picogame: enable on RP2040

[lynt-smitka]

Enables picogame on raspberry_pi_pico and raspberry_pi_pico_w.

Neither fits at the port default -O3: pico has 48 KB free of its 1020 KB partition and pico_w 2 KB of its 1536 KB, while the engine needs 50 KB. Both build at -O2, which leaves around 140 KB free and measures within 1% of -O3 across the render kernels on this M0+.

pico_w sits at 99.9% today, so it builds all 17 translations on every pull request; with the flags it skips them like the other boards.

[dhalbert]

This is good; I would just like some comment tweaks.

[lynt-smitka]

I'll rework it a bit, including adding better comments. I ran the tests for each flag separately and I have to interpret the results (the vectorization need few more tests). I hope it will be done in few hours.

[dhalbert]

I meant to have this enabled for all of RP2040 -- sorry I was talking about optimization flags only.

[lynt-smitka]

The new recommendation after heavy benchmarking individual flags:

OPTIMIZATION_FLAGS ?= -O2 -funswitch-loops -fvect-cost-model=dynamic

AI summarized benchmark results:

1. Each flag on its own

added to -O2	flash	blit_flip	mode7	fill_rect	fill_circle	vspans	4 KB copy	AES 4 KB	interpreter
nothing (-O2)	baseline	113	5915	1163	322	3703	3857	17248	154754
-funswitch-loops	+16344	87	5396	1162	322	3704	3851	17236	154754
-fpredictive-commoning	+40	111	5914	1176	322	3709	3857	17266	154754
-fgcse-after-reload	-168	111	5941	1165	322	3702	3857	17248	154754
-ftree-partial-pre	+900	111	5913	1163	322	3703	3857	17218	154846
-fsplit-paths	+2376	118	5912	1177	321	3708	3881	17254	154754
-fvect-cost-model=dynamic	+4328	111	5913	731	245	3975	2441	14599	154754

Two flags do the work, and they do not overlap. -funswitch-loops owns the sprite blit and mode7,
and it is the expensive one at 16 KB. -fvect-cost-model=dynamic owns the fills, the memory copies
and AES, and it costs 4 KB. The other four are between -168 and +2,376 bytes and win no column.

vspans is left unmarked here because every build except the cost model sits between 3,702 and
3,709, a 0.2 % spread. It is the one call the cost model makes slower, which section 4 covers.

The interpreter does not move under any flag. fib(20) and a 20,000-iteration integer loop stay
within 0.1 % everywhere, so anything spending its time in the bytecode dispatch loop sees no
difference at all.

2. Combinations

set	flash	blit_flip	mode7	fill_rect	fill_circle	vspans	4 KB copy	AES 4 KB
-O2	baseline	113	5915	1163	322	3703	3857	17248
cost model alone	+4328	111	5913	731	245	3975	2441	14599
predcom + cost model	+4368	111	5913	730	245	3983	2441	14459
five passes	+18860	87	5396	1162	332	3705	3851	17181
unswitch + cost model	+20664	87	5413	732	245	3945	2441	14508
unswitch + predcom + cost model	+20704	87	5417	733	246	3945	2447	14514
five passes + cost model	+23252	87	5395	729	249	3944	2453	14538
-O3	+151020	87	5406	739	243	3807	2435	13543

Two flags reach -O3 on every kernel for 20,664 bytes instead of 151,020, which is 130,356 bytes
saved on every RP2040 board. The only column -O3 still holds alone is AES, by 7 %. Adding the
other three passes on top costs a further 2,588 bytes and wins nothing.

Dropping -funswitch-loops as well would save another 16,336 bytes, but the sprite blit is then
24 % slower than the -O3 those boards ship today. That is a real regression, not a wash, so the
set keeps it.

3. Outside picogame

-funswitch-loops rewrote 94 functions, so the drawing kernels are not the only place it shows.
These are core CircuitPython calls, same board, and the two -O2 columns are separate flashes so
the repeatability is visible in the table itself.

call	-O2	-O2 again	unswitch	the set	-O3
bitmaptools.alphablend, 96x72	13287	13293	12982	12982	12640
ulab sum, 1200 int16	4080	4080	3983	3987	3977
ulab arithmetic on 1200 floats	7904	7916	7763	7769	7792
ulab sum + mean + std	15457	15455	15219	15225	15220
bitmaptools.rotozoom	39154	39093	38830	38775	38800
bitmaptools.fill_region	4646	4646	4653	4638	4650

The gains are small but they are not noise and they are not picogame: 2.3 % on alpha blending,
2.4 % on an integer ulab reduction, 1.8 % on float arithmetic, 1.5 % on the statistics. The set
matches -O3 on all of them except alpha blending, where -O3 keeps a further 2.6 %.
fill_region is a memset wrapper and moves for neither flag.

4. What the two flags do

-funswitch-loops changed 94 functions for +16,236 bytes, the largest being:

common_hal_bitmaptools_alphablend       1762 -> 3394  (+1632)
picogame_blit_bitmap                    1928 -> 3506  (+1578)
numerical_sum_mean_std_ndarray          2188 -> 3064   (+876)
common_hal_audioi2sin_i2sin_fill_buffer 1148 -> 2008   (+860)

It did two different things to the two calls that got faster, and only one of them is unswitching in
the textbook sense.

In mode7 it is textbook. The format == PAL8 test is hoisted out of the whole row nest and the
nest is kept in two copies, one for RGB565 and one for PAL8. The RGB565 copy then carries no format
test and no row-interpolation call at all, because neither can be reached there. That removes three
instructions from the per-pixel loop, 31 cycles per pixel instead of 34. The predicted ratio is
0.912 and the measured one is 5396/5915 = 0.9123.

In the blit it is not. The specialization on the flip and transpose flags already exists at
-O2, in both builds the flags are tested once per row in the loop preheader, and the number of
inner-loop copies is the same. What changed is the unroll factor of the flipped opaque loop, two
pixels per iteration at -O2 and four with the flag, with a remainder prologue in front. That takes
one taken branch per two pixels down to one per four. The predicted saving over the 1,024 pixels of
the benchmark is 27 microseconds and the measured one is 28. That the unswitching is what let the
unroller reach four is the natural reading, but the binaries only show that the unroll factor and
the register allocation changed while the specialization structure did not.

This also explains a column that never moves. The unflipped blit stays at 59 to 62 microseconds in
every build because that case takes a memcpy fast path, which neither flag touches.

-fvect-cost-model=dynamic is narrower. It rewrites exactly three functions: memset (88 to 248
bytes), memcpy (94 to 166) and picogame's own row filler fill565 (96 to 148), each into an
unrolled version with an alignment prologue and epilogue. Every drawing function that calls them is
byte-identical to -O2. That is why it wins the fills, the copies and AES and nothing else.

5. What the cost model costs

It is a trade, not a free win. The one call that gets slower is vspans, the span renderer that
fills the raycaster's wall columns. -O2 sets -fvect-cost-model=very-cheap, and for that loop
very-cheap is the better answer.

build	vspans
-O2 (very-cheap)	3703
-O2 + five passes + dynamic	3944 (+7 %)
-O3 (dynamic)	3807 (+3 %)
-O3 with very-cheap forced back on	2548 (-31 %)
five passes + the -O3 inline parameters, no vectorizer change	2545 (-31 %)

So vspans is fastest under very-cheap, and what speeds it up is -O3's inline parameters, not any
of the passes. Those cost 92,744 bytes on their own, which is why the set does not take them.

The reason is the unrolled fill565 from section 4. It pays on long runs, and fill_rect fills 240
pixels per row, so it gains 37 %. vspans issues runs four pixels wide, so every call pays the
alignment prologue and never reaches the fast body.

The same trade shows on big integers: -O3 takes the 60-factorial loop from 971 to 1516
microseconds, a 56 % regression that neither the passes nor the cost model cause on their own.

6. The eight -O3 passes left out

Added on top of the five passes. The last column is what the pass did to the machine code of the
drawing functions.

added on top of the five	flash	fill_rect	fill_circle	hot functions
-fipa-cp-clone	+11280	1168	325	byte-identical
-fpeel-loops	+24052	1168	325	byte-identical
-floop-unroll-and-jam	+0	1177	332	byte-identical
-fsplit-loops	+3296	1162	322	byte-identical
-ftree-loop-distribution	-40	1176	332	byte-identical
-funroll-completely-grow-size	does not link
-fversion-loops-for-strides	+5904	1162	322	rewrites blit and mode7
-floop-interchange	+0	1163	332	byte-identical

Six of the seven that link leave the drawing code untouched. -fversion-loops-for-strides is the
exception: it rewrites 985 instructions in the blit and 214 in mode7 and is still no faster.
Together with the inline parameters these are the 130 KB between the set and -O3.

[tannewt]

This analysis should be in the PR or commit message.