| { |
| "name": "draftzero-fdn-gnn-full-r1", |
| "arch": { |
| "type": "graph", |
| "d_model": 256, |
| "heads": 4, |
| "ff": 1024, |
| "dropout": 0.1, |
| "passes": 2, |
| "global_layers": 2, |
| "head_hidden": 256, |
| "leaf_dropout": 0.0, |
| "local_depth": 1 |
| }, |
| "num_leaves": 1932, |
| "num_edge_labels": 22, |
| "parameters": 13412101, |
| "node_types": { |
| "ROOT": 0, |
| "PLAYER": 1, |
| "ZONE": 2, |
| "STACK_OBJECT": 3, |
| "PERMANENT": 4, |
| "CARD": 5, |
| "ABILITY": 6, |
| "LEAF": 7 |
| }, |
| "type_node_ids": { |
| "ROOT": 0, |
| "PLAYER": 499558809, |
| "ZONE": 1485202092, |
| "STACK_OBJECT": 191223077, |
| "PERMANENT": 11906542, |
| "CARD": 587455872, |
| "ABILITY": 1229966541 |
| }, |
| "value_bounds": [ |
| -5, |
| -4, |
| -3, |
| -2, |
| -1, |
| 0, |
| 1, |
| 2, |
| 3, |
| 4, |
| 5, |
| 6, |
| 7, |
| 8, |
| 9, |
| 10, |
| 11, |
| 12, |
| 13, |
| 14, |
| 15, |
| 16, |
| 17, |
| 18, |
| 19, |
| 20, |
| 21, |
| 26, |
| 31, |
| 41, |
| 61 |
| ], |
| "feature_hash": { |
| "algorithm": "xmage_feature_hash", |
| "version": 2, |
| "bins": 2147483647, |
| "python": "graph_net.feature_id(name)", |
| "java": "StateEncoder.indexFor(StateEncoder.hash64(name))" |
| }, |
| "graph_types": { |
| "PRIORITY": 0, |
| "CHOOSE_TARGET": 3, |
| "CHOOSE_USE": 5 |
| }, |
| "heads": { |
| "priority": "per node, read at ABILITY nodes (a play is its ability's node; Pass has one)", |
| "target": "per node, read at CARD / PERMANENT / STACK_OBJECT / PLAYER nodes (Stop Choosing is a CARD); 'attack with X?' is a target choice between Stop Choosing (no) and the defending player (yes)", |
| "use": "[no, yes] logits for a yes/no question that isn't an attack", |
| "value": "tanh(value_x), the acting player's expected result in -1..1; the fitted temperature (T = 1.607) is folded into the value head's last layer, so P(win) = sigmoid(2 * value_x)" |
| }, |
| "source": { |
| "checkpoint": "danbrooks/draftzero-checkpoints:gnn/full_r1/best_policy_calibrated.pt.gz", |
| "checkpoint_sha256": "3ee0839fbb6ed9a11f414ee290d2730335cf07490d76649c49d960cdc1f60706", |
| "model_code": "danieljbrooks/draft-zero@2a461518985e3b2bb393bddac4649e217f8fddfe:src/draftzero/gameplay/graph_net.py (MageZero's NetGraph, WillWroble/MageZero@de225045c82a2ddc107b99ac833e21ab6d566279, graph-encoder)", |
| "encoder": "WillWroble/mage@e4afc9c77ba7e4a6dbc24966cbdc6dc0819e0bff (graph-encoder) Mage.Server.Plugins/Mage.Player.AI/src/main/java/mage/player/ai/encoder, vendored at danieljbrooks/draft-zero@2a461518985e3b2bb393bddac4649e217f8fddfe:java/mzbridge/src/org/draftzero/mzbridge/graph", |
| "engine": "danieljbrooks/mage@48e4918413392523a5f9d7915e1f33941ddea21e (v0.2-generalist)", |
| "search": "danieljbrooks/draft-zero@2a461518985e3b2bb393bddac4649e217f8fddfe:java/mzbridge/src/mage/player/ai (BenchPlayer, BenchSearch, GraphNet, GraphMCTSPlayer)" |
| } |
| } |
