Phase A NNUE: feature-indexing spec, annotation/training pipeline, dump nnuefeatures

Builds out the NNUE Phase A prototype per docs/NNUE.md:

- src/nnuefeatures.c: standalone HalfKAv2_hm feature-index reference
  implementation (new `dump nnuefeatures` command), sourced from
  Stockfish's half_ka_v2_hm.{h,cpp} (sf_16 tag), including the 0x88->64
  square conversion typhoon's own board representation needs.
- annotate_pgns/: sharded TWIC/self-play annotation harness
  (annotate.py), position extraction, quiet-position filtering (flat
  and game-shaped, plus an upstream --prefilter-quiet option),
  train/holdout game-level stratified split, WDL-sigmoid K fitting,
  the Python HalfKAv2_hm reference encoder (nnue_feature_spec.py) and
  its bit-for-bit cross-checker against the C side
  (cross_check_features.py), and a first PyTorch training pipeline
  (nnue_model.py, nnue_train.py, build_training_tensors.py) -- a
  256x2-32-32-1-ish net trained locally on CPU against ~1.85M quiet
  TWIC positions as a pipeline/framework validation pass.
- Finish an in-progress InitMagic/InitLMRTable/InitEval ->
  InitializeBitboardMagic/InitializeLMRTable/InitializeEval rename:
  chess.h's prototypes hadn't been updated to match the already-renamed
  definitions/call sites, leaving 4 implicit-function-declaration
  warnings.
- tests/arasan.epd: new curated EPD suite.
- docs/: add the project's design docs (previously untracked).

Co-Authored-By: Claude Sonnet 5 <[email protected]>

1 files changed, 2 insertions, 1 deletions

diff --git a/src/GNUmakefile b/src/GNUmakefile
index 49582a5..66455e6 100644
--- a/src/GNUmakefile
+++ b/src/GNUmakefile
@@ -344,7 +344,8 @@ OBJS    =       main.o root.o search.o searchsup.o draw.o dynamic.o \
 		generate.o see.o move.o movesup.o command.o script.o \
 		input.o vars.o util.o unix.o gamelist.o mersenne.o \
 		sig.o piece.o ics.o san.o fen.o book.o bench.o board.o \
-		data.o probe.o fathom.o recogn.o list.o x64.o
+		data.o probe.o fathom.o recogn.o list.o x64.o \
+		nnuefeatures.o
 
 ifdef TEST
 # ---> .o, not .c! <---