Datasets:
metadata
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). 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