This is not a programming forum, but still, remember that. So maybe I should have said $k(x,y) = 2^{15}x + y$. Initialize the hash function with a vector ¯ = (, …, −) of random odd integers on bits each. What happens when all players land on licorice in Candy Land? You can recursively divide your XY plane into cells, then divide these cells into sub-cells, etc. Hash function to be used is the remainder of division by 128. Extend unallocated space to my `C:` drive? https://github.com/awslabs/dynamodb-geo. Use MathJax to format equations. Thanks for contributing an answer to Mathematics Stack Exchange! In this case I concat a string together then cast it to a float. How can I convert this unique string of characters into a unique number? Think of it as a big white canvas sprinkled with black dots. How to calculate Pool reward for Race of Work? I don't mind if we can/can't guess the pair … Think of it like a fingerprint of any given input data. dots on the Canvas is easily countable by uint32. If the arguments are to be less than $2^{15}$ then the key can be chosen so that it is less than $2^{30}$. One nice property of R is that if H(.) I had a program which used many lists of integers and I needed to track them in a hash table. Like 3 months for summer, fall and spring each and 6 months of winter? But this is slightly wasteful. I provided water bottle to my opponent, he drank it then lost on time due to the need of using bathroom. If a disembodied mind/soul can think, what does the brain do? Since the default Python hash() implementation works by overriding the __hash__() method, we can create our own hash() method for our custom objects, by overriding __hash__(), provided that the relevant attributes are immutable.. Let’s create a class Student now.. We’ll be overriding the __hash__() method to call hash() on the relevant attributes. The input items can be anything: strings, compiled shader programs, files, even directories. Table allows only integers as values. By clicking “Post Your Answer”, you agree to our terms of service, privacy policy and cookie policy. Are fair elections the only possible incentive for governments to work in the interest of their people (for example, in the case of China)? And others like Python, Ruby, etc ). @IggY: I was just about to post this same answer. My original question didn't make much sense, because I would have had a sqrt(max(uint32))xsqrt(max(uint32)) sized canvas, which is uniquely representable Is the Gloom Stalker's Umbral Sight cancelled out by Devil's Sight? A solution many people use in practice is to, instead of a simple ad-hoc hash function like h (x) = x \bmod m h(x) = x mod m, use a much more complicated ad-hoc function, with a lot of arbitrary arithmetic instructions thrown together: shift bits around, … Your function looks interesting, unfortunately I do not understand what the ones help here? Is it a good idea to use Hashing (ORA_HASH) to define uniqueness in relational tables? Thus H is a universal hash family. In Section 4 we show how we can efficiently produce hash values in arbitrary integer ranges. Build with a Hash Function Then searching for a key takes expected time at most 1+α. Are these positive or non-negative integers?? @IggY It's better to avoid the term 'positive integer', tecause in the Czech Republic, it means $x\geq1$ while in France it means $x\geq0$ ;) So the think you have in mind are 'non-negative integers' (as opposed to 'strictly positive integers'). Using hash() on a Custom Object. Is this unethical? To subscribe to this RSS feed, copy and paste this URL into your RSS reader. This is nicely reversible if you know the original x and y are 16 bit. The advantage is that when $x,y
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