| { |
| "format": "flyb", |
| "version": 1, |
| "byte_order": "little", |
| "quant": "f16", |
| "steps": 16, |
| "activation": "satrelu", |
| "gelu_approximate": "tanh", |
| "activation_sat": 10.0, |
| "neuron_order": "rcm", |
| "value_head": "mlp", |
| "value_activation": "satrelu", |
| "value_hidden": 256, |
| "dale": true, |
| "n": 134209, |
| "nnz": 2663502, |
| "nnz_mod": 37011, |
| "nnz_total": 2700513, |
| "total_synapses": 34153566, |
| "n_in": 2048, |
| "n_out": 1415, |
| "num_moves": 4168, |
| "input_dim": 1280, |
| "num_planes": 20, |
| "vision": true, |
| "sensory_input": true, |
| "readout_steps": [ |
| 8, |
| 16 |
| ], |
| "neuromod": true, |
| "central_dim": 128, |
| "n_ret": 5543, |
| "n_central": 32292, |
| "retina_type_legend": [ |
| "R1-6", |
| "R7", |
| "R8" |
| ], |
| "retina": { |
| "enabled": true, |
| "n_ret": 5543, |
| "options": { |
| "types": [ |
| "R1-6", |
| "R7", |
| "R8" |
| ], |
| "eyes": "both", |
| "field": "split", |
| "effective_field": "split", |
| "binning": "weighted", |
| "partner_types": [ |
| "L1", |
| "L2", |
| "L3" |
| ], |
| "max": null |
| }, |
| "columns_per_eye": { |
| "left": 785, |
| "right": 796 |
| }, |
| "columns_per_square": { |
| "left": { |
| "min": 9, |
| "median": 17.0, |
| "max": 80, |
| "empty_squares": 0, |
| "total": 785 |
| }, |
| "right": { |
| "min": 14, |
| "median": 23.0, |
| "max": 53, |
| "empty_squares": 0, |
| "total": 796 |
| } |
| }, |
| "photoreceptors_per_square_per_eye": { |
| "left": { |
| "min": 67, |
| "median": 70.0, |
| "max": 77, |
| "empty_squares": 0, |
| "total": 2259 |
| }, |
| "right": { |
| "min": 97, |
| "median": 103.0, |
| "max": 107, |
| "empty_squares": 0, |
| "total": 3284 |
| } |
| }, |
| "photoreceptors_per_square": { |
| "min": 67, |
| "median": 87.0, |
| "max": 107, |
| "empty_squares": 0, |
| "total": 5543 |
| }, |
| "per_type": { |
| "R1-6": { |
| "connectome": 8456, |
| "direct": 0, |
| "via_partner": 4141, |
| "unplaced": 4315, |
| "inactive": 0 |
| }, |
| "R7": { |
| "connectome": 1338, |
| "direct": 1253, |
| "via_partner": 0, |
| "unplaced": 85, |
| "inactive": 599 |
| }, |
| "R8": { |
| "connectome": 1357, |
| "direct": 1276, |
| "via_partner": 0, |
| "unplaced": 81, |
| "inactive": 528 |
| } |
| }, |
| "side_mismatch": 0, |
| "placed": 6670, |
| "candidates": 5543, |
| "types": { |
| "R1-6": 4141, |
| "R7": 654, |
| "R8": 748 |
| }, |
| "eyes": { |
| "left": 2259, |
| "right": 3284 |
| }, |
| "coordinates": "u: file a -> h (left eye u<0.5 lateral->frontal, right eye u>0.5 frontal->lateral); v: rank 1 -> 8 (ventral -> dorsal); X=(q-p)*sqrt(3)/2, Y=(p+q)/2 from hex (p,q)", |
| "square": "rank*8+file in the mover's perspective (planes index), see docs/RETINA.md", |
| "source": { |
| "path": "/home/carlo/Scrivania/fly-chess/data/connectome/column_assignment.csv.gz", |
| "size": 462838, |
| "mtime": 1789308896.169525 |
| }, |
| "hops_to_output": { |
| "min": 2, |
| "median": 4.0, |
| "max": 6, |
| "unreachable": 40, |
| "n": 5543 |
| }, |
| "connect": { |
| "enabled": true, |
| "note": "no pruning (max_neurons=None): every path of the filtered connectome is kept" |
| } |
| }, |
| "run_name": "fly3", |
| "train_steps": 264000, |
| "exported_at": "2026-09-14T13:20:37+00:00", |
| "elo_estimates": { |
| "random": 636.4258428105995, |
| "material": 240.823996531185, |
| "previous-best": 61.433567223132 |
| }, |
| "super_class_legend": [ |
| "unknown", |
| "optic", |
| "central", |
| "sensory", |
| "visual_projection", |
| "ascending", |
| "descending", |
| "sensory_ascending", |
| "visual_centrifugal", |
| "motor", |
| "endocrine" |
| ], |
| "graph_meta": { |
| "cfg": { |
| "region": "full", |
| "max_neurons": null, |
| "min_syn": 5, |
| "input_super_classes": [ |
| "sensory", |
| "ascending", |
| "sensory_ascending" |
| ], |
| "max_inputs": 2048, |
| "output_super_classes": [ |
| "descending", |
| "motor" |
| ], |
| "max_outputs": 2048, |
| "name": "full", |
| "retina": true, |
| "retina_types": [ |
| "R1-6", |
| "R7", |
| "R8" |
| ], |
| "retina_eyes": "both", |
| "retina_field": "split", |
| "retina_binning": "weighted", |
| "retina_partner_types": [ |
| "L1", |
| "L2", |
| "L3" |
| ], |
| "retina_max": null, |
| "retina_connect": true |
| }, |
| "n": 134209, |
| "nnz": 2700513, |
| "n_in": 2048, |
| "n_out": 1415, |
| "n_ret": 5543, |
| "retina": { |
| "enabled": true, |
| "n_ret": 5543, |
| "options": { |
| "types": [ |
| "R1-6", |
| "R7", |
| "R8" |
| ], |
| "eyes": "both", |
| "field": "split", |
| "effective_field": "split", |
| "binning": "weighted", |
| "partner_types": [ |
| "L1", |
| "L2", |
| "L3" |
| ], |
| "max": null |
| }, |
| "columns_per_eye": { |
| "left": 785, |
| "right": 796 |
| }, |
| "columns_per_square": { |
| "left": { |
| "min": 9, |
| "median": 17.0, |
| "max": 80, |
| "empty_squares": 0, |
| "total": 785 |
| }, |
| "right": { |
| "min": 14, |
| "median": 23.0, |
| "max": 53, |
| "empty_squares": 0, |
| "total": 796 |
| } |
| }, |
| "photoreceptors_per_square_per_eye": { |
| "left": { |
| "min": 67, |
| "median": 70.0, |
| "max": 77, |
| "empty_squares": 0, |
| "total": 2259 |
| }, |
| "right": { |
| "min": 97, |
| "median": 103.0, |
| "max": 107, |
| "empty_squares": 0, |
| "total": 3284 |
| } |
| }, |
| "photoreceptors_per_square": { |
| "min": 67, |
| "median": 87.0, |
| "max": 107, |
| "empty_squares": 0, |
| "total": 5543 |
| }, |
| "per_type": { |
| "R1-6": { |
| "connectome": 8456, |
| "direct": 0, |
| "via_partner": 4141, |
| "unplaced": 4315, |
| "inactive": 0 |
| }, |
| "R7": { |
| "connectome": 1338, |
| "direct": 1253, |
| "via_partner": 0, |
| "unplaced": 85, |
| "inactive": 599 |
| }, |
| "R8": { |
| "connectome": 1357, |
| "direct": 1276, |
| "via_partner": 0, |
| "unplaced": 81, |
| "inactive": 528 |
| } |
| }, |
| "side_mismatch": 0, |
| "placed": 6670, |
| "candidates": 5543, |
| "types": { |
| "R1-6": 4141, |
| "R7": 654, |
| "R8": 748 |
| }, |
| "eyes": { |
| "left": 2259, |
| "right": 3284 |
| }, |
| "coordinates": "u: file a -> h (left eye u<0.5 lateral->frontal, right eye u>0.5 frontal->lateral); v: rank 1 -> 8 (ventral -> dorsal); X=(q-p)*sqrt(3)/2, Y=(p+q)/2 from hex (p,q)", |
| "square": "rank*8+file in the mover's perspective (planes index), see docs/RETINA.md", |
| "source": { |
| "path": "/home/carlo/Scrivania/fly-chess/data/connectome/column_assignment.csv.gz", |
| "size": 462838, |
| "mtime": 1789308896.169525 |
| }, |
| "hops_to_output": { |
| "min": 2, |
| "median": 4.0, |
| "max": 6, |
| "unreachable": 40, |
| "n": 5543 |
| }, |
| "connect": { |
| "enabled": true, |
| "note": "no pruning (max_neurons=None): every path of the filtered connectome is kept" |
| } |
| }, |
| "super_class_counts": { |
| "ascending": 1629, |
| "central": 32292, |
| "descending": 1305, |
| "endocrine": 69, |
| "motor": 110, |
| "optic": 77576, |
| "sensory": 12674, |
| "sensory_ascending": 360, |
| "visual_centrifugal": 517, |
| "visual_projection": 7677 |
| }, |
| "sign_counts": { |
| "excitatory": 1643026, |
| "inhibitory": 1057487 |
| }, |
| "nt_fallback": { |
| "rule": "unannotated neuron -> syn_count-weighted majority of its edge nt predictions (one sign per neuron)", |
| "unannotated_neurons": 14612, |
| "resolved_by_majority": 9754 |
| }, |
| "total_syn_count": 34153566.0, |
| "connectome": { |
| "neurons": 139255, |
| "edges": 2700513 |
| }, |
| "sources": { |
| "connections.csv.gz": { |
| "size": 50289304, |
| "mtime": 1789223160.2547703 |
| }, |
| "neurons.csv.gz": { |
| "size": 1679884, |
| "mtime": 1789223158.1387253 |
| }, |
| "classification.csv.gz": { |
| "size": 934402, |
| "mtime": 1789223158.8827412 |
| }, |
| "consolidated_cell_types.csv.gz": { |
| "size": 901707, |
| "mtime": 1789223158.787739 |
| }, |
| "coordinates.csv.gz": { |
| "size": 5314546, |
| "mtime": 1789223158.2027266 |
| } |
| }, |
| "build_time_s": 0.604, |
| "built_at": "2026-09-13T17:09:57+0200" |
| }, |
| "total_bytes": 59983600, |
| "blob_sha256": "672729a353ffba09424d8a65e73bc888f48eb6497194c6b6d1a6ed28515fec2d", |
| "gzip_bytes": 49663711, |
| "arrays": [ |
| { |
| "name": "csr_indptr", |
| "dtype": "i32", |
| "shape": [ |
| 134210 |
| ], |
| "offset": 0, |
| "length_bytes": 536840 |
| }, |
| { |
| "name": "csr_indices", |
| "dtype": "i32", |
| "shape": [ |
| 2663502 |
| ], |
| "offset": 536840, |
| "length_bytes": 10654008 |
| }, |
| { |
| "name": "w", |
| "dtype": "f16", |
| "shape": [ |
| 2663502 |
| ], |
| "offset": 11190848, |
| "length_bytes": 5327004 |
| }, |
| { |
| "name": "bias", |
| "dtype": "f32", |
| "shape": [ |
| 134209 |
| ], |
| "offset": 16517856, |
| "length_bytes": 536836 |
| }, |
| { |
| "name": "alpha", |
| "dtype": "f32", |
| "shape": [ |
| 134209 |
| ], |
| "offset": 17054696, |
| "length_bytes": 536836 |
| }, |
| { |
| "name": "input_idx", |
| "dtype": "i32", |
| "shape": [ |
| 2048 |
| ], |
| "offset": 17591536, |
| "length_bytes": 8192 |
| }, |
| { |
| "name": "output_idx", |
| "dtype": "i32", |
| "shape": [ |
| 1415 |
| ], |
| "offset": 17599728, |
| "length_bytes": 5660 |
| }, |
| { |
| "name": "w_in", |
| "dtype": "f16", |
| "shape": [ |
| 2048, |
| 1280 |
| ], |
| "offset": 17605392, |
| "length_bytes": 5242880 |
| }, |
| { |
| "name": "b_in", |
| "dtype": "f32", |
| "shape": [ |
| 2048 |
| ], |
| "offset": 22848272, |
| "length_bytes": 8192 |
| }, |
| { |
| "name": "policy_w", |
| "dtype": "f16", |
| "shape": [ |
| 4168, |
| 2958 |
| ], |
| "offset": 22856464, |
| "length_bytes": 24657888 |
| }, |
| { |
| "name": "policy_b", |
| "dtype": "f32", |
| "shape": [ |
| 4168 |
| ], |
| "offset": 47514352, |
| "length_bytes": 16672 |
| }, |
| { |
| "name": "value_w", |
| "dtype": "f16", |
| "shape": [ |
| 256, |
| 2958 |
| ], |
| "offset": 47531024, |
| "length_bytes": 1514496 |
| }, |
| { |
| "name": "value_b", |
| "dtype": "f32", |
| "shape": [ |
| 256 |
| ], |
| "offset": 49045520, |
| "length_bytes": 1024 |
| }, |
| { |
| "name": "value_w2", |
| "dtype": "f16", |
| "shape": [ |
| 1, |
| 256 |
| ], |
| "offset": 49046544, |
| "length_bytes": 512 |
| }, |
| { |
| "name": "value_b2", |
| "dtype": "f32", |
| "shape": [ |
| 1 |
| ], |
| "offset": 49047056, |
| "length_bytes": 4 |
| }, |
| { |
| "name": "positions", |
| "dtype": "f16", |
| "shape": [ |
| 134209, |
| 3 |
| ], |
| "offset": 49047064, |
| "length_bytes": 805254 |
| }, |
| { |
| "name": "super_class", |
| "dtype": "u8", |
| "shape": [ |
| 134209 |
| ], |
| "offset": 49852320, |
| "length_bytes": 134209 |
| }, |
| { |
| "name": "node_perm", |
| "dtype": "i32", |
| "shape": [ |
| 134209 |
| ], |
| "offset": 49986536, |
| "length_bytes": 536836 |
| }, |
| { |
| "name": "retina_idx", |
| "dtype": "i32", |
| "shape": [ |
| 5543 |
| ], |
| "offset": 50523376, |
| "length_bytes": 22172 |
| }, |
| { |
| "name": "retina_square", |
| "dtype": "u8", |
| "shape": [ |
| 5543 |
| ], |
| "offset": 50545552, |
| "length_bytes": 5543 |
| }, |
| { |
| "name": "retina_uv", |
| "dtype": "f16", |
| "shape": [ |
| 5543, |
| 2 |
| ], |
| "offset": 50551096, |
| "length_bytes": 22172 |
| }, |
| { |
| "name": "retina_eye", |
| "dtype": "u8", |
| "shape": [ |
| 5543 |
| ], |
| "offset": 50573272, |
| "length_bytes": 5543 |
| }, |
| { |
| "name": "w_ret", |
| "dtype": "f16", |
| "shape": [ |
| 5543, |
| 20 |
| ], |
| "offset": 50578816, |
| "length_bytes": 221720 |
| }, |
| { |
| "name": "b_ret", |
| "dtype": "f32", |
| "shape": [ |
| 5543 |
| ], |
| "offset": 50800536, |
| "length_bytes": 22172 |
| }, |
| { |
| "name": "mod_indptr", |
| "dtype": "i32", |
| "shape": [ |
| 134210 |
| ], |
| "offset": 50822712, |
| "length_bytes": 536840 |
| }, |
| { |
| "name": "mod_indices", |
| "dtype": "i32", |
| "shape": [ |
| 37011 |
| ], |
| "offset": 51359552, |
| "length_bytes": 148044 |
| }, |
| { |
| "name": "w_mod", |
| "dtype": "f16", |
| "shape": [ |
| 37011 |
| ], |
| "offset": 51507600, |
| "length_bytes": 74022 |
| }, |
| { |
| "name": "central_idx", |
| "dtype": "i32", |
| "shape": [ |
| 32292 |
| ], |
| "offset": 51581624, |
| "length_bytes": 129168 |
| }, |
| { |
| "name": "central_w", |
| "dtype": "f16", |
| "shape": [ |
| 128, |
| 32292 |
| ], |
| "offset": 51710792, |
| "length_bytes": 8266752 |
| }, |
| { |
| "name": "central_b", |
| "dtype": "f32", |
| "shape": [ |
| 128 |
| ], |
| "offset": 59977544, |
| "length_bytes": 512 |
| }, |
| { |
| "name": "retina_type", |
| "dtype": "u8", |
| "shape": [ |
| 5543 |
| ], |
| "offset": 59978056, |
| "length_bytes": 5543 |
| } |
| ], |
| "stage": "selfplay" |
| } |
