Datasets:
Tasks:
Text Classification
Sub-tasks:
multi-label-classification
Languages:
English
Size:
10K<n<100K
License:
Convert dataset to Parquet
#9
by
AiisNothing
- opened
- README.md +16 -7
- daily_dialog.py +0 -122
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
README.md
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'6': surprise
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splits:
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- name: train
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num_bytes:
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num_examples: 11118
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- name: test
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num_bytes: 655844
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num_examples: 1000
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- name: validation
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num_bytes:
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num_examples: 1000
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download_size:
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dataset_size:
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---
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# Dataset Card for "daily_dialog"
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'6': surprise
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splits:
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- name: train
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num_bytes: 7296683
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num_examples: 11118
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- name: validation
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num_bytes: 673927
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num_examples: 1000
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- name: test
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num_bytes: 655828
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num_examples: 1000
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download_size: 4273740
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dataset_size: 8626438
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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- split: validation
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path: data/validation-*
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- split: test
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path: data/test-*
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---
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# Dataset Card for "daily_dialog"
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daily_dialog.py
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# coding=utf-8
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# Copyright 2020 The HuggingFace Datasets Authors
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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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"""DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset"""
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import os
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from zipfile import ZipFile
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import datasets
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_CITATION = """\
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@InProceedings{li2017dailydialog,
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author = {Li, Yanran and Su, Hui and Shen, Xiaoyu and Li, Wenjie and Cao, Ziqiang and Niu, Shuzi},
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title = {DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset},
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booktitle = {Proceedings of The 8th International Joint Conference on Natural Language Processing (IJCNLP 2017)},
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year = {2017}
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}
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"""
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_DESCRIPTION = """\
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We develop a high-quality multi-turn dialog dataset, DailyDialog, which is intriguing in several aspects.
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The language is human-written and less noisy. The dialogues in the dataset reflect our daily communication way
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and cover various topics about our daily life. We also manually label the developed dataset with communication
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intention and emotion information. Then, we evaluate existing approaches on DailyDialog dataset and hope it
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benefit the research field of dialog systems.
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"""
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_URL = "http://yanran.li/files/ijcnlp_dailydialog.zip"
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act_label = {
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"0": "__dummy__", # Added to be compatible out-of-the-box with datasets.ClassLabel
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"1": "inform",
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"2": "question",
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"3": "directive",
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"4": "commissive",
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}
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emotion_label = {
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"0": "no emotion",
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"1": "anger",
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"2": "disgust",
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"3": "fear",
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"4": "happiness",
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"5": "sadness",
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"6": "surprise",
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}
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class DailyDialog(datasets.GeneratorBasedBuilder):
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"""DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset"""
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VERSION = datasets.Version("1.0.0")
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__EOU__ = "__eou__"
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"dialog": datasets.features.Sequence(datasets.Value("string")),
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"act": datasets.features.Sequence(datasets.ClassLabel(names=list(act_label.values()))),
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"emotion": datasets.features.Sequence(datasets.ClassLabel(names=list(emotion_label.values()))),
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}
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),
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supervised_keys=None,
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homepage="http://yanran.li/dailydialog",
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager: datasets.DownloadManager):
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dl_dir = dl_manager.download_and_extract(_URL)
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data_dir = os.path.join(dl_dir, "ijcnlp_dailydialog")
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splits = [datasets.Split.TRAIN, datasets.Split.VALIDATION, datasets.Split.TEST]
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return [
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datasets.SplitGenerator(
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name=split,
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gen_kwargs={
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"data_zip": os.path.join(data_dir, f"{split}.zip"),
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"dialog_path": f"{split}/dialogues_{split}.txt",
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"act_path": f"{split}/dialogues_act_{split}.txt",
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"emotion_path": f"{split}/dialogues_emotion_{split}.txt",
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},
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)
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for split in splits
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]
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def _generate_examples(self, data_zip, dialog_path, act_path, emotion_path):
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with open(data_zip, "rb") as data_file:
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with ZipFile(data_file) as zip_file:
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with zip_file.open(dialog_path) as dialog_file, zip_file.open(act_path) as act_file, zip_file.open(
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emotion_path
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) as emotion_file:
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for idx, (dialog_line, act_line, emotion_line) in enumerate(
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zip(dialog_file, act_file, emotion_file)
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):
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if not dialog_line.strip():
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break
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dialog = dialog_line.decode().split(self.__EOU__)[:-1]
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act = act_line.decode().split(" ")[:-1]
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emotion = emotion_line.decode().split(" ")[:-1]
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assert (
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len(dialog) == len(act) == len(emotion)
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), "Different turns btw dialogue & emotion & action"
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yield idx, {
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"dialog": dialog,
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"act": [act_label[x] for x in act],
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"emotion": [emotion_label[x] for x in emotion],
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}
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data/test-00000-of-00001.parquet
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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oid sha256:aa39d0c20d8c2252526955e9f068e376f934a7fe148942031f230f580e744b03
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size 331465
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:ad4f99f417c29cfad3af8f5167f35cf193d71bc2a582e1f0d81875f236b8965f
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size 3608039
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data/validation-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:4d272223884b09d4a44be9f09bb022ca1958159c8bdddd2633f5888ff2079464
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size 334236
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