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author | Preston Pan <preston@nullring.xyz> | 2023-06-14 16:30:24 -0700 |
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committer | Preston Pan <preston@nullring.xyz> | 2023-06-14 16:30:24 -0700 |
commit | a3fa456e28a8fc9b0720e230039083c3f8e3f7b8 (patch) | |
tree | f6034cb30f67069ecefecac244fcbd201d36a3a7 /mindmap/recursion.org | |
parent | 2bcbe7346a1e61e4cb019e445f75f28714f4d855 (diff) |
add content to journal and mindmap
Diffstat (limited to 'mindmap/recursion.org')
-rw-r--r-- | mindmap/recursion.org | 89 |
1 files changed, 76 insertions, 13 deletions
diff --git a/mindmap/recursion.org b/mindmap/recursion.org index bf42261..f500fb3 100644 --- a/mindmap/recursion.org +++ b/mindmap/recursion.org @@ -19,18 +19,40 @@ Yeah, but I think it's a good introduction to the subject. You can think of recu as [[id:42dbae12-827c-43c4-8dfc-a2cb1e835efa][self-assembly]] and it has deep connections to topics such as [[id:b005fb71-2a16-40f9-9bb6-29138f4719a2][emergence]]. I will first describe it in a mathematics context, and then a programming context. For demonstration purposes, I will use [[id:5d2e2f3b-96ac-4196-9baf-4c3d6d349c98][python]]. -* Mathematics Describes Recursion +* [[id:a6bc601a-7910-44bb-afd5-dffa5bc869b1][Mathematics]] Describes Recursion For this example, I will be using the factorial. One might define it like so: \begin{align*} f: \mathbb{N}\rightarrow\mathbb{N}\ s.t. \\ f(0) = 1 \\ -f(n) = nf(n - 1) \\ +f(n) = nf(n - 1) \end{align*} - +in other words, we want a function defined over [[id:2d6fb5ac-a273-4b33-949c-37380d03c076][natural numbers]] that is one when the input is zero, +and otherwise multiplies the input with a copy of itself, only the input is one less. Let's try evaluating +this function at $x = 3$. +\begin{align*} +f(3) = 3 * f(3 - 1) = 3 * f(2) \\ +f(2) = 2 * f(1) \\ +f(1) = 1 * f(0) \\ +f(0) = 1 +\end{align*} +once we substitute $f(0) = 1$ in, you will see it all collapses. +\begin{align*} +f(0) = 1 \\ +f(1) = 1 * f(0) = 1 * 1 = 1 \\ +f(2) = 2 * f(1) = 2 * 1 = 2 \\ +f(3) = 3 * f(2) = 3 * 2 = 6 +\end{align*} +and so the result is multiplying $3 * 2 * 1 * 1 = 6$. If you observe what we did, you'll see that we started +by trying to replace unknown variables by trying to evaluate $f(x)$ one number down, and eventually we reach +a "base case" -- zero. As soon as the "base case" occurs, we then "go back up" by replacing all the unknown +values with known ones -- and that's how we evaluate recursive functions. * Programming Describes Recursion +Even if you don't understand programming, it should be clear that this represents the factorial function: #+begin_src python :exports both def factorial(x): - if x <= 0: + if x < 0: + return None + elif x == 0: return 1 return x * factorial(x - 1) return factorial(5) @@ -38,12 +60,17 @@ return factorial(5) #+RESULTS: : 120 + +And it also prints the result that we expect for the factorial of 5. Take note that just like in our mathematics +example, ~factorial~ calls itself until it reaches a base case, ~x == 0~. ** The stack frame We are now going to modify the code to be more transparent in the sense that it is going to print each factorial call out: #+begin_src python :results output :exports both def factorial(x): - if x <= 0: + if x < 0: + return None + elif x == 0: print(1) return 1 n = x * factorial(x - 1) @@ -60,12 +87,48 @@ factorial(5) : 24 : 120 -what is happening here? Why is it printing in the reverse order? Well, it is because we are calling -the factorial function from within itself /before/ we print out the return value, which then -keeps on happening for each iteration until it reaches the "base case" (the case in which x <= 0). +what is happening here? Why is it printing in the reverse order? Well, it is the /exact same phenomenon/ +as the "going back up" procedure we did before! + +You can model this behavior with a [[id:52d255d2-114c-42f4-b362-f0b4a2f7b83d][stack]], which is why it is called a stack frame. What's interesting is that +the "going down until you reach the bottom and then building back up" procedure we did to solve $f(3)$ in the +math section is actually modeled well by a stack. Just look at the far right hand side of all our equations in +that example: we try but fail to evaluate $f(2)$, then $f(1)$, then $f(0)$. Then, we succeed in evaluating +$f(0)$, which leads to being able to evaluate $f(1)$, which leads to being able to evaluate $f(2)$. This reverse +ordering is exactly what we see by pushing a list of items onto a stack then removing them from one. Additionally, +the second equation block from that section's right hand side is identical to the first few entries we see in the +results block of this one, and you can see an exact mirroring of the first block in its evaluations of $f(n)$. + +So, the "going down" procedure is the same thing as pushing values onto some sort of stack, and the "going back up" +procedure is exactly the same as popping those values off a stack! +** Computer Hardware Describes Recursion +Even though we can analogize pushing and popping off the stack to this recursion, there still isn't a clear definite +link to the two ideas in hardware. Therefore, I will do a demonstration using assembly. + +To start with, we will be comparing an assembly function that takes the factorial to this one in C: +#+begin_src C :results output :exports both +#include <stdio.h> + +int factorial(int x) { + if (x < 0) return -1; + else if (x == 0) return 1; + return x * factorial(x - 1); +} +int main(int argc, char **argv) { + printf("factorial of five: %d\n", factorial(5)); + return 0; +} +#+end_src + +#+RESULTS: +: factorial of five: 120 + +Because C is a compiled language, it is easier to see what is actually happening human-wise. However, +we will need to write and analyze some assembly in order to figure out what is actually going on. + +Assembly language section coming soon! We will be using NASM due to its readability. +* TODO Recursion Describes…? -You can model this behavior with a [[id:52d255d2-114c-42f4-b362-f0b4a2f7b83d][stack]], which is why it is called a stack frame. Think about each -iteration as getting put on the top of the stack waiting to be printed, until the base case is evaluated -and printed all in one step. -* Recursion is not Recursion -* Recursion is [[id:1b1a8cff-1d20-4689-8466-ea88411007d7][duality]]? +* TODO Recursion is not Recursive +There are some things +* TODO Recursion = [[id:1b1a8cff-1d20-4689-8466-ea88411007d7][duality]]? |