Passed STC (https://tests.stockfishchess.org/tests/view/6a2893ad7c758d82accea129):
LLR: 3.20 (-2.94,2.94) <0.00,2.00>
Total: 23328 W: 6145 L: 5838 D: 11345
Ptnml(0-2): 50, 2463, 6346, 2740, 65
Instead of repeatedly doing the sum HalfKA + threats at the end, it's profitable to simply store one accumulator per side that combines them. This also avoids an extra/load store of an accumulator, and halves the cache footprint of the accumulators.
For full refreshes, we always compute both halfka and threats simultaneously. Any threat full refresh is always a halfka refresh because it occurs when the king crosses the center line, while halfka refreshes are required for ANY king move, so we don't need a separate detection path for threats.
I get about a 2.5% speedup locally with this, but I'd appreciate other ppl's measurements.
closes https://github.com/official-stockfish/Stockfish/pull/6890
No functional change
Lichess maintains some patches on top of SF dev to get it working with Emscripten. This PR moves some of these patches into SF and adds WASM to CI. It also adds a few changes in places where the x86 intrinsics don't cleanly map onto WebAssembly SIMD instructions; otherwise, we use Emscripten's x86 compatibility layer and take SSE4.1 code paths.
Summary of the compatibility changes:
- Define `wasm32` and `wasm32-relaxed-simd` targets.
- We don't support wasm without SIMD; it'd be a waste of time.
- Add option to disable TBs
- This is required because `tbprobe.cpp` pulls in `mmap`. This option can be used on any target, of course, but it's only enabled by default for wasm.
- Add compilation job + test to CI
And the changes for performance:
- Disable atomics for shared history on wasm
- Atomics are always `seq_cst` there, which can be quite slow (even on the x86, stores are locked `xchg [mem], reg`)
- Add SSE code path to `get_changed_pieces`, modeled after the AVX2 path
- `_mm_mulhi_epi16` has a complicated emulation sequence, so for the pairwise multiplication, use an approach similar to the NEON impl.
- __int128 is gets lowered to runtime functions on wasm, so use the fallback impl for `mul_hi64`
- V8 does a poor job with the NNZ finding, so use a slightly different sequence there
- Add relaxed simd support for `m128_dpbusd`.
Some local perf figures (single-threaded speedtest):
```
wasm
Nodes/second : 902523
sse4.1
Nodes/second : 1155380
avx512icl
Nodes/second : 1676184
```
Further avenues to explore:
- Optimize for performance under V8's experimental AVX revectorizer (Currently it's about +10% in my testing, but could definittely be more)
- Branch hinting. For example, run bench while collecting branch frequency info, then inject it late in the WASM compilation pipeline. I tried this locally and it didn't help much, but maybe I'm missing something.
- PGO. Gives +1.5% NPS locally, but hard to integrate with WASM compilation wrokflows
closes https://github.com/official-stockfish/Stockfish/pull/6875
No functional change
example of using, to avoid mixed usage of std::uint/std::int and uint/int...
```cpp
using u64 = std::uint64_t;
using u32 = std::uint32_t;
using u16 = std::uint16_t;
using u8 = std::uint8_t;
using i64 = std::int64_t;
using i32 = std::int32_t;
using i16 = std::int16_t;
using i8 = std::int8_t;
using usize = std::size_t;
using isize = std::ptrdiff_t;
#if defined(__GNUC__) && defined(IS_64BIT)
__extension__ using u128 = unsigned __int128;
__extension__ using i128 = signed __int128;
#endif
```
closes https://github.com/official-stockfish/Stockfish/pull/6874
No functional change
Passed avx2/bmi2 STC:
https://tests.stockfishchess.org/tests/view/69ff99eb9392f0c317213eda
LLR: 2.93 (-2.94,2.94) <0.00,2.00>
Total: 20992 W: 5469 L: 5192 D: 10331
Ptnml(0-2): 38, 2197, 5751, 2470, 40
Passed avxvnni STC:
https://tests.stockfishchess.org/tests/view/6a00022b9392f0c317213f7c
LLR: 2.93 (-2.94,2.94) <0.00,2.00>
Total: 47328 W: 12328 L: 12009 D: 22991
Ptnml(0-2): 112, 5148, 12847, 5423, 134
Passed NEON STC:
https://tests.stockfishchess.org/tests/view/69ff99d69392f0c317213ed8
LLR: 2.96 (-2.94,2.94) <0.00,2.00>
Total: 29600 W: 7664 L: 7376 D: 14560
Ptnml(0-2): 48, 3074, 8277, 3344, 57
Passed avx512icl non-regression:
https://tests.stockfishchess.org/tests/view/6a002b699392f0c317213f91
LLR: 2.94 (-2.94,2.94) <-1.75,0.25>
Total: 90112 W: 23130 L: 22975 D: 44007
Ptnml(0-2): 192, 9939, 24633, 10106, 186
Measurements from vondele (Neoverse V2, armv8-dotprod):
==== master ====
==== Bench: 2344696 ====
1 Nodes/second : 280724660
2 Nodes/second : 280647282
3 Nodes/second : 282055192
Average (over 3): 281142378
==== 50a44640a3 ====
==== Bench: 2344696 ====
1 Nodes/second : 284271937
2 Nodes/second : 285638071
3 Nodes/second : 284349426
Average (over 3): 284753144
The patch's benefit is non-uniform and is ~0 for avx512icl unfortunately -- although I think we should be able to find something there....
## Background/explanation
The idea here is to move the non-zero block computation back to the previous layer, and overlap the work better. Then, to avoid trying to emulate compress instructions on targets not supporting them (i.e., everything except for AVX512), we use a `pop_lsb` loop on a bitset enumerating the non-zero blocks, rather than first writing them out as indices.
An early AVX2 implementation worked on fishtest (https://tests.stockfishchess.org/tests/view/69c3410534b6988b1e472db4) and linrock demonstrated that it also worked for NEON (https://tests.stockfishchess.org/tests/view/69ce0dc73ddc0eccd617188f). Thanks to him for encouraging me to push this idea over the finish line.
To abstract over the particular NNZ representation (bitset or index list), we use `NNZInfo` and `NNZCursor`. The cursor is used to write to one or the other perspective of the NNZ list. I'd appreciate ideas on making the code cleaner/more readable as imo it's still a bit ugly.
## Fixing GCC 15 regression
Separately, vondele noticed a regression in ARM performance from GCC 15 caused by suboptimal codegen. See https://discord.com/channels/435943710472011776/813919248455827515/1502837886381461605 for more info, but the easiest fix that I could come up with was inserting a couple `asm` optimization barriers.
Single threaded data:
```
average: stockfish.master.13.3 1041619
average: stockfish.master.15.2 999214
average: stockfish.patched.15.2 1031369
```
There's definitely regressions elsewhere as well, which we shld chase down, but at least this should unblock the arm64 universal binary work.
closes https://github.com/official-stockfish/Stockfish/pull/6814
No functional change
Failed VVLTC non-regression
https://tests.stockfishchess.org/tests/view/69d562b84088e069540a2288
LLR: -2.96 (-2.94,2.94) <-1.75,0.25>
Total: 386998 W: 99181 L: 99760 D: 188057
Ptnml(0-2): 35, 35792, 122429, 35203, 40
Failed STC non-regression
https://tests.stockfishchess.org/tests/view/69f3c6601e5788938e86a99e
LLR: -2.93 (-2.94,2.94) <-1.75,0.25>
Total: 33696 W: 8492 L: 8795 D: 16409
Ptnml(0-2): 124, 4209, 8504, 3868, 143
Many thanks to Dubslow, Torom, ces42, Shawn, vondele, Disservin and others for discussion.
## Summary
The venerable small net has been around for quite some time now, and while the big net architecture has substantially advanced with TI, the small net has stayed with plain HalfKA. It therefore presents a few burdens: multiple net architectures to maintain, multiple nets to train, and a whole lot of templates to deal with the variable L1 size.
Locally I measure a slowdown of -2.5% in NPS with this branch – and it's probably more on non-AVX512 architectures – but a pure slowdown of that magnitude would lead to more dramatic losses (even at VVLTC) than exhibited in the above tests, suggesting that the small net's lower eval quality is deleterious.
Bonus: Shawn found this interesting PGN among the VVLTC games: https://lichess.org/study/hvo8jflc/OeTOityv `master` seems to misevaluate the fortress because all positions go to small net (the material difference is larger than the threshold).
closes https://github.com/official-stockfish/Stockfish/pull/6796
Bench: 2877007
Only the one on line 158 is actually required but doesn't hurt to add constexpr where applicable here.
Warning was
"comparison of unsigned expression in '< 0' is always false"
closes https://github.com/official-stockfish/Stockfish/pull/6530
No functional change
The error is "C1001: Internal compiler error." in uci.cpp on line 370 of
master. For some reason the compiler can't handle the
std::size(hashfullAges) inside the lambda. Older MSVC versions had no
problem.
Most of the warnings are due to implicit type conversions "conversion
from type A to type B, possible loss of data"
many of which have been present for a while.
closes https://github.com/official-stockfish/Stockfish/pull/6464
No functional change
This enables different Stockfish processes that use the same weights to use the
same memory. The approach establishes equivalence by memory content, and is
compatible with NUMA replication. The benefit of sharing is reduced memory usage
and a speedup thanks to improved (inter-process) caching of the network in the
CPUs cache, and thus reduced bandwidth usage to main memory. Even though this
change doesn't benefit a user running a single process, this helps on fishtest
or e.g. for Lichess, when multiple games run concurrently, or multiple
positions are analyzed in parallel.
This concept was probably first introduced in the Monty engine
(https://github.com/official-monty/Monty/pull/62), after a discussion in
https://github.com/official-stockfish/fishtest/issues/2077 on the issue of
memory pressure. Measurements based on Torch
(https://github.com/user-attachments/files/21386224/verbatim.pdf) further
suggested that large gains were possible. Multiple other engines have
adopted this 'verbatim' format as well.
The implementation here adds the flexibility needed for SF, for example, retains
the ability to bundle compressed networks with the binary, to load nets by uci
option, and to distribute the shared nets to the proper NUMA region. This
flexibility comes with a fair amount of complexity in the implementation, such
as OS specific code, and fallback code.
For most users this should be transparent. However, for example, those running
docker containers should ensure the `--ipc` flag is set correctly, and
`--shm-size` is sufficiently large.
The benefits of this patch significantly depend on hardware, with systems with
many cores and a large (O(150MB), the net size) L3 cache benefitting typically
most. On such systems SF speedups (as measured via nps playing games with
large concurrency but just 1 thread) can be 38%, which results in master vs.
patch Elo which gains about 25 Elo.
```
# PLAYER : RATING ERROR POINTS PLAYED (%)
1 shared_memoryPR : 24.8 1.9 39432.0 73728 53
2 master : 0.0 ---- 34296.0 73728 47
```
In a multithreaded setup, where weights are already shared, that benefit is smaller,
for example on the same HW as above, but with 8t for each side.
```
# PLAYER : RATING ERROR POINTS PLAYED (%)
1 shared_memoryPR : 5.2 3.5 9351.0 18432 51
2 master : 0.0 ---- 9081.0 18432 49
```
On fishtest with a typical hardware mix of our contributors, the following was measured:
STC, 60k games
https://tests.stockfishchess.org/tests/view/69074a49ea4b268f1fac236c
Elo: 4.69 ± 1.4 (95%) LOS: 100.0%
Total: 60000 W: 16085 L: 15275 D: 28640
Ptnml(0-2): 154, 6440, 16053, 7148, 205
nElo: 9.38 ± 2.8 (95%) PairsRatio: 1.12
To verify correctness with a single process on a NUMA architecture,
speedtest was used, confirming near equivalence:
```
master: Average (over 10): 296236186
shared_memory: Average (over 10): 295769332
```
Currently, using large pages for the shared network weights is not always possible,
which can lead to a small slowdown (1-2%), in case a single process is run.
closes https://github.com/official-stockfish/Stockfish/pull/6173
No functional change
Co-authored-by: disservin <disservin.social@gmail.com>
Co-authored-by: Joost VandeVondele <Joost.VandeVondele@gmail.com>
Since @xu-shawn's refactor the acc pointer has become a bit unnecessary,
we can achieve the same behavior by using the dimension size to get the
right accumulator from the `AccumulatorState`. I think the acc pointer
has become a bit of a burden required to be passed through multiple
different functions together with the necessary templating required.
Passed Non-Regression STC:
https://tests.stockfishchess.org/tests/view/67ed600f31d7cf8afdc45183
LLR: 2.94 (-2.94,2.94) <-1.75,0.25>
Total: 279744 W: 72037 L: 72082 D: 135625
Ptnml(0-2): 673, 29918, 78767, 29809, 705
closes https://github.com/official-stockfish/Stockfish/pull/5942
No functional change
- Capitalize comments
- Reformat multi-lines comments to equalize the widths of the lines
- Try to keep the width of comments around 85 characters
- Remove periods at the end of single-line comments
closes https://github.com/official-stockfish/Stockfish/pull/5469
No functional change
This speedup was first inspired by a comment by @AndyGrant on my recent
PR "If mullo_epi16 would preserve the signedness, then this could be
used to remove 50% of the max operations during the halfkp-pairwise
mat-mul relu deal."
That got me thinking, because although mullo_epi16 did not preserve the
signedness, mulhi_epi16 did, and so we could shift left and then use
mulhi_epi16, instead of shifting right after the mullo.
However, due to some issues with shifting into the sign bit, the FT
weights and biases had to be multiplied by 2 for the optimisation to
work.
Speedup on "Arch=x86-64-bmi2 COMP=clang", courtesy of @Torom
Result of 50 runs
base (...es/stockfish) = 962946 +/- 1202
test (...ise-max-less) = 979696 +/- 1084
diff = +16750 +/- 1794
speedup = +0.0174
P(speedup > 0) = 1.0000
CPU: 4 x Intel(R) Core(TM) i7-6700K CPU @ 4.00GHz
Hyperthreading: on
Also a speedup on "COMP=gcc", courtesy of Torom once again
Result of 50 runs
base (...tockfish_gcc) = 966033 +/- 1574
test (...max-less_gcc) = 983319 +/- 1513
diff = +17286 +/- 2515
speedup = +0.0179
P(speedup > 0) = 1.0000
CPU: 4 x Intel(R) Core(TM) i7-6700K CPU @ 4.00GHz
Hyperthreading: on
Passed STC:
LLR: 2.96 (-2.94,2.94) <0.00,2.00>
Total: 67712 W: 17715 L: 17358 D: 32639
Ptnml(0-2): 225, 7472, 18140, 7759, 260
https://tests.stockfishchess.org/tests/view/664c1d75830eb9f886616906
closes https://github.com/official-stockfish/Stockfish/pull/5282
No functional change
Stockfish appears to take too much time on the first move of a game and
then not enough on moves 2,3,4... Probably caused by most of the factors
that increase time usually applying on the first move.
Attempts to give more time to the subsequent moves have not worked so
far, but this change to simply reduce first move time by 5% worked.
STC 10+0.1 :
LLR: 2.96 (-2.94,2.94) <0.00,2.00>
Total: 78496 W: 20516 L: 20135 D: 37845
Ptnml(0-2): 340, 8859, 20456, 9266, 327
https://tests.stockfishchess.org/tests/view/663d47bf507ebe1c0e9200ba
LTC 60+0.6 :
LLR: 2.95 (-2.94,2.94) <0.50,2.50>
Total: 94872 W: 24179 L: 23751 D: 46942
Ptnml(0-2): 61, 9743, 27405, 10161, 66
https://tests.stockfishchess.org/tests/view/663e779cbb28828150dd9089
closes https://github.com/official-stockfish/Stockfish/pull/5235
Bench: 1876282
For each thread persist an accumulator cache for the network, where each
cache contains multiple entries for each of the possible king squares.
When the accumulator needs to be refreshed, the cached entry is used to more
efficiently update the accumulator, instead of rebuilding it from scratch.
This idea, was first described by Luecx (author of Koivisto) and
is commonly referred to as "Finny Tables".
When the accumulator needs to be refreshed, instead of filling it with
biases and adding every piece from scratch, we...
1. Take the `AccumulatorRefreshEntry` associated with the new king bucket
2. Calculate the features to activate and deactivate (from differences
between bitboards in the entry and bitboards of the actual position)
3. Apply the updates on the refresh entry
4. Copy the content of the refresh entry accumulator to the accumulator
we were refreshing
5. Copy the bitboards from the position to the refresh entry, to match
the newly updated accumulator
Results at STC:
https://tests.stockfishchess.org/tests/view/662301573fe04ce4cefc1386
(first version)
https://tests.stockfishchess.org/tests/view/6627fa063fe04ce4cefc6560
(final)
Non-Regression between first and final:
https://tests.stockfishchess.org/tests/view/662801e33fe04ce4cefc660a
STC SMP:
https://tests.stockfishchess.org/tests/view/662808133fe04ce4cefc667c
closes https://github.com/official-stockfish/Stockfish/pull/5183
No functional change