| import json |
| import os |
| from typing import List |
| from huggingface_hub import hf_hub_url |
|
|
| import datasets |
|
|
|
|
| _KnessetCorpus_CITATION = """\ |
| @article{ |
| } |
| """ |
|
|
| _KnessetCorpus_DESCRIPTION = """ |
| An annotated corpus of Hebrew parliamentary proceedings containing over 32 million sentences from all the (plenary and committee) protocols held in the Israeli parliament from 1998 to 2022. |
| Sentences are annotated with various levels of linguistic information, including part-of-speech tags, morphological features, dependency structures, and named entities. |
| They are also associated with detailed meta-information reflecting demographic and political properties of the speakers, based on a large database of parliament members and factions that we compiled. |
| """ |
| _AllFeaturesSentences_DESCRIPTION = """\ |
| AllFeaturesSentences consists of samples of all the sentences in the corpus (plenary and committee) together with all the features available in the dataset:\ |
| The features are consistent with the Sentence model features, the Protocol model features of the protocol the sentence belongs to, |
| the Person model features of the speaker and the Faction model features \ |
| of the faction of the speaker at that time. |
| This is roughly equivalent to a join between all models in dataset (Protocol, Faction, Person, Sentence) |
| """ |
| _NoMorphAllFeaturesSentences_DESCRIPTION = """\ |
| AllFeaturesSentences consists of samples of all the sentences in the corpus (plenary and committee) together with all the non-morphological features available in the dataset :\ |
| The features are consistent with the Sentence model features, the Protocol model features of the protocol the sentence belongs to, |
| the Person model features of the speaker and the Faction model features \ |
| of the faction of the speaker at that time. |
| This is roughly equivalent to a join between all models in dataset (Protocol, Faction, Person, Sentence) |
| Ideal if morpho-syntactic annotations aren't relevant to your work, providing a less disk space heavy option. |
| |
| """ |
| _CommitteeAllFeaturesSentences_DESCRIPTION = """\ |
| CommitteeAllFeaturesSentences consists of samples of all the sentences in the committee sessions in the corpus together with all the features available in the dataset:\ |
| The features are consistent with the Sentence model features, the Protocol model features of the protocol the sentence belongs to, |
| the Person model features of the speaker and the Faction model features \ |
| of the faction of the speaker at that time. |
| This is roughly equivalent to a join between all models in dataset (Protocol, Faction, Person, Sentence) |
| """ |
|
|
| _NoMorphCommitteeAllFeaturesSentences_DESCRIPTION = """\ |
| AllFeaturesSentences consists of samples of all the sentences in the committee sessions in the corpus together with all the non-morphological features available in the dataset :\ |
| The features are consistent with the Sentence model features, the Protocol model features of the protocol the sentence belongs to, |
| the Person model features of the speaker and the Faction model features \ |
| of the faction of the speaker at that time. |
| This is roughly equivalent to a join between all models in dataset (Protocol, Faction, Person, Sentence) |
| Ideal if morpho-syntactic annotations aren't relevant to your work, providing a less disk space heavy option. |
| |
| """ |
|
|
|
|
|
|
| _PlenaryAllFeaturesSentences_DESCRIPTION = """\ |
| PlenaryAllFeaturesSentences consists of samples of all the sentences in the plenary sessions in the corpus together with all the features available in the dataset:\ |
| The features are consistent with the Sentence model features, the Protocol model features of the protocol the sentence belongs to, |
| the Person model features of the speaker and the Faction model features \ |
| of the faction of the speaker at that time. |
| This is roughly equivalent to a join between all models in dataset (Protocol, Faction, Person, Sentence) |
| """ |
|
|
| _NoMorphPlenaryAllFeaturesSentences_DESCRIPTION = """\ |
| AllFeaturesSentences consists of samples of all the sentences in the plenary sessions in the corpus together with all the non-morphological features available in the dataset :\ |
| The features are consistent with the Sentence model features, the Protocol model features of the protocol the sentence belongs to, |
| the Person model features of the speaker and the Faction model features \ |
| of the faction of the speaker at that time. |
| This is roughly equivalent to a join between all models in dataset (Protocol, Faction, Person, Sentence) |
| Ideal if morpho-syntactic annotations aren't relevant to your work, providing a less disk space heavy option. |
| |
| """ |
|
|
| _KnessetMembers_DESCRIPTION = """\ |
| KnessetMembers consists of samples of the knesset members in the dataset and their meta-data information such as name, gender and factions affiliations. |
| The features are consistent with the Person model features |
| """ |
|
|
| _Factions_DESCRIPTION = """\ |
| Factions consists of samples of the factions in the dataset and their meta-data information such as name, political orientation and active periods. |
| The features are consistent with the Faction model features |
| """ |
|
|
| _Protocols_DESCRIPTION = """\ |
| Protocols consists of samples of the protocols in the dataset and their meta-data information such as date, knesset number, session name and a list of its sentences. |
| The features are consistent with the Protocol model features and the features for each sentence are consistent with the Sentence model |
| """ |
| class KnessetCorpusConfig(datasets.BuilderConfig): |
| """BuilderConfig for KnessetCorpus.""" |
|
|
| def __init__(self, features, data_urls, citation, **kwargs): |
| """BuilderConfig for KnessetCorpus. |
| |
| Args: |
| features: *list[string]*, list of the features that will appear in the |
| feature dict. Should not include "label". |
| data_urls: *list[string]*, urls to download the files from. |
| citation: *string*, citation for the data set. |
| **kwargs: keyword arguments forwarded to super. |
| """ |
|
|
| super().__init__(version=datasets.Version("1.0.1"), **kwargs) |
| self.features = features |
| self.data_urls = data_urls |
| self.citation = citation |
|
|
|
|
|
|
|
|
|
|
| class KnessetCorpus(datasets.GeneratorBasedBuilder): |
|
|
| BUILDER_CONFIG_CLASS = KnessetCorpusConfig |
| BUILDER_CONFIGS = [ |
| KnessetCorpusConfig( |
| name="knessetMembers", |
| description=_KnessetMembers_DESCRIPTION, |
| features=["person_id", "first_name", "last_name", "full_name", "is_knesset_member", "gender", "email", "is_current", "last_updated_date", "date_of_birth", "place_of_birth", "year_of_aliya", "date_of_death", "mother_tongue", "religion", "nationality", "religious_orientation", "residence", "factions_memberships", "languages","allSources", "wikiLink","notes" ], |
| data_urls=["https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/raw/main/all_knesset_members_jsons.jsonl"], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="factions", |
| description=_Factions_DESCRIPTION, |
| features=["faction_name", "faction_popular_initials", "faction_id", "active_periods", "knesset_numbers", "coalition_or_opposition_memberships", "political_orientation", "other_names", "notes", "wiki_link", ], |
| data_urls=["https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/raw/main/factions_jsons.jsonl"], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="protocols", |
| description=_Protocols_DESCRIPTION, |
| features=["protocol_name", "session_name", "parent_session_name", "knesset_number", "protocol_number", "protocol_date", "is_ocr_output", "protocol_type", "protocol_sentences"], |
| data_urls=[f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/committee_protocols_jsons.zip", f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/plenary_protocols_jsons.zip"], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="all_features_sentences", |
| description=_AllFeaturesSentences_DESCRIPTION, |
| features=[ "_id", "knesset_number", "protocol_name", "protocol_number", "protocol_type", "session_name", "parent_session_name", "@timestamp", "protocol_date", "is_ocr_output", "sentence_id", "speaker_id", "speaker_name", "is_valid_speaker", "is_chairman", "turn_num_in_protocol", "sent_num_in_turn", "sentence_text", "morphological_fields", "factuality_fields", "speaker_first_name", "speaker_last_name", "speaker_is_knesset_member", "speaker_gender", "speaker_email", "speaker_last_updated_date", "speaker_date_of_birth", "speaker_place_of_birth","speaker_year_of_aliya", "speaker_date_of_death", "speaker_mother_tongue", "speaker_religion", "speaker_nationality", "speaker_religious_orientation", "speaker_residence", "speaker_factions_memberships", "speaker_languages", "speaker_sources", "speaker_notes","faction_id", "faction_general_name", "knesset_faction_id", "current_faction_name", "faction_popular_initials", "faction_active_periods", "faction_knesset_numbers","faction_coalition_or_opposition_memberships", "faction_political_orientation", "faction_other_names", "faction_notes", "faction_wiki_link"], |
| data_urls=[f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/plenary_full_sentences_shards_bzip2_files/plenary_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(27)]+[f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/committee_full_sentences_shards_bzip2_files/committee_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(83)], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="no_morph_all_features_sentences", |
| description=_NoMorphAllFeaturesSentences_DESCRIPTION, |
| features=["_id", "knesset_number", "protocol_name", "protocol_number", "protocol_type", "session_name", |
| "parent_session_name", "@timestamp", "protocol_date", "is_ocr_output", "sentence_id", |
| "speaker_id", "speaker_name", "is_valid_speaker", "is_chairman", "turn_num_in_protocol", |
| "sent_num_in_turn", "sentence_text", "factuality_fields", |
| "speaker_first_name", "speaker_last_name", "speaker_is_knesset_member", "speaker_gender", |
| "speaker_email", "speaker_last_updated_date", "speaker_date_of_birth", "speaker_place_of_birth", |
| "speaker_year_of_aliya", "speaker_date_of_death", "speaker_mother_tongue", "speaker_religion", |
| "speaker_nationality", "speaker_religious_orientation", "speaker_residence", |
| "speaker_factions_memberships", "speaker_languages", "speaker_sources", "speaker_notes", |
| "faction_id", "faction_general_name", "knesset_faction_id", "current_faction_name", |
| "faction_popular_initials", "faction_active_periods", "faction_knesset_numbers", |
| "faction_coalition_or_opposition_memberships", "faction_political_orientation", |
| "faction_other_names", "faction_notes", "faction_wiki_link"], |
| data_urls=[ |
| f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/plenary_no_morph_sentences_shards_bzip2_files/no_morph_plenary_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(27)]+[ f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/committee_no_morph_sentences_shards_bzip2_files/no_morph_committee_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(27)], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="committees_all_features_sentences", |
| description=_AllFeaturesSentences_DESCRIPTION, |
| features=[ "_id", "knesset_number", "protocol_name", "protocol_number", "protocol_type", "session_name", "parent_session_name", "@timestamp", "protocol_date", "is_ocr_output", "sentence_id", "speaker_id", "speaker_name", "is_valid_speaker", "is_chairman", "turn_num_in_protocol", "sent_num_in_turn", "sentence_text", "morphological_fields", "factuality_fields", "speaker_first_name", "speaker_last_name", "speaker_is_knesset_member", "speaker_gender", "speaker_email", "speaker_last_updated_date", "speaker_date_of_birth", "speaker_place_of_birth","speaker_year_of_aliya", "speaker_date_of_death", "speaker_mother_tongue", "speaker_religion", "speaker_nationality", "speaker_religious_orientation", "speaker_residence", "speaker_factions_memberships", "speaker_languages", "speaker_sources", "speaker_notes","faction_id", "faction_general_name", "knesset_faction_id", "current_faction_name", "faction_popular_initials", "faction_active_periods", "faction_knesset_numbers","faction_coalition_or_opposition_memberships", "faction_political_orientation", "faction_other_names", "faction_notes", "faction_wiki_link"], |
| data_urls=[f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/committee_full_sentences_shards_bzip2_files/committee_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(83)], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="no_morph_committee_all_features_sentences", |
| description=_NoMorphCommitteeAllFeaturesSentences_DESCRIPTION, |
| features=["_id", "knesset_number", "protocol_name", "protocol_number", "protocol_type", "session_name", |
| "parent_session_name", "@timestamp", "protocol_date", "is_ocr_output", "sentence_id", |
| "speaker_id", "speaker_name", "is_valid_speaker", "is_chairman", "turn_num_in_protocol", |
| "sent_num_in_turn", "sentence_text", "factuality_fields", |
| "speaker_first_name", "speaker_last_name", "speaker_is_knesset_member", "speaker_gender", |
| "speaker_email", "speaker_last_updated_date", "speaker_date_of_birth", "speaker_place_of_birth", |
| "speaker_year_of_aliya", "speaker_date_of_death", "speaker_mother_tongue", "speaker_religion", |
| "speaker_nationality", "speaker_religious_orientation", "speaker_residence", |
| "speaker_factions_memberships", "speaker_languages", "speaker_sources", "speaker_notes", |
| "faction_id", "faction_general_name", "knesset_faction_id", "current_faction_name", |
| "faction_popular_initials", "faction_active_periods", "faction_knesset_numbers", |
| "faction_coalition_or_opposition_memberships", "faction_political_orientation", |
| "faction_other_names", "faction_notes", "faction_wiki_link"], |
| data_urls=[ f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/committee_no_morph_sentences_shards_bzip2_files/no_morph_committee_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(83)], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="no_morph_plenary_all_features_sentences", |
| description=_NoMorphPlenaryAllFeaturesSentences_DESCRIPTION, |
| features=["_id", "knesset_number", "protocol_name", "protocol_number", "protocol_type", "session_name", |
| "parent_session_name", "@timestamp", "protocol_date", "is_ocr_output", "sentence_id", |
| "speaker_id", "speaker_name", "is_valid_speaker", "is_chairman", "turn_num_in_protocol", |
| "sent_num_in_turn", "sentence_text", "factuality_fields", |
| "speaker_first_name", "speaker_last_name", "speaker_is_knesset_member", "speaker_gender", |
| "speaker_email", "speaker_last_updated_date", "speaker_date_of_birth", "speaker_place_of_birth", |
| "speaker_year_of_aliya", "speaker_date_of_death", "speaker_mother_tongue", "speaker_religion", |
| "speaker_nationality", "speaker_religious_orientation", "speaker_residence", |
| "speaker_factions_memberships", "speaker_languages", "speaker_sources", "speaker_notes", |
| "faction_id", "faction_general_name", "knesset_faction_id", "current_faction_name", |
| "faction_popular_initials", "faction_active_periods", "faction_knesset_numbers", |
| "faction_coalition_or_opposition_memberships", "faction_political_orientation", |
| "faction_other_names", "faction_notes", "faction_wiki_link"], |
| data_urls=[ |
| f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/plenary_no_morph_sentences_shards_bzip2_files/no_morph_plenary_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(27)], |
| citation=_KnessetCorpus_CITATION, |
| ), |
| KnessetCorpusConfig( |
| name="plenary_all_features_sentences", |
| description=_AllFeaturesSentences_DESCRIPTION, |
| features=[ "_id", "knesset_number", "protocol_name", "protocol_number", "protocol_type", "session_name", "parent_session_name", "@timestamp", "protocol_date", "is_ocr_output", "sentence_id", "speaker_id", "speaker_name", "is_valid_speaker", "is_chairman", "turn_num_in_protocol", "sent_num_in_turn", "sentence_text", "morphological_fields", "factuality_fields", "speaker_first_name", "speaker_last_name", "speaker_is_knesset_member", "speaker_gender", "speaker_email", "speaker_last_updated_date", "speaker_date_of_birth", "speaker_place_of_birth","speaker_year_of_aliya", "speaker_date_of_death", "speaker_mother_tongue", "speaker_religion", "speaker_nationality", "speaker_religious_orientation", "speaker_residence", "speaker_factions_memberships", "speaker_languages", "speaker_sources", "speaker_notes","faction_id", "faction_general_name", "knesset_faction_id", "current_faction_name", "faction_popular_initials", "faction_active_periods", "faction_knesset_numbers","faction_coalition_or_opposition_memberships", "faction_political_orientation", "faction_other_names", "faction_notes", "faction_wiki_link"], |
| data_urls=[f"https://huggingface.co/datasets/HaifaCLGroup/KnessetCorpus/resolve/main/protocols_sentences/plenary_full_sentences_shards_bzip2_files/plenary_full_sentences_shard_{str(i).zfill(2)}.jsonl.bz2" for i in range(27)], |
| citation=_KnessetCorpus_CITATION, |
| )] |
|
|
| DEFAULT_CONFIG_NAME = "all_features_sentences" |
|
|
| def _info(self): |
| features = {feature: datasets.Value("string") for feature in self.config.features} |
|
|
| if "all_features_sentences" in self.config.name: |
| if not "no_morph" in self.config.name: |
| features.update({"morphological_fields": datasets.Sequence({ |
| "id": datasets.Value("string"), |
| "form": datasets.Value("string"), |
| "lemma": datasets.Value("string"), |
| "upos": datasets.Value("string"), |
| "xpos": datasets.Value("string"), |
| "feats": datasets.Value("string"), |
| "head": datasets.Value("int32"), |
| "deprel": datasets.Value("string"), |
| "deps": datasets.Value("string"), |
| "misc": datasets.Value("string")})}) |
| features.update({ |
| "faction_active_periods": datasets.Sequence({ |
| "end_date": datasets.Value("string"), |
| "start_date": datasets.Value("string"), |
| }), |
| "faction_coalition_or_opposition_memberships": datasets.Sequence({ |
| "end_date": datasets.Value("string"), |
| "knesset_faction_name": datasets.Value("string"), |
| "knesset_num": datasets.Value("string"), |
| "member_of_coalition": datasets.Value("bool"), |
| "notes": datasets.Value("string"), |
| "start_date": datasets.Value("string") |
| }), |
| "faction_other_names": datasets.Sequence({ |
| "name": datasets.Value("string"), |
| "name_end_date": datasets.Value("string"), |
| "name_start_date": datasets.Value("string") |
| }), |
| "is_chairman": datasets.Value("bool"), |
| "is_ocr_output": datasets.Value("bool"), |
| "is_valid_speaker": datasets.Value("bool"), |
| "sent_num_in_turn": datasets.Value("int64"), |
| "turn_num_in_protocol": datasets.Value("int64"), |
| "speaker_factions_memberships": datasets.Sequence({ |
| "end_date": datasets.Value("string"), |
| "faction_id": datasets.Value("string"), |
| "faction_name": datasets.Value("string"), |
| "knesset_faction_id": datasets.Value("string"), |
| "knesset_number": datasets.Value("string"), |
| "start_date": datasets.Value("string")}), |
| "speaker_is_knesset_member": datasets.Value("bool"), |
| "speaker_notes": datasets.Sequence(datasets.Value("string")), |
| "speaker_languages": datasets.Sequence(datasets.Value("string")) |
| }) |
|
|
| if self.config.name == "protocols": |
| features.update({ |
| "is_ocr_output": datasets.Value("bool"), |
| "protocol_sentences": datasets.Sequence({ |
| "sentence_id": datasets.Value("string"), |
| "protocol_name": datasets.Value("string"), |
| "speaker_id": datasets.Value("string"), |
| "speaker_name": datasets.Value("string"), |
| "is_valid_speaker": datasets.Value("bool"), |
| "turn_num_in_protocol": datasets.Value("int64"), |
| "sent_num_in_turn": datasets.Value("int64"), |
| "sentence_text": datasets.Value("string"), |
| "is_chairman": datasets.Value("bool"), |
| "morphological_fields": datasets.Sequence({ |
| "id": datasets.Value("string"), |
| "form": datasets.Value("string"), |
| "lemma": datasets.Value("string"), |
| "upos": datasets.Value("string"), |
| "xpos": datasets.Value("string"), |
| "feats": datasets.Value("string"), |
| "head": datasets.Value("int32"), |
| "deprel": datasets.Value("string"), |
| "deps": datasets.Value("string"), |
| "misc": datasets.Value("string"), |
| }), |
| "factuality_fields": datasets.Value("string") |
| }) |
| }) |
| if self.config.name == "factions": |
| features.update({ |
| "active_periods": datasets.Sequence({ |
| "end_date": datasets.Value("string"), |
| "start_date": datasets.Value("string"), |
| }), |
| "coalition_or_opposition_memberships": datasets.Sequence({ |
| "end_date": datasets.Value("string"), |
| "knesset_faction_name": datasets.Value("string"), |
| "knesset_num": datasets.Value("string"), |
| "member_of_coalition": datasets.Value("bool"), |
| "notes": datasets.Value("string"), |
| "start_date": datasets.Value("string"), |
| }), |
| "other_names": datasets.Sequence({ |
| "name": datasets.Value("string"), |
| "name_end_date": datasets.Value("string"), |
| "name_start_date": datasets.Value("string"), |
| }) |
| }) |
| if self.config.name == "KnessetMembers": |
| features.update({ |
| "is_knesset_member": datasets.Value("bool"), |
| "factions_memberships": datasets.Sequence({ |
| "end_date": datasets.Value("string"), |
| "faction_id": datasets.Value("string"), |
| "faction_name": datasets.Value("string"), |
| "knesset_faction_id": datasets.Value("string"), |
| "knesset_number": datasets.Value("string"), |
| "start_date": datasets.Value("string")}), |
| "notes": datasets.Sequence(datasets.Value("string")), |
| "languages": datasets.Sequence(datasets.Value("string")) |
| }) |
|
|
| return datasets.DatasetInfo( |
| description=_KnessetCorpus_DESCRIPTION + self.config.description, |
| features=datasets.Features(features), |
| citation=self.config.citation |
| ) |
| def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]: |
| urls = self.config.data_urls |
| downloaded_files = dl_manager.download_and_extract(urls) |
|
|
| return [ |
| datasets.SplitGenerator( |
| name=datasets.Split.TRAIN, |
| gen_kwargs={ |
| "data_files": downloaded_files |
| }, |
| ), |
| ] |
|
|
| def _generate_examples(self, data_files): |
| if "all_features_sentences" in self.config.name: |
| id_field_name = "sentence_id" |
| elif self.config.name == "protocols": |
| id_field_name = "protocol_name" |
| elif self.config.name == "factions": |
| id_field_name = "faction_id" |
| elif self.config.name == "knessetMembers": |
| id_field_name = "person_id" |
|
|
| for i, filepath in enumerate(data_files): |
| with open(filepath, encoding="utf-8") as f: |
| for line in f: |
| sample = {} |
| try: |
| row = json.loads(line) |
| except Exception as e: |
| print(f'couldnt load sample. error was: {e}. Continuing to next sample') |
| continue |
| id_ = row.get(id_field_name, None) |
| if id_ is None: |
| print(f"Key '{id_field_name}' not found in row. Skipping this row. row is: {row}") |
| continue |
| for feature in self._info().features: |
| sample[feature] = row[feature] |
| try: |
| yield id_, sample |
| except Exception as e: |
| print(f'couldnt yield sample. error: {e}. sample is: {sample}.', flush=True) |
|
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