from pprint import pprint import sacrebleu 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 openbookqa from . import squad from . import naturalqs from . import sat from . import arithmetic from . import lambada from . import race from . import piqa from . import prost from . import mc_taco from . import triviaqa from . import pubmedqa from . import sciq from . import webqs 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 mutual ######################################## # 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": lambada.LAMBADA, "lambada_cloze": lambada_cloze.LAMBADA_cloze, "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, "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, "openbookqa": openbookqa.OpenBookQA, # "sat": sat.SATAnalogies, # not implemented yet "squad2": squad.SQuAD2, "race": race.RACE, # "naturalqs": naturalqs.NaturalQs, # not implemented yet "headqa": headqa.HeadQA, "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, # 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, # 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, } ALL_TASKS = sorted(list(TASK_REGISTRY)) def get_task(task_name): try: return TASK_REGISTRY[task_name] except KeyError as e: print("Available tasks:") pprint(TASK_REGISTRY) raise KeyError(f"Missing task {task_name}") def get_task_dict(task_name_list): return { task_name: get_task(task_name)() for task_name in task_name_list }