|
|
--- |
|
|
dataset_info: |
|
|
features: |
|
|
- name: hexsha |
|
|
dtype: string |
|
|
- name: repo |
|
|
dtype: string |
|
|
- name: path |
|
|
dtype: string |
|
|
- name: license |
|
|
sequence: string |
|
|
- name: language |
|
|
dtype: string |
|
|
- name: identifier |
|
|
dtype: string |
|
|
- name: return_type |
|
|
dtype: string |
|
|
- name: original_string |
|
|
dtype: string |
|
|
- name: original_docstring |
|
|
dtype: string |
|
|
- name: docstring |
|
|
dtype: string |
|
|
- name: docstring_tokens |
|
|
sequence: string |
|
|
- name: code |
|
|
dtype: string |
|
|
- name: code_tokens |
|
|
sequence: string |
|
|
- name: short_docstring |
|
|
dtype: string |
|
|
- name: short_docstring_tokens |
|
|
sequence: string |
|
|
- name: comment |
|
|
sequence: string |
|
|
- name: parameters |
|
|
list: |
|
|
- name: param |
|
|
dtype: string |
|
|
- name: type |
|
|
dtype: string |
|
|
- name: docstring_params |
|
|
struct: |
|
|
- name: returns |
|
|
list: |
|
|
- name: docstring |
|
|
dtype: string |
|
|
- name: docstring_tokens |
|
|
sequence: string |
|
|
- name: type |
|
|
dtype: string |
|
|
- name: raises |
|
|
list: |
|
|
- name: docstring |
|
|
dtype: string |
|
|
- name: docstring_tokens |
|
|
sequence: string |
|
|
- name: type |
|
|
dtype: string |
|
|
- name: params |
|
|
list: |
|
|
- name: identifier |
|
|
dtype: string |
|
|
- name: type |
|
|
dtype: string |
|
|
- name: docstring |
|
|
dtype: string |
|
|
- name: docstring_tokens |
|
|
sequence: string |
|
|
- name: default |
|
|
dtype: string |
|
|
- name: is_optional |
|
|
dtype: bool |
|
|
- name: outlier_params |
|
|
list: |
|
|
- name: identifier |
|
|
dtype: string |
|
|
- name: type |
|
|
dtype: string |
|
|
- name: docstring |
|
|
dtype: string |
|
|
- name: docstring_tokens |
|
|
sequence: string |
|
|
- name: default |
|
|
dtype: string |
|
|
- name: is_optional |
|
|
dtype: bool |
|
|
- name: others |
|
|
list: |
|
|
- name: identifier |
|
|
dtype: string |
|
|
- name: docstring |
|
|
dtype: string |
|
|
- name: docstring_tokens |
|
|
sequence: string |
|
|
- name: code_with_imports |
|
|
dtype: string |
|
|
- name: idxs |
|
|
dtype: int64 |
|
|
- name: cluster |
|
|
dtype: int64 |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 1555988881.6663418 |
|
|
num_examples: 544627 |
|
|
download_size: 773215769 |
|
|
dataset_size: 1555988881.6663418 |
|
|
license: mit |
|
|
task_categories: |
|
|
- text-generation |
|
|
--- |
|
|
# Dataset Card for "thevault-filtered" |
|
|
|
|
|
Filtered version of [The Vault (function)](https://huggingface.co/datasets/Fsoft-AIC/the-vault-function). Restricted only to Python, then: |
|
|
- Light AST filtering for self-contained functions |
|
|
- Run through CodeBERT embeddings, clustered with k-means to 1024 clusters, and then the clusters were manually skimmed for seemingly uninformative functions. |
|
|
|
|
|
The clusters excluded and their reasons are as follows: |
|
|
``` |
|
|
excluded = [ |
|
|
4, # biochem stuff? DEcompiled code |
|
|
9, # Empty functions |
|
|
33, # Empty functions |
|
|
34, # UI stuff, just returns arguments |
|
|
37, # Empty functions |
|
|
40, # Empty functions |
|
|
42, # Empty functions |
|
|
44, # _namespace_SIO stuff |
|
|
55, # Trivial, e.g. add(a, b) = a + b |
|
|
66, # find_by class methods |
|
|
67, # Mostly methods, seems not very informative |
|
|
77, # openapi_types, returns a fixed dictionary |
|
|
78, # Minimal, method stuff |
|
|
83, # Locale configuration |
|
|
87, # Just returns argument |
|
|
101, # Incomplete |
|
|
102, # Class methods |
|
|
108, # openapi_types |
|
|
156, # Empty functions |
|
|
164, # Trivial, function aliases |
|
|
168, # Class methods |
|
|
172, # Empty functions |
|
|
173, # Class methods |
|
|
175, # Class methods |
|
|
181, # Empty functions |
|
|
182, # Fixed API stuff |
|
|
190, # Fixed specific stuff |
|
|
197, # from_dictionary class methods |
|
|
198, # Empty functions |
|
|
234, # Unimplemented |
|
|
246, # Fixed specific stuff |
|
|
277, # Empty functions |
|
|
280, # Empty functions |
|
|
282, # Empty functions |
|
|
287, # Trivial, e.g. helloWorld() |
|
|
299, # Mostly unfinished |
|
|
304, # Empty functions |
|
|
310, # Fixed API stuff |
|
|
313, # Just modifies globals |
|
|
320, # Empty functions |
|
|
329, # Takes a credentials object, and runs methods on it |
|
|
332, # MangoPi bot |
|
|
334, # Empty |
|
|
338, # namespace_SIO nonsense |
|
|
339, # fn(x) = x |
|
|
363, # Empty functions |
|
|
370, # Empty |
|
|
379, # Empty |
|
|
388, # Empty |
|
|
392, # Empty functions |
|
|
393, # Fixed lists |
|
|
409, # Fixed dictionaries |
|
|
416, # Aliases to print |
|
|
428, # Empty functions |
|
|
437, # Empty functions |
|
|
444, # Empty |
|
|
454, # Mostly just calls methods on arguments |
|
|
463, # Mostly just calls methods on arguments |
|
|
470, # Fixed dictionaries |
|
|
474, # Mostly fixed printing |
|
|
465, # OpenAPI fixed dictionaries |
|
|
476, # Empty |
|
|
477, # Fixed dictionaries |
|
|
491, # Trivial |
|
|
494, # Lots of fixed string stuff |
|
|
496, # Empty |
|
|
511, # Empty |
|
|
518, # OpenAPI |
|
|
521, # Fixed API stuff |
|
|
536, # Empty |
|
|
540, # Fixed API stuff |
|
|
553, # Empty |
|
|
555, # Empty |
|
|
564, # Empty |
|
|
566, # Empty |
|
|
568, # cls methods |
|
|
573, # Mostly fixed dict stuff |
|
|
574, # namespace_SO stuff, more biochem? |
|
|
582, # namespace_SO stuff, more biochem? |
|
|
602, # Fixed lists |
|
|
608, # Mostly cls methods |
|
|
617, # Mostly cls methods |
|
|
629, # cls methods, fixed lists |
|
|
641, # Fixed API stuff |
|
|
642, # Empty |
|
|
647, # Windows API stuff |
|
|
648, # jupyter stuff |
|
|
649, # mostly fixed dicts |
|
|
652, # Empty |
|
|
660, # Empty |
|
|
665, # cls methods |
|
|
666, # Empty |
|
|
672, # Empty |
|
|
680, # fixed dicts |
|
|
682, # Empty |
|
|
686, # Empty |
|
|
687, # Fixed lists elements_sequence |
|
|
692, # cls methods |
|
|
693, # ASCII art |
|
|
704, # Empty |
|
|
709, # mqtt send message |
|
|
712, # Empty |
|
|
715, # Fixed data recoding |
|
|
717, # Empty |
|
|
722, # cls methods |
|
|
725, # cls methods |
|
|
734, # cls methods |
|
|
737, # Empty |
|
|
741, # Trivial cls methods |
|
|
742, # Empty |
|
|
745, # Fixed strings |
|
|
752, # Empty |
|
|
758, # Mostly fixed printing |
|
|
768, # Empty |
|
|
783, # Empty |
|
|
784, # Mostly fixed dicts |
|
|
802, # Fixed printing |
|
|
806, # Empty |
|
|
821, # Empty |
|
|
824, # stuff like load_performance_win_x64_win_x64_vs2017_settings |
|
|
825, # Trivial |
|
|
835, # Empty |
|
|
851, # Empty |
|
|
862, # Empty |
|
|
876, # Trivial |
|
|
878, # Empty |
|
|
887, # Empty |
|
|
888, # Mostly fixed dicts |
|
|
890, # Mostly fixed dicts |
|
|
893, # Empty |
|
|
898, # cls methods |
|
|
899, # Fixed ['str'] stuff |
|
|
906, # Auto-generated or something |
|
|
912, # Empty |
|
|
924, # Empty |
|
|
933, # namespace_SO biochem stuff |
|
|
938, # Trivial |
|
|
959, # Mostly fixed printing |
|
|
963, # API-specific |
|
|
965, # cls methods |
|
|
967, # cls methods |
|
|
970, # Mostly fixed printing |
|
|
971, # cls methods |
|
|
972, # cls methods |
|
|
973, # Empty |
|
|
979, # cls methods |
|
|
982, # Empty |
|
|
983, # Empty |
|
|
989, # cls methods |
|
|
990, # API specific |
|
|
1007, # API specific |
|
|
1014, # Empty |
|
|
] |
|
|
``` |
|
|
|
|
|
MIT licensed, like the original dataset |
