from pprint import pprint from typing import List, Union import sacrebleu from lm_eval import api # from . import superglue # from . import glue from . import arc # from . import coqa # from . import race # from . import webqs # from . import anli # from . import wsc273 # from . import winogrande # from . import quac # from . import hellaswag # from . import swag # from . import openbookqa # from . import squad # from . import naturalqs # from . import sat # from . import arithmetic from . import lambada # from . import piqa # from . import prost # from . import mc_taco # from . import triviaqa # from . import pubmedqa # from . import sciq # from . import qasper # from . import qa4mre # from . import translation # from . import headqa # from . import mathqa # from . import hendrycks_ethics # from . import drop # from . import unscramble # from . import logiqa # from . import hendrycks_test # from . import hendrycks_math # from . import cbt # from . import lambada_cloze # from . import pile from . import wikitext # from . import lambada_multilingual # from . import mutual # from . import truthfulqa # from . import blimp # from . import asdiv from . import gsm8k # from . import storycloze # from . import toxigen # from . import crowspairs ######################################## # Translation tasks ######################################## # 6 total gpt3_translation_benchmarks = { "wmt14": ["en-fr", "fr-en"], # French "wmt16": ["en-ro", "ro-en", "de-en", "en-de"], # German, Romanian } # 28 total selected_translation_benchmarks = { **gpt3_translation_benchmarks, "wmt20": sacrebleu.get_langpairs_for_testset("wmt20"), "iwslt17": ["en-ar", "ar-en"], # Arabic } # 319 total all_translation_benchmarks = { ts: sacrebleu.get_langpairs_for_testset(ts) for ts in sacrebleu.get_available_testsets() } ######################################## # All tasks ######################################## TASK_REGISTRY = { # GLUE # "cola": glue.CoLA, # "mnli": glue.MNLI, # "mnli_mismatched": glue.MNLIMismatched, # "mrpc": glue.MRPC, # "rte": glue.RTE, # "qnli": glue.QNLI, # "qqp": glue.QQP, # # "stsb": glue.STSB, # not implemented yet # "sst": glue.SST, # "wnli": glue.WNLI, # # SuperGLUE # "boolq": superglue.BoolQ, # "cb": superglue.CommitmentBank, # "copa": superglue.Copa, # "multirc": superglue.MultiRC, # "record": superglue.ReCoRD, # "wic": superglue.WordsInContext, # "wsc": superglue.SGWinogradSchemaChallenge, # # Order by benchmark/genre? # "coqa": coqa.CoQA, # "drop": drop.DROP, "lambada_openai": lambada.LambadaOpenAI, "lambada_standard": lambada.LambadaStandard, # "lambada_openai_cloze": lambada_cloze.LambadaOpenAICloze, # "lambada_standard_cloze": lambada_cloze.LambadaStandardCloze, # # multilingual lambada # **lambada_multilingual.construct_tasks(), "wikitext": wikitext.WikiText, # # "cbt-cn": cbt.CBTCN, # disabled pending context length fix # # "cbt-ne": cbt.CBTNE, # disabled pending context length fix # "piqa": piqa.PiQA, # "prost": prost.PROST, # "mc_taco": mc_taco.MCTACO, # # Science related # "pubmedqa": pubmedqa.Pubmed_QA, # "sciq": sciq.SciQ, # "qasper": qasper.QASPER, # "qa4mre_2011": qa4mre.QA4MRE_2011, # "qa4mre_2012": qa4mre.QA4MRE_2012, # "qa4mre_2013": qa4mre.QA4MRE_2013, # "triviaqa": triviaqa.TriviaQA, "arc_easy": arc.ARCEasy, "arc_challenge": arc.ARCChallenge, # # "quac": quac.QuAC, # not implemented yet # "logiqa": logiqa.LogiQA, # "hellaswag": hellaswag.HellaSwag, # "swag": swag.SWAG, # "openbookqa": openbookqa.OpenBookQA, # "squad2": squad.SQuAD2, # "race": race.RACE, # # "naturalqs": naturalqs.NaturalQs, # not implemented yet # "headqa": headqa.HeadQAEsDeprecated, # for backwards compat - headqa used to default to es # "headqa_es": headqa.HeadQAEs, # "headqa_en": headqa.HeadQAEn, # "mathqa": mathqa.MathQA, # "webqs": webqs.WebQs, # "wsc273": wsc273.WinogradSchemaChallenge273, # "winogrande": winogrande.Winogrande, # "anli_r1": anli.ANLIRound1, # "anli_r2": anli.ANLIRound2, # "anli_r3": anli.ANLIRound3, # "ethics_cm": hendrycks_ethics.EthicsCM, # "ethics_deontology": hendrycks_ethics.EthicsDeontology, # "ethics_justice": hendrycks_ethics.EthicsJustice, # "ethics_utilitarianism_original": hendrycks_ethics.EthicsUtilitarianismOriginal, # "ethics_utilitarianism": hendrycks_ethics.EthicsUtilitarianism, # "ethics_virtue": hendrycks_ethics.EthicsVirtue, # "truthfulqa_mc": truthfulqa.TruthfulQAMultipleChoice, # "truthfulqa_gen": truthfulqa.TruthfulQAGeneration, # # dialogue # "mutual": mutual.MuTual, # "mutual_plus": mutual.MuTualPlus, # # math # "math_algebra": hendrycks_math.MathAlgebra, # "math_counting_and_prob": hendrycks_math.MathCountingAndProbability, # "math_geometry": hendrycks_math.MathGeometry, # "math_intermediate_algebra": hendrycks_math.MathIntermediateAlgebra, # "math_num_theory": hendrycks_math.MathNumberTheory, # "math_prealgebra": hendrycks_math.MathPrealgebra, # "math_precalc": hendrycks_math.MathPrecalculus, # "math_asdiv": asdiv.Asdiv, "gsm8k": gsm8k.GradeSchoolMath8K, # # arithmetic # "arithmetic_2da": arithmetic.Arithmetic2DPlus, # "arithmetic_2ds": arithmetic.Arithmetic2DMinus, # "arithmetic_3da": arithmetic.Arithmetic3DPlus, # "arithmetic_3ds": arithmetic.Arithmetic3DMinus, # "arithmetic_4da": arithmetic.Arithmetic4DPlus, # "arithmetic_4ds": arithmetic.Arithmetic4DMinus, # "arithmetic_5da": arithmetic.Arithmetic5DPlus, # "arithmetic_5ds": arithmetic.Arithmetic5DMinus, # "arithmetic_2dm": arithmetic.Arithmetic2DMultiplication, # "arithmetic_1dc": arithmetic.Arithmetic1DComposite, # # TODO Perhaps make these groups of tasks # # e.g. anli, arithmetic, openai_translations, harness_translations # # hendrycksTest (57 tasks) # **hendrycks_test.create_all_tasks(), # # e.g. wmt14-fr-en # **translation.create_tasks_from_benchmarks(gpt3_translation_benchmarks), # # chef's selection, mostly wmt20 # **translation.create_tasks_from_benchmarks(selected_translation_benchmarks), # # Word Scrambling and Manipulation Tasks # "anagrams1": unscramble.Anagrams1, # "anagrams2": unscramble.Anagrams2, # "cycle_letters": unscramble.CycleLetters, # "random_insertion": unscramble.RandomInsertion, # "reversed_words": unscramble.ReversedWords, # # Pile # "pile_arxiv": pile.PileArxiv, # "pile_books3": pile.PileBooks3, # "pile_bookcorpus2": pile.PileBookCorpus2, # "pile_dm-mathematics": pile.PileDmMathematics, # "pile_enron": pile.PileEnron, # "pile_europarl": pile.PileEuroparl, # "pile_freelaw": pile.PileFreeLaw, # "pile_github": pile.PileGithub, # "pile_gutenberg": pile.PileGutenberg, # "pile_hackernews": pile.PileHackernews, # "pile_nih-exporter": pile.PileNIHExporter, # "pile_opensubtitles": pile.PileOpenSubtitles, # "pile_openwebtext2": pile.PileOpenWebText2, # "pile_philpapers": pile.PilePhilPapers, # "pile_pile-cc": pile.PilePileCc, # "pile_pubmed-abstracts": pile.PilePubmedAbstracts, # "pile_pubmed-central": pile.PilePubmedCentral, # "pile_stackexchange": pile.PileStackExchange, # "pile_uspto": pile.PileUspto, # "pile_ubuntu-irc": pile.PileUbuntuIrc, # "pile_wikipedia": pile.PileWikipedia, # "pile_youtubesubtitles": pile.PileYoutubeSubtitles, # # BLiMP # "blimp_adjunct_island": blimp.BlimpAdjunctIsland, # "blimp_anaphor_gender_agreement": blimp.BlimpAnaphorGenderAgreement, # "blimp_anaphor_number_agreement": blimp.BlimpAnaphorNumberAgreement, # "blimp_animate_subject_passive": blimp.BlimpAnimateSubjectPassive, # "blimp_animate_subject_trans": blimp.BlimpAnimateSubjectTrans, # "blimp_causative": blimp.BlimpCausative, # "blimp_complex_NP_island": blimp.BlimpComplex_NPIsland, # "blimp_coordinate_structure_constraint_complex_left_branch": blimp.BlimpCoordinateStructureConstraintComplexLeftBranch, # "blimp_coordinate_structure_constraint_object_extraction": blimp.BlimpCoordinateStructureConstraintObjectExtraction, # "blimp_determiner_noun_agreement_1": blimp.BlimpDeterminerNounAgreement_1, # "blimp_determiner_noun_agreement_2": blimp.BlimpDeterminerNounAgreement_2, # "blimp_determiner_noun_agreement_irregular_1": blimp.BlimpDeterminerNounAgreementIrregular_1, # "blimp_determiner_noun_agreement_irregular_2": blimp.BlimpDeterminerNounAgreementIrregular_2, # "blimp_determiner_noun_agreement_with_adj_2": blimp.BlimpDeterminerNounAgreementWithAdj_2, # "blimp_determiner_noun_agreement_with_adj_irregular_1": blimp.BlimpDeterminerNounAgreementWithAdjIrregular_1, # "blimp_determiner_noun_agreement_with_adj_irregular_2": blimp.BlimpDeterminerNounAgreementWithAdjIrregular_2, # "blimp_determiner_noun_agreement_with_adjective_1": blimp.BlimpDeterminerNounAgreementWithAdjective_1, # "blimp_distractor_agreement_relational_noun": blimp.BlimpDistractorAgreementRelationalNoun, # "blimp_distractor_agreement_relative_clause": blimp.BlimpDistractorAgreementRelativeClause, # "blimp_drop_argument": blimp.BlimpDropArgument, # "blimp_ellipsis_n_bar_1": blimp.BlimpEllipsisNBar_1, # "blimp_ellipsis_n_bar_2": blimp.BlimpEllipsisNBar_2, # "blimp_existential_there_object_raising": blimp.BlimpExistentialThereObjectRaising, # "blimp_existential_there_quantifiers_1": blimp.BlimpExistentialThereQuantifiers_1, # "blimp_existential_there_quantifiers_2": blimp.BlimpExistentialThereQuantifiers_2, # "blimp_existential_there_subject_raising": blimp.BlimpExistentialThereSubjectRaising, # "blimp_expletive_it_object_raising": blimp.BlimpExpletiveItObjectRaising, # "blimp_inchoative": blimp.BlimpInchoative, # "blimp_intransitive": blimp.BlimpIntransitive, # "blimp_irregular_past_participle_adjectives": blimp.BlimpIrregularPastParticipleAdjectives, # "blimp_irregular_past_participle_verbs": blimp.BlimpIrregularPastParticipleVerbs, # "blimp_irregular_plural_subject_verb_agreement_1": blimp.BlimpIrregularPluralSubjectVerbAgreement_1, # "blimp_irregular_plural_subject_verb_agreement_2": blimp.BlimpIrregularPluralSubjectVerbAgreement_2, # "blimp_left_branch_island_echo_question": blimp.BlimpLeftBranchIslandEchoQuestion, # "blimp_left_branch_island_simple_question": blimp.BlimpLeftBranchIslandSimpleQuestion, # "blimp_matrix_question_npi_licensor_present": blimp.BlimpMatrixQuestionNpiLicensorPresent, # "blimp_npi_present_1": blimp.BlimpNpiPresent_1, # "blimp_npi_present_2": blimp.BlimpNpiPresent_2, # "blimp_only_npi_licensor_present": blimp.BlimpOnlyNpiLicensorPresent, # "blimp_only_npi_scope": blimp.BlimpOnlyNpiScope, # "blimp_passive_1": blimp.BlimpPassive_1, # "blimp_passive_2": blimp.BlimpPassive_2, # "blimp_principle_A_c_command": blimp.BlimpPrinciple_ACCommand, # "blimp_principle_A_case_1": blimp.BlimpPrinciple_ACase_1, # "blimp_principle_A_case_2": blimp.BlimpPrinciple_ACase_2, # "blimp_principle_A_domain_1": blimp.BlimpPrinciple_ADomain_1, # "blimp_principle_A_domain_2": blimp.BlimpPrinciple_ADomain_2, # "blimp_principle_A_domain_3": blimp.BlimpPrinciple_ADomain_3, # "blimp_principle_A_reconstruction": blimp.BlimpPrinciple_AReconstruction, # "blimp_regular_plural_subject_verb_agreement_1": blimp.BlimpRegularPluralSubjectVerbAgreement_1, # "blimp_regular_plural_subject_verb_agreement_2": blimp.BlimpRegularPluralSubjectVerbAgreement_2, # "blimp_sentential_negation_npi_licensor_present": blimp.BlimpSententialNegationNpiLicensorPresent, # "blimp_sentential_negation_npi_scope": blimp.BlimpSententialNegationNpiScope, # "blimp_sentential_subject_island": blimp.BlimpSententialSubjectIsland, # "blimp_superlative_quantifiers_1": blimp.BlimpSuperlativeQuantifiers_1, # "blimp_superlative_quantifiers_2": blimp.BlimpSuperlativeQuantifiers_2, # "blimp_tough_vs_raising_1": blimp.BlimpToughVsRaising_1, # "blimp_tough_vs_raising_2": blimp.BlimpToughVsRaising_2, # "blimp_transitive": blimp.BlimpTransitive, # "blimp_wh_island": blimp.BlimpWhIsland, # "blimp_wh_questions_object_gap": blimp.BlimpWhQuestionsObjectGap, # "blimp_wh_questions_subject_gap": blimp.BlimpWhQuestionsSubjectGap, # "blimp_wh_questions_subject_gap_long_distance": blimp.BlimpWhQuestionsSubjectGapLongDistance, # "blimp_wh_vs_that_no_gap": blimp.BlimpWhVsThatNoGap, # "blimp_wh_vs_that_no_gap_long_distance": blimp.BlimpWhVsThatNoGapLongDistance, # "blimp_wh_vs_that_with_gap": blimp.BlimpWhVsThatWithGap, # "blimp_wh_vs_that_with_gap_long_distance": blimp.BlimpWhVsThatWithGapLongDistance, # "toxigen": toxigen.ToxiGen, # "crows_pairs_english": crowspairs.CrowsPairsEnglish, # "crows_pairs_english_race_color": crowspairs.CrowsPairsEnglishRaceColor, # "crows_pairs_english_socioeconomic": crowspairs.CrowsPairsEnglishSocioeconomic, # "crows_pairs_english_gender": crowspairs.CrowsPairsEnglishGender, # "crows_pairs_english_age": crowspairs.CrowsPairsEnglishAge, # "crows_pairs_english_religion": crowspairs.CrowsPairsEnglishReligion, # "crows_pairs_english_disability": crowspairs.CrowsPairsEnglishDisability, # "crows_pairs_english_sexual_orientation": crowspairs.CrowsPairsEnglishSexualOrientation, # "crows_pairs_english_nationality": crowspairs.CrowsPairsEnglishNationality, # "crows_pairs_english_physical_appearance": crowspairs.CrowsPairsEnglishPhysicalAppearance, # "crows_pairs_english_autre": crowspairs.CrowsPairsEnglishAutre, # "crows_pairs_french": crowspairs.CrowsPairsFrench, # "crows_pairs_french_race_color": crowspairs.CrowsPairsFrenchRaceColor, # "crows_pairs_french_socioeconomic": crowspairs.CrowsPairsFrenchSocioeconomic, # "crows_pairs_french_gender": crowspairs.CrowsPairsFrenchGender, # "crows_pairs_french_age": crowspairs.CrowsPairsFrenchAge, # "crows_pairs_french_religion": crowspairs.CrowsPairsFrenchReligion, # "crows_pairs_french_disability": crowspairs.CrowsPairsFrenchDisability, # "crows_pairs_french_sexual_orientation": crowspairs.CrowsPairsFrenchSexualOrientation, # "crows_pairs_french_nationality": crowspairs.CrowsPairsFrenchNationality, # "crows_pairs_french_physical_appearance": crowspairs.CrowsPairsFrenchPhysicalAppearance, # "crows_pairs_french_autre": crowspairs.CrowsPairsFrenchAutre, # Requires manual download of data. # "storycloze_2016": storycloze.StoryCloze2016, # "storycloze_2018": storycloze.StoryCloze2018, # "sat": sat.SATAnalogies, } ALL_TASKS = sorted(list(TASK_REGISTRY)) def get_task(task_name): try: return TASK_REGISTRY[task_name] except KeyError: print("Available tasks:") pprint(TASK_REGISTRY) raise KeyError(f"Missing task {task_name}") def get_task_name_from_object(task_object): for name, class_ in TASK_REGISTRY.items(): if class_ is task_object: return name # this gives a mechanism for non-registered tasks to have a custom name anyways when reporting return ( task_object.EVAL_HARNESS_NAME if hasattr(task_object, "EVAL_HARNESS_NAME") else type(task_object).__name__ ) def get_task_name_from_config(task_config): return "configurable_{dataset_path}_{dataset_name}".format(**task_config) def get_task_dict(task_name_list: List[Union[str, dict, api.task.Task]], num_fewshot=None): # TODO: pass num_fewshot and other cmdline overrides in a better way task_name_dict = { task_name: get_task(task_name)(config={"num_fewshot": num_fewshot if num_fewshot else 0, "task_name": task_name}) for task_name in task_name_list if isinstance(task_name, str) } task_name_from_config_dict = { get_task_name_from_config(task_config): api.task.ConfigurableTask( config=task_config ) for task_config in task_name_list if isinstance(task_config, dict) } task_name_from_object_dict = { get_task_name_from_object(task_object): task_object for task_object in task_name_list if isinstance(task_object, api.task.Task) } assert set(task_name_dict.keys()).isdisjoint(set(task_name_from_object_dict.keys())) return { **task_name_dict, **task_name_from_config_dict, **task_name_from_object_dict, }