Commit
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d7b0093
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Parent(s):
877b97e
Convert dataset to Parquet (#3)
Browse files- Convert dataset to Parquet (6536cf28bcc929e1886d9fdf287d5a533302963a)
- Delete loading script (1eff8bf8314ebe3975347a80602a2959f41b325d)
- Delete legacy dataset_infos.json (4c29e7ef281f03449bee40a4cd71735ddbe21cb1)
- README.md +15 -6
- blended_skill_talk.py +0 -146
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
- dataset_infos.json +0 -1
README.md
CHANGED
@@ -9,7 +9,6 @@ license:
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- unknown
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multilinguality:
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- monolingual
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-
pretty_name: BlendedSkillTalk
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size_categories:
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- 1K<n<10K
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source_datasets:
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@@ -19,6 +18,7 @@ task_categories:
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task_ids:
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- dialogue-generation
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paperswithcode_id: blended-skill-talk
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dataset_info:
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features:
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- name: personas
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sequence: string
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splits:
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- name: train
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num_bytes:
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num_examples: 4819
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- name: validation
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num_bytes:
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num_examples: 1009
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- name: test
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num_bytes:
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num_examples: 980
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download_size:
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dataset_size:
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---
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# Dataset Card for "blended_skill_talk"
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- unknown
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multilinguality:
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- monolingual
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size_categories:
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- 1K<n<10K
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source_datasets:
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task_ids:
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- dialogue-generation
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paperswithcode_id: blended-skill-talk
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pretty_name: BlendedSkillTalk
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dataset_info:
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features:
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- name: personas
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sequence: string
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splits:
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- name: train
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num_bytes: 10830670
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num_examples: 4819
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- name: validation
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num_bytes: 43961447
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num_examples: 1009
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- name: test
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num_bytes: 44449895
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num_examples: 980
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download_size: 10897644
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dataset_size: 99242012
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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 "blended_skill_talk"
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blended_skill_talk.py
DELETED
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"""TODO(blended_skill_talk): Add a description here."""
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import json
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import datasets
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# TODO(blended_skill_talk): BibTeX citation
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_CITATION = """\
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@misc{smith2020evaluating,
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title={Can You Put it All Together: Evaluating Conversational Agents' Ability to Blend Skills},
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author={Eric Michael Smith and Mary Williamson and Kurt Shuster and Jason Weston and Y-Lan Boureau},
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year={2020},
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eprint={2004.08449},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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"""
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-
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# TODO(blended_skill_talk):
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_DESCRIPTION = """\
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A dataset of 7k conversations explicitly designed to exhibit multiple conversation modes: displaying personality, having empathy, and demonstrating knowledge.
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"""
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_URL = "http://parl.ai/downloads/blended_skill_talk/blended_skill_talk.tar.gz"
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_TASK = ["convai2", "empathetic_dialogues", "wizard_of_wikipedia"]
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class BlendedSkillTalk(datasets.GeneratorBasedBuilder):
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"""TODO(blended_skill_talk): Short description of my dataset."""
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# TODO(blended_skill_talk): Set up version.
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VERSION = datasets.Version("1.0.0")
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def _info(self):
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# TODO(blended_skill_talk): Specifies the datasets.DatasetInfo object
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return datasets.DatasetInfo(
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# This is the description that will appear on the datasets page.
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description=_DESCRIPTION,
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# datasets.features.FeatureConnectors
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features=datasets.Features(
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{
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"personas": datasets.features.Sequence(datasets.Value("string")),
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"additional_context": datasets.Value("string"),
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"previous_utterance": datasets.features.Sequence(datasets.Value("string")),
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"context": datasets.Value("string"),
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"free_messages": datasets.features.Sequence(datasets.Value("string")),
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"guided_messages": datasets.features.Sequence(datasets.Value("string")),
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"suggestions": datasets.features.Sequence({task: datasets.Value("string") for task in _TASK}),
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"guided_chosen_suggestions": datasets.features.Sequence(datasets.Value("string")),
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"label_candidates": datasets.features.Sequence(
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datasets.features.Sequence(datasets.Value("string"))
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),
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# These are the features of your dataset like images, labels ...
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}
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),
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# If there's a common (input, target) tuple from the features,
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# specify them here. They'll be used if as_supervised=True in
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# builder.as_dataset.
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supervised_keys=None,
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# Homepage of the dataset for documentation
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homepage="https://parl.ai/projects/bst/",
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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# TODO(blended_skill_talk): Downloads the data and defines the splits
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# dl_manager is a datasets.download.DownloadManager that can be used to
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# download and extract URLs
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archive = dl_manager.download(_URL)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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# These kwargs will be passed to _generate_examples
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gen_kwargs={
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"filepath": "train.json",
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"files": dl_manager.iter_archive(archive),
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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# These kwargs will be passed to _generate_examples
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gen_kwargs={
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"filepath": "valid.json",
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"files": dl_manager.iter_archive(archive),
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},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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# These kwargs will be passed to _generate_examples
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gen_kwargs={
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"filepath": "test.json",
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"files": dl_manager.iter_archive(archive),
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},
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),
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]
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def _generate_examples(self, filepath, files):
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"""Yields examples."""
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# TODO(blended_skill_talk): Yields (key, example) tuples from the dataset
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for path, f in files:
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if path == filepath:
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data = json.load(f)
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for id_, row in enumerate(data):
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personas = [row["personas"][1][0], row["personas"][1][1]]
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dialogs = [dialog[1] for dialog in row["dialog"]]
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free_messages = []
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guided_messages = []
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for i in range(len(dialogs) // 2):
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free_messages.append(dialogs[2 * i])
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guided_messages.append(dialogs[2 * i + 1])
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context = row["context_dataset"]
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add_context = row["additional_context"] if context == "wizard_of_wikipedia" else ""
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previous_utterance = [row["free_turker_utterance"], row["guided_turker_utterance"]]
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suggestions = row["suggestions"]
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convai_suggestions = []
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empathetic_suggestions = []
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wow_suggestions = []
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for i in range(len(suggestions) // 2):
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convai_suggestions.append(suggestions[2 * i + 1]["convai2"])
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empathetic_suggestions.append(suggestions[2 * i + 1]["empathetic_dialogues"])
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wow_suggestions.append(suggestions[2 * i + 1]["wizard_of_wikipedia"])
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chosen_suggestions = row["chosen_suggestions"]
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guided_chosen_suggestions = []
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for i in range(len(chosen_suggestions) // 2):
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guided_chosen_suggestions.append(chosen_suggestions[2 * i + 1])
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label_candidates = row["label_candidates"] if "label_candidates" in row else []
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yield id_, {
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"personas": personas,
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"additional_context": add_context,
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"previous_utterance": previous_utterance,
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"context": context,
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"free_messages": free_messages,
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"guided_messages": guided_messages,
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"suggestions": {
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"convai2": convai_suggestions,
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"empathetic_dialogues": empathetic_suggestions,
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"wizard_of_wikipedia": wow_suggestions,
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},
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"guided_chosen_suggestions": guided_chosen_suggestions,
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"label_candidates": label_candidates,
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}
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break
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:03ba2ffafec09e44e690a0ee44b509d207c3bc9c6a1f7456f48565863e2ab8cb
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size 2402776
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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 sha256:4a211dce359c9d6af534d3181d9005709b893c14c8908f65cc96a2b763502482
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size 5876073
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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 sha256:72581a5d82a01a165e91efb364ad0b60c15c958984ff3cb1ccb4a22681733c98
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size 2618795
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dataset_infos.json
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{"default": {"description": "A dataset of 7k conversations explicitly designed to exhibit multiple conversation modes: displaying personality, having empathy, and demonstrating knowledge.\n", "citation": "@misc{smith2020evaluating,\n title={Can You Put it All Together: Evaluating Conversational Agents' Ability to Blend Skills},\n author={Eric Michael Smith and Mary Williamson and Kurt Shuster and Jason Weston and Y-Lan Boureau},\n year={2020},\n eprint={2004.08449},\n archivePrefix={arXiv},\n primaryClass={cs.CL}\n}\n", "homepage": "https://parl.ai/projects/bst/", "license": "", "features": {"personas": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "additional_context": {"dtype": "string", "id": null, "_type": "Value"}, "previous_utterance": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "context": {"dtype": "string", "id": null, "_type": "Value"}, "free_messages": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "guided_messages": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "suggestions": {"feature": {"convai2": {"dtype": "string", "id": null, "_type": "Value"}, "empathetic_dialogues": {"dtype": "string", "id": null, "_type": "Value"}, "wizard_of_wikipedia": {"dtype": "string", "id": null, "_type": "Value"}}, "length": -1, "id": null, "_type": "Sequence"}, "guided_chosen_suggestions": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "label_candidates": {"feature": {"feature": {"dtype": "string", "id": null, "_type": "Value"}, "length": -1, "id": null, "_type": "Sequence"}, "length": -1, "id": null, "_type": "Sequence"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "blended_skill_talk", "config_name": "default", "version": {"version_str": "1.0.0", "description": null, "major": 1, "minor": 0, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 10831361, "num_examples": 4819, "dataset_name": "blended_skill_talk"}, "validation": {"name": "validation", "num_bytes": 43961658, "num_examples": 1009, "dataset_name": "blended_skill_talk"}, "test": {"name": "test", "num_bytes": 44450102, "num_examples": 980, "dataset_name": "blended_skill_talk"}}, "download_checksums": {"http://parl.ai/downloads/blended_skill_talk/blended_skill_talk.tar.gz": {"num_bytes": 38101408, "checksum": "5fbed0068ee89e2d43b93c3ecb341e784617033efa5e8e911a219d4eda6134a6"}}, "download_size": 38101408, "post_processing_size": null, "dataset_size": 99243121, "size_in_bytes": 137344529}}
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