CentralComplex_Chess v1

README.md

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+---
+license: cc-by-nc-4.0
+tags:
+- chess
+- spiking-neural-network
+- connectome
+- drosophila
+- rsnn
+---
+
+# CentralComplex_Chess v1
+
+Synaptic weights for the central complex opponent of **[BeatTheFly](https://phclab.github.io/BeatTheFly/chess/)** -- *A Smart Fruit Fly is playing chess against you*:
+a spiking network wired as the real *Drosophila* central complex connectome that plays chess.
+
+**The anatomical connectome gives you wiring, not synaptic strengths. Ours are trained.**
+
+Synaptic weights trained with PHCSSM parallel-scan mode, deployment in sequential RSNN mode ([PHCSSM](https://arxiv.org/abs/2604.01295)).
+
+made by Po-Han Chiang @ NYCU
+
+## What the central complex does in the fly
+In the real fly, the central complex keeps track of heading with a ring-shaped “internal compass”, integrates the path travelled, and steers where the fly goes next.
+
+## Architecture
+* **Wiring:** MaleCNS v1.0 central complex -- 2,950 neurons (Ring neurons (ER, ExR) 308; PFN columnar neurons 456; PFL output neurons 50; Other central-complex neurons 2,136) and 439,500
+  neuron-to-neuron connections. The connectivity mask is fixed to the connectome; 338,477 connections
+  carry a nonzero weight and 0 weights lie off the connectome.
+* **Dale's law:** one sign per presynaptic neuron from predicted neurotransmitters (excitatory 1,873,
+  inhibitory 918, modulatory 159); 0 weights violate it.
+* **Inputs:** each ply provides the move token (one of 1,970 UCI moves) and the board after it (789
+  binary features: piece per square, castling rights, en-passant file, 50-move-clock buckets, seen from the side to move).
+  Two linear encoders with their own LayerNorm drive only the input population: 764 ring neurons (ER, ExR) and PFN columnar neurons.
+* **Neurons:** leaky integrate-and-fire with per-neuron leak, threshold and reset; synaptic delay of one step.
+* **Readout:** linear map from the membrane voltage of the output population only: 50 PFL1, PFL2 and PFL3 steering neurons.
+* **No dopamine gate and no fast weight** (those belong to the mushroom body).
+* **Deployment:** sequential RSNN mode, one timestep per ply, with the neuron state carried across the whole game.
+
+## Data sources
+Data source: human games from the [Lichess open database](https://database.lichess.org/) (lichess.org, CC0).
+
+## Evaluation
+4,000 held-out Lichess blitz games (1500–1800), compared with the move the human played:
+
+| | overall | opening | early middlegame | middlegame | endgame |
+|---|---|---|---|---|---|
+| top readout move = human move | 16.7% | 39.3% | 25.8% | 13.2% | 8.4% |
+| top readout move is legal | 73.9% | 95.6% | 90.1% | 78.4% | 59.1% |
+| move-match, readout restricted to legal moves (as played on the page) | 21.9% | 41.0% | 28.4% | 16.8% | 16.6% |
+
+**Strength:** Plays about as well as a random mover (30–148–22 against random legal moves); loses to a simple material-greedy bot (0–19–181) and to Stockfish at its lowest level. Matches: 200 games per opponent, colours swapped, argmax play.
+
+## Files
+* `manifest.json` -- every tensor (file, dtype, shape, bytes), the model scalars and a connectome audit.
+* `info.json` -- neuron metadata used by the page (cell classes, hemispheres, soma coordinates).
+* `selfcheck_<precision>.json` -- reference moves and logits that the page replays when it loads.
+* `chess_uci_vocab.json` -- the move vocabulary.
+* `fp16/`, `fp32/` -- raw little-endian arrays.
+
+Two precisions are listed in the manifest: `fp16w32` (default, 18.6 MB: float16 for the
+large dense matrices, float32 for the recurrent weights and all small tensors) and
+`fp16` (18.0 MB, recurrent weights in float16 as well).
+
+The recurrent weight matrix W[dst, src] is stored in CSC order by source neuron (`W_colptr`, `W_rowidx`, `W_vals`):
+each step multiplies W by a sparse binary spike vector, so the engine visits only the columns of the neurons that
+spiked. `in_idx` lists the input population and `out_idx` the output population. Dense matrices are stored in the
+orientation they are read: `enc_tok_T` [vocab, H] (a move token selects one row), `enc_brd_T` [789, H] (sum of
+the active rows) and `dec_w` [vocab, 50] (read against the output population's voltage).
+
+| name | file | dtype | shape |
+|---|---|---|---|
+| `enc_tok_T` | `fp16/enc_tok_T.bin` | float16 | 1970x2950 |
+| `enc_tok_b` | `fp32/enc_tok_b.bin` | float32 | 2950 |
+| `ln_tok_w` | `fp32/ln_tok_w.bin` | float32 | 2950 |
+| `ln_tok_b` | `fp32/ln_tok_b.bin` | float32 | 2950 |
+| `enc_brd_T` | `fp16/enc_brd_T.bin` | float16 | 789x2950 |
+| `enc_brd_b` | `fp32/enc_brd_b.bin` | float32 | 2950 |
+| `ln_brd_w` | `fp32/ln_brd_w.bin` | float32 | 2950 |
+| `ln_brd_b` | `fp32/ln_brd_b.bin` | float32 | 2950 |
+| `dec_w` | `fp16/dec_w.bin` | float16 | 1970x50 |
+| `dec_b` | `fp32/dec_b.bin` | float32 | 1970 |
+| `alpha_exc` | `fp32/alpha_exc.bin` | float32 | 2950 |
+| `alpha_inh` | `fp32/alpha_inh.bin` | float32 | 2950 |
+| `v_th` | `fp32/v_th.bin` | float32 | 2950 |
+| `reset_weight` | `fp32/reset_weight.bin` | float32 | 2950 |
+| `in_idx` | `fp32/in_idx.bin` | int32 | 764 |
+| `out_idx` | `fp32/out_idx.bin` | int32 | 50 |
+| `W_colptr` | `fp32/W_colptr.bin` | uint32 | 2951 |
+| `W_rowidx` | `fp32/W_rowidx.bin` | uint16 | 338477 |
+| `W_vals` | `fp32/W_vals.bin` | float32 | 338477 |
+
+**Numerical check:** legal top-1 1965/1973 vs the fp32 reference (24 held-out games); 0 of 5,838,050 spike bits differ from the reference on the same weights.
+
+## Limitations
+There is no search and no evaluation function: each move is a single timestep of the network, restricted to legal
+moves on the page.
+
+## License and attribution
+Weights: [CC-BY-NC-4.0](https://creativecommons.org/licenses/by-nc/4.0/). They are derived from the MaleCNS v1.0 connectome (Janelia FlyEM and
+collaborators, https://male-cns.janelia.org/, [CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/)) and trained with PHCSSM (https://arxiv.org/abs/2604.01295);
+please credit both.
+
+## Citation
+PHCSSM: https://arxiv.org/abs/2604.01295

chess_uci_vocab.json

@@ -0,0 +1 @@
+{"<pad>": 0, "<bos>": 1, "<eos>": 2, "e2e4": 3, "c7c5": 4, "f2f4": 5, "e7e6": 6, "g1f3": 7, "b8c6": 8, "d2d3": 9, "c6d4": 10, "b1c3": 11, "d4f3": 12, "d1f3": 13, "b7b6": 14, "g2g4": 15, "c8b7": 16, "f1g2": 17, "a8b8": 18, "e1g1": 19, "d7d5": 20, "e4d5": 21, "e6d5": 22, "c3d5": 23, "g8f6": 24, "c2c4": 25, "f6d5": 26, "c4d5": 27, "f8e7": 28, "f1e1": 29, "e8g8": 30, "f3e4": 31, "e7d6": 32, "b2b3": 33, "b7c8": 34, "h2h3": 35, "f7f5": 36, "e4f3": 37, "f5g4": 38, "h3g4": 39, "d8h4": 40, "c1d2": 41, "c8g4": 42, "f3f1": 43, "g4h5": 44, "e1e6": 45, "d6f4": 46, "d2f4": 47, "f8f4": 48, "h4e1": 49, "a1e1": 50, "b8f8": 51, "d5d6": 52, "h5g4": 53, "e6e4": 54, "f4e4": 55, "d3e4": 56, "f8d8": 57, "e4e5": 58, "g8f7": 59, "g2d5": 60, "f7g6": 61, "e1f1": 62, "g4e2": 63, "f1f7": 64, "h7h5": 65, "f7a7": 66, "h5h4": 67, "a7b7": 68, "b6b5": 69, "d6d7": 70, "c5c4": 71, "e5e6": 72, "e2g4": 73, "e6e7": 74, "d8d7": 75, "e7e8q": 76, "d7f7": 77, "e7e5": 78, "g2g3": 79, "f8c5": 80, "d7d6": 81, "e2e3": 82, "h7h6": 83, "g1e2": 84, "g8e7": 85, "d2d4": 86, "e5d4": 87, "e3d4": 88, "c5b6": 89, "a2a3": 90, "a7a5": 91, "e7g6": 92, "c1b2": 93, "h6h5": 94, "g1h1": 95, "h4g3": 96, "h2g3": 97, "f8e8": 98, "d1d3": 99, "d8f6": 100, "f6f7": 101, "d5b6": 102, "c7b6": 103, "d4d5": 104, "c6e7": 105, "e2d4": 106, "c8d7": 107, "e1e2": 108, "g8f8": 109, "g2h3": 110, "e7g8": 111, "e2e8": 112, "a8e8": 113, "h3f5": 114, "d7f5": 115, "d4f5": 116, "f7d7": 117, "f5g7": 118, "d7h3": 119, "h1g1": 120, "g6f4": 121, "d3f5": 122, "g7f5": 123, "f4e2": 124, "g1g2": 125, "e8e4": 126, "a1f1": 127, "f5d6": 128, "e2g3": 129, "f1f6": 130, "d6e4": 131, "f1c4": 132, "f3d4": 133, "d1d4": 134, "c1g5": 135, "g5h4": 136, "f6g4": 137, "h4e7": 138, "d8e7": 139, "g4e5": 140, "c4b3": 141, "e7g5": 142, "d4e3": 143, "g5e3": 144, "e1e3": 145, "c8e6": 146, "b3d5": 147, "c7c6": 148, "d5b3": 149, "a2a4": 150, "a1d1": 151, "a8d8": 152, "e5g6": 153, "d6d5": 154, "g1f2": 155, "d5e4": 156, "d1d8": 157, "e8d8": 158, "e3e4": 159, "d8d2": 160, "e4e2": 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+    "bytes": 11800
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+    "dtype": "int32",
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+    "bytes": 11804
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+   "W_rowidx": {
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+   "W_vals": {
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+    "dtype": "float16",
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+    "bytes": 676954
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+  }
+ },
+ "connectome_audit": {
+  "connections": 439500,
+  "nonzero_weights": 338477,
+  "off_connectome": 0,
+  "wrong_sign": 0,
+  "excitatory": 1873,
+  "inhibitory": 918,
+  "modulatory": 159
+ },
+ "validation": {
+  "fp16w32": "legal top-1 1965/1973 vs the fp32 reference (24 held-out games); 0 of 5,838,050 spike bits differ from the reference on the same weights",
+  "fp16": "legal top-1 1963/1973 vs the fp32 reference (24 held-out games); 0 of 5,838,050 spike bits differ from the reference on the same weights"
+ }
+}

selfcheck_fp16.json

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selfcheck_fp16w32.json

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