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arjunguha commited on
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MultiPL-E v3 prompts and tests

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Files changed (48) hide show
  1. MultiPL-E.py +0 -116
  2. README.md +0 -0
  3. dataset_infos.json +0 -0
  4. how_to_update.txt +0 -6
  5. humaneval-clj/test-00000-of-00001.parquet +3 -0
  6. humaneval-cpp/test-00000-of-00001.parquet +3 -0
  7. humaneval-cs/test-00000-of-00001.parquet +3 -0
  8. humaneval-d/test-00000-of-00001.parquet +3 -0
  9. humaneval-elixir/test-00000-of-00001.parquet +3 -0
  10. humaneval-go/test-00000-of-00001.parquet +3 -0
  11. humaneval-hs/test-00000-of-00001.parquet +3 -0
  12. humaneval-java/test-00000-of-00001.parquet +3 -0
  13. humaneval-jl/test-00000-of-00001.parquet +3 -0
  14. humaneval-js/test-00000-of-00001.parquet +3 -0
  15. humaneval-lua/test-00000-of-00001.parquet +3 -0
  16. humaneval-ml/test-00000-of-00001.parquet +3 -0
  17. humaneval-php/test-00000-of-00001.parquet +3 -0
  18. humaneval-pl/test-00000-of-00001.parquet +3 -0
  19. humaneval-r/test-00000-of-00001.parquet +3 -0
  20. humaneval-rb/test-00000-of-00001.parquet +3 -0
  21. humaneval-rkt/test-00000-of-00001.parquet +3 -0
  22. humaneval-rs/test-00000-of-00001.parquet +3 -0
  23. humaneval-scala/test-00000-of-00001.parquet +3 -0
  24. humaneval-sh/test-00000-of-00001.parquet +3 -0
  25. humaneval-swift/test-00000-of-00001.parquet +3 -0
  26. humaneval-ts/test-00000-of-00001.parquet +3 -0
  27. mbpp-clj/test-00000-of-00001.parquet +3 -0
  28. mbpp-cpp/test-00000-of-00001.parquet +3 -0
  29. mbpp-cs/test-00000-of-00001.parquet +3 -0
  30. mbpp-d/test-00000-of-00001.parquet +3 -0
  31. mbpp-elixir/test-00000-of-00001.parquet +3 -0
  32. mbpp-go/test-00000-of-00001.parquet +3 -0
  33. mbpp-hs/test-00000-of-00001.parquet +3 -0
  34. mbpp-java/test-00000-of-00001.parquet +3 -0
  35. mbpp-jl/test-00000-of-00001.parquet +3 -0
  36. mbpp-js/test-00000-of-00001.parquet +3 -0
  37. mbpp-lua/test-00000-of-00001.parquet +3 -0
  38. mbpp-ml/test-00000-of-00001.parquet +3 -0
  39. mbpp-php/test-00000-of-00001.parquet +3 -0
  40. mbpp-pl/test-00000-of-00001.parquet +3 -0
  41. mbpp-r/test-00000-of-00001.parquet +3 -0
  42. mbpp-rb/test-00000-of-00001.parquet +3 -0
  43. mbpp-rkt/test-00000-of-00001.parquet +3 -0
  44. mbpp-rs/test-00000-of-00001.parquet +3 -0
  45. mbpp-scala/test-00000-of-00001.parquet +3 -0
  46. mbpp-sh/test-00000-of-00001.parquet +3 -0
  47. mbpp-swift/test-00000-of-00001.parquet +3 -0
  48. mbpp-ts/test-00000-of-00001.parquet +3 -0
MultiPL-E.py DELETED
@@ -1,116 +0,0 @@
1
- import json
2
- import datasets
3
- from pathlib import Path
4
-
5
- logger = datasets.logging.get_logger(__name__)
6
-
7
- _CITATION = """\
8
- @article{cassano:multipl-e,
9
- author = {Cassano, Federico and Gouwar, John and Nguyen, Daniel and Nguyen, Sydney and
10
- Phipps-Costin, Luna and Pinckney, Donald and Yee, Ming-Ho and Zi, Yangtian and
11
- Anderson, Carolyn Jane and Feldman, Molly Q and Guha, Arjun and
12
- Greenberg, Michael and Jangda, Abhinav},
13
- title = {{MultiPL-E}: A Scalable and Polyglot Approach to Benchmarking Neural Code Generation},
14
- journal = "{IEEE} Transactions of Software Engineering (TSE)",
15
- year = 2023
16
- }"""
17
-
18
- _DESCRIPTION = """\
19
- MultiPL-E is a dataset for evaluating large language models for code \
20
- generation that supports 18 programming languages. It takes the OpenAI \
21
- "HumanEval" and the MBPP Python benchmarks and uses little compilers to \
22
- translate them to other languages. It is easy to add support for new languages \
23
- and benchmarks.
24
- """
25
-
26
- _SRCDATA = [ "humaneval", "mbpp" ]
27
-
28
- _LANGUAGES = [
29
- "cpp", "cs", "d", "go", "java", "jl", "js", "lua", "php", "pl", "py", "r",
30
- "rb", "rkt", "rs", "scala", "sh", "swift", "ts"
31
- ]
32
-
33
- _VARIATIONS = [ "keep", "transform", "reworded", "remove" ]
34
-
35
- class MultiPLEBuilderConfig(datasets.BuilderConfig):
36
- """BuilderConfig for MultiPLEBuilderConfig."""
37
-
38
- def __init__(
39
- self,
40
- srcdata,
41
- language,
42
- variation,
43
- **kwargs,
44
- ):
45
- self.language = language
46
- self.variation = variation
47
- self.srcdata = srcdata
48
- name = f"{srcdata}-{language}"
49
- if variation != "reworded":
50
- name = f"{name}-{variation}"
51
- kwargs["name"] = name
52
- super(MultiPLEBuilderConfig, self).__init__(**kwargs)
53
-
54
- def _is_interesting(srcdata: str, variation: str):
55
- if srcdata == "humaneval":
56
- return True
57
- if srcdata == "mbpp":
58
- # MBPP does not have doctests, so these are the only interesting
59
- # variations
60
- return variation in [ "keep", "reworded" ]
61
-
62
- class MultiPLE(datasets.GeneratorBasedBuilder):
63
- BUILDER_CONFIG_CLASS = MultiPLEBuilderConfig
64
-
65
- BUILDER_CONFIGS = [
66
- MultiPLEBuilderConfig(
67
- srcdata=srcdata,
68
- language=language,
69
- variation=variation,
70
- version=datasets.Version("2.1.0"))
71
- for srcdata in _SRCDATA
72
- for language in _LANGUAGES
73
- for variation in _VARIATIONS
74
- if _is_interesting(srcdata, variation)
75
- ]
76
-
77
- DEFAULT_CONFIG_NAME = "humaneval-cpp"
78
-
79
- def _info(self):
80
- return datasets.DatasetInfo(
81
- description=_DESCRIPTION,
82
- license="MIT",
83
- features=datasets.Features({
84
- "name": datasets.Value("string"),
85
- "language": datasets.Value("string"),
86
- "prompt": datasets.Value("string"),
87
- "doctests": datasets.Value("string"),
88
- "original": datasets.Value("string"),
89
- "prompt_terminology": datasets.Value("string"),
90
- "tests": datasets.Value("string"),
91
- "stop_tokens": datasets.features.Sequence(datasets.Value("string")),
92
- }),
93
- supervised_keys=None,
94
- homepage="https://nuprl.github.io/MultiPL-E/",
95
- citation=_CITATION,
96
- task_templates=[]
97
- )
98
-
99
- def _split_generators(self, dl_manager: datasets.DownloadManager):
100
- files = dl_manager.download(
101
- f"https://raw.githubusercontent.com/nuprl/MultiPL-E/11b407bd2dd98c8204afea4d20043faf2145c20c/prompts/{self.config.srcdata}-{self.config.language}-{self.config.variation}.json"
102
- )
103
- return [
104
- datasets.SplitGenerator(
105
- name=datasets.Split.TEST,
106
- gen_kwargs={
107
- "filepath": files,
108
- }
109
- )
110
- ]
111
-
112
- def _generate_examples(self, filepath):
113
- with open(filepath, encoding="utf-8") as f:
114
- data = json.load(f)
115
- for id_, row in enumerate(data):
116
- yield id_, row
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
README.md CHANGED
The diff for this file is too large to render. See raw diff
 
dataset_infos.json DELETED
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how_to_update.txt DELETED
@@ -1,6 +0,0 @@
1
- To update this dataset:
2
-
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- 1. Edit the commit hash in MultiPL-E.py (line 106)
4
-
5
- 2. Run `datasets-cli test MultiPL-E.py --save_info --all_configs` to regenerate
6
- `dataset_infos.json`.
 
 
 
 
 
 
 
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