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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> |