diff --git a/config.yaml b/config.yaml
deleted file mode 100644
index 682386b..0000000
--- a/config.yaml
+++ /dev/null
@@ -1,52 +0,0 @@
-name: new_beginnings
-project: ConnectX
-entity: filipinogambino
-group: debug
-use_mixed_precision: false
-total_steps: 1e4
-batch_size: 8
-checkpoint_freq: 60.0
-num_actors: 2
-n_actor_envs: 16
-unroll_length: 16
-player_id: 0
-seed: 42
-model_arch: mha_model
-embedding_dim: 32
-hidden_dim: 128
-n_heads: 4
-n_blocks: 1
-device: cpu
-rescale_value_input: false
-obs_space_kwargs: {}
-reward_space_kwargs: {}
-debug: true
-act_space: BasicActionSpace
-obs_space: BasicObsSpace
-reward_space: LongGameReward
-optimizer_class: Adam
-optimizer_kwargs:
-  lr: 0.0001
-  eps: 0.0003
-min_lr_mod: 0.01
-entropy_cost: 0.001
-baseline_cost: 1.0
-teacher_kl_cost: 0.0
-lmb: 0.8
-reduction: sum
-actor_device: cpu
-learner_device: cpu
-disable_wandb: false
-model_log_freq: 100
-sharing_strategy: file_descriptor
-num_buffers: 4
-discounting: 0.999
-clip_grads: 10.0
-num_learner_threads: 1
-use_teacher: false
-teacher_baseline_cost: 0.0
-use_index_select: true
-load_dir: null
-checkpoint_file: null
-weights_only: false
-n_value_warmup_batches: 0
diff --git a/connectx/connectx_gym/connectx_env.py b/connectx/connectx_gym/connectx_env.py
index 7b56d07..e9c4190 100644
--- a/connectx/connectx_gym/connectx_env.py
+++ b/connectx/connectx_gym/connectx_env.py
@@ -10,6 +10,7 @@
 
 from ..utility_constants import BOARD_SIZE
 
+
 class ConnectFour(gym.Env):
     metadata = {'render_modes': ['human']}
     spec = None
diff --git a/connectx/connectx_gym/wrappers.py b/connectx/connectx_gym/wrappers.py
index 47556ec..1271196 100644
--- a/connectx/connectx_gym/wrappers.py
+++ b/connectx/connectx_gym/wrappers.py
@@ -19,11 +19,9 @@ def info(self, info: Dict[str, np.ndarray], rewards: int) -> Dict[str, np.ndarra
         logs = dict(step=self.env.unwrapped.turn)
 
         self.reward_sum.append(rewards)
-        logs["reward_length"] = [len(self.reward_sum)]
         logs["mean_cumulative_rewards"] = [np.mean(self.reward_sum)]
         logs["mean_cumulative_reward_magnitudes"] = [np.mean(np.abs(self.reward_sum))]
         logs["max_cumulative_rewards"] = [np.max(self.reward_sum)]
-        logs["rewards"] = self.reward_sum
 
 
         info.update({f"LOGGING_{key}": np.array(val, dtype=np.float32) for key, val in logs.items()})
@@ -47,23 +45,16 @@ def __init__(self, env: gym.Env, reward_space: BaseRewardSpace):
         self.reward_space = reward_space
 
     def _get_rewards_and_done(self) -> Tuple[Tuple[float, float], bool]:
-        # for key,val in self.unwrapped.env.dict().items():
-        #     print(key, val)
-        rewards, done = self.reward_space.compute_rewards(self.unwrapped.env)
-        if self.unwrapped.env.done and not done:
-            raise RuntimeError("Reward space did not return done, but the connectx engine is done.")
+        rewards, done = self.reward_space.compute_rewards(self.unwrapped)
         return rewards, done
 
     def reset(self, **kwargs):
-        obs, reward, done, info = super(RewardSpaceWrapper, self).reset(**kwargs)
-        # return obs, *self._get_rewards_and_done(), info
-        return obs, reward, done, info
+        obs, _, _, info = super(RewardSpaceWrapper, self).reset(**kwargs)
+        return obs, *self._get_rewards_and_done(), info
 
     def step(self, action):
-        # obs, _, _, info = super(RewardSpaceWrapper, self).step(action)
-        # return obs, *self._get_rewards_and_done(), info
-        obs, reward, done, info = super(RewardSpaceWrapper, self).step(action)
-        return obs, reward, done, info
+        obs, _, _, info = super(RewardSpaceWrapper, self).step(action)
+        return obs, *self._get_rewards_and_done(), info
 
 class VecEnv(gym.Env):
     def __init__(self, envs: List[gym.Env]):
diff --git a/outputs/02-01/16-34-37/.hydra/config.yaml b/outputs/02-01/16-34-37/.hydra/config.yaml
deleted file mode 100644
index f180e4a..0000000
--- a/outputs/02-01/16-34-37/.hydra/config.yaml
+++ /dev/null
@@ -1,41 +0,0 @@
-name: new_beginnings
-project: ConnectX
-entity: filipinogambino
-group: debug
-use_mixed_precision: false
-total_steps: 10000.0
-batch_size: 8
-checkpoint_freq: 60.0
-num_actors: 1
-n_actor_envs: 2
-unroll_length: 42
-player_id: 0
-seed: 42
-model_arch: mha_model
-embedding_dim: 32
-hidden_dim: 128
-n_heads: 4
-n_blocks: 1
-device: cpu
-rescale_value_input: false
-obs_space_kwargs: {}
-reward_space_kwargs: {}
-debug: true
-act_space: BasicActionSpace
-obs_space: BasicObsSpace
-reward_space: GameResultReward
-optimizer_class: Adam
-optimizer_kwargs:
-  lr: 0.0001
-  eps: 0.0003
-min_lr_mod: 0.01
-entropy_cost: 0.001
-baseline_cost: 1.0
-teacher_kl_cost: 0.0
-lmb: 0.8
-reduction: sum
-actor_device: cpu
-learner_device: cpu
-disable_wandb: true
-model_log_freq: 100
-sharing_strategy: file_descriptor
diff --git a/outputs/02-01/16-34-37/.hydra/hydra.yaml b/outputs/02-01/16-34-37/.hydra/hydra.yaml
deleted file mode 100644
index 034a138..0000000
--- a/outputs/02-01/16-34-37/.hydra/hydra.yaml
+++ /dev/null
@@ -1,154 +0,0 @@
-hydra:
-  run:
-    dir: ./outputs/${now:%m-%d}/${now:%H-%M-%S}
-  sweep:
-    dir: multirun/${now:%Y-%m-%d}/${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: []
-  job:
-    name: run_monobeast
-    chdir: null
-    override_dirname: ''
-    id: ???
-    num: ???
-    config_name: new_beginnings
-    env_set: {}
-    env_copy: []
-    config:
-      override_dirname:
-        kv_sep: '='
-        item_sep: ','
-        exclude_keys: []
-  runtime:
-    version: 1.3.2
-    version_base: '1.3'
-    cwd: C:\Users\nick.gorichs\PycharmProjects\Connect_Four_2
-    config_sources:
-    - path: hydra.conf
-      schema: pkg
-      provider: hydra
-    - path: C:\Users\nick.gorichs\PycharmProjects\Connect_Four_2\conf
-      schema: file
-      provider: main
-    - path: ''
-      schema: structured
-      provider: schema
-    output_dir: C:\Users\nick.gorichs\PycharmProjects\Connect_Four_2\outputs\02-01\16-34-37
-    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
diff --git a/outputs/02-01/16-34-37/.hydra/overrides.yaml b/outputs/02-01/16-34-37/.hydra/overrides.yaml
deleted file mode 100644
index fe51488..0000000
--- a/outputs/02-01/16-34-37/.hydra/overrides.yaml
+++ /dev/null
@@ -1 +0,0 @@
-[]
diff --git a/outputs/02-02/09-55-53/.hydra/config.yaml b/outputs/02-02/09-55-53/.hydra/config.yaml
deleted file mode 100644
index 5403098..0000000
--- a/outputs/02-02/09-55-53/.hydra/config.yaml
+++ /dev/null
@@ -1,41 +0,0 @@
-name: new_beginnings
-project: ConnectX
-entity: filipinogambino
-group: debug
-use_mixed_precision: false
-total_steps: 10000.0
-batch_size: 8
-checkpoint_freq: 60.0
-num_actors: 1
-n_actor_envs: 2
-unroll_length: 42
-player_id: 0
-seed: 42
-model_arch: mha_model
-embedding_dim: 32
-hidden_dim: 128
-n_heads: 4
-n_blocks: 1
-device: cpu
-rescale_value_input: false
-obs_space_kwargs: {}
-reward_space_kwargs: {}
-debug: true
-act_space: BasicActionSpace
-obs_space: BasicObsSpace
-reward_space: GameResultReward
-optimizer_class: Adam
-optimizer_kwargs:
-  lr: 0.0001
-  eps: 0.0003
-min_lr_mod: 0.01
-entropy_cost: 0.001
-baseline_cost: 1.0
-teacher_kl_cost: 0.0
-lmb: 0.8
-reduction: sum
-actor_device: cpu
-learner_device: cpu
-disable_wandb: false
-model_log_freq: 100
-sharing_strategy: file_descriptor
diff --git a/outputs/02-02/09-55-53/.hydra/hydra.yaml b/outputs/02-02/09-55-53/.hydra/hydra.yaml
deleted file mode 100644
index ed40638..0000000
--- a/outputs/02-02/09-55-53/.hydra/hydra.yaml
+++ /dev/null
@@ -1,154 +0,0 @@
-hydra:
-  run:
-    dir: ./outputs/${now:%m-%d}/${now:%H-%M-%S}
-  sweep:
-    dir: multirun/${now:%Y-%m-%d}/${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: []
-  job:
-    name: run_monobeast
-    chdir: null
-    override_dirname: ''
-    id: ???
-    num: ???
-    config_name: new_beginnings
-    env_set: {}
-    env_copy: []
-    config:
-      override_dirname:
-        kv_sep: '='
-        item_sep: ','
-        exclude_keys: []
-  runtime:
-    version: 1.3.2
-    version_base: '1.3'
-    cwd: C:\Users\nick.gorichs\PycharmProjects\Connect_Four_2
-    config_sources:
-    - path: hydra.conf
-      schema: pkg
-      provider: hydra
-    - path: C:\Users\nick.gorichs\PycharmProjects\Connect_Four_2\conf
-      schema: file
-      provider: main
-    - path: ''
-      schema: structured
-      provider: schema
-    output_dir: C:\Users\nick.gorichs\PycharmProjects\Connect_Four_2\outputs\02-02\09-55-53
-    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
diff --git a/outputs/02-02/09-55-53/.hydra/overrides.yaml b/outputs/02-02/09-55-53/.hydra/overrides.yaml
deleted file mode 100644
index fe51488..0000000
--- a/outputs/02-02/09-55-53/.hydra/overrides.yaml
+++ /dev/null
@@ -1 +0,0 @@
-[]
diff --git a/wandb/run-20240202_095555-eb1n06sq/files/config.yaml b/wandb/run-20240202_095555-eb1n06sq/files/config.yaml
deleted file mode 100644
index 646d9e7..0000000
--- a/wandb/run-20240202_095555-eb1n06sq/files/config.yaml
+++ /dev/null
@@ -1,183 +0,0 @@
-wandb_version: 1
-
-name:
-  desc: null
-  value: new_beginnings
-project:
-  desc: null
-  value: ConnectX
-entity:
-  desc: null
-  value: filipinogambino
-group:
-  desc: null
-  value: debug
-use_mixed_precision:
-  desc: null
-  value: false
-total_steps:
-  desc: null
-  value: 10000.0
-batch_size:
-  desc: null
-  value: 8
-checkpoint_freq:
-  desc: null
-  value: 60.0
-num_actors:
-  desc: null
-  value: 1
-n_actor_envs:
-  desc: null
-  value: 2
-unroll_length:
-  desc: null
-  value: 42
-player_id:
-  desc: null
-  value: 0
-seed:
-  desc: null
-  value: 42
-model_arch:
-  desc: null
-  value: mha_model
-embedding_dim:
-  desc: null
-  value: 32
-hidden_dim:
-  desc: null
-  value: 128
-n_heads:
-  desc: null
-  value: 4
-n_blocks:
-  desc: null
-  value: 1
-device:
-  desc: null
-  value: cpu
-rescale_value_input:
-  desc: null
-  value: false
-obs_space_kwargs:
-  desc: null
-  value: {}
-reward_space_kwargs:
-  desc: null
-  value: {}
-debug:
-  desc: null
-  value: true
-act_space:
-  desc: null
-  value: connectx.connectx_gym.act_spaces.BasicActionSpace
-obs_space:
-  desc: null
-  value: connectx.connectx_gym.obs_spaces.BasicObsSpace
-reward_space:
-  desc: null
-  value: connectx.connectx_gym.reward_spaces.GameResultReward
-optimizer_class:
-  desc: null
-  value: torch.optim.adam.Adam
-optimizer_kwargs:
-  desc: null
-  value:
-    lr: 0.0001
-    eps: 0.0003
-min_lr_mod:
-  desc: null
-  value: 0.01
-entropy_cost:
-  desc: null
-  value: 0.001
-baseline_cost:
-  desc: null
-  value: 1.0
-teacher_kl_cost:
-  desc: null
-  value: 0.0
-lmb:
-  desc: null
-  value: 0.8
-reduction:
-  desc: null
-  value: sum
-actor_device:
-  desc: null
-  value: cpu
-learner_device:
-  desc: null
-  value: cpu
-disable_wandb:
-  desc: null
-  value: false
-model_log_freq:
-  desc: null
-  value: 100
-sharing_strategy:
-  desc: null
-  value: file_descriptor
-num_buffers:
-  desc: null
-  value: 4
-discounting:
-  desc: null
-  value: 0.999
-clip_grads:
-  desc: null
-  value: 10.0
-num_learner_threads:
-  desc: null
-  value: 1
-use_teacher:
-  desc: null
-  value: false
-teacher_baseline_cost:
-  desc: null
-  value: 0.0
-use_index_select:
-  desc: null
-  value: true
-load_dir:
-  desc: null
-  value: null
-checkpoint_file:
-  desc: null
-  value: null
-weights_only:
-  desc: null
-  value: false
-n_value_warmup_batches:
-  desc: null
-  value: 0
-_wandb:
-  desc: null
-  value:
-    python_version: 3.9.6
-    cli_version: 0.16.2
-    framework: huggingface
-    huggingface_version: 4.35.0
-    is_jupyter_run: false
-    is_kaggle_kernel: true
-    start_time: 1706889355.617884
-    t:
-      1:
-      - 1
-      - 11
-      - 49
-      - 50
-      - 55
-      3:
-      - 13
-      - 16
-      - 23
-      4: 3.9.6
-      5: 0.16.2
-      6: 4.35.0
-      8:
-      - 2
-      - 3
-      - 5
-      13: windows-amd64
diff --git a/wandb/run-20240202_095555-eb1n06sq/files/requirements.txt b/wandb/run-20240202_095555-eb1n06sq/files/requirements.txt
deleted file mode 100644
index cd284c9..0000000
--- a/wandb/run-20240202_095555-eb1n06sq/files/requirements.txt
+++ /dev/null
@@ -1,120 +0,0 @@
-absl-py==2.0.0
-antlr4-python3-runtime==4.9.3
-appdirs==1.4.4
-asttokens==2.4.1
-astunparse==1.6.3
-attrs==23.1.0
-beautifulsoup4==4.12.2
-blinker==1.7.0
-cachetools==5.3.2
-certifi==2023.7.22
-charset-normalizer==3.3.2
-click==8.1.7
-cloudpickle==3.0.0
-colorama==0.4.6
-contourpy==1.2.0
-cycler==0.12.1
-decorator==5.1.1
-docker-pycreds==0.4.0
-exceptiongroup==1.1.3
-executing==2.0.1
-farama-notifications==0.0.4
-filelock==3.13.1
-flask==3.0.0
-flatbuffers==23.5.26
-fonttools==4.44.0
-fsspec==2023.10.0
-gast==0.5.4
-gitdb==4.0.11
-gitpython==3.1.40
-google-auth-oauthlib==1.0.0
-google-auth==2.23.4
-google-pasta==0.2.0
-grpcio==1.59.2
-gym-notices==0.0.8
-gym==0.26.2
-gymnasium==0.29.0
-h5py==3.10.0
-huggingface-hub==0.17.3
-hydra-core==1.3.2
-idna==3.4
-importlib-metadata==6.8.0
-importlib-resources==6.1.0
-ipython==8.17.2
-itsdangerous==2.1.2
-jedi==0.19.1
-jinja2==3.1.2
-jsonschema-specifications==2023.7.1
-jsonschema==4.19.2
-keras==2.14.0
-kiwisolver==1.4.5
-libclang==16.0.6
-markdown==3.5.1
-markupsafe==2.1.3
-matplotlib-inline==0.1.6
-matplotlib==3.8.1
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-torch==2.1.2
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\ No newline at end of file
diff --git a/wandb/run-20240202_095555-eb1n06sq/files/wandb-metadata.json b/wandb/run-20240202_095555-eb1n06sq/files/wandb-metadata.json
deleted file mode 100644
index dd948e8..0000000
--- a/wandb/run-20240202_095555-eb1n06sq/files/wandb-metadata.json
+++ /dev/null
@@ -1,45 +0,0 @@
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-    "git": {
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-        "commit": "add8931ea6b76c64496fa2399e74eb2483625422"
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diff --git a/wandb/run-20240202_095555-eb1n06sq/run-eb1n06sq.wandb b/wandb/run-20240202_095555-eb1n06sq/run-eb1n06sq.wandb
deleted file mode 100644
index 49f9619..0000000
Binary files a/wandb/run-20240202_095555-eb1n06sq/run-eb1n06sq.wandb and /dev/null differ