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12
v0
[]
typing.NoReturn
def v0() -> typing.NoReturn: (v1, v2, v3, v4) = map(int, input().split()) v5 = 0 while True: if v1 * v3 < v1 + v4: if v1 * v3 >= v2: break v1 *= v3 v5 += 1 continue v5 += (v2 - 1 - v1) // v4 break print(v5)
[]
[]
[]
13
import typing def main() -> typing.NoReturn: x, y, a, b = map(int, input().split()) exp = 0 while True: if x * a < x + b: if x * a >= y: break x *= a exp += 1 continue exp += (y - 1 - x) // b break print(exp) main...
null
v0
[ "str", "str" ]
dict
def v0(v1: str, v2: str) -> dict: while True: v3 = requests.get(v1, headers={'Authorization': 'token {0}'.format(v2)}) v3.raise_for_status() yield v3.json() if 'next' not in v3.links: break v1 = v3.links['next']['url']
[]
[ "requests" ]
[ "import requests" ]
8
from config import Config import requests from filehandler import mkdir from gitlib import check_name, mirror from pathlib import Path from logger import log_message, log_error DEFAULT_HOST = "https://api.github.com/" def backup(config: Config) -> bool: if config.host is None or not config.host: config....
null
v0
[]
dict
def v0(self) -> dict: v1 = {} if hasattr(self, 'client_id'): v1['clientId'] = self.client_id if hasattr(self, 'country_code'): v1['countryCode'] = self.country_code if hasattr(self, 'namespace'): v1['namespace'] = self.namespace if hasattr(self, 'user_id'): v1['userId...
[]
[]
[]
11
# Copyright (c) 2021 AccelByte Inc. All Rights Reserved. # This is licensed software from AccelByte Inc, for limitations # and restrictions contact your company contract manager. # # Code generated. DO NOT EDIT! # template file: justice_py_sdk_codegen/__main__.py # pylint: disable=duplicate-code # pylint: disable=li...
null
v45
[ "str" ]
v0
def v45(self, v46: str) -> v0: self.parent_category_path = v46 return self
[]
[]
[]
3
# Auto-generated at 2021-09-27T17:12:36.153434+08:00 # from: Justice Platform Service (3.24.0) # Copyright (c) 2018 - 2021 AccelByte Inc. All Rights Reserved. # This is licensed software from AccelByte Inc, for limitations # and restrictions contact your company contract manager. # pylint: disable=duplicate-code # py...
[ "class v0(Model):\n v1: str\n v2: str\n v3: str\n v4: str\n v5: str\n v6: str\n v7: List[v0]\n v8: bool\n\n def v9(self, v10: str) -> v0:\n self.namespace = v10\n return self\n\n def v11(self, v12: str) -> v0:\n self.parent_category_path = v12\n return self\...
v45
[ "str" ]
v0
def v45(self, v46: str) -> v0: self.username = v46 return self
[]
[]
[]
3
# Copyright (c) 2021 AccelByte Inc. All Rights Reserved. # This is licensed software from AccelByte Inc, for limitations # and restrictions contact your company contract manager. # # Code generated. DO NOT EDIT! # template file: justice_py_sdk_codegen/__main__.py # justice-session-browser-service () # pylint: disab...
[ "class v0(Model):\n v1: ModelsGameSessionSetting\n v2: str\n v3: str\n v4: str\n v5: str\n\n def v6(self, v7: ModelsGameSessionSetting) -> v0:\n self.game_session_setting = v7\n return self\n\n def v8(self, v9: str) -> v0:\n self.game_version = v9\n return self\n\n ...
v0
[ "bool" ]
dict
def v0(self, v1: bool=False) -> dict: v2 = {} if hasattr(self, 'namespace') and self.namespace: v2['namespace'] = str(self.namespace) elif v1: v2['namespace'] = str() if hasattr(self, 'user_id') and self.user_id: v2['userId'] = str(self.user_id) elif v1: v2['userId'] ...
[]
[]
[]
27
# Auto-generated at 2021-09-27T17:01:27.299302+08:00 # from: Justice Social Service (1.17.1) # Copyright (c) 2018 - 2021 AccelByte Inc. All Rights Reserved. # This is licensed software from AccelByte Inc, for limitations # and restrictions contact your company contract manager. # pylint: disable=duplicate-code # pyli...
null
v13
[ "v0", "Any" ]
Any
def v13(self, v14: v0, v15): self.remove_household(v14) self.add_household_to_settlement(v14, v15)
[]
[]
[]
3
import statistics import VegetationModel import math import numpy as np import json from ECAgent.Core import * from ECAgent.Decode import IDecodable from ECAgent.Environments import PositionComponent, discreteGridPosToID from ECAgent.Collectors import Collector, FileCollector from VegetationModel import SoilMoistureC...
[ "class v0(Agent, IDecodable):\n\n def __init__(self, v1: str, v2: Model, v3: int):\n super().__init__(v1, v2)\n self.addComponent(ResourceComponent(self, v2))\n self.addComponent(HouseholdRelationshipComponent(self, v2, v3))\n\n @staticmethod\n def v4(v5: dict):\n ResourceCompon...
v0
[ "Any", "float" ]
Any
"def v0(self, v1, v2: float):\n self.forage_utility += (v1.forage_utility - self.forage_utility) (...TRUNCATED)
[]
[]
[]
8
"import json\nimport logging\nimport math\nimport numpy as np\nimport statistics\nimport time\n\nfro(...TRUNCATED)
null
v0
[ "str" ]
str
"def v0(v1: str) -> str:\n v2 = re.sub('\\\\(#[+-]?[0-9]*[.]?[0-9]*\\\\)', '', v1)\n for v3 in(...TRUNCATED)
[]
[ "re", "string" ]
[ "import re", "from string import punctuation" ]
5
"import re\nfrom string import punctuation\n\n\ndef preprocess(text: str) -> str:\n prep_text = r(...TRUNCATED)
null
v0
[ "int" ]
bool
"def v0(self, v1: int) -> bool:\n v2 = 2 ** 31 - 1\n if -(v2 + 1) <= v1 <= v2:\n v3 = s(...TRUNCATED)
[]
[]
[]
9
"from typing import List\n\n\nclass Solution:\n def isPalindrome(self, x: int) -> bool:\n (...TRUNCATED)
null
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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
licenses: check https://hf.co/datasets/bigcode/the-stack

filtering libraries: use the following: dataset.filter(lambda x: False not in [label in allowed_set for label in x['lib_used']])
where allowed_set is a subset of this list, which is the master list of allowed libraries in the dataset:

    "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",
"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",
"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"
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