Revised 2006-09-05 DMB

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# A Guided Tour of an Ancestor and its Hardware

This document describes the structure of the classic virtual CPU and an example organism running on it.

## The Virtual CPU Structure

The virtual CPU, which is the default "body" or "hardware" of the organisms, contains the following set of components, (as further illustrated in the figure below).

- A memory that consists of a sequence of instructions, each associated with a set of flags to denote if the instruction has been executed, copied, mutated, etc.
- An instruction pointer (IP) that indicates the next site in the memory to be executed.
- Three registers that can be used by the organism to hold data currently being manipulated. These are often operated upon by the various instructions, and can contain arbitrary 32-bit integers.
- Two stacks that are used for storage. The organism can theoretical store an arbitrary amount of data in the stacks, but for practical purposes we currently limit the maximum stack depth to ten.
- An input buffer and an output bufferthat the organism uses to receive information, and return the processed results.
- A Read-Head, a Write-Head, and a Flow-Head which are used to specify positions in the CPU's memory. A copy command reads from the Read-Head and writes to the Write-Head. Jump-type statements move the IP to the Flow-Head.

## Instruction Set Configuration

The instruction set in Avida is loaded on startup from a configuration file specified in the `avida.cfg` file. This allows selection of different instruction sets without recompiling the source code, as well as allowing different sized instruction sets to be specified. It is not possible to alter the behavior of individual instructions or add new instructions without recompiling Avida; such activities have to be done directly in the source code.

The available instructions are listed in the `inst_set.*` files with a `1` or a `0` next to an instruction to indicate if it should or should not be included. Changing the instruction set to be used simply involves adjusting these flags.

The instructions were created with three things in mind:

- To be as complete as possible (both in a "Turing complete" sense -- that is, it can compute any computable function -- and, more practically, to ensure that simple operations only require a few instructions).
- For each instruction to be as robust and versatile as possible; all instructions should take an "appropriate" action in any situation where they can be executed.
- To have as little redundancy as possible between instructions. (Several instructions have been implemented that are redundant, but such combinations will typically not be turned on simultaneously for a run.)

One major concept that differentiates this virtual assembly language from its real-world counterparts is in the additional uses of `nop` instructions (no-operation commands). These have no direct effect on the virtual CPU when executed, but often modify the effect of any instruction that precedes them. In a sense, you can think of them as purely regulatory genes. The default instruction set has three such `nop` instructions: `nop-A`, `nop-B`, and `nop-C`.

The remaining instructions can be seperated into three classes. The first class is those few instructions that are unaffected by nops. Most of these are the "biological" instructions involved directly in the replication process. The second class of instructions is those for which a `nop` changes the head or register affected by the previous command. For example, an `inc` command followed by the instruction `nop-A` would cause the contents of the `AX` register to be incremented, while an `inc` command followed by a `nop-B` would increment `BX`.

The notation we use in instruction definitions to describe that a default component (that is, a register or head) can be replaced due to a nop command is by surrounding the component name with `?`'s. The component listed is the default one to be used, but if a `nop` follows the command, the component it represents in this context will replace this default. If the component between the question marks is a register than a subsequent `nop-A` represents the `AX` register, `nop-B` is `BX`, and `nop-C` is `CX`. If the component listed is a head (including the instruction pointer) then a `nop-A` represents the Instruction Pointer, `nop-B` represents the Read-Head, and `nop-C` is the Write-Head. Currently the Flow-Head has no `nop` associated with it.

The third class of instructions are those that use a series of `nop` instructions as a template (label) for a command that needs to reference another position in the code, such as `h-search`. If `nop-A` follows a search command, it scans for the first complementary template (`nop-B`) and moves the Flow-Head there. Templates may be composed of more than a single `nop` instruction. A series of nops is typically abbreviated to the associated lecodeer and separated by colons. This the sequence "`nop-A nop-A nop-C`" would be displayed as "`A:A:C`".

The label system used in Avida allows for an arbitrary number of nops. By default, we have three: `nop-A`'s complement is `nop-B`, `nop-B`'s is `nop-C`, and `nop-C`'s is `nop-A`. Likewise, some instructions talk about the complement of a register or head -- the same pacodeern is used in those cases. So if an instruction tests if `?BX?` is equal to its complement, it will test if `BX == CX` by default, but if it is followed by a `nop-C` it will test if `CX == AX`.

## Instruction Set Reference

The full instruction set description is included here. An abbreviated description of the 26 default instructions is below.

(a-c) | `nop-A`, `nop-B`, and `nop-C` | No-operation instructions; these modify other instructions.
(d) | `if-n-equ` | Execute next instruction only-if ?BX? does not equal its complement
(e) | `if-less` | Execute next instruction only if ?BX? is less than its complement
(f) | `pop` | Remove a number from the current stack and place it in ?BX?
(g) | `push` | Copy the value of ?BX? onto the top of the current stack
(h) | `swap-stk` | Toggle the active stack
(i) | `swap` | Swap the contents of ?BX? with its complement.
(j) | `shift-r` | Shift all the bits in ?BX? one to the right
(k) | `shift-l` | Shift all the bits in ?BX? one to the left
(l) | `inc` | Increment ?BX?
(m) | `dec` | Decrement ?BX?
(n) | `add` | Calculate the sum of BX and CX; put the result in ?BX?
(o) | `sub` | Calculate the BX minus CX; put the result in ?BX?
(p) | `nand` | Perform a bitwise NAND on BX and CX; put the result in ?BX?
(q) | `IO` | Output the value ?BX? and replace it with a new input
(r) | `h-alloc` | Allocate memory for an offspring
(s) | `h-divide` | Divide off an offspring located between the Read-Head and Write-Head.
(t) | `h-copy` | Copy an instruction from the Read-Head to the Write-Head and advance both.
(u) | `h-search` | Find a complement template and place the Flow-Head after it.
(v) | `mov-head` | Move the ?IP? to the same position as the Flow-Head
(w) | `jmp-head` | Move the ?IP? by a fixed amount found in CX
(x) | `get-head` | Write the position of the ?IP? into CX
(y) | `if-label` | Execute the next instruction only if the given template complement was just copied
(z) | `set-flow` | Move the Flow-Head to the memory position specified by ?CX?

### An Example Ancestor

The following organism is stored in the file `organism.heads.15`, which you should find in the `support/config/misc/` directory. This is a simplified version of `organism.default` and `organism.heads.100`, of lengths 50 and 100 respectively (each has additional instructions placed before the copy loop)

# --- Setup ---
`h-alloc` | # Allocate extra space at the end of the genome to copy the offspring into.
`h-search` | # Locate an `A:B` template (at the end of the organism) and place the Flow-Head after it
`nop-C` | #
`nop-A` | #
`mov-head` | # Place the Write-Head at the Flow-Head (which is at beginning of offspring-to-be).
`nop-C` | # [ Extra `nop-C` commands can be placed here w/o harming the organism! ]
# --- Copy Loop ---
`h-search` | # No template, so place the Flow-Head on the next line code
`h-copy` | # Copy a single instruction from the read head to the write head (and advance both heads!)
`if-label` | # Execute the line following this template only if we have just copied an `A:B` template.
`nop-C` | #
`nop-A` | #
`h-divide` | # ...Divide off offspring! (note if-statement above!)
`mov-head` | # Otherwise, move the IP back to the Flow-Head at the beginning of the copy loop.
`nop-A` | # End label.
`nop-B` | # End label.

This program begins by allocating extra space for its offspring. The exact amount of space does not need to be specified -- it will allocate as much as it is allowed to. The organism will then do a search for the end of its genome (where this new space was just placed) so that it will know where to start copying. First the Flow-Head is placed there, and then the Write-Head is moved to the same point.

It is after this initial setup and before the actual copying process commences that extra `nop` instructions can be included. The only caveat is that you need to make sure that you don't duplicate any templates that the program will be searching for, or else it will no longer function properly. The easiest thing to do is insert a long sequence of `nop-C` instructions.

Next we have the beginning of the "copy loop". This segement of code starts off with an `h-search` command with no template following it. In such as case, the Flow-Head is placed on the line immediately following the search. This head will be used to designate the place that the IP keeps returning to with each cycle of the loop.

The `h-copy` command will copy a single instruction from the Read-Head (still at the very start of the genome, where it begins) to the Write-Head (which we placed at the beginning of the offspring). With any copy command there is a user-specified chance of a copy mutation. If one occurs, the Write-Head will place a random instruction rather than the one that it gathered from the Read-Head. After the copy occurs (for becodeer or worse), both the Read-Head and the Write-Head are advanced to the next instruction in the genome. It is for this reason that a common mutation we see happening will place a long string of h-copy instruction one after another.

The next command, `if-label` (followed by a `nop-C` and a `nop-A`) tests to see if the complement of `C:A` is the most thing copied. That is, if the two most recent instructions copied were a `nop-A` followed by a `nop-B` as is found at the end of the organism. If so, we are done! Execute the next instruction which is `h-divide` (when this occurs, the read and write heads will surround the portion of memory to be split off as the offspring's genome). If not, then we need to keep going. Skip the next instruction and move on to the `mov-head` which will move the head specified by the `nop` that follows (in this case `nop-A` which is the Instruction Pointer) to the Flow-Head at the beginning of the copy loop.

This process will continue until all of the lines of code have been copies, and an offspring is born.

### An Example Logic Gene

Here is a short example program to demonstrate one way for an organism to perform the "OR" logic operation. This time I'm only going to show the contents of the registers after each command because the functionality of the individual instructions should be clear, and the logic itself won't be helped much by a line-by-line explanation in English.

Line # | Instruction | AX | BX | CX | Stack | Output
1 | IO | ? | X | ? | ? | ?
2 | push | ? | X | ? | X, ? |
3 | pop | ? | X | X | ? |
4 | nop-C |
5 | nand | ~X | X | X | ? |
6 | nop-A |
7 | IO | ~X | Y | X | ? | X
8 | push | ~X | Y | X | Y, ? |
9 | pop | ~X | Y | Y | ? |
10 | nop-C |
11 | nand | ~X | ~Y | Y | ? |
12 | swap | Y | ~Y | ~X | ? |
13 | nop-C |
14 | nand | Y | X or Y | ~X | ? |
15 | IO | Y | Z | ~X | ? | X or Y

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