run: experiment_name: lost-cities-deep-cfr-color-shared-512x3 seed: 42 max_iterations: 10000 max_minutes: null device: cuda use_amp: false rules: n_colors: 5 n_ranks: 9 min_rank: 2 n_handshakes: 3 hand_size: 8 expedition_penalty: -20 bonus_threshold: 8 bonus_amount: 20 encoding: derived_playability: true slot_aware_playability: true network: kind: color_shared hidden_size: 512 num_layers: 3 activation: relu color_attention_layers: 0 color_attention_heads: 4 traversal: traversals_per_player: 2 traversals_per_player: 70 max_depth: null max_nodes_per_traversal: 10000 max_nodes_per_traversal: 1000 regret_matching_epsilon: 0.0001 outcome_sampling_epsilon: 0.2 outcome_sampling_value_clip: 500.0 outcome_unsampled_regret: zero cutoff_value_mode: score_diff cutoff_rollouts: 0 cutoff_rollout_policy: random cutoff_rollout_max_steps: 300 opponent_policy: self_play_league strategy_sample_interval: 1 store_strategy_on_traverser_nodes: true store_strategy_on_opponent_nodes: false num_workers: 8 worker_chunk_size: 4 worker_chunk_size: 8 progress_every_traversals: 10 endpoint_depth_bucket_width: 100 endpoint_depth_bucket_max: 1000 regret_matching: all_negative_fallback: argmax_tiebreak training_weighting: mode: none self_play: snapshot_every: 1 max_snapshots: 20 anchor_probability: 0.0 current_weight: 0.45 recent_weight: 0.30 older_weight: 0.15 anchor_weight: 0.10 recent_window: 5 optimization: advantage_updates_per_iteration: 1 strategy_updates_per_iteration: 1 advantage_batch_size: 1024 strategy_batch_size: 1024 advantage_updates_per_iteration: 512 strategy_updates_per_iteration: 512 learning_rate: 0.00003 weight_decay: 0.0001 grad_clip: 1.0 memory: advantage_capacity: 2000000 strategy_capacity: 2000000 checkpoint: save_latest: true save_every: 100 progress_interval_seconds: 20.0 exact_resume: false evaluation: eval_every: 5 games: 100 opponents: - random - passive_discard - safe_heuristic - safe_heuristic_loose - safe_heuristic_strict - noisy_safe max_steps: 10000 on_max_steps: score_diff batch_size: 64 device: trainer num_workers: 4