This patch ports the efficiently updatable neural network (NNUE) evaluation to Stockfish.
Both the NNUE and the classical evaluations are available, and can be used to
assign a value to a position that is later used in alpha-beta (PVS) search to find the
best move. The classical evaluation computes this value as a function of various chess
concepts, handcrafted by experts, tested and tuned using fishtest. The NNUE evaluation
computes this value with a neural network based on basic inputs. The network is optimized
and trained on the evalutions of millions of positions at moderate search depth.
The NNUE evaluation was first introduced in shogi, and ported to Stockfish afterward.
It can be evaluated efficiently on CPUs, and exploits the fact that only parts
of the neural network need to be updated after a typical chess move.
[The nodchip repository](https://github.com/nodchip/Stockfish) provides additional
tools to train and develop the NNUE networks.
This patch is the result of contributions of various authors, from various communities,
including: nodchip, ynasu87, yaneurao (initial port and NNUE authors), domschl, FireFather,
rqs, xXH4CKST3RXx, tttak, zz4032, joergoster, mstembera, nguyenpham, erbsenzaehler,
dorzechowski, and vondele.
This new evaluation needed various changes to fishtest and the corresponding infrastructure,
for which tomtor, ppigazzini, noobpwnftw, daylen, and vondele are gratefully acknowledged.
The first networks have been provided by gekkehenker and sergiovieri, with the latter
net (nn-97f742aaefcd.nnue) being the current default.
The evaluation function can be selected at run time with the `Use NNUE` (true/false) UCI option,
provided the `EvalFile` option points the the network file (depending on the GUI, with full path).
The performance of the NNUE evaluation relative to the classical evaluation depends somewhat on
the hardware, and is expected to improve quickly, but is currently on > 80 Elo on fishtest:
60000 @ 10+0.1 th 1
https://tests.stockfishchess.org/tests/view/5f28fe6ea5abc164f05e4c4c
ELO: 92.77 +-2.1 (95%) LOS: 100.0%
Total: 60000 W: 24193 L: 8543 D: 27264
Ptnml(0-2): 609, 3850, 9708, 10948, 4885
40000 @ 20+0.2 th 8
https://tests.stockfishchess.org/tests/view/5f290229a5abc164f05e4c58
ELO: 89.47 +-2.0 (95%) LOS: 100.0%
Total: 40000 W: 12756 L: 2677 D: 24567
Ptnml(0-2): 74, 1583, 8550, 7776, 2017
At the same time, the impact on the classical evaluation remains minimal, causing no significant
regression:
sprt @ 10+0.1 th 1
https://tests.stockfishchess.org/tests/view/5f2906a2a5abc164f05e4c5b
LLR: 2.94 (-2.94,2.94) {-6.00,-4.00}
Total: 34936 W: 6502 L: 6825 D: 21609
Ptnml(0-2): 571, 4082, 8434, 3861, 520
sprt @ 60+0.6 th 1
https://tests.stockfishchess.org/tests/view/5f2906cfa5abc164f05e4c5d
LLR: 2.93 (-2.94,2.94) {-6.00,-4.00}
Total: 10088 W: 1232 L: 1265 D: 7591
Ptnml(0-2): 49, 914, 3170, 843, 68
The needed networks can be found at https://tests.stockfishchess.org/nns
It is recommended to use the default one as indicated by the `EvalFile` UCI option.
Guidelines for testing new nets can be found at
https://github.com/glinscott/fishtest/wiki/Creating-my-first-test#nnue-net-tests
Integration has been discussed in various issues:
https://github.com/official-stockfish/Stockfish/issues/2823https://github.com/official-stockfish/Stockfish/issues/2728
The integration branch will be closed after the merge:
https://github.com/official-stockfish/Stockfish/pull/2825https://github.com/official-stockfish/Stockfish/tree/nnue-player-wip
closes https://github.com/official-stockfish/Stockfish/pull/2912
This will be an exciting time for computer chess, looking forward to seeing the evolution of
this approach.
Bench: 4746616
This is a functional simplification which fixes an awkward numerical cliff.
With master king_safety, no pawns is scored higher than pawn(s) that is/are far from the king. This may motivate SF to throw away pawns to increase king safety. With this patch, there is a consistent value for minPawnDistance where losing a pawn never increases king safety.
STC
LLR: 2.94 (-2.94,2.94) {-1.50,0.50}
Total: 45548 W: 8624 L: 8525 D: 28399
Ptnml(0-2): 592, 4937, 11587, 5096, 562
https://tests.stockfishchess.org/tests/view/5e98ced630be947a14e9ddc5
LTC
LLR: 2.94 (-2.94,2.94) {-1.50,0.50}
Total: 42084 W: 5292 L: 5242 D: 31550
Ptnml(0-2): 193, 3703, 13252, 3649, 245
https://tests.stockfishchess.org/tests/view/5e98e22e30be947a14e9de07
closes https://github.com/official-stockfish/Stockfish/pull/2639
bench 4600292
This patch refines the recently introduced interaction between
the space bonus and the number of blocked pawns in a position.
* pawns count as blocked also if their push square is attacked by 2 enemy pawns;
* overall dependence is stronger as well as offset;
* bonus increase is capped at 9 blocked pawns in position;
passed STC
https://tests.stockfishchess.org/tests/view/5e94560663d105aebbab243d
LLR: 2.96 (-2.94,2.94) {-0.50,1.50}
Total: 29500 W: 5842 L: 5603 D: 18055
Ptnml(0-2): 504, 3443, 6677, 3562, 564
passed LTC
https://tests.stockfishchess.org/tests/view/5e95b383c2aaa99f75d1a14d
LLR: 2.95 (-2.94,2.94) {0.25,1.75}
Total: 63504 W: 8329 L: 7974 D: 47201
Ptnml(0-2): 492, 5848, 18720, 6197, 495
closes https://github.com/official-stockfish/Stockfish/pull/2631
bench 4956028
+-------+
| o . . | o their pawns
| x . . | x our pawns
| . x . | <- Can sacrifice to create passer?
+-------+
yes
1 2 3 4 5
+-------+ +-------+ +-------+ +-------+ +-------+
| o . . | | o r . | | o r . | | o . b | | o . b | lowercase: theirs
| x b . | | x . . | | x . R | | x . R | | x . . | uppercase: ours
| . x . | | . x . | | . x . | | . x . | | . x B |
+-------+ +-------+ +-------+ +-------+ +-------+
no no yes no yes
The value of our top pawn depends on our ability to advance our bottom
pawn, levering their blocker. Previously, this pawn configuration was
always scored as passer (although a blocked one).
Add requirements for the square s above our (possibly) sacrificed pawn:
- s must not be occupied by them (1).
- If they attack s (2), we must attack s (3).
- If they attack s with a minor (4), we must attack s with a minor (5).
The attack from their blocker is ignored because it is inherent in the
structure; we are ok with sacrificing our bottom pawn.
LTC
LLR: 2.95 (-2.94,2.94) {0.25,1.75}
Total: 37030 W: 4962 L: 4682 D: 27386
Ptnml(0-2): 266, 3445, 10863, 3625, 316
https://tests.stockfishchess.org/tests/view/5e92a2b4be6ede5b954bf239
STC
LLR: 2.94 (-2.94,2.94) {-0.50,1.50}
Total: 40874 W: 8066 L: 7813 D: 24995
Ptnml(0-2): 706, 4753, 9324, 4890, 764
https://tests.stockfishchess.org/tests/view/5e922199af0a0143109dc90e
closes https://github.com/official-stockfish/Stockfish/pull/2624
Bench: 4828294
There is an ambiguity between global and std clamp implementations when compiling in c++17,
and on certain toolchains that are not strictly conforming to c++11.
This is solved by putting our clamp implementation in a namespace.
closes https://github.com/official-stockfish/Stockfish/pull/2572
No functional change.
- Cleanups by Alain
- Group king attacks and king defenses
- Signature of futility_move_count()
- Use is_discovery_check_on_king()
- Simplify backward definition
- Use static asserts in move generator
- Factor a statement in move generator
No functional change
Run as a simplification
a) insures that pawn attacks are always included in the pawn span
(this "fixes" the case where some outpost or reachable outpost
bonus were awarded on squares controlled by enemy pawns).
b) compute the full span only if not "backward" or not "blocked".
By looking at "blocked" instead of "opposed", we get a nice simpli-
fication and the "new" outpost detection is almost identical, except
a few borderline cases on rank 4.
passed STC
http://tests.stockfishchess.org/tests/view/5d9950730ebc5902b6cefb90
LLR: 2.95 (-2.94,2.94) [-3.00,1.00]
Total: 79113 W: 17168 L: 17159 D: 44786
passed LTC
http://tests.stockfishchess.org/tests/view/5d99d14e0ebc5902b6cf0692
LLR: 2.95 (-2.94,2.94) [-3.00,1.00]
Total: 41286 W: 6819 L: 6731 D: 27736
See https://github.com/official-stockfish/Stockfish/pull/2348
bench: 3812891
Remove temporary array of shelters and avoid iterating over it each time to find
if the shelter values after castling are better than the current value.
Work done on top of https://github.com/official-stockfish/Stockfish/pull/2277
Speed benchmark did not measure any difference.
No functional change
This patch replaces the obscure expressions mapping files ABCDEFGH to ABCDDCBA
by explicite calls to an auxiliary function:
old: f = min(f, ~f)
new: f = map_to_queenside(f)
We used the Golbolt web site (https://godbolt.org) to check that the current
code for the auxiliary function is optimal.
STC:
LLR: 2.96 (-2.94,2.94) [-3.00,1.00]
Total: 30292 W: 6756 L: 6651 D: 16885
http://tests.stockfishchess.org/tests/view/5d8676720ebc5971531d6aa1
Achieved with a bit of help from Sopel97, snicolet and vondele, thanks everyone!
Closes https://github.com/official-stockfish/Stockfish/pull/2325
No functional change
Author: @nickpelling
We replace in the code the obscure expressions mapping files ABCDEFGH to ABCDDCBA
by an explicite call to an auxiliary function :
old: f = min(f, ~f)
new: f = map_to_queenside(f)
We used the Golbolt web site (https://godbolt.org) to find the optimal code
for the auxiliary function.
STC:
LLR: 2.96 (-2.94,2.94) [-3.00,1.00]
Total: 30292 W: 6756 L: 6651 D: 16885
http://tests.stockfishchess.org/tests/view/5d8676720ebc5971531d6aa1
No functional change
When scoring the connected pawns, replace the intricate ternary expressions
choosing the coefficient by a simpler addition of boolean conditions:
` value = Connected * (2 + phalanx - opposed) `
This is the map showing the old coefficients and the new ones:
```
phalanx and unopposed: 3x -> 3x
phalanx and opposed: 1.5x -> 2x
not phalanx and unopposed: 2x -> 2x
not phalanx and opposed: 1x -> 1x
```
STC
LLR: 2.95 (-2.94,2.94) [-3.00,1.00]
Total: 11354 W: 2579 L: 2437 D: 6338
http://tests.stockfishchess.org/tests/view/5d8151f00ebc5971531d244f
LTC
LLR: 2.96 (-2.94,2.94) [-3.00,1.00]
Total: 41221 W: 7001 L: 6913 D: 27307
http://tests.stockfishchess.org/tests/view/5d818f930ebc5971531d26d6
Bench: 3959889
blah
This is a simplification that integrated WeakLever into doubled pawns.
Since we already check for !support for Doubled pawns, it is trivial
to check for weak lever by just checking more_than_one(lever).
We also introduce the Score * bool operation overload to remove some
casts in the code.
STC
LLR: 2.95 (-2.94,2.94) [-3.00,1.00]
Total: 26757 W: 5842 L: 5731 D: 15184
http://tests.stockfishchess.org/tests/view/5d77ee220ebc5902d384e5a4
Closes https://github.com/official-stockfish/Stockfish/pull/2295
No functional change
Remove one parameter in function evaluate_shelter(), making all
comparisons for castled/uncastled shelter locally in do_king_safety().
Also introduce BlockedStorm penalty.
Passed non-regression test at STC:
LLR: 2.95 (-2.94,2.94) [-3.00,1.00]
Total: 65864 W: 14630 L: 14596 D: 36638
http://tests.stockfishchess.org/tests/view/5d5fc80c0ebc5939d09f0acc
No functional change
Non functional simplification when we find the passed pawns in pawn.cpp
and some code clean up. It also better follows the pattern "flag the pawn"
and "score the pawn".
-------------------------
The idea behind the third condition for candidate passed pawn is a little
bit difficult to visualize. Just for the record, the idea is the following:
Consider White e5 d4 against black e6. d4 can (in some endgames) push
to d5 and lever e6. Thanks to this sacrifice, or after d5xe6, we consider
e5 as "passed".
However:
- if White e5/d4 against black e6/c6: d4 cannot safely push to d5 since d5 is double attacked;
- if White e5/d4 against black e6/d5: d4 cannot safely push to d5 since it is occupied.
This is exactly what the following expression does:
```
&& (shift<Up>(support) & ~(theirPawns | dblAttackThem)))
```
--------------------------
http://tests.stockfishchess.org/tests/view/5d3325bb0ebc5925cf0e6e91
LLR: 2.95 (-2.94,2.94) [-3.00,1.00]
Total: 124666 W: 27586 L: 27669 D: 69411
Closes https://github.com/official-stockfish/Stockfish/pull/2255
No functional change
We recently added a bonus for double pawn attacks on unsupported enemy pawns,
on June 27. However, it is possible that the unsupported pawn may become a passer
by simply pushing forward out of the double attack. By rewarding double attacks,
we may inadvertently reward the creation of enemy passers, by encouraging both of
our would-be stoppers to attack the enemy pawn even if there is no opposing
friendly pawn on the same file.
Here, we revise this term to exclude passed pawns. In order to simplify the code
with this change included, we non-functionally rewrite Attacked2Unsupported to
be a penalty for enemy attacks on friendly pawns, rather than a bonus for our
attacks on enemy pawns. This allows us to exclude passed pawns with a simple
& ~e->passedPawns[Us], while passedPawns[Them] is not yet defined in this part
of the code.
This dramatically reduces the proportion of positions in which Attacked2Unsupported
is applied, to about a third of the original. To compensate, maintaining the same
average effect across our bench positions, we nearly triple Attacked2Unsupported
from S(0, 20) to S(0, 56). Although this pawn formation is rare, it is worth more
than half a pawn in the endgame!
STC: (stopped automatically by fishtest after 250,000 games)
LLR: -0.87 (-2.94,2.94) [0.50,4.50]
Total: 250000 W: 56585 L: 55383 D: 138032
http://tests.stockfishchess.org/tests/view/5d25795e0ebc5925cf0cfb51
LTC:
LLR: 2.96 (-2.94,2.94) [0.00,3.50]
Total: 81038 W: 13965 L: 13558 D: 53515
http://tests.stockfishchess.org/tests/view/5d25f3920ebc5925cf0d10dd
Closes https://github.com/official-stockfish/Stockfish/pull/2233
Bench: 3765158
This is a functional change that rewards double attacks on an unsupported pawns.
STC (non-functional difference)
LLR: 2.96 (-2.94,2.94) [0.50,4.50]
Total: 83276 W: 18981 L: 18398 D: 45897
http://tests.stockfishchess.org/tests/view/5d0970500ebc5925cf0a77d4
LTC (incomplete looping version)
LLR: 0.50 (-2.94,2.94) [0.00,3.50]
Total: 82999 W: 14244 L: 13978 D: 54777
http://tests.stockfishchess.org/tests/view/5d0a8d480ebc5925cf0a8d58
LTC (completed non-looping version).
LLR: 2.96 (-2.94,2.94) [0.00,3.50]
Total: 223381 W: 38323 L: 37512 D: 147546
http://tests.stockfishchess.org/tests/view/5d0e80510ebc5925cf0ad320
Closes https://github.com/official-stockfish/Stockfish/pull/2205
Bench 3633546
----------------------------------
Comments by Alain SAVARD:
interesting result ! I would have expected that search would resolve such positions
correctly on the very next move. This is not a very common pattern, and when it happens,
it will quickly disappear. So I'm quite surprised that it passed LTC.
I would be even more surprised if this would resist a simplification.
Anyway, let's try to imagine a few cases.
a) If you have White d5 f5 against Black e6, and White to move
last move by Black was probably a capture on e6 and White is about to recapture on e6
b) If you have White d5 f5 against e6, and Black to move
last move by White was possibly a capture on d5 or f5
or the pawn on e6 was pinned or could not move for some reason.
and white wants to blast open the position and just pushed d4-d5 or f4-f5
Some possible follow-ups
a) Motif is so rare that the popcount() can be safely replaced with a bool()
But this would not pass a SPRT[0,4],
So try a simplification with bool() and also without the & ~theirAttacks
b) If it works, we probably can simply have this in the loop
if (lever) score += S(0, 20);
c) remove all this and tweak something in search for pawn captures (priority, SEE, extension,..)
This is a non-functional simplification.
backmost_sq and frontmost_sq are redundant. It seems quite clear to always use frontmost_sq and use the correct color.
Non functional change.
FauziAkram