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training_logs/09-14-36/.hydra/config.yaml

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+_target_: MCTS.config_schema.Config
+network:
+  _target_: MCTS.config_schema.NetworkConfig
+  input_channels: 119
+  dim_piece_type: 16
+  board_size: 8
+  num_residual_layers: 16
+  initial_conv_block_out_channels:
+  - 64
+  residual_blocks_out_channels:
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  - - 64
+  action_space_size: 4672
+  num_pieces: 32
+  value_head_hidden_size: 256
+  policy_linear_out_features:
+  - 4672
+  conv_bias: false
+env:
+  _target_: MCTS.config_schema.EnvConfig
+  type: chess
+  observation_mode: vector
+  render_mode: rgb_array
+  save_video_folder: ./videos
+  history_steps: 8
+mcts:
+  _target_: MCTS.config_schema.MCTSConfig
+  iterations: 10
+  c_puct: 1.41
+  temperature_start: 1.0
+  temperature_end: 0.1
+  temperature_decay_moves: 30
+  dirichlet_alpha: 0.3
+  dirichlet_epsilon: 0.25
+  batch_size: 8
+optimizer:
+  _target_: MCTS.config_schema.OptimizerConfig
+  type: Adam
+  learning_rate: 0.0001
+  weight_decay: 0.0001
+training:
+  _target_: MCTS.config_schema.TrainingConfig
+  replay_buffer_size: 16384
+  device: auto
+  num_training_iterations: 50
+  num_training_steps: 50
+  batch_size: 64
+  use_multiprocessing: true
+  self_play_workers: null
+  self_play_games_per_epoch: 16
+  continual_training: true
+  continual_queue_maxsize: 64
+  max_game_moves: 100
+  checkpoint_dir: ./checkpoints
+  checkpoint_dir_load: null
+  game_history_dir: ./game_history
+  initial_board_fen: rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1
+  progress_bar: false

training_logs/09-14-36/.hydra/hydra.yaml

@@ -0,0 +1,166 @@
+hydra:
+  run:
+    dir: outputs/mcts_train/${now:%Y-%m-%d}/${now:%H-%M-%S}
+  sweep:
+    dir: multirun/mcts_train/${now:%Y-%m-%d}/${now:%H-%M-%S}
+    subdir: ${hydra.job.num}
+  launcher:
+    _target_: hydra._internal.core_plugins.basic_launcher.BasicLauncher
+  sweeper:
+    _target_: hydra._internal.core_plugins.basic_sweeper.BasicSweeper
+    max_batch_size: null
+    params: null
+  help:
+    app_name: ${hydra.job.name}
+    header: '${hydra.help.app_name} is powered by Hydra.
+
+      '
+    footer: 'Powered by Hydra (https://hydra.cc)
+
+      Use --hydra-help to view Hydra specific help
+
+      '
+    template: '${hydra.help.header}
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (group=option)
+
+
+      $APP_CONFIG_GROUPS
+
+
+      == Config ==
+
+      Override anything in the config (foo.bar=value)
+
+
+      $CONFIG
+
+
+      ${hydra.help.footer}
+
+      '
+  hydra_help:
+    template: 'Hydra (${hydra.runtime.version})
+
+      See https://hydra.cc for more info.
+
+
+      == Flags ==
+
+      $FLAGS_HELP
+
+
+      == Configuration groups ==
+
+      Compose your configuration from those groups (For example, append hydra/job_logging=disabled
+      to command line)
+
+
+      $HYDRA_CONFIG_GROUPS
+
+
+      Use ''--cfg hydra'' to Show the Hydra config.
+
+      '
+    hydra_help: ???
+  hydra_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][HYDRA] %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+    root:
+      level: INFO
+      handlers:
+      - console
+    loggers:
+      logging_example:
+        level: DEBUG
+    disable_existing_loggers: false
+  job_logging:
+    version: 1
+    formatters:
+      simple:
+        format: '[%(asctime)s][%(name)s][%(levelname)s] - %(message)s'
+    handlers:
+      console:
+        class: logging.StreamHandler
+        formatter: simple
+        stream: ext://sys.stdout
+      file:
+        class: logging.FileHandler
+        formatter: simple
+        filename: ${hydra.runtime.output_dir}/${hydra.job.name}.log
+    root:
+      level: INFO
+      handlers:
+      - console
+      - file
+    disable_existing_loggers: false
+  env: {}
+  mode: RUN
+  searchpath: []
+  callbacks: {}
+  output_subdir: .hydra
+  overrides:
+    hydra:
+    - hydra.mode=RUN
+    task:
+    - mcts.iterations=10
+    - optimizer.learning_rate=1e-4
+    - training.num_training_iterations=50
+    - training.num_training_steps=50
+    - training.self_play_games_per_epoch=16
+    - network.initial_conv_block_out_channels=[64]
+    - network.num_residual_layers=16
+    - network.residual_blocks_out_channels=[[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64]]
+    - network.conv_bias=False
+    - training.replay_buffer_size=16384
+    - training.max_game_moves=100
+    - training.progress_bar=False
+  job:
+    name: train
+    chdir: null
+    override_dirname: mcts.iterations=10,network.conv_bias=False,network.initial_conv_block_out_channels=[64],network.num_residual_layers=16,network.residual_blocks_out_channels=[[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64]],optimizer.learning_rate=1e-4,training.max_game_moves=100,training.num_training_iterations=50,training.num_training_steps=50,training.progress_bar=False,training.replay_buffer_size=16384,training.self_play_games_per_epoch=16
+    id: ???
+    num: ???
+    config_name: train_mcts
+    env_set: {}
+    env_copy: []
+    config:
+      override_dirname:
+        kv_sep: '='
+        item_sep: ','
+        exclude_keys: []
+  runtime:
+    version: 1.3.2
+    version_base: '1.3'
+    cwd: /kaggle/working
+    config_sources:
+    - path: hydra.conf
+      schema: pkg
+      provider: hydra
+    - path: /kaggle/working/Chess_AI/config
+      schema: file
+      provider: main
+    - path: ''
+      schema: structured
+      provider: schema
+    output_dir: /kaggle/working/outputs/mcts_train/2025-11-30/09-14-36
+    choices:
+      hydra/env: default
+      hydra/callbacks: null
+      hydra/job_logging: default
+      hydra/hydra_logging: default
+      hydra/hydra_help: default
+      hydra/help: default
+      hydra/sweeper: basic
+      hydra/launcher: basic
+      hydra/output: default
+  verbose: false

training_logs/09-14-36/.hydra/overrides.yaml

@@ -0,0 +1,12 @@
+- mcts.iterations=10
+- optimizer.learning_rate=1e-4
+- training.num_training_iterations=50
+- training.num_training_steps=50
+- training.self_play_games_per_epoch=16
+- network.initial_conv_block_out_channels=[64]
+- network.num_residual_layers=16
+- network.residual_blocks_out_channels=[[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64],[64]]
+- network.conv_bias=False
+- training.replay_buffer_size=16384
+- training.max_game_moves=100
+- training.progress_bar=False