| --- |
| license: other |
| --- |
| # Functions-656K |
|
|
| six hundred fifty six thousand samples of code, annotated with input and output types as well as any dependencies or libraries required for their use. completely anonymized variables. i anonymized all the variables to sort of low-pass a bunch of high frequency features, a model of the space should be smoother to navigate. |
|
|
| 1105k files from the stack -> 1376k cleanly typed functions w/ dependencies -> variable names anonymized -> 656k de-duplicated w minhash+lsh<br> |
| licenses: check https://hf.co/datasets/bigcode/the-stack |
| <details> |
| <summary>filtering libraries:</summary> |
| use the following: <code>dataset.filter(lambda x: False not in [label in allowed_set for label in x['lib_used']])</code><br> |
| where <code>allowed_set</code> is a subset of this list, which is the master list of allowed libraries in the dataset: |
| <pre><code> |
| "math", "cmath", "random", "statistics", "fractions", "decimal", "numbers", |
| "itertools", "functools", "operator", |
| "collections", "array", "bisect", "heapq", "weakref", "enum", "typing", |
| "string", "re", "textwrap", "pprint", "reprlib", "difflib", |
| "hashlib", "hmac", "secrets", "base64", "binascii", "quopri", "uu", |
| "copy", "contextlib", "abc", "dataclasses", "warnings", "gc", |
| "datetime", "calendar", |
| "inspect", "traceback", "ast", "tokenize", "keyword", "dis", "sys", |
| "json", "csv", "marshal", |
| "uuid", |
| "numpy", "scipy", "sympy", "sklearn", "statsmodels", "xgboost", "tqdm", |
| "shapely", "PyWavelets", "z3", "cvxpy",<br> |
| "os", "io", "pathlib", "glob", "fnmatch", "linecache", "tempfile", "shutil", |
| "fileinput", "stat", |
| "pickle", "shelve", "dbm", "sqlite3", |
| "zipfile", "tarfile", "gzip", "bz2", "lzma", "zlib", |
| "configparser", "argparse", "getopt", "optparse", "logging", "getpass", |
| "profile", "cProfile", "pstats", "timeit", "tracemalloc", "faulthandler", "pdb", |
| "curses", "termios", "tty", "pty", "platform", |
| "plistlib", "netrc", "xdrlib", "mailbox", "mimetypes", "wave", "aifc", |
| "sndhdr", "imghdr", "colorsys", "chunk", |
| "sysconfig", "site", "resource", |
| "pandas", "matplotlib", "seaborn", "plotly", "torch", "tensorflow", "keras", |
| "gensim", "skimage", "PIL", "cv2", "nltk", "spacy", "dask", "polars", |
| "vaex", "h5py", "netCDF4", "xarray", |
| "Bio", "scikit-bio", "PyCogent", |
| "geopandas", "rasterio", |
| "rdkit", "openbabel", "pymatgen", |
| "astropy", "sunpy", "healpy", |
| "librosa", |
| "MDAnalysis", "OpenMM", "cartopy",<br> |
| "subprocess", "shlex", |
| "socket", "ssl", "select", "selectors", "asyncio", "socketserver", |
| "http", "urllib", "ftplib", "poplib", "imaplib", "smtplib", "telnetlib", |
| "xmlrpc", "webbrowser", "cgi", "cgitb", "wsgiref", "http.server", |
| "threading", "multiprocessing", "concurrent", "queue", "sched", |
| "contextvars", "signal", "mmap", |
| "importlib", "runpy", "code", "codeop", |
| "ctypes", "cffi", "msvcrt", "winreg", "winsound", "posix", "pwd", "spwd", |
| "grp", "crypt", "fcntl", "syslog", "pipes", |
| "email", |
| "ossaudiodev", "audioop", |
| "bdb", "trace", |
| "transformers", "datasets", "requests", "beautifulsoup4", "selenium", |
| "folium", "qiskit" |
| </code></pre> |
| </details> |
