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1660, "version": "3.6.6", "points": 833, "deathdnum": 0, "deathlev": 1, "maxlvl": 1, "hp": 0, "maxhp": 39, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Mal", "align": "Neu", "name": "Agent", "death": "killed by a hobbit while fainted from lack of food", "conduct": "0xfc0", "turns": 7397, "achieve": "0x0", "realtime": 23, "starttime": 1652879574, "endtime": 1652879597, "gender0": "Mal", "align0": "Neu", "flags": "0x4"}, {"gameid": 1661, "version": "3.6.6", "points": 45680, "deathdnum": 2, "deathlev": 7, "maxlvl": 7, "hp": 0, "maxhp": 95, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Mal", "align": "Neu", "name": "Agent", "death": "killed by a troll", "conduct": "0xf80", "turns": 39266, "achieve": "0x0", "realtime": 286, "starttime": 1652879597, "endtime": 1652879883, "gender0": "Mal", "align0": "Neu", "flags": "0x4"}, {"gameid": 1662, "version": "3.6.6", "points": 61, "deathdnum": 0, "deathlev": 1, "maxlvl": 1, "hp": 0, "maxhp": 15, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Mal", "align": "Neu", "name": "Agent", "death": "killed by a newt while fainted from lack of food", "conduct": "0xfc7", "turns": 1378, "achieve": "0x0", "realtime": 3, "starttime": 1652879884, "endtime": 1652879887, "gender0": "Mal", "align0": "Neu", "flags": "0x4"}, {"gameid": 1697, "version": "3.6.6", "points": 8083, "deathdnum": 0, "deathlev": 4, "maxlvl": 4, "hp": 0, "maxhp": 74, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Mal", "align": "Neu", "name": "Agent", "death": "killed by a black unicorn", "conduct": "0xfc0", "turns": 27594, "achieve": "0x0", "realtime": 176, "starttime": 1652884315, "endtime": 1652884491, "gender0": "Mal", "align0": "Neu", "flags": "0x4"}, {"gameid": 1730, "version": "3.6.6", "points": 366, "deathdnum": 0, "deathlev": 1, "maxlvl": 1, "hp": 0, "maxhp": 33, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Fem", "align": "Neu", "name": "Agent", "death": "died of starvation while fainted", "conduct": "0xfc0", "turns": 5047, "achieve": "0x0", "realtime": 13, "starttime": 1652888114, "endtime": 1652888127, "gender0": "Fem", "align0": "Neu", "flags": "0x4"}, {"gameid": 1736, "version": "3.6.6", "points": 7946, "deathdnum": 0, "deathlev": 2, "maxlvl": 2, "hp": 0, "maxhp": 70, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Mal", "align": "Neu", "name": "Agent", "death": "killed by a giant rat while frozen by a monster's gaze", "conduct": "0xfc0", "turns": 25198, "achieve": "0x0", "realtime": 114, "starttime": 1652888649, "endtime": 1652888763, "gender0": "Mal", "align0": "Neu", "flags": "0x4"}, {"gameid": 1811, "version": "3.6.6", "points": 197, "deathdnum": 0, "deathlev": 1, "maxlvl": 1, "hp": 0, "maxhp": 31, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Fem", "align": "Neu", "name": "Agent", "death": "killed by a bat", "conduct": "0xf80", "turns": 2340, "achieve": "0x0", "realtime": 7, "starttime": 1652885873, "endtime": 1652885880, "gender0": "Fem", "align0": "Neu", "flags": "0x4"}]
nld-aa-taster.py ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
2
+ #
3
+ # Licensed under the Apache License, Version 2.0 (the "License");
4
+ # you may not use this file except in compliance with the License.
5
+ # You may obtain a copy of the License at
6
+ #
7
+ # http://www.apache.org/licenses/LICENSE-2.0
8
+ #
9
+ # Unless required by applicable law or agreed to in writing, software
10
+ # distributed under the License is distributed on an "AS IS" BASIS,
11
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ # See the License for the specific language governing permissions and
13
+ # limitations under the License.
14
+
15
+ """ Dungeons and Data: A Large-Scale NetHack Dataset. """
16
+
17
+ import glob
18
+ import h5py
19
+ import json
20
+ import os
21
+ import datasets
22
+
23
+ # from datasets.download.streaming_download_manager import xopen
24
+
25
+ _CITATION = """\
26
+ """
27
+
28
+ _DESCRIPTION = """\
29
+ 3 billion state-action-score transitions from 100,000 trajectories collected from the symbolic bot winner of the NetHack Challenge 2021.
30
+ """
31
+
32
+ _HOMEPAGE = ""
33
+
34
+ _LICENSE = ""
35
+
36
+
37
+ # _TOTAL_EPISODES = 1934
38
+ # _URLS = {
39
+ # "data": [f"data/{i}.hdf5" for i in range(1, _TOTAL_EPISODES)],
40
+ # "metadata": ["metadata.json"],
41
+ # }
42
+
43
+ class NleHfDataset(datasets.GeneratorBasedBuilder):
44
+ """Dungeons and Data: A Large-Scale NetHack Dataset."""
45
+ VERSION = datasets.Version("1.0.0")
46
+
47
+ # BUILDER_CONFIGS = [
48
+ # datasets.BuilderConfig(name="data", version=VERSION, description="Data for all episodes"),
49
+ # datasets.BuilderConfig(name="metadata", version=VERSION, description="Metadata for all episodes"),
50
+ # ]
51
+ # DEFAULT_CONFIG_NAME = "metadata"
52
+
53
+ def _info(self):
54
+ features = datasets.Features(
55
+ {
56
+ "data": {
57
+ "tty_chars": datasets.Array3D(shape=(None, 24, 80), dtype="uint8"),
58
+ "tty_colors": datasets.Array3D(shape=(None, 24, 80), dtype="int8"),
59
+ "tty_cursor": datasets.Array2D(shape=(None, 2), dtype="int16"),
60
+ "actions": datasets.Sequence(datasets.Value("int16")),
61
+ "rewards": datasets.Sequence(datasets.Value("int32")),
62
+ "dones": datasets.Sequence(datasets.Value("bool")),
63
+ },
64
+ "metadata": {
65
+ "gameid": datasets.Value("int32"),
66
+ "version": datasets.Value("string"),
67
+ "points": datasets.Value("int32"),
68
+ "deathdnum": datasets.Value("int32"),
69
+ "deathlev": datasets.Value("int32"),
70
+ "maxlvl": datasets.Value("int32"),
71
+ "hp": datasets.Value("int32"),
72
+ "maxhp": datasets.Value("int32"),
73
+ "deaths": datasets.Value("int32"),
74
+ "deathdate": datasets.Value("int32"),
75
+ "birthdate": datasets.Value("int32"),
76
+ "uid": datasets.Value("int32"),
77
+ "role": datasets.Value("string"),
78
+ "race": datasets.Value("string"),
79
+ "gender": datasets.Value("string"),
80
+ "align": datasets.Value("string"),
81
+ "name": datasets.Value("string"),
82
+ "death": datasets.Value("string"),
83
+ "conduct": datasets.Value("string"),
84
+ "turns": datasets.Value("int32"),
85
+ "achieve": datasets.Value("string"),
86
+ "realtime": datasets.Value("int64"),
87
+ "starttime": datasets.Value("int64"),
88
+ "endtime": datasets.Value("int64"),
89
+ "gender0": datasets.Value("string"),
90
+ "align0": datasets.Value("string"),
91
+ "flags": datasets.Value("string")
92
+ }
93
+ }
94
+ )
95
+ return datasets.DatasetInfo(
96
+ description=_DESCRIPTION,
97
+ features=features,
98
+ homepage=_HOMEPAGE,
99
+ license=_LICENSE,
100
+ citation=_CITATION,
101
+ )
102
+
103
+ def _split_generators(self, dl_manager):
104
+ # data_file = dl_manager.download_and_extract(f"data/data-{self.config.name}-any.hdf5.zip")
105
+ data_file = dl_manager.download(f"data/data-{self.config.name}-any.hdf5")
106
+ metadata_file = dl_manager.download(f"data/metadata-{self.config.name}-any.json")
107
+ return [
108
+ datasets.SplitGenerator(
109
+ name=datasets.Split.TRAIN,
110
+ gen_kwargs={
111
+ "data_file": data_file,
112
+ "metadata_file": metadata_file,
113
+ "dl_manager": dl_manager
114
+ }
115
+ )
116
+ ]
117
+
118
+ def _generate_examples(self, data_file, metadata_file, dl_manager):
119
+ with h5py.File(data_file, "r") as df, open(metadata_file, "r") as f:
120
+ meta = json.load(f)
121
+
122
+ for i, (ep_key, ep_meta) in enumerate(zip(df["/"], meta)):
123
+ print(ep_key, ep_meta["gameid"])
124
+ assert int(ep_key) == int(ep_meta["gameid"])
125
+
126
+ yield i, {
127
+ "data": {
128
+ "tty_chars": df[f"{ep_key}/tty_chars"][()],
129
+ "tty_colors": df[f"{ep_key}/tty_colors"][()],
130
+ "tty_cursor": df[f"{ep_key}/tty_cursor"][()],
131
+ "actions": df[f"{ep_key}/actions"][()],
132
+ "rewards": df[f"{ep_key}/rewards"][()],
133
+ "dones": df[f"{ep_key}/dones"][()]
134
+ },
135
+ "metadata": ep_meta
136
+ }
137
+
138
+ # if self.config.name == "metadata":
139
+ # assert len(filepaths) == 1
140
+ # assert not dl_manager.is_streaming
141
+ # yield from self.__generate_metadata(filepaths[0])
142
+ # else:
143
+ # yield from self.__generate_data(filepaths, dl_manager)
144
+
145
+ # def __generate_metadata(self, filepath):
146
+ # with open(filepath, "r") as f:
147
+ # data = json.load(f)
148
+ # for i, line in enumerate(data):
149
+ # yield i, line
150
+
151
+ # def __generate_data(self, filepaths, dl_manager):
152
+ # for i, filepath in enumerate(filepaths):
153
+ # if dl_manager.is_streaming:
154
+ # filepath = xopen(filepath, "rb")
155
+
156
+ # with h5py.File(filepath, "r") as f:
157
+ # yield i, {
158
+ # "tty_chars": f["tty_chars"][()],
159
+ # "tty_colors": f["tty_colors"][()],
160
+ # "tty_cursor": f["tty_cursor"][()],
161
+ # "actions": f["actions"][()],
162
+ # "rewards": f["rewards"][()],
163
+ # "dones": f["dones"][()]
164
+ # }
165
+
166
+ # if dl_manager.is_streaming:
167
+ # filepath.close()
168
+
169
+