__init__.py 5.46 KB
Newer Older
&'s avatar
& committed
1
2
from pprint import pprint

&'s avatar
& committed
3
4
import sacrebleu

Jason Phang's avatar
Jason Phang committed
5
6
from . import superglue
from . import glue
Leo Gao's avatar
Leo Gao committed
7
from . import arc
thefazzer's avatar
thefazzer committed
8
from . import coqa
Leo Gao's avatar
Leo Gao committed
9
from . import race
Leo Gao's avatar
Leo Gao committed
10
from . import webqs
Leo Gao's avatar
Leo Gao committed
11
from . import anli
12
from . import wsc273
Charles Foster's avatar
Charles Foster committed
13
from . import winogrande
Charles Foster's avatar
Charles Foster committed
14
from . import quac
Charles Foster's avatar
Charles Foster committed
15
from . import hellaswag
Charles Foster's avatar
Charles Foster committed
16
from . import openbookqa
Charles Foster's avatar
Charles Foster committed
17
from . import squad
18
from . import naturalqs
19
from . import sat
20
from . import arithmetic
Leo Gao's avatar
Leo Gao committed
21
from . import lambada
Jon Tow's avatar
Jon Tow committed
22
from . import race
Leo Gao's avatar
Leo Gao committed
23
from . import piqa
24
from . import triviaqa
jeffhsu3's avatar
jeffhsu3 committed
25
from . import pubmedqa
26
from . import sciq
27
from . import webqs
28
from . import qa4mre
&'s avatar
& committed
29
from . import translation
30
31
from . import headqa
from . import mathqa
Leo Gao's avatar
Leo Gao committed
32
from . import hendrycks_ethics
Jon Tow's avatar
Jon Tow committed
33
from . import drop
34
from . import unscramble
35
from . import logiqa
Andy Zou's avatar
Andy Zou committed
36
from . import hendrycks_test
Leo Gao's avatar
Leo Gao committed
37
from . import hendrycks_math
38
from . import cbt
Jason Phang's avatar
gpt3  
Jason Phang committed
39

&'s avatar
& committed
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
########################################
# 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
########################################


Jason Phang's avatar
Jason Phang committed
70
TASK_REGISTRY = {
Jason Phang's avatar
multirc  
Jason Phang committed
71
    # GLUE
Jason Phang's avatar
Jason Phang committed
72
73
    "cola": glue.CoLA,
    "mnli": glue.MNLI,
Jason Phang's avatar
Jason Phang committed
74
    "mnli_mismatched": glue.MNLIMismatched,
Jason Phang's avatar
Jason Phang committed
75
76
77
78
    "mrpc": glue.MRPC,
    "rte": glue.RTE,
    "qnli": glue.QNLI,
    "qqp": glue.QQP,
79
    #"stsb": glue.STSB, # not implemented yet
Jason Phang's avatar
Jason Phang committed
80
81
    "sst": glue.SST,
    "wnli": glue.WNLI,
Jason Phang's avatar
multirc  
Jason Phang committed
82
    # SuperGLUE
Jason Phang's avatar
Jason Phang committed
83
    "boolq": superglue.BoolQ,
thefazzer's avatar
thefazzer committed
84
    "cb": superglue.CommitmentBank,
Jason Phang's avatar
Jason Phang committed
85
    "copa": superglue.Copa,
Jason Phang's avatar
multirc  
Jason Phang committed
86
    "multirc": superglue.MultiRC,
Jason Phang's avatar
Jason Phang committed
87
    "record": superglue.ReCoRD,
Jason Phang's avatar
Jason Phang committed
88
    "wic": superglue.WordsInContext,
Jason Phang's avatar
wsc  
Jason Phang committed
89
    "wsc": superglue.SGWinogradSchemaChallenge,
90
    
Jason Phang's avatar
multirc  
Jason Phang committed
91
    # Order by benchmark/genre?
thefazzer's avatar
thefazzer committed
92
    "coqa": coqa.CoQA,
Jon Tow's avatar
Jon Tow committed
93
    "drop": drop.DROP,
Leo Gao's avatar
Leo Gao committed
94
    "lambada": lambada.LAMBADA,
95
96
    "cbt-cn": cbt.CBTCN,
    "cbt-ne": cbt.CBTNE,
Leo Gao's avatar
Leo Gao committed
97
    "piqa": piqa.PiQA,
Leo Gao's avatar
Leo Gao committed
98

99
    # Science related
jeffhsu3's avatar
jeffhsu3 committed
100
    "pubmedqa" : pubmedqa.Pubmed_QA,
101
    "sciq" : sciq.SciQ,
102
103
104
105
    #"qa4mre" : qa4mre.QA4MRE,
    "qa4mre_2011" : qa4mre.QA4MRE_2011,
    "qa4mre_2012" : qa4mre.QA4MRE_2012,
    "qa4mre_2013" : qa4mre.QA4MRE_2013,
jeffhsu3's avatar
jeffhsu3 committed
106

Leo Gao's avatar
Leo Gao committed
107
    #"triviaqa": triviaqa.TriviaQA,
Jonathan Tow's avatar
Jonathan Tow committed
108
109
    "arc_easy": arc.ARCEasy,
    "arc_challenge": arc.ARCChallenge,
110
    # "quac": quac.QuAC, # not implemented yet
111
    "logiqa": logiqa.LogiQA,
112
    "hellaswag": hellaswag.HellaSwag, # not implemented yet
Jon Tow's avatar
Jon Tow committed
113
    "openbookqa": openbookqa.OpenBookQA,
114
    # "sat": sat.SATAnalogies, # not implemented yet
Leo Gao's avatar
Leo Gao committed
115
    "squad2": squad.SQuAD2,
Jon Tow's avatar
Jon Tow committed
116
    "race": race.RACE,
117
    # "naturalqs": naturalqs.NaturalQs, # not implemented yet
118
119
    "headqa": headqa.HeadQA,
    "mathqa": mathqa.MathQA,
120
    "webqs": webqs.WebQs,
121
    "wsc273": wsc273.WinogradSchemaChallenge273,
122
    "winogrande": winogrande.Winogrande,
Jonathan Tow's avatar
Jonathan Tow committed
123
124
125
    "anli_r1": anli.ANLIRound1,
    "anli_r2": anli.ANLIRound2,
    "anli_r3": anli.ANLIRound3,
Muennighoff's avatar
Muennighoff committed
126

Leo Gao's avatar
Leo Gao committed
127
128
129
130
131
132
    "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,
Muennighoff's avatar
Muennighoff committed
133

Eric Tang's avatar
Eric Tang committed
134
    # math
Leo Gao's avatar
Leo Gao committed
135
136
137
138
139
140
141
    "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,
Eric Tang's avatar
Eric Tang committed
142

143
144
145
146
147
148
149
150
151
152
153
    # 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,
&'s avatar
& committed
154
155
    # TODO Perhaps make these groups of tasks
    #   e.g. anli, arithmetic, openai_translations, harness_translations
&'s avatar
...  
& committed
156

Andy Zou's avatar
Andy Zou committed
157
    # hendrycksTest (57 tasks)
Andy Zou's avatar
Andy Zou committed
158
    **hendrycks_test.create_all_tasks(),
Andy Zou's avatar
Andy Zou committed
159

&'s avatar
...  
& committed
160
    # e.g. wmt14-fr-en
&'s avatar
& committed
161
162
163
    **translation.create_tasks_from_benchmarks(gpt3_translation_benchmarks),
    # chef's selection, mostly wmt20
    **translation.create_tasks_from_benchmarks(selected_translation_benchmarks),
Jon Tow's avatar
Jon Tow committed
164
165

    # Word Scrambling and Manipulation Tasks
166
167
168
169
170
    "anagrams1": unscramble.Anagrams1,
    "anagrams2": unscramble.Anagrams2,
    "cycle_letters": unscramble.CycleLetters,
    "random_insertion": unscramble.RandomInsertion,
    "reversed_words": unscramble.ReversedWords,
Jason Phang's avatar
Jason Phang committed
171
}
Jason Phang's avatar
gpt3  
Jason Phang committed
172
173


Jason Phang's avatar
Jason Phang committed
174
ALL_TASKS = sorted(list(TASK_REGISTRY))
Jason Phang's avatar
Jason Phang committed
175
176


Jason Phang's avatar
cleanup  
Jason Phang committed
177
def get_task(task_name):
&'s avatar
& committed
178
179
180
181
182
183
    try:
        return TASK_REGISTRY[task_name]
    except KeyError as e:
        print("Available tasks:")
        pprint(TASK_REGISTRY)
        raise KeyError(f"Missing task {task_name}")
Jason Phang's avatar
cleanup  
Jason Phang committed
184
185
186
187
188
189
190


def get_task_dict(task_name_list):
    return {
        task_name: get_task(task_name)()
        for task_name in task_name_list
    }