rlu_atari_checkpoints

• Description:

RL Unplugged is suite of benchmarks for offline reinforcement learning. The RL Unplugged is designed around the following considerations: to facilitate ease of use, we provide the datasets with a unified API which makes it easy for the practitioner to work with all data in the suite once a general pipeline has been established.

The datasets follow the RLDS format to represent steps and episodes.

We are releasing a large and diverse dataset of gameplay following the protocol described by Agarwal et al., 2020, which can be used to evaluate several discrete offline RL algorithms. The dataset is generated by running an online DQN agent and recording transitions from its replay during training with sticky actions Machado et al., 2018. As stated in Agarwal et al., 2020, for each game we use data from five runs with 50 million transitions each. We release datasets for 46 Atari games. For details on how the dataset was generated, please refer to the paper. Please see this note about the ROM versions used to generate the datasets.

Atari is a standard RL benchmark. We recommend you to try offline RL methods on Atari if you are interested in comparing your approach to other state of the art offline RL methods with discrete actions.

The reward of each step is clipped (obtained with [-1, 1] clipping) and the episode includes the sum of the clipped reward per episode.

Each of the configurations is broken into splits. Splits correspond to checkpoints of 1M steps (note that the number of episodes may difer). Checkpoints are ordered in time (so checkpoint 0 ran before checkpoint 1).

• Homepage: https://github.com/deepmind/deepmind-research/tree/master/rl_unplugged

• Source code: tfds.rl_unplugged.rlu_atari_checkpoints.RluAtariCheckpoints

• Versions:

  • 1.0.0: Initial release.
  • 1.1.0 (default): Removed redundant clipped reward fields.

• Download size: Unknown size

• Auto-cached (documentation): No

• Feature structure:

FeaturesDict({
    'checkpoint_id': int64,
    'episode_id': int64,
    'episode_return': Scalar(shape=(), dtype=float32),
    'steps': Dataset({
        'action': int64,
        'discount': float32,
        'is_first': bool,
        'is_last': bool,
        'is_terminal': bool,
        'observation': Image(shape=(84, 84, 1), dtype=uint8),
        'reward': Scalar(shape=(), dtype=float32),
    }),
})

• Feature documentation:

Feature	Class	Shape	Dtype	Description	Value range
	FeaturesDict
checkpoint_id	Tensor		int64
episode_id	Tensor		int64
episode_return	Scalar		float32	Sum of the clipped rewards.
steps	Dataset
steps/action	Tensor		int64
steps/discount	Tensor		float32
steps/is_first	Tensor		bool
steps/is_last	Tensor		bool
steps/is_terminal	Tensor		bool
steps/observation	Image	(84, 84, 1)	uint8
steps/reward	Scalar		float32	Clipped reward.	[-1, 1]

• Supervised keys (See as_supervised doc): None

• Figure (tfds.show_examples): Not supported.

• Citation:

@misc{gulcehre2020rl,
    title={RL Unplugged: Benchmarks for Offline Reinforcement Learning},
    author={Caglar Gulcehre and Ziyu Wang and Alexander Novikov and Tom Le Paine
        and  Sergio Gómez Colmenarejo and Konrad Zolna and Rishabh Agarwal and
        Josh Merel and Daniel Mankowitz and Cosmin Paduraru and Gabriel
        Dulac-Arnold and Jerry Li and Mohammad Norouzi and Matt Hoffman and
        Ofir Nachum and George Tucker and Nicolas Heess and Nando deFreitas},
    year={2020},
    eprint={2006.13888},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}

rlu_atari_checkpoints/Alien_run_1 (default config)

• Dataset size: 73.90 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,581
'checkpoint_01'	1,508
'checkpoint_02'	1,485
'checkpoint_03'	1,363
'checkpoint_04'	1,308
'checkpoint_05'	1,315
'checkpoint_06'	1,294
'checkpoint_07'	1,292
'checkpoint_08'	1,280
'checkpoint_09'	1,264
'checkpoint_10'	1,229
'checkpoint_11'	1,212
'checkpoint_12'	1,198
'checkpoint_13'	1,202
'checkpoint_14'	1,211
'checkpoint_15'	1,186
'checkpoint_16'	1,185
'checkpoint_17'	1,184
'checkpoint_18'	1,183
'checkpoint_19'	1,171
'checkpoint_20'	1,136
'checkpoint_21'	1,105
'checkpoint_22'	1,096
'checkpoint_23'	1,089
'checkpoint_24'	1,095
'checkpoint_25'	1,035
'checkpoint_26'	1,075
'checkpoint_27'	1,016
'checkpoint_28'	1,027
'checkpoint_29'	1,004
'checkpoint_30'	1,008
'checkpoint_31'	1,025
'checkpoint_32'	1,096
'checkpoint_33'	1,066
'checkpoint_34'	1,063
'checkpoint_35'	1,000
'checkpoint_36'	993
'checkpoint_37'	984
'checkpoint_38'	974
'checkpoint_39'	960
'checkpoint_40'	944
'checkpoint_41'	959
'checkpoint_42'	959
'checkpoint_43'	949
'checkpoint_44'	963
'checkpoint_45'	949
'checkpoint_46'	952
'checkpoint_47'	912
'checkpoint_48'	918
'checkpoint_49'	942

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Alien_run_2

• Dataset size: 74.13 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,592
'checkpoint_01'	1,541
'checkpoint_02'	1,536
'checkpoint_03'	1,369
'checkpoint_04'	1,260
'checkpoint_05'	1,240
'checkpoint_06'	1,212
'checkpoint_07'	1,204
'checkpoint_08'	1,173
'checkpoint_09'	1,225
'checkpoint_10'	1,196
'checkpoint_11'	1,157
'checkpoint_12'	1,123
'checkpoint_13'	1,113
'checkpoint_14'	1,039
'checkpoint_15'	1,030
'checkpoint_16'	992
'checkpoint_17'	974
'checkpoint_18'	972
'checkpoint_19'	1,039
'checkpoint_20'	1,059
'checkpoint_21'	995
'checkpoint_22'	990
'checkpoint_23'	964
'checkpoint_24'	955
'checkpoint_25'	946
'checkpoint_26'	926
'checkpoint_27'	931
'checkpoint_28'	912
'checkpoint_29'	904
'checkpoint_30'	878
'checkpoint_31'	901
'checkpoint_32'	863
'checkpoint_33'	864
'checkpoint_34'	835
'checkpoint_35'	852
'checkpoint_36'	849
'checkpoint_37'	851
'checkpoint_38'	850
'checkpoint_39'	840
'checkpoint_40'	828
'checkpoint_41'	831
'checkpoint_42'	833
'checkpoint_43'	828
'checkpoint_44'	808
'checkpoint_45'	802
'checkpoint_46'	814
'checkpoint_47'	812
'checkpoint_48'	822
'checkpoint_49'	823

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Alien_run_3

• Dataset size: 74.02 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,624
'checkpoint_01'	1,483
'checkpoint_02'	1,481
'checkpoint_03'	1,401
'checkpoint_04'	1,291
'checkpoint_05'	1,267
'checkpoint_06'	1,202
'checkpoint_07'	1,252
'checkpoint_08'	1,182
'checkpoint_09'	1,169
'checkpoint_10'	1,156
'checkpoint_11'	1,163
'checkpoint_12'	1,122
'checkpoint_13'	1,141
'checkpoint_14'	1,095
'checkpoint_15'	1,104
'checkpoint_16'	1,100
'checkpoint_17'	1,137
'checkpoint_18'	1,156
'checkpoint_19'	1,111
'checkpoint_20'	1,066
'checkpoint_21'	1,077
'checkpoint_22'	1,085
'checkpoint_23'	1,027
'checkpoint_24'	1,034
'checkpoint_25'	1,054
'checkpoint_26'	1,017
'checkpoint_27'	1,021
'checkpoint_28'	1,006
'checkpoint_29'	1,003
'checkpoint_30'	969
'checkpoint_31'	974
'checkpoint_32'	971
'checkpoint_33'	945
'checkpoint_34'	925
'checkpoint_35'	919
'checkpoint_36'	917
'checkpoint_37'	908
'checkpoint_38'	920
'checkpoint_39'	893
'checkpoint_40'	905
'checkpoint_41'	898
'checkpoint_42'	883
'checkpoint_43'	893
'checkpoint_44'	883
'checkpoint_45'	885
'checkpoint_46'	893
'checkpoint_47'	860
'checkpoint_48'	875
'checkpoint_49'	851

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Alien_run_4

• Dataset size: 74.43 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,573
'checkpoint_01'	1,466
'checkpoint_02'	1,512
'checkpoint_03'	1,385
'checkpoint_04'	1,288
'checkpoint_05'	1,307
'checkpoint_06'	1,293
'checkpoint_07'	1,262
'checkpoint_08'	1,218
'checkpoint_09'	1,160
'checkpoint_10'	1,176
'checkpoint_11'	1,154
'checkpoint_12'	1,149
'checkpoint_13'	1,147
'checkpoint_14'	1,129
'checkpoint_15'	1,097
'checkpoint_16'	1,092
'checkpoint_17'	1,089
'checkpoint_18'	1,107
'checkpoint_19'	1,088
'checkpoint_20'	1,100
'checkpoint_21'	1,091
'checkpoint_22'	1,057
'checkpoint_23'	1,062
'checkpoint_24'	1,032
'checkpoint_25'	1,039
'checkpoint_26'	1,022
'checkpoint_27'	1,004
'checkpoint_28'	997
'checkpoint_29'	985
'checkpoint_30'	1,007
'checkpoint_31'	981
'checkpoint_32'	1,028
'checkpoint_33'	1,018
'checkpoint_34'	994
'checkpoint_35'	988
'checkpoint_36'	992
'checkpoint_37'	1,011
'checkpoint_38'	988
'checkpoint_39'	1,003
'checkpoint_40'	997
'checkpoint_41'	1,005
'checkpoint_42'	1,031
'checkpoint_43'	1,020
'checkpoint_44'	1,038
'checkpoint_45'	1,046
'checkpoint_46'	1,009
'checkpoint_47'	1,046
'checkpoint_48'	1,064
'checkpoint_49'	1,058

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Alien_run_5

• Dataset size: 74.09 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,587
'checkpoint_01'	1,526
'checkpoint_02'	1,490
'checkpoint_03'	1,400
'checkpoint_04'	1,301
'checkpoint_05'	1,281
'checkpoint_06'	1,287
'checkpoint_07'	1,228
'checkpoint_08'	1,195
'checkpoint_09'	1,183
'checkpoint_10'	1,172
'checkpoint_11'	1,161
'checkpoint_12'	1,145
'checkpoint_13'	1,146
'checkpoint_14'	1,133
'checkpoint_15'	1,128
'checkpoint_16'	1,121
'checkpoint_17'	1,098
'checkpoint_18'	1,100
'checkpoint_19'	1,095
'checkpoint_20'	1,064
'checkpoint_21'	1,111
'checkpoint_22'	1,094
'checkpoint_23'	1,084
'checkpoint_24'	1,087
'checkpoint_25'	1,045
'checkpoint_26'	1,038
'checkpoint_27'	1,043
'checkpoint_28'	1,024
'checkpoint_29'	1,033
'checkpoint_30'	1,025
'checkpoint_31'	1,027
'checkpoint_32'	1,006
'checkpoint_33'	996
'checkpoint_34'	980
'checkpoint_35'	982
'checkpoint_36'	968
'checkpoint_37'	986
'checkpoint_38'	979
'checkpoint_39'	970
'checkpoint_40'	970
'checkpoint_41'	967
'checkpoint_42'	976
'checkpoint_43'	970
'checkpoint_44'	969
'checkpoint_45'	950
'checkpoint_46'	924
'checkpoint_47'	943
'checkpoint_48'	909
'checkpoint_49'	939

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Amidar_run_1

• Dataset size: 76.91 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,345
'checkpoint_01'	903
'checkpoint_02'	739
'checkpoint_03'	610
'checkpoint_04'	598
'checkpoint_05'	554
'checkpoint_06'	572
'checkpoint_07'	549
'checkpoint_08'	497
'checkpoint_09'	491
'checkpoint_10'	485
'checkpoint_11'	491
'checkpoint_12'	469
'checkpoint_13'	456
'checkpoint_14'	444
'checkpoint_15'	429
'checkpoint_16'	428
'checkpoint_17'	430
'checkpoint_18'	426
'checkpoint_19'	433
'checkpoint_20'	448
'checkpoint_21'	459
'checkpoint_22'	454
'checkpoint_23'	427
'checkpoint_24'	428
'checkpoint_25'	448
'checkpoint_26'	446
'checkpoint_27'	438
'checkpoint_28'	424
'checkpoint_29'	407
'checkpoint_30'	394
'checkpoint_31'	383
'checkpoint_32'	414
'checkpoint_33'	393
'checkpoint_34'	381
'checkpoint_35'	375
'checkpoint_36'	379
'checkpoint_37'	370
'checkpoint_38'	356
'checkpoint_39'	359
'checkpoint_40'	363
'checkpoint_41'	351
'checkpoint_42'	360
'checkpoint_43'	359
'checkpoint_44'	369
'checkpoint_45'	356
'checkpoint_46'	370
'checkpoint_47'	362
'checkpoint_48'	365
'checkpoint_49'	366

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Amidar_run_2

• Dataset size: 76.70 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,291
'checkpoint_01'	903
'checkpoint_02'	782
'checkpoint_03'	717
'checkpoint_04'	632
'checkpoint_05'	572
'checkpoint_06'	551
'checkpoint_07'	526
'checkpoint_08'	496
'checkpoint_09'	517
'checkpoint_10'	504
'checkpoint_11'	497
'checkpoint_12'	491
'checkpoint_13'	486
'checkpoint_14'	491
'checkpoint_15'	470
'checkpoint_16'	458
'checkpoint_17'	463
'checkpoint_18'	453
'checkpoint_19'	409
'checkpoint_20'	417
'checkpoint_21'	408
'checkpoint_22'	392
'checkpoint_23'	390
'checkpoint_24'	372
'checkpoint_25'	370
'checkpoint_26'	373
'checkpoint_27'	369
'checkpoint_28'	382
'checkpoint_29'	376
'checkpoint_30'	360
'checkpoint_31'	371
'checkpoint_32'	355
'checkpoint_33'	383
'checkpoint_34'	381
'checkpoint_35'	384
'checkpoint_36'	389
'checkpoint_37'	389
'checkpoint_38'	378
'checkpoint_39'	350
'checkpoint_40'	349
'checkpoint_41'	364
'checkpoint_42'	344
'checkpoint_43'	334
'checkpoint_44'	340
'checkpoint_45'	333
'checkpoint_46'	335
'checkpoint_47'	329
'checkpoint_48'	343
'checkpoint_49'	344

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Amidar_run_3

• Dataset size: 77.03 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,321
'checkpoint_01'	932
'checkpoint_02'	790
'checkpoint_03'	687
'checkpoint_04'	619
'checkpoint_05'	607
'checkpoint_06'	603
'checkpoint_07'	546
'checkpoint_08'	544
'checkpoint_09'	528
'checkpoint_10'	528
'checkpoint_11'	529
'checkpoint_12'	503
'checkpoint_13'	499
'checkpoint_14'	485
'checkpoint_15'	480
'checkpoint_16'	487
'checkpoint_17'	472
'checkpoint_18'	467
'checkpoint_19'	466
'checkpoint_20'	473
'checkpoint_21'	471
'checkpoint_22'	479
'checkpoint_23'	480
'checkpoint_24'	506
'checkpoint_25'	476
'checkpoint_26'	475
'checkpoint_27'	483
'checkpoint_28'	508
'checkpoint_29'	533
'checkpoint_30'	645
'checkpoint_31'	650
'checkpoint_32'	631
'checkpoint_33'	626
'checkpoint_34'	598
'checkpoint_35'	559
'checkpoint_36'	546
'checkpoint_37'	534
'checkpoint_38'	545
'checkpoint_39'	543
'checkpoint_40'	531
'checkpoint_41'	529
'checkpoint_42'	530
'checkpoint_43'	535
'checkpoint_44'	523
'checkpoint_45'	511
'checkpoint_46'	509
'checkpoint_47'	517
'checkpoint_48'	504
'checkpoint_49'	507

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Amidar_run_4

• Dataset size: 77.16 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,253
'checkpoint_01'	1,001
'checkpoint_02'	647
'checkpoint_03'	591
'checkpoint_04'	600
'checkpoint_05'	601
'checkpoint_06'	558
'checkpoint_07'	541
'checkpoint_08'	513
'checkpoint_09'	517
'checkpoint_10'	512
'checkpoint_11'	511
'checkpoint_12'	503
'checkpoint_13'	491
'checkpoint_14'	498
'checkpoint_15'	506
'checkpoint_16'	508
'checkpoint_17'	510
'checkpoint_18'	498
'checkpoint_19'	492
'checkpoint_20'	501
'checkpoint_21'	498
'checkpoint_22'	488
'checkpoint_23'	521
'checkpoint_24'	487
'checkpoint_25'	490
'checkpoint_26'	485
'checkpoint_27'	480
'checkpoint_28'	473
'checkpoint_29'	468
'checkpoint_30'	469
'checkpoint_31'	484
'checkpoint_32'	460
'checkpoint_33'	492
'checkpoint_34'	520
'checkpoint_35'	478
'checkpoint_36'	524
'checkpoint_37'	538
'checkpoint_38'	509
'checkpoint_39'	552
'checkpoint_40'	570
'checkpoint_41'	540
'checkpoint_42'	560
'checkpoint_43'	516
'checkpoint_44'	498
'checkpoint_45'	477
'checkpoint_46'	445
'checkpoint_47'	452
'checkpoint_48'	441
'checkpoint_49'	449

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Amidar_run_5

• Dataset size: 77.42 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,271
'checkpoint_01'	970
'checkpoint_02'	775
'checkpoint_03'	673
'checkpoint_04'	603
'checkpoint_05'	580
'checkpoint_06'	571
'checkpoint_07'	539
'checkpoint_08'	520
'checkpoint_09'	515
'checkpoint_10'	525
'checkpoint_11'	525
'checkpoint_12'	515
'checkpoint_13'	509
'checkpoint_14'	494
'checkpoint_15'	474
'checkpoint_16'	468
'checkpoint_17'	466
'checkpoint_18'	449
'checkpoint_19'	456
'checkpoint_20'	439
'checkpoint_21'	424
'checkpoint_22'	443
'checkpoint_23'	458
'checkpoint_24'	447
'checkpoint_25'	439
'checkpoint_26'	444
'checkpoint_27'	429
'checkpoint_28'	413
'checkpoint_29'	431
'checkpoint_30'	428
'checkpoint_31'	428
'checkpoint_32'	404
'checkpoint_33'	389
'checkpoint_34'	412
'checkpoint_35'	411
'checkpoint_36'	408
'checkpoint_37'	413
'checkpoint_38'	429
'checkpoint_39'	467
'checkpoint_40'	536
'checkpoint_41'	542
'checkpoint_42'	587
'checkpoint_43'	590
'checkpoint_44'	572
'checkpoint_45'	572
'checkpoint_46'	541
'checkpoint_47'	544
'checkpoint_48'	550
'checkpoint_49'	539

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Assault_run_1

• Dataset size: 28.70 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,522
'checkpoint_01'	1,269
'checkpoint_02'	1,100
'checkpoint_03'	1,007
'checkpoint_04'	978
'checkpoint_05'	922
'checkpoint_06'	813
'checkpoint_07'	812
'checkpoint_08'	831
'checkpoint_09'	848
'checkpoint_10'	835
'checkpoint_11'	864
'checkpoint_12'	853
'checkpoint_13'	873
'checkpoint_14'	842
'checkpoint_15'	845
'checkpoint_16'	838
'checkpoint_17'	850
'checkpoint_18'	876
'checkpoint_19'	869
'checkpoint_20'	848
'checkpoint_21'	871
'checkpoint_22'	877
'checkpoint_23'	858
'checkpoint_24'	861
'checkpoint_25'	821
'checkpoint_26'	833
'checkpoint_27'	864
'checkpoint_28'	851
'checkpoint_29'	839
'checkpoint_30'	875
'checkpoint_31'	868
'checkpoint_32'	852
'checkpoint_33'	855
'checkpoint_34'	858
'checkpoint_35'	851
'checkpoint_36'	852
'checkpoint_37'	857
'checkpoint_38'	849
'checkpoint_39'	858
'checkpoint_40'	857
'checkpoint_41'	872
'checkpoint_42'	834
'checkpoint_43'	845
'checkpoint_44'	821
'checkpoint_45'	842
'checkpoint_46'	856
'checkpoint_47'	844
'checkpoint_48'	868
'checkpoint_49'	853

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Assault_run_2

• Dataset size: 28.62 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,533
'checkpoint_01'	1,215
'checkpoint_02'	1,121
'checkpoint_03'	1,027
'checkpoint_04'	997
'checkpoint_05'	832
'checkpoint_06'	819
'checkpoint_07'	760
'checkpoint_08'	855
'checkpoint_09'	804
'checkpoint_10'	796
'checkpoint_11'	843
'checkpoint_12'	858
'checkpoint_13'	854
'checkpoint_14'	885
'checkpoint_15'	869
'checkpoint_16'	924
'checkpoint_17'	940
'checkpoint_18'	903
'checkpoint_19'	882
'checkpoint_20'	871
'checkpoint_21'	877
'checkpoint_22'	899
'checkpoint_23'	931
'checkpoint_24'	939
'checkpoint_25'	926
'checkpoint_26'	897
'checkpoint_27'	894
'checkpoint_28'	916
'checkpoint_29'	922
'checkpoint_30'	932
'checkpoint_31'	926
'checkpoint_32'	891
'checkpoint_33'	881
'checkpoint_34'	882
'checkpoint_35'	910
'checkpoint_36'	911
'checkpoint_37'	897
'checkpoint_38'	897
'checkpoint_39'	910
'checkpoint_40'	908
'checkpoint_41'	924
'checkpoint_42'	933
'checkpoint_43'	933
'checkpoint_44'	938
'checkpoint_45'	923
'checkpoint_46'	936
'checkpoint_47'	928
'checkpoint_48'	929
'checkpoint_49'	936

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Assault_run_3

• Dataset size: 28.66 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,498
'checkpoint_01'	1,238
'checkpoint_02'	1,064
'checkpoint_03'	976
'checkpoint_04'	974
'checkpoint_05'	972
'checkpoint_06'	842
'checkpoint_07'	858
'checkpoint_08'	861
'checkpoint_09'	872
'checkpoint_10'	844
'checkpoint_11'	885
'checkpoint_12'	855
'checkpoint_13'	859
'checkpoint_14'	852
'checkpoint_15'	883
'checkpoint_16'	888
'checkpoint_17'	885
'checkpoint_18'	867
'checkpoint_19'	888
'checkpoint_20'	914
'checkpoint_21'	892
'checkpoint_22'	913
'checkpoint_23'	919
'checkpoint_24'	907
'checkpoint_25'	886
'checkpoint_26'	917
'checkpoint_27'	910
'checkpoint_28'	924
'checkpoint_29'	917
'checkpoint_30'	916
'checkpoint_31'	935
'checkpoint_32'	900
'checkpoint_33'	912
'checkpoint_34'	912
'checkpoint_35'	931
'checkpoint_36'	895
'checkpoint_37'	920
'checkpoint_38'	912
'checkpoint_39'	912
'checkpoint_40'	893
'checkpoint_41'	897
'checkpoint_42'	882
'checkpoint_43'	887
'checkpoint_44'	898
'checkpoint_45'	935
'checkpoint_46'	898
'checkpoint_47'	905
'checkpoint_48'	895
'checkpoint_49'	951

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Assault_run_4

• Dataset size: 28.64 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,558
'checkpoint_01'	1,229
'checkpoint_02'	1,040
'checkpoint_03'	991
'checkpoint_04'	1,007
'checkpoint_05'	924
'checkpoint_06'	844
'checkpoint_07'	814
'checkpoint_08'	795
'checkpoint_09'	811
'checkpoint_10'	815
'checkpoint_11'	816
'checkpoint_12'	821
'checkpoint_13'	838
'checkpoint_14'	893
'checkpoint_15'	837
'checkpoint_16'	838
'checkpoint_17'	884
'checkpoint_18'	914
'checkpoint_19'	872
'checkpoint_20'	910
'checkpoint_21'	922
'checkpoint_22'	873
'checkpoint_23'	892
'checkpoint_24'	892
'checkpoint_25'	902
'checkpoint_26'	912
'checkpoint_27'	905
'checkpoint_28'	881
'checkpoint_29'	914
'checkpoint_30'	915
'checkpoint_31'	876
'checkpoint_32'	929
'checkpoint_33'	908
'checkpoint_34'	888
'checkpoint_35'	906
'checkpoint_36'	897
'checkpoint_37'	885
'checkpoint_38'	880
'checkpoint_39'	861
'checkpoint_40'	888
'checkpoint_41'	892
'checkpoint_42'	906
'checkpoint_43'	933
'checkpoint_44'	871
'checkpoint_45'	876
'checkpoint_46'	942
'checkpoint_47'	926
'checkpoint_48'	890
'checkpoint_49'	904

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Assault_run_5

• Dataset size: 28.63 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,551
'checkpoint_01'	1,165
'checkpoint_02'	1,105
'checkpoint_03'	1,050
'checkpoint_04'	1,004
'checkpoint_05'	960
'checkpoint_06'	807
'checkpoint_07'	835
'checkpoint_08'	804
'checkpoint_09'	803
'checkpoint_10'	783
'checkpoint_11'	790
'checkpoint_12'	830
'checkpoint_13'	796
'checkpoint_14'	837
'checkpoint_15'	845
'checkpoint_16'	874
'checkpoint_17'	873
'checkpoint_18'	881
'checkpoint_19'	849
'checkpoint_20'	891
'checkpoint_21'	891
'checkpoint_22'	893
'checkpoint_23'	863
'checkpoint_24'	869
'checkpoint_25'	883
'checkpoint_26'	920
'checkpoint_27'	905
'checkpoint_28'	897
'checkpoint_29'	892
'checkpoint_30'	900
'checkpoint_31'	913
'checkpoint_32'	931
'checkpoint_33'	876
'checkpoint_34'	879
'checkpoint_35'	873
'checkpoint_36'	859
'checkpoint_37'	926
'checkpoint_38'	893
'checkpoint_39'	943
'checkpoint_40'	885
'checkpoint_41'	871
'checkpoint_42'	898
'checkpoint_43'	915
'checkpoint_44'	889
'checkpoint_45'	886
'checkpoint_46'	864
'checkpoint_47'	922
'checkpoint_48'	890
'checkpoint_49'	924

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Asterix_run_1

• Dataset size: 46.55 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,138
'checkpoint_01'	1,545
'checkpoint_02'	1,231
'checkpoint_03'	1,169
'checkpoint_04'	1,172
'checkpoint_05'	1,167
'checkpoint_06'	1,128
'checkpoint_07'	1,128
'checkpoint_08'	1,136
'checkpoint_09'	1,157
'checkpoint_10'	1,162
'checkpoint_11'	1,111
'checkpoint_12'	1,099
'checkpoint_13'	1,062
'checkpoint_14'	1,068
'checkpoint_15'	1,067
'checkpoint_16'	1,121
'checkpoint_17'	1,147
'checkpoint_18'	1,114
'checkpoint_19'	1,163
'checkpoint_20'	1,149
'checkpoint_21'	1,211
'checkpoint_22'	1,192
'checkpoint_23'	1,132
'checkpoint_24'	1,157
'checkpoint_25'	1,111
'checkpoint_26'	1,146
'checkpoint_27'	1,128
'checkpoint_28'	1,101
'checkpoint_29'	1,161
'checkpoint_30'	1,082
'checkpoint_31'	1,105
'checkpoint_32'	1,079
'checkpoint_33'	1,084
'checkpoint_34'	1,076
'checkpoint_35'	1,051
'checkpoint_36'	1,047
'checkpoint_37'	1,073
'checkpoint_38'	1,063
'checkpoint_39'	1,138
'checkpoint_40'	1,061
'checkpoint_41'	1,057
'checkpoint_42'	1,054
'checkpoint_43'	1,042
'checkpoint_44'	1,056
'checkpoint_45'	1,012
'checkpoint_46'	1,116
'checkpoint_47'	1,036
'checkpoint_48'	1,045
'checkpoint_49'	1,020

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Asterix_run_2

• Dataset size: 46.64 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,155
'checkpoint_01'	1,460
'checkpoint_02'	1,182
'checkpoint_03'	1,122
'checkpoint_04'	1,111
'checkpoint_05'	1,080
'checkpoint_06'	1,170
'checkpoint_07'	1,162
'checkpoint_08'	1,198
'checkpoint_09'	1,215
'checkpoint_10'	1,130
'checkpoint_11'	1,113
'checkpoint_12'	1,055
'checkpoint_13'	1,046
'checkpoint_14'	1,091
'checkpoint_15'	1,064
'checkpoint_16'	1,087
'checkpoint_17'	1,078
'checkpoint_18'	1,075
'checkpoint_19'	1,080
'checkpoint_20'	1,032
'checkpoint_21'	1,031
'checkpoint_22'	1,064
'checkpoint_23'	1,031
'checkpoint_24'	1,042
'checkpoint_25'	1,112
'checkpoint_26'	1,129
'checkpoint_27'	1,105
'checkpoint_28'	1,077
'checkpoint_29'	1,097
'checkpoint_30'	1,078
'checkpoint_31'	1,118
'checkpoint_32'	1,052
'checkpoint_33'	1,069
'checkpoint_34'	1,084
'checkpoint_35'	1,073
'checkpoint_36'	1,067
'checkpoint_37'	1,102
'checkpoint_38'	1,124
'checkpoint_39'	1,106
'checkpoint_40'	1,059
'checkpoint_41'	1,072
'checkpoint_42'	1,059
'checkpoint_43'	1,082
'checkpoint_44'	1,048
'checkpoint_45'	1,036
'checkpoint_46'	1,068
'checkpoint_47'	1,036
'checkpoint_48'	1,066
'checkpoint_49'	1,058

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Asterix_run_3

• Dataset size: 46.45 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,178
'checkpoint_01'	1,518
'checkpoint_02'	1,128
'checkpoint_03'	1,128
'checkpoint_04'	1,106
'checkpoint_05'	1,169
'checkpoint_06'	1,152
'checkpoint_07'	1,155
'checkpoint_08'	1,140
'checkpoint_09'	1,153
'checkpoint_10'	1,184
'checkpoint_11'	1,170
'checkpoint_12'	1,166
'checkpoint_13'	1,153
'checkpoint_14'	1,090
'checkpoint_15'	1,085
'checkpoint_16'	1,054
'checkpoint_17'	1,052
'checkpoint_18'	1,072
'checkpoint_19'	1,032
'checkpoint_20'	1,023
'checkpoint_21'	1,004
'checkpoint_22'	1,048
'checkpoint_23'	1,038
'checkpoint_24'	970
'checkpoint_25'	991
'checkpoint_26'	1,035
'checkpoint_27'	1,028
'checkpoint_28'	1,037
'checkpoint_29'	1,094
'checkpoint_30'	1,103
'checkpoint_31'	1,045
'checkpoint_32'	1,097
'checkpoint_33'	1,088
'checkpoint_34'	1,069
'checkpoint_35'	1,090
'checkpoint_36'	1,083
'checkpoint_37'	1,106
'checkpoint_38'	1,159
'checkpoint_39'	1,244
'checkpoint_40'	1,503
'checkpoint_41'	1,684
'checkpoint_42'	1,881
'checkpoint_43'	1,989
'checkpoint_44'	1,849
'checkpoint_45'	2,651
'checkpoint_46'	2,497
'checkpoint_47'	2,443
'checkpoint_48'	2,434
'checkpoint_49'	2,409

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Asterix_run_4

• Dataset size: 46.57 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,194
'checkpoint_01'	1,506
'checkpoint_02'	1,185
'checkpoint_03'	1,133
'checkpoint_04'	1,151
'checkpoint_05'	1,143
'checkpoint_06'	1,184
'checkpoint_07'	1,192
'checkpoint_08'	1,218
'checkpoint_09'	1,210
'checkpoint_10'	1,189
'checkpoint_11'	1,141
'checkpoint_12'	1,126
'checkpoint_13'	1,092
'checkpoint_14'	1,079
'checkpoint_15'	1,097
'checkpoint_16'	1,071
'checkpoint_17'	1,119
'checkpoint_18'	1,177
'checkpoint_19'	1,160
'checkpoint_20'	1,152
'checkpoint_21'	1,098
'checkpoint_22'	1,117
'checkpoint_23'	1,146
'checkpoint_24'	1,127
'checkpoint_25'	1,089
'checkpoint_26'	1,072
'checkpoint_27'	1,116
'checkpoint_28'	1,090
'checkpoint_29'	1,129
'checkpoint_30'	1,111
'checkpoint_31'	1,067
'checkpoint_32'	1,091
'checkpoint_33'	1,128
'checkpoint_34'	1,075
'checkpoint_35'	1,127
'checkpoint_36'	1,125
'checkpoint_37'	1,056
'checkpoint_38'	1,066
'checkpoint_39'	1,057
'checkpoint_40'	1,067
'checkpoint_41'	1,146
'checkpoint_42'	1,035
'checkpoint_43'	1,086
'checkpoint_44'	1,117
'checkpoint_45'	1,090
'checkpoint_46'	1,064
'checkpoint_47'	1,101
'checkpoint_48'	1,011
'checkpoint_49'	1,008

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Asterix_run_5

• Dataset size: 46.60 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,179
'checkpoint_01'	1,644
'checkpoint_02'	1,239
'checkpoint_03'	1,201
'checkpoint_04'	1,150
'checkpoint_05'	1,151
'checkpoint_06'	1,132
'checkpoint_07'	1,213
'checkpoint_08'	1,193
'checkpoint_09'	1,205
'checkpoint_10'	1,164
'checkpoint_11'	1,135
'checkpoint_12'	1,086
'checkpoint_13'	1,069
'checkpoint_14'	1,057
'checkpoint_15'	1,040
'checkpoint_16'	1,065
'checkpoint_17'	1,102
'checkpoint_18'	1,091
'checkpoint_19'	1,149
'checkpoint_20'	1,117
'checkpoint_21'	1,095
'checkpoint_22'	1,117
'checkpoint_23'	1,148
'checkpoint_24'	1,115
'checkpoint_25'	1,120
'checkpoint_26'	1,127
'checkpoint_27'	1,113
'checkpoint_28'	1,114
'checkpoint_29'	1,098
'checkpoint_30'	1,046
'checkpoint_31'	1,073
'checkpoint_32'	1,075
'checkpoint_33'	1,118
'checkpoint_34'	1,075
'checkpoint_35'	1,057
'checkpoint_36'	1,072
'checkpoint_37'	1,050
'checkpoint_38'	1,065
'checkpoint_39'	1,083
'checkpoint_40'	1,042
'checkpoint_41'	1,075
'checkpoint_42'	1,094
'checkpoint_43'	1,084
'checkpoint_44'	1,108
'checkpoint_45'	1,143
'checkpoint_46'	1,090
'checkpoint_47'	1,051
'checkpoint_48'	1,154
'checkpoint_49'	1,097

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Atlantis_run_1

• Dataset size: 41.46 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,109
'checkpoint_01'	1,224
'checkpoint_02'	1,236
'checkpoint_03'	1,177
'checkpoint_04'	983
'checkpoint_05'	746
'checkpoint_06'	552
'checkpoint_07'	447
'checkpoint_08'	385
'checkpoint_09'	289
'checkpoint_10'	156
'checkpoint_11'	104
'checkpoint_12'	103
'checkpoint_13'	55
'checkpoint_14'	39
'checkpoint_15'	38
'checkpoint_16'	38
'checkpoint_17'	38
'checkpoint_18'	38
'checkpoint_19'	38
'checkpoint_20'	38
'checkpoint_21'	38
'checkpoint_22'	38
'checkpoint_23'	38
'checkpoint_24'	38
'checkpoint_25'	39
'checkpoint_26'	38
'checkpoint_27'	38
'checkpoint_28'	38
'checkpoint_29'	38
'checkpoint_30'	38
'checkpoint_31'	38
'checkpoint_32'	38
'checkpoint_33'	38
'checkpoint_34'	38
'checkpoint_35'	38
'checkpoint_36'	38
'checkpoint_37'	38
'checkpoint_38'	38
'checkpoint_39'	38
'checkpoint_40'	38
'checkpoint_41'	38
'checkpoint_42'	38
'checkpoint_43'	38
'checkpoint_44'	38
'checkpoint_45'	38
'checkpoint_46'	38
'checkpoint_47'	38
'checkpoint_48'	39
'checkpoint_49'	38

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Atlantis_run_2

• Dataset size: 41.25 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,149
'checkpoint_01'	1,266
'checkpoint_02'	1,235
'checkpoint_03'	1,159
'checkpoint_04'	1,018
'checkpoint_05'	803
'checkpoint_06'	587
'checkpoint_07'	491
'checkpoint_08'	419
'checkpoint_09'	260
'checkpoint_10'	264
'checkpoint_11'	187
'checkpoint_12'	203
'checkpoint_13'	176
'checkpoint_14'	132
'checkpoint_15'	89
'checkpoint_16'	42
'checkpoint_17'	39
'checkpoint_18'	38
'checkpoint_19'	38
'checkpoint_20'	38
'checkpoint_21'	38
'checkpoint_22'	38
'checkpoint_23'	39
'checkpoint_24'	38
'checkpoint_25'	38
'checkpoint_26'	38
'checkpoint_27'	38
'checkpoint_28'	38
'checkpoint_29'	38
'checkpoint_30'	38
'checkpoint_31'	38
'checkpoint_32'	38
'checkpoint_33'	38
'checkpoint_34'	38
'checkpoint_35'	38
'checkpoint_36'	38
'checkpoint_37'	38
'checkpoint_38'	38
'checkpoint_39'	38
'checkpoint_40'	38
'checkpoint_41'	38
'checkpoint_42'	38
'checkpoint_43'	38
'checkpoint_44'	38
'checkpoint_45'	38
'checkpoint_46'	38
'checkpoint_47'	38
'checkpoint_48'	38
'checkpoint_49'	38

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Atlantis_run_3

• Dataset size: 41.48 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,068
'checkpoint_01'	1,226
'checkpoint_02'	1,164
'checkpoint_03'	1,059
'checkpoint_04'	818
'checkpoint_05'	668
'checkpoint_06'	572
'checkpoint_07'	404
'checkpoint_08'	239
'checkpoint_09'	110
'checkpoint_10'	117
'checkpoint_11'	104
'checkpoint_12'	77
'checkpoint_13'	52
'checkpoint_14'	43
'checkpoint_15'	38
'checkpoint_16'	38
'checkpoint_17'	38
'checkpoint_18'	38
'checkpoint_19'	38
'checkpoint_20'	38
'checkpoint_21'	39
'checkpoint_22'	38
'checkpoint_23'	39
'checkpoint_24'	38
'checkpoint_25'	38
'checkpoint_26'	39
'checkpoint_27'	39
'checkpoint_28'	38
'checkpoint_29'	38
'checkpoint_30'	38
'checkpoint_31'	38
'checkpoint_32'	38
'checkpoint_33'	38
'checkpoint_34'	38
'checkpoint_35'	38
'checkpoint_36'	38
'checkpoint_37'	38
'checkpoint_38'	38
'checkpoint_39'	38
'checkpoint_40'	38
'checkpoint_41'	38
'checkpoint_42'	38
'checkpoint_43'	38
'checkpoint_44'	38
'checkpoint_45'	38
'checkpoint_46'	38
'checkpoint_47'	39
'checkpoint_48'	38
'checkpoint_49'	38

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Atlantis_run_4

• Dataset size: 41.54 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,144
'checkpoint_01'	1,232
'checkpoint_02'	1,285
'checkpoint_03'	1,233
'checkpoint_04'	1,034
'checkpoint_05'	756
'checkpoint_06'	623
'checkpoint_07'	508
'checkpoint_08'	393
'checkpoint_09'	292
'checkpoint_10'	160
'checkpoint_11'	113
'checkpoint_12'	68
'checkpoint_13'	40
'checkpoint_14'	38
'checkpoint_15'	39
'checkpoint_16'	38
'checkpoint_17'	39
'checkpoint_18'	38
'checkpoint_19'	38
'checkpoint_20'	38
'checkpoint_21'	38
'checkpoint_22'	38
'checkpoint_23'	38
'checkpoint_24'	38
'checkpoint_25'	38
'checkpoint_26'	38
'checkpoint_27'	38
'checkpoint_28'	38
'checkpoint_29'	38
'checkpoint_30'	38
'checkpoint_31'	38
'checkpoint_32'	38
'checkpoint_33'	38
'checkpoint_34'	38
'checkpoint_35'	38
'checkpoint_36'	38
'checkpoint_37'	38
'checkpoint_38'	38
'checkpoint_39'	38
'checkpoint_40'	38
'checkpoint_41'	39
'checkpoint_42'	39
'checkpoint_43'	39
'checkpoint_44'	38
'checkpoint_45'	38
'checkpoint_46'	38
'checkpoint_47'	38
'checkpoint_48'	38
'checkpoint_49'	39

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Atlantis_run_5

• Dataset size: 41.48 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,132
'checkpoint_01'	1,219
'checkpoint_02'	1,152
'checkpoint_03'	1,008
'checkpoint_04'	920
'checkpoint_05'	707
'checkpoint_06'	583
'checkpoint_07'	472
'checkpoint_08'	379
'checkpoint_09'	274
'checkpoint_10'	172
'checkpoint_11'	107
'checkpoint_12'	102
'checkpoint_13'	75
'checkpoint_14'	43
'checkpoint_15'	38
'checkpoint_16'	39
'checkpoint_17'	38
'checkpoint_18'	38
'checkpoint_19'	38
'checkpoint_20'	38
'checkpoint_21'	38
'checkpoint_22'	38
'checkpoint_23'	39
'checkpoint_24'	39
'checkpoint_25'	39
'checkpoint_26'	39
'checkpoint_27'	39
'checkpoint_28'	38
'checkpoint_29'	38
'checkpoint_30'	39
'checkpoint_31'	39
'checkpoint_32'	38
'checkpoint_33'	38
'checkpoint_34'	39
'checkpoint_35'	39
'checkpoint_36'	38
'checkpoint_37'	38
'checkpoint_38'	38
'checkpoint_39'	39
'checkpoint_40'	39
'checkpoint_41'	38
'checkpoint_42'	38
'checkpoint_43'	38
'checkpoint_44'	38
'checkpoint_45'	39
'checkpoint_46'	38
'checkpoint_47'	38
'checkpoint_48'	38
'checkpoint_49'	39

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BankHeist_run_1

• Dataset size: 71.93 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,451
'checkpoint_01'	1,284
'checkpoint_02'	816
'checkpoint_03'	748
'checkpoint_04'	769
'checkpoint_05'	762
'checkpoint_06'	748
'checkpoint_07'	751
'checkpoint_08'	780
'checkpoint_09'	777
'checkpoint_10'	781
'checkpoint_11'	780
'checkpoint_12'	789
'checkpoint_13'	788
'checkpoint_14'	798
'checkpoint_15'	788
'checkpoint_16'	795
'checkpoint_17'	779
'checkpoint_18'	803
'checkpoint_19'	811
'checkpoint_20'	814
'checkpoint_21'	813
'checkpoint_22'	803
'checkpoint_23'	831
'checkpoint_24'	814
'checkpoint_25'	831
'checkpoint_26'	835
'checkpoint_27'	849
'checkpoint_28'	852
'checkpoint_29'	837
'checkpoint_30'	822
'checkpoint_31'	823
'checkpoint_32'	838
'checkpoint_33'	835
'checkpoint_34'	836
'checkpoint_35'	852
'checkpoint_36'	844
'checkpoint_37'	827
'checkpoint_38'	837
'checkpoint_39'	855
'checkpoint_40'	833
'checkpoint_41'	856
'checkpoint_42'	836
'checkpoint_43'	827
'checkpoint_44'	858
'checkpoint_45'	853
'checkpoint_46'	829
'checkpoint_47'	832
'checkpoint_48'	823
'checkpoint_49'	831

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BankHeist_run_2

• Dataset size: 71.93 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,440
'checkpoint_01'	1,281
'checkpoint_02'	823
'checkpoint_03'	774
'checkpoint_04'	746
'checkpoint_05'	748
'checkpoint_06'	746
'checkpoint_07'	745
'checkpoint_08'	771
'checkpoint_09'	768
'checkpoint_10'	766
'checkpoint_11'	796
'checkpoint_12'	774
'checkpoint_13'	780
'checkpoint_14'	782
'checkpoint_15'	785
'checkpoint_16'	777
'checkpoint_17'	787
'checkpoint_18'	779
'checkpoint_19'	808
'checkpoint_20'	807
'checkpoint_21'	814
'checkpoint_22'	806
'checkpoint_23'	813
'checkpoint_24'	824
'checkpoint_25'	836
'checkpoint_26'	841
'checkpoint_27'	841
'checkpoint_28'	853
'checkpoint_29'	855
'checkpoint_30'	868
'checkpoint_31'	856
'checkpoint_32'	854
'checkpoint_33'	831
'checkpoint_34'	856
'checkpoint_35'	856
'checkpoint_36'	861
'checkpoint_37'	841
'checkpoint_38'	861
'checkpoint_39'	850
'checkpoint_40'	849
'checkpoint_41'	875
'checkpoint_42'	851
'checkpoint_43'	846
'checkpoint_44'	846
'checkpoint_45'	847
'checkpoint_46'	856
'checkpoint_47'	851
'checkpoint_48'	896
'checkpoint_49'	880

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BankHeist_run_3

• Dataset size: 71.82 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,450
'checkpoint_01'	1,355
'checkpoint_02'	1,015
'checkpoint_03'	792
'checkpoint_04'	757
'checkpoint_05'	754
'checkpoint_06'	738
'checkpoint_07'	735
'checkpoint_08'	742
'checkpoint_09'	756
'checkpoint_10'	760
'checkpoint_11'	774
'checkpoint_12'	762
'checkpoint_13'	774
'checkpoint_14'	791
'checkpoint_15'	795
'checkpoint_16'	809
'checkpoint_17'	795
'checkpoint_18'	789
'checkpoint_19'	771
'checkpoint_20'	786
'checkpoint_21'	788
'checkpoint_22'	790
'checkpoint_23'	1,106
'checkpoint_24'	933
'checkpoint_25'	829
'checkpoint_26'	826
'checkpoint_27'	818
'checkpoint_28'	799
'checkpoint_29'	809
'checkpoint_30'	814
'checkpoint_31'	807
'checkpoint_32'	838
'checkpoint_33'	838
'checkpoint_34'	833
'checkpoint_35'	816
'checkpoint_36'	832
'checkpoint_37'	844
'checkpoint_38'	1,055
'checkpoint_39'	861
'checkpoint_40'	895
'checkpoint_41'	934
'checkpoint_42'	1,010
'checkpoint_43'	1,042
'checkpoint_44'	1,045
'checkpoint_45'	979
'checkpoint_46'	993
'checkpoint_47'	981
'checkpoint_48'	967
'checkpoint_49'	976

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BankHeist_run_4

• Dataset size: 71.93 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,471
'checkpoint_01'	1,225
'checkpoint_02'	816
'checkpoint_03'	785
'checkpoint_04'	738
'checkpoint_05'	718
'checkpoint_06'	748
'checkpoint_07'	767
'checkpoint_08'	767
'checkpoint_09'	779
'checkpoint_10'	773
'checkpoint_11'	793
'checkpoint_12'	799
'checkpoint_13'	796
'checkpoint_14'	801
'checkpoint_15'	805
'checkpoint_16'	813
'checkpoint_17'	816
'checkpoint_18'	818
'checkpoint_19'	809
'checkpoint_20'	823
'checkpoint_21'	819
'checkpoint_22'	815
'checkpoint_23'	822
'checkpoint_24'	827
'checkpoint_25'	819
'checkpoint_26'	826
'checkpoint_27'	833
'checkpoint_28'	826
'checkpoint_29'	826
'checkpoint_30'	830
'checkpoint_31'	827
'checkpoint_32'	816
'checkpoint_33'	835
'checkpoint_34'	828
'checkpoint_35'	837
'checkpoint_36'	829
'checkpoint_37'	830
'checkpoint_38'	831
'checkpoint_39'	831
'checkpoint_40'	834
'checkpoint_41'	824
'checkpoint_42'	822
'checkpoint_43'	838
'checkpoint_44'	843
'checkpoint_45'	829
'checkpoint_46'	830
'checkpoint_47'	834
'checkpoint_48'	1,105
'checkpoint_49'	1,108

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BankHeist_run_5

• Dataset size: 71.96 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,463
'checkpoint_01'	1,310
'checkpoint_02'	908
'checkpoint_03'	788
'checkpoint_04'	745
'checkpoint_05'	735
'checkpoint_06'	731
'checkpoint_07'	746
'checkpoint_08'	760
'checkpoint_09'	769
'checkpoint_10'	770
'checkpoint_11'	774
'checkpoint_12'	802
'checkpoint_13'	799
'checkpoint_14'	797
'checkpoint_15'	809
'checkpoint_16'	796
'checkpoint_17'	796
'checkpoint_18'	788
'checkpoint_19'	798
'checkpoint_20'	800
'checkpoint_21'	808
'checkpoint_22'	820
'checkpoint_23'	811
'checkpoint_24'	810
'checkpoint_25'	815
'checkpoint_26'	821
'checkpoint_27'	929
'checkpoint_28'	848
'checkpoint_29'	821
'checkpoint_30'	797
'checkpoint_31'	812
'checkpoint_32'	802
'checkpoint_33'	824
'checkpoint_34'	815
'checkpoint_35'	824
'checkpoint_36'	839
'checkpoint_37'	824
'checkpoint_38'	834
'checkpoint_39'	843
'checkpoint_40'	827
'checkpoint_41'	849
'checkpoint_42'	855
'checkpoint_43'	847
'checkpoint_44'	849
'checkpoint_45'	861
'checkpoint_46'	872
'checkpoint_47'	873
'checkpoint_48'	852
'checkpoint_49'	869

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BattleZone_run_1

• Dataset size: 57.82 GiB

• Splits:

Split	Examples
'checkpoint_00'	641
'checkpoint_01'	629
'checkpoint_02'	627
'checkpoint_03'	557
'checkpoint_04'	483
'checkpoint_05'	535
'checkpoint_06'	506
'checkpoint_07'	530
'checkpoint_08'	647
'checkpoint_09'	513
'checkpoint_10'	516
'checkpoint_11'	524
'checkpoint_12'	511
'checkpoint_13'	491
'checkpoint_14'	512
'checkpoint_15'	483
'checkpoint_16'	427
'checkpoint_17'	464
'checkpoint_18'	417
'checkpoint_19'	457
'checkpoint_20'	461
'checkpoint_21'	466
'checkpoint_22'	440
'checkpoint_23'	429
'checkpoint_24'	432
'checkpoint_25'	474
'checkpoint_26'	425
'checkpoint_27'	418
'checkpoint_28'	392
'checkpoint_29'	426
'checkpoint_30'	450
'checkpoint_31'	432
'checkpoint_32'	441
'checkpoint_33'	392
'checkpoint_34'	425
'checkpoint_35'	414
'checkpoint_36'	485
'checkpoint_37'	516
'checkpoint_38'	453
'checkpoint_39'	469
'checkpoint_40'	455
'checkpoint_41'	469
'checkpoint_42'	494
'checkpoint_43'	464
'checkpoint_44'	429
'checkpoint_45'	434
'checkpoint_46'	467
'checkpoint_47'	429
'checkpoint_48'	455
'checkpoint_49'	458

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BattleZone_run_2

• Dataset size: 57.79 GiB

• Splits:

Split	Examples
'checkpoint_00'	623
'checkpoint_01'	603
'checkpoint_02'	625
'checkpoint_03'	613
'checkpoint_04'	568
'checkpoint_05'	573
'checkpoint_06'	475
'checkpoint_07'	461
'checkpoint_08'	490
'checkpoint_09'	580
'checkpoint_10'	500
'checkpoint_11'	604
'checkpoint_12'	566
'checkpoint_13'	545
'checkpoint_14'	547
'checkpoint_15'	525
'checkpoint_16'	504
'checkpoint_17'	491
'checkpoint_18'	508
'checkpoint_19'	490
'checkpoint_20'	509
'checkpoint_21'	537
'checkpoint_22'	497
'checkpoint_23'	507
'checkpoint_24'	556
'checkpoint_25'	521
'checkpoint_26'	522
'checkpoint_27'	493
'checkpoint_28'	573
'checkpoint_29'	548
'checkpoint_30'	568
'checkpoint_31'	558
'checkpoint_32'	493
'checkpoint_33'	450
'checkpoint_34'	536
'checkpoint_35'	572
'checkpoint_36'	527
'checkpoint_37'	522
'checkpoint_38'	436
'checkpoint_39'	491
'checkpoint_40'	528
'checkpoint_41'	518
'checkpoint_42'	516
'checkpoint_43'	506
'checkpoint_44'	489
'checkpoint_45'	388
'checkpoint_46'	556
'checkpoint_47'	492
'checkpoint_48'	444
'checkpoint_49'	480

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BattleZone_run_3

• Dataset size: 57.80 GiB

• Splits:

Split	Examples
'checkpoint_00'	674
'checkpoint_01'	665
'checkpoint_02'	623
'checkpoint_03'	607
'checkpoint_04'	452
'checkpoint_05'	522
'checkpoint_06'	493
'checkpoint_07'	522
'checkpoint_08'	500
'checkpoint_09'	541
'checkpoint_10'	574
'checkpoint_11'	496
'checkpoint_12'	564
'checkpoint_13'	512
'checkpoint_14'	484
'checkpoint_15'	482
'checkpoint_16'	459
'checkpoint_17'	506
'checkpoint_18'	486
'checkpoint_19'	446
'checkpoint_20'	462
'checkpoint_21'	424
'checkpoint_22'	490
'checkpoint_23'	472
'checkpoint_24'	467
'checkpoint_25'	520
'checkpoint_26'	456
'checkpoint_27'	483
'checkpoint_28'	501
'checkpoint_29'	495
'checkpoint_30'	468
'checkpoint_31'	494
'checkpoint_32'	444
'checkpoint_33'	498
'checkpoint_34'	500
'checkpoint_35'	433
'checkpoint_36'	495
'checkpoint_37'	465
'checkpoint_38'	424
'checkpoint_39'	470
'checkpoint_40'	452
'checkpoint_41'	489
'checkpoint_42'	416
'checkpoint_43'	505
'checkpoint_44'	515
'checkpoint_45'	469
'checkpoint_46'	427
'checkpoint_47'	478
'checkpoint_48'	458
'checkpoint_49'	428

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BattleZone_run_4

• Dataset size: 57.73 GiB

• Splits:

Split	Examples
'checkpoint_00'	614
'checkpoint_01'	615
'checkpoint_02'	603
'checkpoint_03'	536
'checkpoint_04'	514
'checkpoint_05'	505
'checkpoint_06'	500
'checkpoint_07'	528
'checkpoint_08'	524
'checkpoint_09'	484
'checkpoint_10'	493
'checkpoint_11'	525
'checkpoint_12'	457
'checkpoint_13'	405
'checkpoint_14'	477
'checkpoint_15'	428
'checkpoint_16'	410
'checkpoint_17'	431
'checkpoint_18'	468
'checkpoint_19'	393
'checkpoint_20'	453
'checkpoint_21'	361
'checkpoint_22'	407
'checkpoint_23'	424
'checkpoint_24'	469
'checkpoint_25'	449
'checkpoint_26'	460
'checkpoint_27'	367
'checkpoint_28'	446
'checkpoint_29'	399
'checkpoint_30'	385
'checkpoint_31'	415
'checkpoint_32'	418
'checkpoint_33'	484
'checkpoint_34'	471
'checkpoint_35'	494
'checkpoint_36'	415
'checkpoint_37'	404
'checkpoint_38'	431
'checkpoint_39'	438
'checkpoint_40'	442
'checkpoint_41'	410
'checkpoint_42'	391
'checkpoint_43'	396
'checkpoint_44'	440
'checkpoint_45'	404
'checkpoint_46'	407
'checkpoint_47'	429
'checkpoint_48'	443
'checkpoint_49'	388

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BattleZone_run_5

• Dataset size: 57.83 GiB

• Splits:

Split	Examples
'checkpoint_00'	639
'checkpoint_01'	649
'checkpoint_02'	588
'checkpoint_03'	527
'checkpoint_04'	495
'checkpoint_05'	486
'checkpoint_06'	514
'checkpoint_07'	555
'checkpoint_08'	494
'checkpoint_09'	550
'checkpoint_10'	531
'checkpoint_11'	509
'checkpoint_12'	521
'checkpoint_13'	573
'checkpoint_14'	495
'checkpoint_15'	474
'checkpoint_16'	549
'checkpoint_17'	510
'checkpoint_18'	504
'checkpoint_19'	517
'checkpoint_20'	535
'checkpoint_21'	463
'checkpoint_22'	481
'checkpoint_23'	516
'checkpoint_24'	496
'checkpoint_25'	565
'checkpoint_26'	524
'checkpoint_27'	480
'checkpoint_28'	476
'checkpoint_29'	497
'checkpoint_30'	482
'checkpoint_31'	413
'checkpoint_32'	471
'checkpoint_33'	493
'checkpoint_34'	486
'checkpoint_35'	530
'checkpoint_36'	460
'checkpoint_37'	506
'checkpoint_38'	462
'checkpoint_39'	480
'checkpoint_40'	468
'checkpoint_41'	477
'checkpoint_42'	488
'checkpoint_43'	500
'checkpoint_44'	511
'checkpoint_45'	496
'checkpoint_46'	441
'checkpoint_47'	530
'checkpoint_48'	497
'checkpoint_49'	543

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BeamRider_run_1

• Dataset size: 43.72 GiB

• Splits:

Split	Examples
'checkpoint_00'	725
'checkpoint_01'	712
'checkpoint_02'	565
'checkpoint_03'	269
'checkpoint_04'	307
'checkpoint_05'	362
'checkpoint_06'	343
'checkpoint_07'	333
'checkpoint_08'	320
'checkpoint_09'	330
'checkpoint_10'	318
'checkpoint_11'	320
'checkpoint_12'	324
'checkpoint_13'	316
'checkpoint_14'	326
'checkpoint_15'	320
'checkpoint_16'	308
'checkpoint_17'	313
'checkpoint_18'	293
'checkpoint_19'	291
'checkpoint_20'	309
'checkpoint_21'	304
'checkpoint_22'	307
'checkpoint_23'	304
'checkpoint_24'	291
'checkpoint_25'	306
'checkpoint_26'	299
'checkpoint_27'	295
'checkpoint_28'	300
'checkpoint_29'	299
'checkpoint_30'	287
'checkpoint_31'	303
'checkpoint_32'	294
'checkpoint_33'	299
'checkpoint_34'	293
'checkpoint_35'	293
'checkpoint_36'	294
'checkpoint_37'	305
'checkpoint_38'	313
'checkpoint_39'	312
'checkpoint_40'	303
'checkpoint_41'	298
'checkpoint_42'	299
'checkpoint_43'	279
'checkpoint_44'	302
'checkpoint_45'	305
'checkpoint_46'	291
'checkpoint_47'	301
'checkpoint_48'	310
'checkpoint_49'	313

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BeamRider_run_2

• Dataset size: 43.74 GiB

• Splits:

Split	Examples
'checkpoint_00'	739
'checkpoint_01'	715
'checkpoint_02'	504
'checkpoint_03'	236
'checkpoint_04'	315
'checkpoint_05'	387
'checkpoint_06'	322
'checkpoint_07'	344
'checkpoint_08'	328
'checkpoint_09'	337
'checkpoint_10'	320
'checkpoint_11'	322
'checkpoint_12'	311
'checkpoint_13'	319
'checkpoint_14'	301
'checkpoint_15'	312
'checkpoint_16'	304
'checkpoint_17'	301
'checkpoint_18'	302
'checkpoint_19'	302
'checkpoint_20'	295
'checkpoint_21'	315
'checkpoint_22'	294
'checkpoint_23'	303
'checkpoint_24'	296
'checkpoint_25'	303
'checkpoint_26'	306
'checkpoint_27'	296
'checkpoint_28'	287
'checkpoint_29'	297
'checkpoint_30'	281
'checkpoint_31'	282
'checkpoint_32'	277
'checkpoint_33'	291
'checkpoint_34'	298
'checkpoint_35'	277
'checkpoint_36'	290
'checkpoint_37'	299
'checkpoint_38'	286
'checkpoint_39'	310
'checkpoint_40'	293
'checkpoint_41'	291
'checkpoint_42'	288
'checkpoint_43'	310
'checkpoint_44'	293
'checkpoint_45'	291
'checkpoint_46'	283
'checkpoint_47'	283
'checkpoint_48'	299
'checkpoint_49'	303

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BeamRider_run_3

• Dataset size: 43.72 GiB

• Splits:

Split	Examples
'checkpoint_00'	727
'checkpoint_01'	697
'checkpoint_02'	522
'checkpoint_03'	251
'checkpoint_04'	286
'checkpoint_05'	343
'checkpoint_06'	355
'checkpoint_07'	344
'checkpoint_08'	304
'checkpoint_09'	320
'checkpoint_10'	313
'checkpoint_11'	328
'checkpoint_12'	329
'checkpoint_13'	311
'checkpoint_14'	309
'checkpoint_15'	306
'checkpoint_16'	302
'checkpoint_17'	312
'checkpoint_18'	301
'checkpoint_19'	319
'checkpoint_20'	305
'checkpoint_21'	324
'checkpoint_22'	302
'checkpoint_23'	322
'checkpoint_24'	300
'checkpoint_25'	312
'checkpoint_26'	310
'checkpoint_27'	325
'checkpoint_28'	315
'checkpoint_29'	312
'checkpoint_30'	307
'checkpoint_31'	292
'checkpoint_32'	305
'checkpoint_33'	303
'checkpoint_34'	321
'checkpoint_35'	308
'checkpoint_36'	319
'checkpoint_37'	301
'checkpoint_38'	308
'checkpoint_39'	298
'checkpoint_40'	315
'checkpoint_41'	308
'checkpoint_42'	318
'checkpoint_43'	326
'checkpoint_44'	322
'checkpoint_45'	303
'checkpoint_46'	298
'checkpoint_47'	325
'checkpoint_48'	312
'checkpoint_49'	311

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BeamRider_run_4

• Dataset size: 43.72 GiB

• Splits:

Split	Examples
'checkpoint_00'	730
'checkpoint_01'	688
'checkpoint_02'	534
'checkpoint_03'	263
'checkpoint_04'	298
'checkpoint_05'	366
'checkpoint_06'	360
'checkpoint_07'	324
'checkpoint_08'	328
'checkpoint_09'	321
'checkpoint_10'	298
'checkpoint_11'	314
'checkpoint_12'	299
'checkpoint_13'	308
'checkpoint_14'	305
'checkpoint_15'	309
'checkpoint_16'	300
'checkpoint_17'	295
'checkpoint_18'	301
'checkpoint_19'	316
'checkpoint_20'	294
'checkpoint_21'	306
'checkpoint_22'	304
'checkpoint_23'	303
'checkpoint_24'	292
'checkpoint_25'	290
'checkpoint_26'	296
'checkpoint_27'	298
'checkpoint_28'	294
'checkpoint_29'	301
'checkpoint_30'	310
'checkpoint_31'	312
'checkpoint_32'	294
'checkpoint_33'	299
'checkpoint_34'	306
'checkpoint_35'	299
'checkpoint_36'	300
'checkpoint_37'	312
'checkpoint_38'	302
'checkpoint_39'	300
'checkpoint_40'	295
'checkpoint_41'	290
'checkpoint_42'	297
'checkpoint_43'	304
'checkpoint_44'	308
'checkpoint_45'	324
'checkpoint_46'	311
'checkpoint_47'	304
'checkpoint_48'	304
'checkpoint_49'	310

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/BeamRider_run_5

• Dataset size: 43.74 GiB

• Splits:

Split	Examples
'checkpoint_00'	732
'checkpoint_01'	740
'checkpoint_02'	566
'checkpoint_03'	251
'checkpoint_04'	291
'checkpoint_05'	359
'checkpoint_06'	328
'checkpoint_07'	347
'checkpoint_08'	323
'checkpoint_09'	319
'checkpoint_10'	330
'checkpoint_11'	312
'checkpoint_12'	316
'checkpoint_13'	321
'checkpoint_14'	304
'checkpoint_15'	288
'checkpoint_16'	313
'checkpoint_17'	312
'checkpoint_18'	307
'checkpoint_19'	294
'checkpoint_20'	295
'checkpoint_21'	302
'checkpoint_22'	301
'checkpoint_23'	288
'checkpoint_24'	294
'checkpoint_25'	293
'checkpoint_26'	307
'checkpoint_27'	298
'checkpoint_28'	290
'checkpoint_29'	300
'checkpoint_30'	287
'checkpoint_31'	286
'checkpoint_32'	298
'checkpoint_33'	292
'checkpoint_34'	285
'checkpoint_35'	281
'checkpoint_36'	294
'checkpoint_37'	285
'checkpoint_38'	290
'checkpoint_39'	284
'checkpoint_40'	291
'checkpoint_41'	278
'checkpoint_42'	292
'checkpoint_43'	292
'checkpoint_44'	288
'checkpoint_45'	290
'checkpoint_46'	293
'checkpoint_47'	275
'checkpoint_48'	278
'checkpoint_49'	296

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Boxing_run_1

• Dataset size: 45.81 GiB

• Splits:

Split	Examples
'checkpoint_00'	559
'checkpoint_01'	567
'checkpoint_02'	733
'checkpoint_03'	987
'checkpoint_04'	1,052
'checkpoint_05'	1,079
'checkpoint_06'	1,164
'checkpoint_07'	1,086
'checkpoint_08'	820
'checkpoint_09'	934
'checkpoint_10'	864
'checkpoint_11'	882
'checkpoint_12'	940
'checkpoint_13'	1,027
'checkpoint_14'	1,044
'checkpoint_15'	1,083
'checkpoint_16'	1,136
'checkpoint_17'	1,074
'checkpoint_18'	1,096
'checkpoint_19'	1,055
'checkpoint_20'	1,057
'checkpoint_21'	1,119
'checkpoint_22'	1,119
'checkpoint_23'	1,045
'checkpoint_24'	1,042
'checkpoint_25'	1,080
'checkpoint_26'	1,051
'checkpoint_27'	1,035
'checkpoint_28'	1,038
'checkpoint_29'	1,006
'checkpoint_30'	1,026
'checkpoint_31'	1,010
'checkpoint_32'	1,005
'checkpoint_33'	988
'checkpoint_34'	1,011
'checkpoint_35'	1,025
'checkpoint_36'	995
'checkpoint_37'	1,012
'checkpoint_38'	996
'checkpoint_39'	995
'checkpoint_40'	974
'checkpoint_41'	979
'checkpoint_42'	951
'checkpoint_43'	972
'checkpoint_44'	986
'checkpoint_45'	954
'checkpoint_46'	954
'checkpoint_47'	950
'checkpoint_48'	972
'checkpoint_49'	956

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Boxing_run_2

• Dataset size: 45.59 GiB

• Splits:

Split	Examples
'checkpoint_00'	559
'checkpoint_01'	588
'checkpoint_02'	773
'checkpoint_03'	987
'checkpoint_04'	1,098
'checkpoint_05'	1,172
'checkpoint_06'	1,218
'checkpoint_07'	1,242
'checkpoint_08'	1,055
'checkpoint_09'	965
'checkpoint_10'	953
'checkpoint_11'	915
'checkpoint_12'	1,062
'checkpoint_13'	1,023
'checkpoint_14'	1,127
'checkpoint_15'	1,154
'checkpoint_16'	1,170
'checkpoint_17'	1,174
'checkpoint_18'	1,162
'checkpoint_19'	1,128
'checkpoint_20'	1,165
'checkpoint_21'	1,161
'checkpoint_22'	1,131
'checkpoint_23'	1,123
'checkpoint_24'	1,147
'checkpoint_25'	1,120
'checkpoint_26'	1,112
'checkpoint_27'	1,141
'checkpoint_28'	1,128
'checkpoint_29'	1,118
'checkpoint_30'	1,125
'checkpoint_31'	1,118
'checkpoint_32'	1,136
'checkpoint_33'	1,106
'checkpoint_34'	1,094
'checkpoint_35'	1,105
'checkpoint_36'	1,108
'checkpoint_37'	1,145
'checkpoint_38'	1,102
'checkpoint_39'	1,111
'checkpoint_40'	1,102
'checkpoint_41'	1,082
'checkpoint_42'	1,082
'checkpoint_43'	1,072
'checkpoint_44'	1,083
'checkpoint_45'	1,050
'checkpoint_46'	1,026
'checkpoint_47'	1,040
'checkpoint_48'	1,046
'checkpoint_49'	1,047

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Boxing_run_3

• Dataset size: 45.79 GiB

• Splits:

Split	Examples
'checkpoint_00'	559
'checkpoint_01'	566
'checkpoint_02'	724
'checkpoint_03'	1,020
'checkpoint_04'	1,127
'checkpoint_05'	1,061
'checkpoint_06'	868
'checkpoint_07'	907
'checkpoint_08'	924
'checkpoint_09'	974
'checkpoint_10'	1,072
'checkpoint_11'	1,122
'checkpoint_12'	1,143
'checkpoint_13'	1,131
'checkpoint_14'	1,182
'checkpoint_15'	1,176
'checkpoint_16'	1,158
'checkpoint_17'	1,158
'checkpoint_18'	1,144
'checkpoint_19'	1,163
'checkpoint_20'	1,160
'checkpoint_21'	1,151
'checkpoint_22'	1,153
'checkpoint_23'	1,145
'checkpoint_24'	1,135
'checkpoint_25'	1,126
'checkpoint_26'	1,128
'checkpoint_27'	1,115
'checkpoint_28'	1,099
'checkpoint_29'	1,064
'checkpoint_30'	1,083
'checkpoint_31'	1,061
'checkpoint_32'	1,078
'checkpoint_33'	1,066
'checkpoint_34'	1,120
'checkpoint_35'	1,080
'checkpoint_36'	1,061
'checkpoint_37'	1,071
'checkpoint_38'	1,068
'checkpoint_39'	1,066
'checkpoint_40'	1,105
'checkpoint_41'	1,108
'checkpoint_42'	1,082
'checkpoint_43'	1,103
'checkpoint_44'	1,106
'checkpoint_45'	1,081
'checkpoint_46'	1,045
'checkpoint_47'	1,069
'checkpoint_48'	1,043
'checkpoint_49'	1,049

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Boxing_run_4

• Dataset size: 45.68 GiB

• Splits:

Split	Examples
'checkpoint_00'	559
'checkpoint_01'	569
'checkpoint_02'	785
'checkpoint_03'	1,209
'checkpoint_04'	1,195
'checkpoint_05'	1,240
'checkpoint_06'	1,031
'checkpoint_07'	945
'checkpoint_08'	941
'checkpoint_09'	959
'checkpoint_10'	979
'checkpoint_11'	1,061
'checkpoint_12'	1,105
'checkpoint_13'	1,044
'checkpoint_14'	1,104
'checkpoint_15'	1,120
'checkpoint_16'	1,137
'checkpoint_17'	1,129
'checkpoint_18'	1,109
'checkpoint_19'	1,136
'checkpoint_20'	1,143
'checkpoint_21'	1,119
'checkpoint_22'	1,130
'checkpoint_23'	1,150
'checkpoint_24'	1,159
'checkpoint_25'	1,139
'checkpoint_26'	1,137
'checkpoint_27'	1,117
'checkpoint_28'	1,129
'checkpoint_29'	1,121
'checkpoint_30'	1,068
'checkpoint_31'	1,103
'checkpoint_32'	1,084
'checkpoint_33'	1,084
'checkpoint_34'	1,105
'checkpoint_35'	1,086
'checkpoint_36'	1,101
'checkpoint_37'	1,106
'checkpoint_38'	1,105
'checkpoint_39'	1,088
'checkpoint_40'	1,131
'checkpoint_41'	1,124
'checkpoint_42'	1,129
'checkpoint_43'	1,112
'checkpoint_44'	1,101
'checkpoint_45'	1,102
'checkpoint_46'	1,136
'checkpoint_47'	1,117
'checkpoint_48'	1,080
'checkpoint_49'	1,093

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Boxing_run_5

• Dataset size: 45.79 GiB

• Splits:

Split	Examples
'checkpoint_00'	559
'checkpoint_01'	560
'checkpoint_02'	561
'checkpoint_03'	579
'checkpoint_04'	699
'checkpoint_05'	959
'checkpoint_06'	1,117
'checkpoint_07'	1,156
'checkpoint_08'	871
'checkpoint_09'	854
'checkpoint_10'	862
'checkpoint_11'	940
'checkpoint_12'	1,009
'checkpoint_13'	1,032
'checkpoint_14'	1,081
'checkpoint_15'	1,051
'checkpoint_16'	1,094
'checkpoint_17'	1,099
'checkpoint_18'	1,145
'checkpoint_19'	1,145
'checkpoint_20'	1,142
'checkpoint_21'	1,173
'checkpoint_22'	1,147
'checkpoint_23'	1,166
'checkpoint_24'	1,158
'checkpoint_25'	1,166
'checkpoint_26'	1,147
'checkpoint_27'	1,103
'checkpoint_28'	1,153
'checkpoint_29'	1,133
'checkpoint_30'	1,161
'checkpoint_31'	1,145
'checkpoint_32'	1,135
'checkpoint_33'	1,112
'checkpoint_34'	1,136
'checkpoint_35'	1,112
'checkpoint_36'	1,109
'checkpoint_37'	1,109
'checkpoint_38'	1,108
'checkpoint_39'	1,093
'checkpoint_40'	1,050
'checkpoint_41'	1,062
'checkpoint_42'	1,065
'checkpoint_43'	1,070
'checkpoint_44'	1,057
'checkpoint_45'	1,038
'checkpoint_46'	1,046
'checkpoint_47'	990
'checkpoint_48'	1,007
'checkpoint_49'	1,001

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Breakout_run_1

• Dataset size: 30.66 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,466
'checkpoint_01'	2,019
'checkpoint_02'	1,386
'checkpoint_03'	1,039
'checkpoint_04'	873
'checkpoint_05'	784
'checkpoint_06'	754
'checkpoint_07'	733
'checkpoint_08'	736
'checkpoint_09'	783
'checkpoint_10'	744
'checkpoint_11'	708
'checkpoint_12'	711
'checkpoint_13'	703
'checkpoint_14'	703
'checkpoint_15'	744
'checkpoint_16'	681
'checkpoint_17'	705
'checkpoint_18'	735
'checkpoint_19'	712
'checkpoint_20'	718
'checkpoint_21'	708
'checkpoint_22'	679
'checkpoint_23'	696
'checkpoint_24'	707
'checkpoint_25'	719
'checkpoint_26'	698
'checkpoint_27'	714
'checkpoint_28'	713
'checkpoint_29'	711
'checkpoint_30'	721
'checkpoint_31'	755
'checkpoint_32'	739
'checkpoint_33'	740
'checkpoint_34'	748
'checkpoint_35'	695
'checkpoint_36'	739
'checkpoint_37'	753
'checkpoint_38'	735
'checkpoint_39'	768
'checkpoint_40'	747
'checkpoint_41'	762
'checkpoint_42'	745
'checkpoint_43'	808
'checkpoint_44'	776
'checkpoint_45'	775
'checkpoint_46'	772
'checkpoint_47'	740
'checkpoint_48'	758
'checkpoint_49'	781

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Breakout_run_2

• Dataset size: 30.62 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,426
'checkpoint_01'	2,011
'checkpoint_02'	1,437
'checkpoint_03'	1,039
'checkpoint_04'	877
'checkpoint_05'	793
'checkpoint_06'	764
'checkpoint_07'	769
'checkpoint_08'	787
'checkpoint_09'	794
'checkpoint_10'	745
'checkpoint_11'	749
'checkpoint_12'	714
'checkpoint_13'	733
'checkpoint_14'	726
'checkpoint_15'	708
'checkpoint_16'	726
'checkpoint_17'	711
'checkpoint_18'	691
'checkpoint_19'	685
'checkpoint_20'	669
'checkpoint_21'	692
'checkpoint_22'	701
'checkpoint_23'	683
'checkpoint_24'	678
'checkpoint_25'	702
'checkpoint_26'	692
'checkpoint_27'	728
'checkpoint_28'	718
'checkpoint_29'	747
'checkpoint_30'	747
'checkpoint_31'	740
'checkpoint_32'	727
'checkpoint_33'	748
'checkpoint_34'	753
'checkpoint_35'	763
'checkpoint_36'	742
'checkpoint_37'	794
'checkpoint_38'	772
'checkpoint_39'	765
'checkpoint_40'	813
'checkpoint_41'	763
'checkpoint_42'	762
'checkpoint_43'	790
'checkpoint_44'	774
'checkpoint_45'	806
'checkpoint_46'	781
'checkpoint_47'	790
'checkpoint_48'	788
'checkpoint_49'	778

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Breakout_run_3

• Dataset size: 30.65 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,394
'checkpoint_01'	1,901
'checkpoint_02'	1,313
'checkpoint_03'	1,034
'checkpoint_04'	906
'checkpoint_05'	815
'checkpoint_06'	778
'checkpoint_07'	749
'checkpoint_08'	744
'checkpoint_09'	813
'checkpoint_10'	758
'checkpoint_11'	734
'checkpoint_12'	758
'checkpoint_13'	706
'checkpoint_14'	742
'checkpoint_15'	780
'checkpoint_16'	740
'checkpoint_17'	738
'checkpoint_18'	730
'checkpoint_19'	713
'checkpoint_20'	707
'checkpoint_21'	714
'checkpoint_22'	690
'checkpoint_23'	699
'checkpoint_24'	744
'checkpoint_25'	725
'checkpoint_26'	690
'checkpoint_27'	714
'checkpoint_28'	721
'checkpoint_29'	742
'checkpoint_30'	710
'checkpoint_31'	714
'checkpoint_32'	714
'checkpoint_33'	709
'checkpoint_34'	718
'checkpoint_35'	716
'checkpoint_36'	694
'checkpoint_37'	740
'checkpoint_38'	728
'checkpoint_39'	746
'checkpoint_40'	716
'checkpoint_41'	753
'checkpoint_42'	740
'checkpoint_43'	765
'checkpoint_44'	748
'checkpoint_45'	798
'checkpoint_46'	788
'checkpoint_47'	781
'checkpoint_48'	741
'checkpoint_49'	763

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Breakout_run_4

• Dataset size: 30.66 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,558
'checkpoint_01'	1,782
'checkpoint_02'	1,281
'checkpoint_03'	955
'checkpoint_04'	873
'checkpoint_05'	784
'checkpoint_06'	847
'checkpoint_07'	812
'checkpoint_08'	825
'checkpoint_09'	792
'checkpoint_10'	764
'checkpoint_11'	729
'checkpoint_12'	729
'checkpoint_13'	722
'checkpoint_14'	730
'checkpoint_15'	716
'checkpoint_16'	719
'checkpoint_17'	712
'checkpoint_18'	717
'checkpoint_19'	695
'checkpoint_20'	703
'checkpoint_21'	704
'checkpoint_22'	694
'checkpoint_23'	701
'checkpoint_24'	682
'checkpoint_25'	696
'checkpoint_26'	679
'checkpoint_27'	712
'checkpoint_28'	707
'checkpoint_29'	724
'checkpoint_30'	751
'checkpoint_31'	742
'checkpoint_32'	777
'checkpoint_33'	719
'checkpoint_34'	758
'checkpoint_35'	751
'checkpoint_36'	754
'checkpoint_37'	768
'checkpoint_38'	769
'checkpoint_39'	745
'checkpoint_40'	753
'checkpoint_41'	745
'checkpoint_42'	701
'checkpoint_43'	760
'checkpoint_44'	768
'checkpoint_45'	722
'checkpoint_46'	729
'checkpoint_47'	726
'checkpoint_48'	756
'checkpoint_49'	753

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Breakout_run_5

• Dataset size: 30.71 GiB

• Splits:

Split	Examples
'checkpoint_00'	3,490
'checkpoint_01'	1,825
'checkpoint_02'	1,372
'checkpoint_03'	1,055
'checkpoint_04'	915
'checkpoint_05'	796
'checkpoint_06'	775
'checkpoint_07'	767
'checkpoint_08'	794
'checkpoint_09'	768
'checkpoint_10'	746
'checkpoint_11'	723
'checkpoint_12'	716
'checkpoint_13'	719
'checkpoint_14'	728
'checkpoint_15'	680
'checkpoint_16'	727
'checkpoint_17'	708
'checkpoint_18'	749
'checkpoint_19'	723
'checkpoint_20'	740
'checkpoint_21'	711
'checkpoint_22'	737
'checkpoint_23'	719
'checkpoint_24'	727
'checkpoint_25'	713
'checkpoint_26'	723
'checkpoint_27'	712
'checkpoint_28'	730
'checkpoint_29'	748
'checkpoint_30'	732
'checkpoint_31'	716
'checkpoint_32'	760
'checkpoint_33'	725
'checkpoint_34'	704
'checkpoint_35'	731
'checkpoint_36'	732
'checkpoint_37'	711
'checkpoint_38'	760
'checkpoint_39'	768
'checkpoint_40'	716
'checkpoint_41'	764
'checkpoint_42'	717
'checkpoint_43'	700
'checkpoint_44'	724
'checkpoint_45'	740
'checkpoint_46'	751
'checkpoint_47'	744
'checkpoint_48'	729
'checkpoint_49'	743

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Carnival_run_1

• Dataset size: 33.58 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,949
'checkpoint_01'	1,435
'checkpoint_02'	1,159
'checkpoint_03'	1,086
'checkpoint_04'	1,147
'checkpoint_05'	1,200
'checkpoint_06'	1,454
'checkpoint_07'	1,955
'checkpoint_08'	2,812
'checkpoint_09'	4,007
'checkpoint_10'	4,482
'checkpoint_11'	4,673
'checkpoint_12'	4,840
'checkpoint_13'	4,947
'checkpoint_14'	5,033
'checkpoint_15'	5,182
'checkpoint_16'	5,228
'checkpoint_17'	5,253
'checkpoint_18'	5,283
'checkpoint_19'	5,243
'checkpoint_20'	5,215
'checkpoint_21'	5,216
'checkpoint_22'	5,177
'checkpoint_23'	5,210
'checkpoint_24'	5,148
'checkpoint_25'	5,166
'checkpoint_26'	5,161
'checkpoint_27'	5,122
'checkpoint_28'	5,153
'checkpoint_29'	5,154
'checkpoint_30'	5,181
'checkpoint_31'	5,189
'checkpoint_32'	5,201
'checkpoint_33'	5,178
'checkpoint_34'	5,191
'checkpoint_35'	5,179
'checkpoint_36'	5,177
'checkpoint_37'	5,192
'checkpoint_38'	5,175
'checkpoint_39'	5,196
'checkpoint_40'	5,200
'checkpoint_41'	5,193
'checkpoint_42'	5,169
'checkpoint_43'	5,198
'checkpoint_44'	5,203
'checkpoint_45'	5,173
'checkpoint_46'	5,158
'checkpoint_47'	5,139
'checkpoint_48'	5,144

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Carnival_run_2

• Dataset size: 33.69 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,975
'checkpoint_01'	1,446
'checkpoint_02'	1,133
'checkpoint_03'	1,111
'checkpoint_04'	1,259
'checkpoint_05'	1,573
'checkpoint_06'	2,039
'checkpoint_07'	2,868
'checkpoint_08'	3,877
'checkpoint_09'	4,337
'checkpoint_10'	4,576
'checkpoint_11'	4,823
'checkpoint_12'	4,934
'checkpoint_13'	5,037
'checkpoint_14'	5,077
'checkpoint_15'	5,152
'checkpoint_16'	5,181
'checkpoint_17'	5,192
'checkpoint_18'	5,203
'checkpoint_19'	5,197
'checkpoint_20'	5,191
'checkpoint_21'	5,194
'checkpoint_22'	5,223
'checkpoint_23'	5,252
'checkpoint_24'	5,242
'checkpoint_25'	5,248
'checkpoint_26'	5,206
'checkpoint_27'	5,190
'checkpoint_28'	5,215
'checkpoint_29'	5,203
'checkpoint_30'	5,224
'checkpoint_31'	5,188
'checkpoint_32'	5,198
'checkpoint_33'	5,180
'checkpoint_34'	5,170
'checkpoint_35'	5,163
'checkpoint_36'	5,207
'checkpoint_37'	5,211
'checkpoint_38'	5,156
'checkpoint_39'	5,146
'checkpoint_40'	5,123
'checkpoint_41'	5,131
'checkpoint_42'	5,134
'checkpoint_43'	5,141
'checkpoint_44'	5,172
'checkpoint_45'	5,146
'checkpoint_46'	5,118
'checkpoint_47'	5,123
'checkpoint_48'	5,136

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Carnival_run_3

• Dataset size: 33.59 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,954
'checkpoint_01'	1,455
'checkpoint_02'	1,093
'checkpoint_03'	1,137
'checkpoint_04'	1,350
'checkpoint_05'	1,556
'checkpoint_06'	2,157
'checkpoint_07'	3,252
'checkpoint_08'	4,124
'checkpoint_09'	4,404
'checkpoint_10'	4,635
'checkpoint_11'	4,845
'checkpoint_12'	4,962
'checkpoint_13'	5,079
'checkpoint_14'	5,131
'checkpoint_15'	5,172
'checkpoint_16'	5,200
'checkpoint_17'	5,248
'checkpoint_18'	5,257
'checkpoint_19'	5,236
'checkpoint_20'	5,255
'checkpoint_21'	5,221
'checkpoint_22'	5,227
'checkpoint_23'	5,244
'checkpoint_24'	5,253
'checkpoint_25'	5,228
'checkpoint_26'	5,246
'checkpoint_27'	5,250
'checkpoint_28'	5,260
'checkpoint_29'	5,232
'checkpoint_30'	5,236
'checkpoint_31'	5,229
'checkpoint_32'	5,216
'checkpoint_33'	5,193
'checkpoint_34'	5,223
'checkpoint_35'	5,226
'checkpoint_36'	5,208
'checkpoint_37'	5,204
'checkpoint_38'	5,206
'checkpoint_39'	5,177
'checkpoint_40'	5,200
'checkpoint_41'	5,200
'checkpoint_42'	5,156
'checkpoint_43'	5,142
'checkpoint_44'	5,098
'checkpoint_45'	5,118
'checkpoint_46'	5,129
'checkpoint_47'	5,183
'checkpoint_48'	5,162

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Carnival_run_4

• Dataset size: 33.60 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,940
'checkpoint_01'	1,471
'checkpoint_02'	1,087
'checkpoint_03'	1,047
'checkpoint_04'	1,062
'checkpoint_05'	1,283
'checkpoint_06'	1,687
'checkpoint_07'	2,217
'checkpoint_08'	2,865
'checkpoint_09'	3,557
'checkpoint_10'	4,211
'checkpoint_11'	4,503
'checkpoint_12'	4,644
'checkpoint_13'	4,793
'checkpoint_14'	4,931
'checkpoint_15'	5,009
'checkpoint_16'	5,064
'checkpoint_17'	5,097
'checkpoint_18'	5,138
'checkpoint_19'	5,159
'checkpoint_20'	5,202
'checkpoint_21'	5,212
'checkpoint_22'	5,206
'checkpoint_23'	5,228
'checkpoint_24'	5,241
'checkpoint_25'	5,238
'checkpoint_26'	5,249
'checkpoint_27'	5,223
'checkpoint_28'	5,245
'checkpoint_29'	5,240
'checkpoint_30'	5,214
'checkpoint_31'	5,238
'checkpoint_32'	5,272
'checkpoint_33'	5,275
'checkpoint_34'	5,219
'checkpoint_35'	5,255
'checkpoint_36'	5,257
'checkpoint_37'	5,269
'checkpoint_38'	5,282
'checkpoint_39'	5,271
'checkpoint_40'	5,252
'checkpoint_41'	5,240
'checkpoint_42'	5,227
'checkpoint_43'	5,238
'checkpoint_44'	5,226
'checkpoint_45'	5,209
'checkpoint_46'	5,197
'checkpoint_47'	5,204
'checkpoint_48'	5,213

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Carnival_run_5

• Dataset size: 34.51 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,956
'checkpoint_01'	1,410
'checkpoint_02'	1,151
'checkpoint_03'	1,092
'checkpoint_04'	1,133
'checkpoint_05'	1,429
'checkpoint_06'	1,606
'checkpoint_07'	1,868
'checkpoint_08'	2,262
'checkpoint_09'	2,723
'checkpoint_10'	3,540
'checkpoint_11'	4,137
'checkpoint_12'	4,402
'checkpoint_13'	4,597
'checkpoint_14'	4,771
'checkpoint_15'	4,912
'checkpoint_16'	5,067
'checkpoint_17'	5,211
'checkpoint_18'	5,246
'checkpoint_19'	5,292
'checkpoint_20'	5,290
'checkpoint_21'	5,278
'checkpoint_22'	5,314
'checkpoint_23'	5,319
'checkpoint_24'	5,304
'checkpoint_25'	5,385
'checkpoint_26'	5,359
'checkpoint_27'	5,368
'checkpoint_28'	5,369
'checkpoint_29'	5,358
'checkpoint_30'	5,312
'checkpoint_31'	5,298
'checkpoint_32'	5,321
'checkpoint_33'	5,325
'checkpoint_34'	5,337
'checkpoint_35'	5,326
'checkpoint_36'	5,322
'checkpoint_37'	5,348
'checkpoint_38'	5,343
'checkpoint_39'	5,334
'checkpoint_40'	5,324
'checkpoint_41'	5,316
'checkpoint_42'	5,324
'checkpoint_43'	5,329
'checkpoint_44'	5,344
'checkpoint_45'	5,328
'checkpoint_46'	5,339
'checkpoint_47'	5,357
'checkpoint_48'	5,352

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Centipede_run_1

• Dataset size: 35.78 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,431
'checkpoint_01'	1,530
'checkpoint_02'	1,618
'checkpoint_03'	1,859
'checkpoint_04'	1,796
'checkpoint_05'	1,722
'checkpoint_06'	2,278
'checkpoint_07'	2,416
'checkpoint_08'	2,430
'checkpoint_09'	2,396
'checkpoint_10'	2,203
'checkpoint_11'	2,130
'checkpoint_12'	2,156
'checkpoint_13'	2,181
'checkpoint_14'	2,206
'checkpoint_15'	2,169
'checkpoint_16'	2,197
'checkpoint_17'	2,232
'checkpoint_18'	2,247
'checkpoint_19'	2,112
'checkpoint_20'	2,078
'checkpoint_21'	1,982
'checkpoint_22'	1,958
'checkpoint_23'	1,916
'checkpoint_24'	1,854
'checkpoint_25'	1,814
'checkpoint_26'	1,790
'checkpoint_27'	1,793
'checkpoint_28'	1,744
'checkpoint_29'	1,754
'checkpoint_30'	1,705
'checkpoint_31'	1,722
'checkpoint_32'	1,746
'checkpoint_33'	1,745
'checkpoint_34'	1,712
'checkpoint_35'	1,714
'checkpoint_36'	1,695
'checkpoint_37'	1,716
'checkpoint_38'	1,720
'checkpoint_39'	1,722
'checkpoint_40'	1,724
'checkpoint_41'	1,714
'checkpoint_42'	1,728
'checkpoint_43'	1,728
'checkpoint_44'	1,707
'checkpoint_45'	1,711
'checkpoint_46'	1,719
'checkpoint_47'	1,712
'checkpoint_48'	1,722
'checkpoint_49'	1,715

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Centipede_run_2

• Dataset size: 35.67 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,407
'checkpoint_01'	1,510
'checkpoint_02'	1,643
'checkpoint_03'	1,797
'checkpoint_04'	1,842
'checkpoint_05'	1,937
'checkpoint_06'	2,002
'checkpoint_07'	2,428
'checkpoint_08'	2,702
'checkpoint_09'	2,639
'checkpoint_10'	2,472
'checkpoint_11'	2,270
'checkpoint_12'	2,331
'checkpoint_13'	2,305
'checkpoint_14'	2,240
'checkpoint_15'	2,166
'checkpoint_16'	2,118
'checkpoint_17'	2,127
'checkpoint_18'	2,172
'checkpoint_19'	2,191
'checkpoint_20'	2,156
'checkpoint_21'	2,187
'checkpoint_22'	2,153
'checkpoint_23'	2,193
'checkpoint_24'	2,178
'checkpoint_25'	2,166
'checkpoint_26'	2,147
'checkpoint_27'	2,151
'checkpoint_28'	2,123
'checkpoint_29'	2,090
'checkpoint_30'	2,089
'checkpoint_31'	2,099
'checkpoint_32'	2,078
'checkpoint_33'	2,063
'checkpoint_34'	2,114
'checkpoint_35'	2,092
'checkpoint_36'	2,123
'checkpoint_37'	2,119
'checkpoint_38'	2,129
'checkpoint_39'	2,068
'checkpoint_40'	2,057
'checkpoint_41'	2,054
'checkpoint_42'	2,078
'checkpoint_43'	2,039
'checkpoint_44'	2,097
'checkpoint_45'	2,012
'checkpoint_46'	2,050
'checkpoint_47'	2,098
'checkpoint_48'	2,067
'checkpoint_49'	2,061

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Centipede_run_3

• Dataset size: 35.68 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,377
'checkpoint_01'	1,478
'checkpoint_02'	1,478
'checkpoint_03'	1,653
'checkpoint_04'	1,884
'checkpoint_05'	1,911
'checkpoint_06'	2,399
'checkpoint_07'	2,939
'checkpoint_08'	2,842
'checkpoint_09'	2,195
'checkpoint_10'	2,051
'checkpoint_11'	1,999
'checkpoint_12'	1,990
'checkpoint_13'	2,108
'checkpoint_14'	2,117
'checkpoint_15'	2,162
'checkpoint_16'	2,205
'checkpoint_17'	2,249
'checkpoint_18'	2,444
'checkpoint_19'	2,452
'checkpoint_20'	2,408
'checkpoint_21'	2,393
'checkpoint_22'	2,262
'checkpoint_23'	2,187
'checkpoint_24'	2,129
'checkpoint_25'	2,214
'checkpoint_26'	2,198
'checkpoint_27'	2,162
'checkpoint_28'	2,193
'checkpoint_29'	2,224
'checkpoint_30'	2,180
'checkpoint_31'	2,164
'checkpoint_32'	2,182
'checkpoint_33'	2,145
'checkpoint_34'	2,185
'checkpoint_35'	2,158
'checkpoint_36'	2,169
'checkpoint_37'	2,175
'checkpoint_38'	2,142
'checkpoint_39'	2,158
'checkpoint_40'	2,136
'checkpoint_41'	2,079
'checkpoint_42'	2,083
'checkpoint_43'	2,039
'checkpoint_44'	2,036
'checkpoint_45'	1,903
'checkpoint_46'	1,873
'checkpoint_47'	1,902
'checkpoint_48'	1,979
'checkpoint_49'	1,974

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Centipede_run_4

• Dataset size: 35.94 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,415
'checkpoint_01'	1,597
'checkpoint_02'	1,840
'checkpoint_03'	1,743
'checkpoint_04'	1,698
'checkpoint_05'	1,909
'checkpoint_06'	1,909
'checkpoint_07'	1,929
'checkpoint_08'	1,983
'checkpoint_09'	2,111
'checkpoint_10'	2,071
'checkpoint_11'	2,105
'checkpoint_12'	2,108
'checkpoint_13'	2,135
'checkpoint_14'	2,137
'checkpoint_15'	2,101
'checkpoint_16'	2,158
'checkpoint_17'	2,174
'checkpoint_18'	2,180
'checkpoint_19'	2,097
'checkpoint_20'	2,090
'checkpoint_21'	2,078
'checkpoint_22'	2,053
'checkpoint_23'	2,068
'checkpoint_24'	2,080
'checkpoint_25'	2,051
'checkpoint_26'	2,096
'checkpoint_27'	2,014
'checkpoint_28'	2,001
'checkpoint_29'	2,008
'checkpoint_30'	1,982
'checkpoint_31'	1,975
'checkpoint_32'	2,010
'checkpoint_33'	1,965
'checkpoint_34'	2,010
'checkpoint_35'	2,031
'checkpoint_36'	2,029
'checkpoint_37'	2,016
'checkpoint_38'	1,998
'checkpoint_39'	1,978
'checkpoint_40'	1,989
'checkpoint_41'	1,946
'checkpoint_42'	2,016
'checkpoint_43'	1,974
'checkpoint_44'	2,012
'checkpoint_45'	1,996
'checkpoint_46'	1,942
'checkpoint_47'	1,961
'checkpoint_48'	1,954
'checkpoint_49'	1,952

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/Centipede_run_5

• Dataset size: 35.95 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,391
'checkpoint_01'	1,453
'checkpoint_02'	1,508
'checkpoint_03'	1,794
'checkpoint_04'	1,656
'checkpoint_05'	1,623
'checkpoint_06'	1,836
'checkpoint_07'	1,834
'checkpoint_08'	1,827
'checkpoint_09'	1,814
'checkpoint_10'	1,811
'checkpoint_11'	1,721
'checkpoint_12'	1,749
'checkpoint_13'	1,709
'checkpoint_14'	1,729
'checkpoint_15'	1,778
'checkpoint_16'	1,756
'checkpoint_17'	1,732
'checkpoint_18'	1,746
'checkpoint_19'	1,732
'checkpoint_20'	1,736
'checkpoint_21'	1,757
'checkpoint_22'	1,785
'checkpoint_23'	1,762
'checkpoint_24'	1,769
'checkpoint_25'	1,741
'checkpoint_26'	1,786
'checkpoint_27'	1,766
'checkpoint_28'	1,759
'checkpoint_29'	1,762
'checkpoint_30'	1,789
'checkpoint_31'	1,755
'checkpoint_32'	1,719
'checkpoint_33'	1,719
'checkpoint_34'	1,717
'checkpoint_35'	1,717
'checkpoint_36'	1,734
'checkpoint_37'	1,723
'checkpoint_38'	1,763
'checkpoint_39'	1,737
'checkpoint_40'	1,752
'checkpoint_41'	1,747
'checkpoint_42'	1,744
'checkpoint_43'	1,721
'checkpoint_44'	1,747
'checkpoint_45'	1,773
'checkpoint_46'	1,708
'checkpoint_47'	1,730
'checkpoint_48'	1,721
'checkpoint_49'	1,731

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/ChopperCommand_run_1

• Dataset size: 40.01 GiB

• Splits:

Split	Examples
'checkpoint_00'	2,212
'checkpoint_01'	1,807
'checkpoint_02'	1,831
'checkpoint_03'	1,513
'checkpoint_04'	1,364
'checkpoint_05'	1,278
'checkpoint_06'	1,244
'checkpoint_07'	1,256
'checkpoint_08'	1,369
'checkpoint_09'	1,254
'checkpoint_10'	1,242
'checkpoint_11'	1,324
'checkpoint_12'	1,321
'checkpoint_13'	1,239
'checkpoint_14'	1,304
'checkpoint_15'	1,231
'checkpoint_16'	1,307
'checkpoint_17'	1,233
'checkpoint_18'	1,343
'checkpoint_19'	1,366
'checkpoint_20'	1,407
'checkpoint_21'	1,415
'checkpoint_22'	1,444
'checkpoint_23'	1,480
'checkpoint_24'	1,414
'checkpoint_25'	1,459
'checkpoint_26'	1,479
'checkpoint_27'	1,536
'checkpoint_28'	1,448
'checkpoint_29'	1,363
'checkpoint_30'	1,406
'checkpoint_31'	1,298
'checkpoint_32'	1,340
'checkpoint_33'	1,381
'checkpoint_34'	1,312
'checkpoint_35'	1,268
'checkpoint_36'	1,331
'checkpoint_37'	1,329
'checkpoint_38'	1,362
'checkpoint_39'	1,332
'checkpoint_40'	1,297
'checkpoint_41'	1,402
'checkpoint_42'	1,358
'checkpoint_43'	1,285
'checkpoint_44'	1,319
'checkpoint_45'	1,335
'checkpoint_46'	1,401
'checkpoint_47'	1,349
'checkpoint_48'	1,327
'checkpoint_49'	1,343

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/ChopperCommand_run_2

• Dataset size: 40.16 GiB

• Splits:

Split	Examples
'checkpoint_00'	2,139
'checkpoint_01'	1,802
'checkpoint_02'	1,703
'checkpoint_03'	1,606
'checkpoint_04'	1,366
'checkpoint_05'	1,125
'checkpoint_06'	982
'checkpoint_07'	1,117
'checkpoint_08'	1,113
'checkpoint_09'	1,303
'checkpoint_10'	1,257
'checkpoint_11'	1,273
'checkpoint_12'	1,275
'checkpoint_13'	1,255
'checkpoint_14'	1,340
'checkpoint_15'	1,359
'checkpoint_16'	1,254
'checkpoint_17'	1,267
'checkpoint_18'	1,238
'checkpoint_19'	1,299
'checkpoint_20'	1,264
'checkpoint_21'	1,230
'checkpoint_22'	1,201
'checkpoint_23'	1,227
'checkpoint_24'	1,149
'checkpoint_25'	1,227
'checkpoint_26'	1,353
'checkpoint_27'	1,262
'checkpoint_28'	1,289
'checkpoint_29'	1,332
'checkpoint_30'	1,311
'checkpoint_31'	1,319
'checkpoint_32'	1,347
'checkpoint_33'	1,395
'checkpoint_34'	1,341
'checkpoint_35'	1,341
'checkpoint_36'	1,417
'checkpoint_37'	1,382
'checkpoint_38'	1,344
'checkpoint_39'	1,368
'checkpoint_40'	1,370
'checkpoint_41'	1,356
'checkpoint_42'	1,351
'checkpoint_43'	1,321
'checkpoint_44'	1,332
'checkpoint_45'	1,353
'checkpoint_46'	1,320
'checkpoint_47'	1,296
'checkpoint_48'	1,296
'checkpoint_49'	1,271

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/ChopperCommand_run_3

• Dataset size: 40.16 GiB

• Splits:

Split	Examples
'checkpoint_00'	2,194
'checkpoint_01'	1,921
'checkpoint_02'	1,807
'checkpoint_03'	1,538
'checkpoint_04'	1,255
'checkpoint_05'	1,202
'checkpoint_06'	1,127
'checkpoint_07'	1,297
'checkpoint_08'	1,208
'checkpoint_09'	1,165
'checkpoint_10'	1,071
'checkpoint_11'	1,196
'checkpoint_12'	1,324
'checkpoint_13'	1,339
'checkpoint_14'	1,399
'checkpoint_15'	1,374
'checkpoint_16'	1,348
'checkpoint_17'	1,357
'checkpoint_18'	1,336
'checkpoint_19'	1,457
'checkpoint_20'	1,449
'checkpoint_21'	1,452
'checkpoint_22'	1,275
'checkpoint_23'	1,340
'checkpoint_24'	1,393
'checkpoint_25'	1,385
'checkpoint_26'	1,310
'checkpoint_27'	1,296
'checkpoint_28'	1,246
'checkpoint_29'	1,328
'checkpoint_30'	1,388
'checkpoint_31'	1,377
'checkpoint_32'	1,325
'checkpoint_33'	1,295
'checkpoint_34'	1,298
'checkpoint_35'	1,314
'checkpoint_36'	1,410
'checkpoint_37'	1,276
'checkpoint_38'	1,358
'checkpoint_39'	1,423
'checkpoint_40'	1,341
'checkpoint_41'	1,381
'checkpoint_42'	1,305
'checkpoint_43'	1,333
'checkpoint_44'	1,249
'checkpoint_45'	1,175
'checkpoint_46'	1,280
'checkpoint_47'	1,444
'checkpoint_48'	1,367
'checkpoint_49'	1,345

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/ChopperCommand_run_4

• Dataset size: 40.24 GiB

• Splits:

Split	Examples
'checkpoint_00'	2,228
'checkpoint_01'	1,798
'checkpoint_02'	1,842
'checkpoint_03'	1,606
'checkpoint_04'	1,331
'checkpoint_05'	1,303
'checkpoint_06'	1,225
'checkpoint_07'	1,253
'checkpoint_08'	1,069
'checkpoint_09'	1,178
'checkpoint_10'	1,264
'checkpoint_11'	1,324
'checkpoint_12'	1,313
'checkpoint_13'	1,345
'checkpoint_14'	1,333
'checkpoint_15'	1,419
'checkpoint_16'	1,296
'checkpoint_17'	1,378
'checkpoint_18'	1,431
'checkpoint_19'	1,503
'checkpoint_20'	1,431
'checkpoint_21'	1,380
'checkpoint_22'	1,467
'checkpoint_23'	1,349
'checkpoint_24'	1,335
'checkpoint_25'	1,272
'checkpoint_26'	1,280
'checkpoint_27'	1,265
'checkpoint_28'	1,309
'checkpoint_29'	1,330
'checkpoint_30'	1,205
'checkpoint_31'	1,269
'checkpoint_32'	1,201
'checkpoint_33'	1,248
'checkpoint_34'	1,271
'checkpoint_35'	1,262
'checkpoint_36'	1,268
'checkpoint_37'	1,262
'checkpoint_38'	1,277
'checkpoint_39'	1,294
'checkpoint_40'	1,243
'checkpoint_41'	1,215
'checkpoint_42'	1,343
'checkpoint_43'	1,290
'checkpoint_44'	1,351
'checkpoint_45'	1,371
'checkpoint_46'	1,413
'checkpoint_47'	1,387
'checkpoint_48'	1,300
'checkpoint_49'	1,358

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/ChopperCommand_run_5

• Dataset size: 40.33 GiB

• Splits:

Split	Examples
'checkpoint_00'	2,184
'checkpoint_01'	1,852
'checkpoint_02'	1,766
'checkpoint_03'	1,525
'checkpoint_04'	1,298
'checkpoint_05'	1,142
'checkpoint_06'	1,094
'checkpoint_07'	1,252
'checkpoint_08'	1,290
'checkpoint_09'	1,284
'checkpoint_10'	1,254
'checkpoint_11'	1,229
'checkpoint_12'	1,168
'checkpoint_13'	1,295
'checkpoint_14'	1,334
'checkpoint_15'	1,373
'checkpoint_16'	1,326
'checkpoint_17'	1,313
'checkpoint_18'	1,247
'checkpoint_19'	1,308
'checkpoint_20'	1,314
'checkpoint_21'	1,347
'checkpoint_22'	1,327
'checkpoint_23'	1,432
'checkpoint_24'	1,403
'checkpoint_25'	1,420
'checkpoint_26'	1,288
'checkpoint_27'	1,291
'checkpoint_28'	1,318
'checkpoint_29'	1,361
'checkpoint_30'	1,330
'checkpoint_31'	1,202
'checkpoint_32'	1,282
'checkpoint_33'	1,234
'checkpoint_34'	1,358
'checkpoint_35'	1,132
'checkpoint_36'	1,306
'checkpoint_37'	1,249
'checkpoint_38'	1,356
'checkpoint_39'	1,394
'checkpoint_40'	1,350
'checkpoint_41'	1,293
'checkpoint_42'	1,312
'checkpoint_43'	1,343
'checkpoint_44'	1,443
'checkpoint_45'	1,340
'checkpoint_46'	1,338
'checkpoint_47'	1,385
'checkpoint_48'	1,417
'checkpoint_49'	1,339

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/CrazyClimber_run_1

• Dataset size: 51.22 GiB

• Splits:

Split	Examples
'checkpoint_00'	295
'checkpoint_01'	282
'checkpoint_02'	250
'checkpoint_03'	223
'checkpoint_04'	222
'checkpoint_05'	249
'checkpoint_06'	241
'checkpoint_07'	258
'checkpoint_08'	250
'checkpoint_09'	252
'checkpoint_10'	252
'checkpoint_11'	257
'checkpoint_12'	252
'checkpoint_13'	251
'checkpoint_14'	254
'checkpoint_15'	248
'checkpoint_16'	252
'checkpoint_17'	251
'checkpoint_18'	255
'checkpoint_19'	239
'checkpoint_20'	240
'checkpoint_21'	241
'checkpoint_22'	250
'checkpoint_23'	244
'checkpoint_24'	248
'checkpoint_25'	242
'checkpoint_26'	246
'checkpoint_27'	252
'checkpoint_28'	249
'checkpoint_29'	248
'checkpoint_30'	252
'checkpoint_31'	247
'checkpoint_32'	249
'checkpoint_33'	247
'checkpoint_34'	248
'checkpoint_35'	249
'checkpoint_36'	253
'checkpoint_37'	251
'checkpoint_38'	253
'checkpoint_39'	252
'checkpoint_40'	252
'checkpoint_41'	254
'checkpoint_42'	260
'checkpoint_43'	254
'checkpoint_44'	256
'checkpoint_45'	255
'checkpoint_46'	252
'checkpoint_47'	259
'checkpoint_48'	258
'checkpoint_49'	253

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/CrazyClimber_run_2

• Dataset size: 51.68 GiB

• Splits:

Split	Examples
'checkpoint_00'	319
'checkpoint_01'	297
'checkpoint_02'	277
'checkpoint_03'	273
'checkpoint_04'	267
'checkpoint_05'	260
'checkpoint_06'	255
'checkpoint_07'	249
'checkpoint_08'	248
'checkpoint_09'	250
'checkpoint_10'	255
'checkpoint_11'	243
'checkpoint_12'	252
'checkpoint_13'	256
'checkpoint_14'	255
'checkpoint_15'	252
'checkpoint_16'	254
'checkpoint_17'	250
'checkpoint_18'	254
'checkpoint_19'	259
'checkpoint_20'	252
'checkpoint_21'	252
'checkpoint_22'	248
'checkpoint_23'	250
'checkpoint_24'	244
'checkpoint_25'	252
'checkpoint_26'	250
'checkpoint_27'	254
'checkpoint_28'	255
'checkpoint_29'	257
'checkpoint_30'	252
'checkpoint_31'	256
'checkpoint_32'	250
'checkpoint_33'	253
'checkpoint_34'	256
'checkpoint_35'	256
'checkpoint_36'	254
'checkpoint_37'	251
'checkpoint_38'	253
'checkpoint_39'	254
'checkpoint_40'	251
'checkpoint_41'	256
'checkpoint_42'	253
'checkpoint_43'	251
'checkpoint_44'	266
'checkpoint_45'	258
'checkpoint_46'	258
'checkpoint_47'	255
'checkpoint_48'	249
'checkpoint_49'	262

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/CrazyClimber_run_3

• Dataset size: 51.19 GiB

• Splits:

Split	Examples
'checkpoint_00'	299
'checkpoint_01'	309
'checkpoint_02'	281
'checkpoint_03'	269
'checkpoint_04'	263
'checkpoint_05'	268
'checkpoint_06'	267
'checkpoint_07'	249
'checkpoint_08'	224
'checkpoint_09'	257
'checkpoint_10'	248
'checkpoint_11'	241
'checkpoint_12'	248
'checkpoint_13'	236
'checkpoint_14'	250
'checkpoint_15'	236
'checkpoint_16'	249
'checkpoint_17'	240
'checkpoint_18'	247
'checkpoint_19'	234
'checkpoint_20'	246
'checkpoint_21'	252
'checkpoint_22'	250
'checkpoint_23'	249
'checkpoint_24'	253
'checkpoint_25'	241
'checkpoint_26'	249
'checkpoint_27'	247
'checkpoint_28'	248
'checkpoint_29'	254
'checkpoint_30'	247
'checkpoint_31'	247
'checkpoint_32'	247
'checkpoint_33'	251
'checkpoint_34'	253
'checkpoint_35'	244
'checkpoint_36'	248
'checkpoint_37'	246
'checkpoint_38'	251
'checkpoint_39'	247
'checkpoint_40'	246
'checkpoint_41'	247
'checkpoint_42'	250
'checkpoint_43'	249
'checkpoint_44'	250
'checkpoint_45'	246
'checkpoint_46'	256
'checkpoint_47'	253
'checkpoint_48'	252
'checkpoint_49'	253

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/CrazyClimber_run_4

• Dataset size: 51.11 GiB

• Splits:

Split	Examples
'checkpoint_00'	296
'checkpoint_01'	300
'checkpoint_02'	281
'checkpoint_03'	272
'checkpoint_04'	264
'checkpoint_05'	247
'checkpoint_06'	242
'checkpoint_07'	252
'checkpoint_08'	248
'checkpoint_09'	255
'checkpoint_10'	248
'checkpoint_11'	244
'checkpoint_12'	239
'checkpoint_13'	242
'checkpoint_14'	232
'checkpoint_15'	250
'checkpoint_16'	242
'checkpoint_17'	245
'checkpoint_18'	243
'checkpoint_19'	249
'checkpoint_20'	247
'checkpoint_21'	256
'checkpoint_22'	254
'checkpoint_23'	251
'checkpoint_24'	252
'checkpoint_25'	250
'checkpoint_26'	244
'checkpoint_27'	247
'checkpoint_28'	236
'checkpoint_29'	236
'checkpoint_30'	243
'checkpoint_31'	253
'checkpoint_32'	247
'checkpoint_33'	243
'checkpoint_34'	239
'checkpoint_35'	221
'checkpoint_36'	252
'checkpoint_37'	249
'checkpoint_38'	216
'checkpoint_39'	193
'checkpoint_40'	245
'checkpoint_41'	249
'checkpoint_42'	248
'checkpoint_43'	253
'checkpoint_44'	243
'checkpoint_45'	252
'checkpoint_46'	255
'checkpoint_47'	254
'checkpoint_48'	248
'checkpoint_49'	247

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/CrazyClimber_run_5

• Dataset size: 51.30 GiB

• Splits:

Split	Examples
'checkpoint_00'	290
'checkpoint_01'	271
'checkpoint_02'	235
'checkpoint_03'	249
'checkpoint_04'	245
'checkpoint_05'	245
'checkpoint_06'	246
'checkpoint_07'	238
'checkpoint_08'	233
'checkpoint_09'	243
'checkpoint_10'	241
'checkpoint_11'	240
'checkpoint_12'	244
'checkpoint_13'	241
'checkpoint_14'	246
'checkpoint_15'	245
'checkpoint_16'	250
'checkpoint_17'	249
'checkpoint_18'	252
'checkpoint_19'	244
'checkpoint_20'	250
'checkpoint_21'	245
'checkpoint_22'	253
'checkpoint_23'	254
'checkpoint_24'	254
'checkpoint_25'	253
'checkpoint_26'	252
'checkpoint_27'	246
'checkpoint_28'	243
'checkpoint_29'	252
'checkpoint_30'	245
'checkpoint_31'	247
'checkpoint_32'	248
'checkpoint_33'	248
'checkpoint_34'	251
'checkpoint_35'	251
'checkpoint_36'	254
'checkpoint_37'	252
'checkpoint_38'	253
'checkpoint_39'	251
'checkpoint_40'	253
'checkpoint_41'	256
'checkpoint_42'	249
'checkpoint_43'	254
'checkpoint_44'	254
'checkpoint_45'	254
'checkpoint_46'	251
'checkpoint_47'	251
'checkpoint_48'	253
'checkpoint_49'	255

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/DemonAttack_run_1

• Dataset size: 24.09 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,218
'checkpoint_01'	625
'checkpoint_02'	550
'checkpoint_03'	429
'checkpoint_04'	462
'checkpoint_05'	458
'checkpoint_06'	427
'checkpoint_07'	443
'checkpoint_08'	419
'checkpoint_09'	420
'checkpoint_10'	442
'checkpoint_11'	447
'checkpoint_12'	449
'checkpoint_13'	501
'checkpoint_14'	449
'checkpoint_15'	438
'checkpoint_16'	444
'checkpoint_17'	417
'checkpoint_18'	406
'checkpoint_19'	451
'checkpoint_20'	455
'checkpoint_21'	442
'checkpoint_22'	394
'checkpoint_23'	397
'checkpoint_24'	408
'checkpoint_25'	418
'checkpoint_26'	425
'checkpoint_27'	430
'checkpoint_28'	426
'checkpoint_29'	408
'checkpoint_30'	405
'checkpoint_31'	443
'checkpoint_32'	420
'checkpoint_33'	435
'checkpoint_34'	445
'checkpoint_35'	425
'checkpoint_36'	433
'checkpoint_37'	440
'checkpoint_38'	395
'checkpoint_39'	392
'checkpoint_40'	421
'checkpoint_41'	385
'checkpoint_42'	386
'checkpoint_43'	432
'checkpoint_44'	422
'checkpoint_45'	393
'checkpoint_46'	424
'checkpoint_47'	412
'checkpoint_48'	419
'checkpoint_49'	413

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/DemonAttack_run_2

• Dataset size: 24.23 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,203
'checkpoint_01'	556
'checkpoint_02'	520
'checkpoint_03'	456
'checkpoint_04'	455
'checkpoint_05'	447
'checkpoint_06'	424
'checkpoint_07'	412
'checkpoint_08'	438
'checkpoint_09'	441
'checkpoint_10'	471
'checkpoint_11'	434
'checkpoint_12'	461
'checkpoint_13'	433
'checkpoint_14'	433
'checkpoint_15'	436
'checkpoint_16'	420
'checkpoint_17'	397
'checkpoint_18'	374
'checkpoint_19'	374
'checkpoint_20'	344
'checkpoint_21'	357
'checkpoint_22'	371
'checkpoint_23'	357
'checkpoint_24'	392
'checkpoint_25'	383
'checkpoint_26'	370
'checkpoint_27'	344
'checkpoint_28'	342
'checkpoint_29'	359
'checkpoint_30'	360
'checkpoint_31'	328
'checkpoint_32'	345
'checkpoint_33'	336
'checkpoint_34'	355
'checkpoint_35'	342
'checkpoint_36'	351
'checkpoint_37'	326
'checkpoint_38'	338
'checkpoint_39'	325
'checkpoint_40'	310
'checkpoint_41'	344
'checkpoint_42'	326
'checkpoint_43'	322
'checkpoint_44'	314
'checkpoint_45'	315
'checkpoint_46'	313
'checkpoint_47'	311
'checkpoint_48'	302
'checkpoint_49'	303

• Examples (tfds.as_dataframe):

rlu_atari_checkpoints/DemonAttack_run_3

• Dataset size: 24.22 GiB

• Splits:

Split	Examples
'checkpoint_00'	1,265
'checkpoint_01'	596
'checkpoint_02'	437
'checkpoint_03'	406
'checkpoint_04'	399
'checkpoint_05'	449
'checkpoint_06'	427
'checkpoint_07'	423
'checkpoint_08'	424
'checkpoint_09'	434
'checkpoint_10'	401
'checkpoint_11'	438
'checkpoint_12'	375
'checkpoint_13'	447
'checkpoint_14'	423
'checkpoint_15'	415
'checkpoint_16'	431