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

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