{ "version": "1.1.0", "card_encoding": { "description": "Card index mapping for all models", "order": [ "CJ", "SJ", "HJ", "DJ", "CA", "CT", "CK", "CQ", "C9", "C8", "C7", "SA", "ST", "SK", "SQ", "S9", "S8", "S7", "HA", "HT", "HK", "HQ", "H9", "H8", "H7", "DA", "DT", "DK", "DQ", "D9", "D8", "D7" ], "pad_index": 32, "num_cards": 32 }, "game_type_encoding": { "description": "Game type index mapping", "DIAMONDS": 0, "HEARTS": 1, "SPADES": 2, "CLUBS": 3, "GRAND": 4, "NULL": 5 }, "position_encoding": { "description": "Player position index mapping", "FOREHAND": 0, "MIDDLEHAND": 1, "REARHAND": 2 }, "bid_values": { "description": "Valid bid values in Skat, indexed 0-62", "values": [ 18, 20, 22, 23, 24, 27, 30, 33, 35, 36, 40, 44, 45, 46, 48, 50, 54, 55, 59, 60, 63, 66, 70, 72, 77, 80, 81, 84, 88, 90, 96, 99, 100, 108, 110, 117, 120, 121, 126, 130, 132, 135, 140, 143, 144, 150, 153, 154, 156, 160, 162, 165, 168, 170, 176, 180, 187, 192, 198, 204, 216, 240, 264 ], "num_levels": 63 }, "models": { "bidding_dense": { "description": "Pre-skat bidding evaluation (MLP). Predicts win probability at each bid level.", "inputs": { "features": { "shape": ["batch", 35], "dtype": "float32", "description": "Concatenated one-hot vectors: 32 cards + 3 position" } }, "outputs": { "pickup_probs": { "shape": ["batch", 63], "dtype": "float32", "description": "Win probability at each bid level if picking up skat" }, "hand_probs": { "shape": ["batch", 63], "dtype": "float32", "description": "Win probability at each bid level for hand game" } } }, "bidding_transformer": { "description": "Pre-skat bidding evaluation (Transformer). Uses attention on card indices.", "inputs": { "hand_cards": { "shape": ["batch", 10], "dtype": "int64", "description": "Card indices (0-31) for the 10 cards in hand" }, "position": { "shape": ["batch"], "dtype": "int64", "description": "Player position index (0-2)" } }, "outputs": { "pickup_probs": { "shape": ["batch", 63], "dtype": "float32", "description": "Win probability at each bid level if picking up skat" }, "hand_probs": { "shape": ["batch", 63], "dtype": "float32", "description": "Win probability at each bid level for hand game" } } }, "game_eval_dense": { "description": "Post-skat game evaluation (MLP). Predicts win probability for a game configuration.", "inputs": { "features": { "shape": ["batch", 75], "dtype": "float32", "description": "Concatenated: 32 hand one-hot + 32 skat one-hot + 6 game type one-hot + 3 position one-hot + 1 hand flag + 1 normalized bid" } }, "outputs": { "win_prob": { "shape": ["batch"], "dtype": "float32", "description": "Probability of winning the game" } } }, "game_eval_transformer": { "description": "Post-skat game evaluation (Transformer). Uses attention on card indices.", "inputs": { "hand_cards": { "shape": ["batch", 10], "dtype": "int64", "description": "Card indices (0-31) for the 10 cards in hand" }, "skat_cards": { "shape": ["batch", 2], "dtype": "int64", "description": "Card indices for skat cards, padded with 32" }, "skat_len": { "shape": ["batch"], "dtype": "int64", "description": "Actual number of skat cards (0, 1, or 2)" }, "game_type": { "shape": ["batch"], "dtype": "int64", "description": "Game type index (0-5)" }, "position": { "shape": ["batch"], "dtype": "int64", "description": "Player position index (0-2)" }, "is_hand": { "shape": ["batch"], "dtype": "int64", "description": "0 = pickup game, 1 = hand game" }, "bid": { "shape": ["batch"], "dtype": "float32", "description": "Normalized bid value (0-1 range, divide by 264)" } }, "outputs": { "win_prob": { "shape": ["batch"], "dtype": "float32", "description": "Probability of winning the game" } } }, "card_play_dense": { "description": "Card play policy (MLP). Predicts which card to play.", "inputs": { "features": { "shape": ["batch", 268], "dtype": "float32", "description": "Full gameplay context vector (see card_play_dense_features for breakdown)" } }, "outputs": { "logits": { "shape": ["batch", 32], "dtype": "float32", "description": "Unnormalized scores for each card. Apply softmax and mask illegal cards." } } }, "card_play_transformer": { "description": "Card play policy (Transformer). Uses attention on game history.", "inputs": { "game_type": { "shape": ["batch"], "dtype": "int64", "description": "Game type index (0-5)" }, "declarer": { "shape": ["batch"], "dtype": "int64", "description": "Relative declarer position: 0=me, 1=left opponent, 2=right opponent" }, "is_ouvert": { "shape": ["batch"], "dtype": "int64", "description": "0 = not ouvert, 1 = ouvert game" }, "hand": { "shape": ["batch", 10], "dtype": "int64", "description": "Card indices in hand, padded with 32" }, "hand_len": { "shape": ["batch"], "dtype": "int64", "description": "Actual number of cards in hand" }, "ouvert_hand": { "shape": ["batch", 10], "dtype": "int64", "description": "Declarer's visible cards in ouvert games, padded with 32" }, "ouvert_hand_len": { "shape": ["batch"], "dtype": "int64", "description": "Actual number of visible ouvert cards (0 if not applicable)" }, "history": { "shape": ["batch", 27, 2], "dtype": "int64", "description": "Previous moves as [player_index, card_index] pairs, padded" }, "history_len": { "shape": ["batch"], "dtype": "int64", "description": "Actual number of history entries" }, "trick": { "shape": ["batch", 2, 2], "dtype": "int64", "description": "Current trick as [player_index, card_index] pairs, padded" }, "trick_len": { "shape": ["batch"], "dtype": "int64", "description": "Number of cards in current trick (0-2)" }, "legal_mask": { "shape": ["batch", 32], "dtype": "bool", "description": "True for cards that are legal to play, following Skat suit rules: when following, must play led suit (jacks are trump in suit/grand games) if able; otherwise any card in hand is legal" } }, "outputs": { "logits": { "shape": ["batch", 32], "dtype": "float32", "description": "Scores for each card. Illegal cards are masked to -inf." } } } }, "card_play_dense_features": { "description": "Breakdown of the 268-dimensional input vector for card_play_dense", "layout": [ {"name": "hand", "start": 0, "end": 32, "description": "One-hot encoded hand (32 cards)"}, {"name": "skat", "start": 32, "end": 64, "description": "One-hot encoded skat (32 cards)"}, {"name": "history_me", "start": 64, "end": 96, "description": "Cards I have played (32 cards)"}, {"name": "history_left", "start": 96, "end": 128, "description": "Cards left opponent has played (32 cards)"}, {"name": "history_right", "start": 128, "end": 160, "description": "Cards right opponent has played (32 cards)"}, {"name": "trick_card_1", "start": 160, "end": 192, "description": "First card in current trick (32 cards)"}, {"name": "trick_card_2", "start": 192, "end": 224, "description": "Second card in current trick (32 cards)"}, {"name": "trick_leader", "start": 224, "end": 227, "description": "Who led this trick (3 positions)"}, {"name": "trick_len", "start": 227, "end": 229, "description": "Number of cards in trick (one-hot 0/1/2)"}, {"name": "game_type", "start": 229, "end": 235, "description": "Game type one-hot (6 types)"}, {"name": "is_ouvert", "start": 235, "end": 236, "description": "Is this an ouvert game?"}, {"name": "visible_hand", "start": 236, "end": 268, "description": "Declarer's visible hand in ouvert (32 cards)"} ] } }