sots-engine/docs/mars-rng.md
alex 989c692c53 rng: model chance(), the only entry point that can cost zero words
Both early-outs return without touching the generator: p <= 0 false, p >= 1
true, otherwise exactly one word compared with a strict <. The zero-cost cases
decide stream alignment wherever a caller's probability climbs -- the spy
counter-mission adds 0.2f per failed turn and stops drawing entirely from the
fifth. A model without the early-outs drifts one word from there on, for ever.

NaN takes neither early-out in the original, so it draws and returns false;
reproduced rather than smoothed over.
2026-09-08 22:32:14 -04:00

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# mars::rng — the engine PRNG
`src/mars/rng/mt19937.h` — a textbook 32-bit Mersenne Twister (MT19937), the generator the
strategy simulation draws every roll from (map generation, research, encounters, raids, …).
Because all lockstep peers share one seeded stream, the reimplementation has to be bit-exact
and consume words in the same order; the save file carries the generator state verbatim.
## API
```cpp
mars::rng::MT19937 r(seed); // seed(): Knuth initializer, then one twist (left == 624)
uint32_t y = r.next_u32(); // tempered output
double u = r.next_unit(); // y / (2^32 - 1) in double -- see "Draw mappings"
float f = r.next_float(); // the same draw narrowed to float32; range [0, 1] CLOSED
uint32_t k = r.next_int_inclusive(n); // uniform [0, n] INCLUSIVE: mask covering n + rejection
r.load_state(mt, left); // or load_state(blob, 0x9c4) from a save's "RNG" item
r.save_state(out); // mt[624] + left, 0x9c4 bytes little-endian
r.left(); r.index(); r.state();
```
## State model
| member | meaning |
|---|---|
| `mt[624]` | the untempered state block |
| `left` | words still unread in the current block; next output is `mt[624 - left]` |
`next_u32()` twists when `left` is 0, hands out `mt[624 - left]`, decrements `left`, and
tempers. A freshly seeded generator has already twisted once, so `left == 624` and the
first draw is `mt[0]`.
## Serialized form (the save's `RNG` frame)
`Sim → RNG { "." raw[2503] }`: 624 × uint32 (`mt`) followed by one int32 (`left`) = 0x9c4 =
2500 bytes, plus the 3 joint-padding bytes of the item. `MT19937::load_state(blob, n)` parses
it and rejects `left` outside 0..624; `save_state` writes the same layout.
**Verified on the real saves** (`tests/mars_stream/test_save.cpp`): the 624-word block in all
three saves equals `seed(CreateParams.RSeed)` followed by exactly two whole twists, and `left`
decreases turn over turn (454 → 432 → 413, i.e. ~20 draws per turn). That confirms the
initializer, the twist, the seed source (`RSeed`) and the blob layout. It does not exercise
the tempering or the float mapping (those never touch the saved state).
## Reference vectors (`tests/mars_stream/test_rng.cpp`)
* seed 5489 → 3499211612, 581869302, 3890346734, … ; the 10000th output is 4123659995.
* `save_state`/`load_state` round trip, `left` positioning, malformed-blob rejection.
## Draw mappings (settled from the binary, B3)
Both public draws were re-read instruction by instruction for B3 (`docs/B3.md`), and both
corrections below are behaviour changes, not cosmetics.
1. **The unit divisor is `2^32 - 1`, not `2^32`.** The multiplier in the image is the double
`0x3df0000000001000`, which is `1/4294967295`, and the sequence is: sign-extending integer
load of the tempered word, `+ 2^32` when the signed reading is negative (the unsigned
fix-up), then the multiply. So `next_unit() == y / (2^32 - 1)` and the range is **closed**:
`y == 0xffffffff` maps to exactly `1.0`, not to just below it. `MT19937::kUnitScale` holds
the constant.
The previous `2^-32` mapping differed by 2^-32 relative, which is far below a float32 ulp,
so the two agree for roughly 99 words in 100 once narrowed. That is worth stating plainly:
a behavioural compare over a handful of turns is *not* strong evidence for either divisor,
and `tests/mars_stream/test_rng.cpp` pins the difference so nobody reads it that way.
2. **The value stays in the x87 register.** The function leaves the product in `st(0)` and the
caller narrows it; every consumer in the strategic sim stores it to a 4-byte float first,
which is what `next_float()` models. The one thing the binary cannot tell us is the x87
precision-control field in force at run time: at the MSVC default (53-bit) the multiply
rounds to double and the caller's store rounds again, while a Direct3D 9 device created
without `FPU_PRESERVE` leaves 24-bit precision, in which the fix-up and the multiply each
round to 24 bits. `float_from_pc24()` models the second case; the shim records the control
word with every `ProcessResearch` call so one run settles it. The two mappings can only
differ in the last bit of the float.
3. **`next_int_inclusive(n)` is inclusive.** The mask is the smallest `2^k - 1` that is `>= n`
(computed from `n` itself, not `n - 1`), and the loop re-draws while the masked word is
**greater than** `n` — so the result is uniform on `[0, n]`, one value wider than the
half-open range the notes assumed. `n == 0` masks to 0 and still consumes a word. The bound
reaches the callee **by pointer**, which is why the prototype had stayed unverified.
## The entry points, and what each one costs in words
A per-turn RNG budget is only as good as this table. Counting "draws" is not enough: the
entry points differ in how many words one call spends, and two of them spend an unbounded
number. Seven distinct entry points are recovered; three of them were in no earlier list.
| entry point | receives the generator as | words per call |
|---|---|---|
| unit / float draw | `&mt` (object **+ 4**) | exactly 1 |
| bounded integer, inclusive | `&mt`, bound **by pointer** | 1 + rejections |
| probability test | the object | **0 or 1** — short-circuits with no draw when `p <= 0` or `p >= 1` |
| raw 32-bit draw | the object | exactly 1, unconditional |
| float range (`float_range`) | the object | exactly 1 |
| triangular integer range (`int_range_bell`) | the object, as a **stack** argument | **≥ 2** |
| truncated-normal integer range | the object, as a stack argument | **2 per attempt, unbounded** |
Three consequences worth stating separately, because each one is a way a ledger goes wrong:
1. **Two conventions for the same object.** The unit and bounded-integer draws are entered
with a pointer to the state block, i.e. the generator **plus four bytes**; the other five
are entered with the generator itself and do the `+ 4` internally. One caller uses both
conventions within forty bytes of itself. Reading the wrong base is the failure mode
`guides/method-rules.md` rule 1 already paid for once, at a different offset.
2. **Two different divisors live in the same image.** The unit draw scales by `1/(2^32 - 1)`;
the truncated-normal path scales by `2^-32` and offsets the word by `+0.5` first. They are
not interchangeable, and the second is not modelled here.
3. **`float_range` narrows twice.** `lo + (hi - lo) * unit` is computed with the *product*
stored to a 4-byte float before `lo` is added, and the sum stored to a float again.
Evaluating the whole expression in double and narrowing once disagrees on a measurable
fraction of words; `test_rng.cpp` asserts the two models are distinguishable so the
shortcut cannot creep back in unnoticed.
**The probability test (`chance`) is the only entry point that can cost nothing, and that is
load-bearing.** `p <= 0` returns false and `p >= 1` returns true, each without touching the
generator; in between it spends exactly one word and compares with a **strict** `<`. The zero-cost
cases decide stream alignment wherever a caller's probability *climbs*: the spy counter-mission
adds `0.2f` per failed turn, so it spends a word for four turns and then nothing at all from the
fifth on. A model without the early-outs is one word out of step from that point forward, for
ever — and one word of drift is the whole determinism claim.
NaN is deliberately not special-cased. Both early-out tests are written in the original as pairs
of ordered comparisons, which a NaN makes false, so a NaN probability falls through, **draws a
word**, and returns false. That word is reproduced here: a caller that computes a NaN probability
really does perturb the stream, and smoothing it over would hide a genuine divergence rather than
prevent one.
`int_range_bell` is triangular, not uniform: the span is split into `h/2` and `h - h/2`
(truncating toward zero) and each half is drawn separately, so the sum peaks in the middle.
The two bounds reach the draw as unsigned, so an inverted range does not produce an empty
result — it produces a very large first bound. That is reproduced rather than corrected.
The truncated-normal generator is **documented but not modelled**: it is rejection sampling
around a Box–Muller pair, so it needs `log`, `sqrt` and `cos` to agree bit for bit with the
original's CRT before its stream position can be predicted, and nothing in the strategic turn
reaches it. Its cost is recorded here so that a ledger which one day sees it does not mistake
its two-words-per-attempt for one draw.
## Draws the call graph cannot see
The unit draw is **inlined** at several sites, so the only edge such a site leaves in a call
graph is one to the twist — which reads as a bare twist and is not one; it is the lazy twist
*inside* the draw. Any word budget assembled by counting calls to the entry points above is
therefore a **lower bound**, and the way to find the rest is to scan for the tempering
immediates at real instruction boundaries rather than for calls. Image-wide, eleven game
functions carry such a site — twenty-eight sites between them — besides the ones inside the
entry points themselves. **Exactly one of the eleven is reachable from the strategic turn
driver**, and one more from the combat path; the other nine belong to map setup, the lobby,
the network layer and two scripted encounters.
## Choices that still need binary confirmation
1. **Twist timing at the block boundary.** We twist lazily when `left` reaches 0 (so a saved
state may carry `left == 0`). The original's `NextFloat`/`NextInt` both test `left == 0` on
entry, which is the same lazy rule; what the three saves (`left` = 454/432/413) still do not
show is a state saved exactly at the boundary.