Upload 11 files
Browse files- .gitattributes +3 -0
- data/1.hdf5 +0 -0
- data/2.hdf5 +3 -0
- data/3.hdf5 +3 -0
- data/4.hdf5 +3 -0
- data/5.hdf5 +0 -0
- metadata/1.json +1 -0
- metadata/2.json +1 -0
- metadata/3.json +1 -0
- metadata/4.json +1 -0
- metadata/5.json +1 -0
- nle_hf_dataset.py +135 -0
.gitattributes
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data/3.hdf5 filter=lfs diff=lfs merge=lfs -text
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data/4.hdf5 filter=lfs diff=lfs merge=lfs -text
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data/1.hdf5
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data/2.hdf5
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data/5.hdf5
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metadata/1.json
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{"gameid": 1, "version": "3.6.6", "points": 1781, "deathdnum": 0, "deathlev": 1, "maxlvl": 1, "hp": 0, "maxhp": 56, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Sam", "race": "Hum", "gender": "Mal", "align": "Law", "name": "Agent", "death": "killed by a hobbit while frozen by a monster's gaze", "conduct": "0xfc0", "turns": 9717, "achieve": "0x0", "realtime": 53, "starttime": 1652877482, "endtime": 1652877535, "gender0": "Mal", "align0": "Law", "flags": "0x4"}
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metadata/2.json
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{"gameid": 2, "version": "3.6.6", "points": 10000, "deathdnum": 2, "deathlev": 5, "maxlvl": 5, "hp": 0, "maxhp": 82, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Dwa", "gender": "Mal", "align": "Law", "name": "Agent", "death": "poisoned by a rotted giant ant corpse", "conduct": "0xf80", "turns": 26577, "achieve": "0x0", "realtime": 147, "starttime": 1652877536, "endtime": 1652877683, "gender0": "Mal", "align0": "Law", "flags": "0x4"}
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metadata/3.json
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{"gameid": 3, "version": "3.6.6", "points": 4805, "deathdnum": 0, "deathlev": 1, "maxlvl": 1, "hp": 0, "maxhp": 55, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Kni", "race": "Hum", "gender": "Mal", "align": "Law", "name": "Agent", "death": "killed by a giant rat while fainted from lack of food", "conduct": "0xf80", "turns": 20808, "achieve": "0x0", "realtime": 108, "starttime": 1652878150, "endtime": 1652878258, "gender0": "Mal", "align0": "Law", "flags": "0x4"}
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metadata/4.json
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{"gameid": 4, "version": "3.6.6", "points": 53678, "deathdnum": 2, "deathlev": 6, "maxlvl": 7, "hp": 0, "maxhp": 110, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Bar", "race": "Orc", "gender": "Mal", "align": "Cha", "name": "Agent", "death": "killed by a leocrotta while fainted from lack of food", "conduct": "0xf80", "turns": 41646, "achieve": "0x0", "realtime": 301, "starttime": 1652878258, "endtime": 1652878559, "gender0": "Mal", "align0": "Cha", "flags": "0x4"}
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metadata/5.json
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{"gameid": 5, "version": "3.6.6", "points": 2055, "deathdnum": 0, "deathlev": 1, "maxlvl": 1, "hp": 0, "maxhp": 49, "deaths": 1, "deathdate": 20220518, "birthdate": 20220518, "uid": 1185200751, "role": "Cav", "race": "Gno", "gender": "Fem", "align": "Neu", "name": "Agent", "death": "killed by a gecko while fainted from lack of food", "conduct": "0xfc0", "turns": 15617, "achieve": "0x0", "realtime": 65, "starttime": 1652878559, "endtime": 1652878624, "gender0": "Fem", "align0": "Neu", "flags": "0x4"}
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nle_hf_dataset.py
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# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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""" Dungeons and Data: A Large-Scale NetHack Dataset. """
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import h5py
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import json
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import os
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import datasets
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_CITATION = """\
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@article{hambro2022dungeons,
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title={Dungeons and Data: A Large-Scale NetHack Dataset},
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author={Hambro, Eric and Raileanu, Roberta and Rothermel, Danielle and Mella, Vegard and Rockt{\"a}schel, Tim and K{\"u}ttler, Heinrich and Murray, Naila},
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journal={arXiv preprint arXiv:2211.00539},
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year={2022}
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}
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"""
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_DESCRIPTION = """\
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3 billion state-action-score transitions from 100,000 trajectories collected from the symbolic bot winner of the NetHack Challenge 2021.
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"""
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_HOMEPAGE = ""
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_LICENSE = ""
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_URLS = {
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"data": "https://huggingface.co/datasets/Howuhh/nle_hf_dataset/tree/main/data",
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"metadata": "https://huggingface.co/datasets/Howuhh/nle_hf_dataset/tree/main/metadata",
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}
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class NleHfDataset(datasets.GeneratorBasedBuilder):
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"""Dungeons and Data: A Large-Scale NetHack Dataset."""
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VERSION = datasets.Version("1.0.0")
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(name="data", version=VERSION, description="Data for all episodes"),
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datasets.BuilderConfig(name="metadata", version=VERSION, description="Metadata for all episodes"),
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]
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DEFAULT_CONFIG_NAME = "metadata" # It's not mandatory to have a default configuration. Just use one if it make sense.
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def _info(self):
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if self.config.name == "metadata":
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features = datasets.Features(
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{
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"gameid": datasets.Value("int32"),
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"version": datasets.Value("string"),
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"points": datasets.Value("int32"),
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"deathdnum": datasets.Value("int32"),
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"deathlev": datasets.Value("int32"),
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"maxlvl": datasets.Value("int32"),
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"hp": datasets.Value("int32"),
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"maxhp": datasets.Value("int32"),
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"deaths": datasets.Value("int32"),
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"deathdate": datasets.Value("int32"),
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"birthdate": datasets.Value("int32"),
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"uid": datasets.Value("int32"),
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"role": datasets.Value("string"),
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"race": datasets.Value("string"),
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"gender": datasets.Value("string"),
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"align": datasets.Value("string"),
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"name": datasets.Value("string"),
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"death": datasets.Value("string"),
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"conduct": datasets.Value("string"),
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"turns": datasets.Value("int32"),
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"achieve": datasets.Value("string"),
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"realtime": datasets.Value("int64"),
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"starttime": datasets.Value("int64"),
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"endtime": datasets.Value("int64"),
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"gender0": datasets.Value("string"),
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"align0": datasets.Value("string"),
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"flags": datasets.Value("string")
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}
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)
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else:
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features = datasets.Features(
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{
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"tty_chars": datasets.Value("uint8"),
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"tty_colors": datasets.Value("int8"),
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"tty_cursor": datasets.Value("int16"),
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"actions": datasets.Value("int16"),
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"rewards": datasets.Value("int32"),
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"dones": datasets.Value("bool"),
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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urls = _URLS[self.config.name]
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data_dir = dl_manager.download_and_extract(urls)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={"filepath": data_dir, "split": "train"},
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)
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]
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def _generate_examples(self, filepath, split):
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if self.config.name == "metadata":
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for i in range(1, 5):
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with open(os.path.join(filepath, f"{i}.json"), encoding="utf-8") as f:
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data = json.loads(f.read())
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yield i, data
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else:
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for i in range(1, 5):
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with h5py.File(os.path.join(filepath, f"{i}.hdf5"), "r") as f:
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yield i, {
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"tty_chars": f["tty_chars"][()],
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"tty_colors": f["tty_colors"][()],
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"tty_cursor": f["tty_cusor"][()],
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"actions": f["actions"][()],
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"rewards": f["rewards"][()],
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"dones": f["dones"][()]
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}
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