instruction
stringclasses
100 values
code
stringlengths
78
193k
response
stringlengths
259
170k
file
stringlengths
59
203
Add docstrings to incomplete code
# -*- coding:utf-8 -*- def ma(data, n=10, val_name="close"): import numpy as np ''' 移动平均线 Moving Average Parameters ------ data:pandas.DataFrame 通过 get_h_data 取得的股票数据 n:int 移动平均线时长,时间单位根据data决定 val_name:string 计算哪一列的列名,默认为 c...
--- +++ @@ -1,5 +1,12 @@ # -*- coding:utf-8 -*- +""" +股票技术指标接口 +Created on 2018/05/26 +@author: Jackie Liao +@group : ** +@contact: info@liaocy.net +""" def ma(data, n=10, val_name="close"): @@ -241,6 +248,23 @@ def boll(data, n=10, val_name="close", k=2): + ''' + 布林线指标BOLL + Parameters + ...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/stock/indictor.py
Document all endpoints with docstrings
# -*- coding:utf-8 -*- from __future__ import division from tushare.stock import cons as ct from tushare.stock import ref_vars as rv import pandas as pd import numpy as np import time import lxml.html from lxml import etree import re import json from pandas.compat import StringIO from tushare.util import dateu as du f...
--- +++ @@ -1,694 +1,1092 @@-# -*- coding:utf-8 -*- -from __future__ import division -from tushare.stock import cons as ct -from tushare.stock import ref_vars as rv -import pandas as pd -import numpy as np -import time -import lxml.html -from lxml import etree -import re -import json -from pandas.compat import StringI...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/stock/reference.py
Add docstrings to existing functions
# -*- coding:utf-8 -*- from tushare.stock import cons as ct from tushare.stock import news_vars as nv import pandas as pd from datetime import datetime import lxml.html from lxml import etree import re import json try: from urllib.request import urlopen, Request except ImportError: from urllib2 import urlopen...
--- +++ @@ -1,5 +1,12 @@ # -*- coding:utf-8 -*- +""" +新闻事件数据接口 +Created on 2015/02/07 +@author: Jimmy Liu +@group : waditu +@contact: jimmysoa@sina.cn +""" from tushare.stock import cons as ct from tushare.stock import news_vars as nv @@ -17,6 +24,23 @@ def get_latest_news(top=None, show_content=False): + ...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/stock/newsevent.py
Add docstrings following best practices
#!/usr/bin/env python # -*- coding:utf-8 -*- import json import datetime from bs4 import BeautifulSoup import pandas as pd from tushare.futures import domestic_cons as ct try: from urllib.request import urlopen, Request from urllib.parse import urlencode from urllib.error import HTTPError from http.cli...
--- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python # -*- coding:utf-8 -*- +''' +Created on 2017年06月04日 +@author: debugo +@contact: me@debugo.com +''' import json import datetime @@ -19,6 +24,29 @@ def get_cffex_daily(date = None): + """ + 获取中金所日交易数据 + Parameters + ------ + date: 日期 format:YY...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/futures/domestic.py
Add docstrings including usage examples
# -*- coding:utf-8 -*- import pandas as pd from tushare.stock import cons as ct import lxml.html from lxml import etree import re import time from pandas.compat import StringIO from tushare.util import dateu as du try: from urllib.request import urlopen, Request except ImportError: from urllib2 import urlopen,...
--- +++ @@ -1,330 +1,519 @@-# -*- coding:utf-8 -*- -import pandas as pd -from tushare.stock import cons as ct -import lxml.html -from lxml import etree -import re -import time -from pandas.compat import StringIO -from tushare.util import dateu as du -try: - from urllib.request import urlopen, Request -except Import...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/stock/fundamental.py
Generate docstrings for script automation
# -*- coding:utf-8 -*- from __future__ import division import time import json import lxml.html from lxml import etree import pandas as pd import numpy as np import datetime from tushare.stock import cons as ct import re from pandas.compat import StringIO from tushare.util import dateu as du from tushare.util.formula...
--- +++ @@ -1,971 +1,1281 @@-# -*- coding:utf-8 -*- -from __future__ import division - -import time -import json -import lxml.html -from lxml import etree -import pandas as pd -import numpy as np -import datetime -from tushare.stock import cons as ct -import re -from pandas.compat import StringIO -from tushare.util im...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/stock/trading.py
Can you add docstrings to this Python file?
#!/usr/bin/env python # -*- coding:utf-8 -*- import pandas as pd from pandas.compat import StringIO from tushare.stock import cons as ct import numpy as np import time import json import re import lxml.html from lxml import etree from tushare.util import dateu as du from tushare.stock import ref_vars as rv try: f...
--- +++ @@ -1,5 +1,12 @@ #!/usr/bin/env python # -*- coding:utf-8 -*- +""" +龙虎榜数据 +Created on 2015年6月10日 +@author: Jimmy Liu +@group : waditu +@contact: jimmysoa@sina.cn +""" import pandas as pd from pandas.compat import StringIO @@ -19,6 +26,31 @@ def top_list(date = None, retry_count=3, pause=0.001): + "...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/stock/billboard.py
Please document this code using docstrings
# -*- coding:utf-8 -*- import pandas as pd from tushare.stock import cons as ct from tushare.util import dateu as du try: from urllib.request import urlopen, Request except ImportError: from urllib2 import urlopen, Request import time import json def realtime_boxoffice(retry_count=3,pause=0.001): for _ in...
--- +++ @@ -1,4 +1,11 @@ # -*- coding:utf-8 -*- +""" +电影票房 +Created on 2015/12/24 +@author: Jimmy Liu +@group : waditu +@contact: jimmysoa@sina.cn +""" import pandas as pd from tushare.stock import cons as ct from tushare.util import dateu as du @@ -10,6 +17,26 @@ import json def realtime_boxoffice(retry_count=...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/internet/boxoffice.py
Provide clean and structured docstrings
#!/usr/bin/env python # -*- coding:utf-8 -*- import re import datetime CFFEX_DAILY_URL = 'http://www.cffex.com.cn/fzjy/mrhq/%s/%s/%s_1.csv' SHFE_DAILY_URL = 'http://www.shfe.com.cn/data/dailydata/kx/kx%s.dat' SHFE_VWAP_URL = 'http://www.shfe.com.cn/data/dailydata/ck/%sdailyTimePrice.dat' DCE_DAILY_URL = 'http://www.d...
--- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python # -*- coding:utf-8 -*- +''' +Created on 2017年06月04日 +@author: debugo +@contact: me@debugo.com +''' import re import datetime @@ -30,6 +35,11 @@ 'postman-token': "153f42ca-148a-8f03-3302-8172cc4a5185" } def convert_date(date): + """ + transform a date strin...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/futures/domestic_cons.py
Add structured docstrings to improve clarity
#!/usr/bin/env python # -*- coding:utf-8 -*- import six import pandas as pd import requests import time from threading import Thread from tushare.trader import vars as vs from tushare.trader import utils from tushare.util import upass as up from tushare.util.upass import set_broker class TraderAPI(object): def _...
--- +++ @@ -1,6 +1,12 @@ #!/usr/bin/env python # -*- coding:utf-8 -*- +''' +Created on 2016年9月25日 +@author: Jimmy Liu +@group : waditu +@contact: jimmysoa@sina.cn +''' import six import pandas as pd import requests @@ -12,6 +18,12 @@ from tushare.util.upass import set_broker class TraderAPI(object): + """ ...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/trader/trader.py
Write Python docstrings for this snippet
# -*- coding:utf-8 -*- import pandas as pd import numpy as np import re import json from tushare.stock import macro_vars as vs from tushare.stock import cons as ct try: from urllib.request import urlopen, Request except ImportError: from urllib2 import urlopen, Request def get_gdp_year(): rdint = vs.ra...
--- +++ @@ -1,5 +1,12 @@ # -*- coding:utf-8 -*- +""" +宏观经济数据接口 +Created on 2015/01/24 +@author: Jimmy Liu +@group : waditu +@contact: jimmysoa@sina.cn +""" import pandas as pd import numpy as np @@ -14,6 +21,23 @@ def get_gdp_year(): + """ + 获取年度国内生产总值数据 + Return + -------- + DataFrame + ...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/stock/macro.py
Create docstrings for all classes and functions
# !/usr/bin/env python # -*- coding: utf-8 -*- import pandas as pd import simplejson as json from functools import partial import requests class DataApi: __token = '' __http_url = 'http://api.tushare.pro' def __init__(self, token, timeout=10): self.__token = token self.__timeout = time...
--- +++ @@ -1,6 +1,12 @@ # !/usr/bin/env python # -*- coding: utf-8 -*- +""" +Pro数据接口 +Created on 2017/07/01 +@author: polo,Jimmy +@group : tushare.pro +""" import pandas as pd import simplejson as json @@ -14,6 +20,12 @@ __http_url = 'http://api.tushare.pro' def __init__(self, token, timeout=10): + ...
https://raw.githubusercontent.com/waditu/tushare/HEAD/tushare/pro/client.py
Document functions with detailed explanations
####################################################################### # Copyright (C) # # 2018 Sergii Bondariev (sergeybondarev@gmail.com) # # 2018 Shangtong Zhang(zhangshangtong.cpp@gmail.com) # # Permission given to modify the...
--- +++ @@ -13,9 +13,20 @@ from tqdm import tqdm def true_value(p): + """ True value of the first state + Args: + p (float): probability of the action 'right'. + Returns: + True value of the first state. + The expression is obtained by manually solving the easy linear system + of...
https://raw.githubusercontent.com/ShangtongZhang/reinforcement-learning-an-introduction/HEAD/chapter13/short_corridor.py
Generate docstrings for each module
####################################################################### # Copyright (C) # # 2021 Johann Huber (huber.joh@hotmail.fr) # # Permission given to modify the code as long as you keep this # # declaration at the top ...
--- +++ @@ -5,6 +5,36 @@ # declaration at the top # ####################################################################### +""" + +Description: + This script is meant to reproduce Figure 12.14 of Sutton and Barto's book. This example shows + the effect of λ on 4 re...
https://raw.githubusercontent.com/ShangtongZhang/reinforcement-learning-an-introduction/HEAD/chapter12/lambda_effect.py
Help me comply with documentation standards
#!/usr/bin/env python3 import argparse import re import sys from pathlib import Path from generate_openai_yaml import write_openai_yaml MAX_SKILL_NAME_LENGTH = 64 ALLOWED_RESOURCES = {"scripts", "references", "assets"} SKILL_TEMPLATE = """--- name: {skill_name} description: [TODO: Complete and informative explanati...
--- +++ @@ -1,4 +1,17 @@ #!/usr/bin/env python3 +""" +Skill Initializer - Creates a new skill from template + +Usage: + init_skill.py <skill-name> --path <path> [--resources scripts,references,assets] [--examples] [--interface key=value] + +Examples: + init_skill.py my-new-skill --path skills/public + init_ski...
https://raw.githubusercontent.com/openai/skills/HEAD/skills/.system/skill-creator/scripts/init_skill.py
Document all endpoints with docstrings
import argparse import os import re import subprocess import tempfile import xml.etree.ElementTree as ET from os import makedirs, replace from os.path import abspath, basename, exists, expanduser, join, splitext from shutil import which import sys from typing import Sequence, cast from zipfile import ZipFile from pdf2...
--- +++ @@ -29,6 +29,12 @@ def calc_dpi_via_ooxml_docx(input_path: str, max_w_px: int, max_h_px: int) -> int: + """Calculate DPI from OOXML `word/document.xml` page size (w:pgSz in twips). + + DOCX stores page dimensions in section properties as twips (1/1440 inch). + We read the first encountered section'...
https://raw.githubusercontent.com/openai/skills/HEAD/skills/.curated/doc/scripts/render_docx.py
Document this module using docstrings
#!/usr/bin/env python3 # Copyright (c) OpenAI. All rights reserved. import argparse import re import sys import tempfile from math import ceil from os import listdir from os.path import basename, expanduser, isfile, join, splitext from pathlib import Path from typing import Literal SCRIPT_DIR = Path(__file__).resolve(...
--- +++ @@ -19,6 +19,7 @@ def _make_placeholder(w: int, h: int) -> Image.Image: + """Create a visible placeholder tile with a light gray fill and a red X cross.""" ph = Image.new("RGBA", (w, h), (220, 220, 220, 255)) ph_draw = ImageDraw.Draw(ph) line_color = (180, 0, 0, 255) @@ -55,6 +56,7 @@ ...
https://raw.githubusercontent.com/openai/skills/HEAD/skills/.curated/slides/scripts/create_montage.py
Create docstrings for API functions
#!/usr/bin/env python3 from __future__ import annotations import json import subprocess import sys from typing import Any QUERY = """\ query( $owner: String!, $repo: String!, $number: Int!, $commentsCursor: String, $reviewsCursor: String, $threadsCursor: String ) { repository(owner: $owner, name: $repo...
--- +++ @@ -1,4 +1,17 @@ #!/usr/bin/env python3 +""" +Fetch all PR conversation comments + reviews + review threads (inline threads) +for the PR associated with the current git branch, by shelling out to: + + gh api graphql + +Requires: + - `gh auth login` already set up + - current branch has an associated (open) P...
https://raw.githubusercontent.com/openai/skills/HEAD/skills/.curated/gh-address-comments/scripts/fetch_comments.py
Create docstrings for API functions
#!/usr/bin/env python3 import argparse import json import os import re import shutil import subprocess import tempfile import xml.etree.ElementTree as ET from functools import lru_cache from os.path import abspath, basename, exists, expanduser, join, splitext from zipfile import ZipFile STYLE_TOKENS = [ "regular"...
--- +++ @@ -1,4 +1,70 @@ #!/usr/bin/env python3 +"""Copyright (c) OpenAI. All rights reserved. + +Detect missing fonts for PPTX rendering by converting to ODP and inspecting the resolved font +families per slide. + +Overview +======== +PowerPoint files (PPTX) declare requested font families in runs and theme defaults, ...
https://raw.githubusercontent.com/openai/skills/HEAD/skills/.curated/slides/scripts/detect_font.py
Add inline docstrings for readability
#!/usr/bin/env python3 # Copyright (c) OpenAI. All rights reserved. import argparse import os import re import subprocess import tempfile import xml.etree.ElementTree as ET from os import makedirs, replace from os.path import abspath, basename, exists, expanduser, join, splitext from typing import Sequence, cast from z...
--- +++ @@ -17,6 +17,7 @@ def calc_dpi_via_ooxml(input_path: str, max_w_px: int, max_h_px: int) -> int: + """Calculate DPI from OOXML `ppt/presentation.xml` slide size (cx/cy in EMUs).""" with ZipFile(input_path, "r") as zf: xml = zf.read("ppt/presentation.xml") root = ET.fromstring(xml) @@ -3...
https://raw.githubusercontent.com/openai/skills/HEAD/skills/.curated/slides/scripts/render_slides.py
Add documentation for all methods
#!/usr/bin/env python3 import argparse import gzip import shutil from os import listdir from os.path import basename, dirname, expanduser, isfile, join, splitext from subprocess import run RASTER_EXTS = { ".png", ".jpg", ".jpeg", ".bmp", ".gif", ".tif", ".tiff", ".webp", } CONVERTIBLE...
--- +++ @@ -1,4 +1,30 @@ #!/usr/bin/env python3 +"""Copyright (c) OpenAI. All rights reserved. + +Ensures input images are rasterized, converting to PNG when needed. Primarily used to +preview image assets extracted from PowerPoint files. + + +Dependencies used by this tool: +- Inkscape: SVG/EMF/WMF rasterization +- Im...
https://raw.githubusercontent.com/openai/skills/HEAD/skills/.curated/slides/scripts/ensure_raster_image.py
Generate docstrings for exported functions
from dataclasses import dataclass from typing import List, Tuple import torch import torchaudio from huggingface_hub import hf_hub_download from models import Model from moshi.models import loaders from tokenizers.processors import TemplateProcessing from transformers import AutoTokenizer from watermarking import CSM_...
--- +++ @@ -20,6 +20,9 @@ def load_llama3_tokenizer(): + """ + https://github.com/huggingface/transformers/issues/22794#issuecomment-2092623992 + """ tokenizer_name = "meta-llama/Llama-3.2-1B" tokenizer = AutoTokenizer.from_pretrained(tokenizer_name) bos = tokenizer.bos_token @@ -93,6 +96,10...
https://raw.githubusercontent.com/SesameAILabs/csm/HEAD/generator.py
Add docstrings including usage examples
from dataclasses import dataclass import torch import torch.nn as nn import torchtune from huggingface_hub import PyTorchModelHubMixin from torchtune.models import llama3_2 def llama3_2_1B() -> torchtune.modules.transformer.TransformerDecoder: return llama3_2.llama3_2( vocab_size=128_256, num_lay...
--- +++ @@ -57,6 +57,14 @@ def _index_causal_mask(mask: torch.Tensor, input_pos: torch.Tensor): + """ + Args: + mask: (max_seq_len, max_seq_len) + input_pos: (batch_size, seq_len) + + Returns: + (batch_size, seq_len, max_seq_len) + """ r = mask[input_pos, :] return r @@ ...
https://raw.githubusercontent.com/SesameAILabs/csm/HEAD/models.py
Add docstrings for internal functions
import wifiphisher.common.constants as constants class MACMatcher(object): def __init__(self, mac_vendor_file): self._mac_to_vendor = {} self._vendor_file = mac_vendor_file # get the information in the vendor file self._get_vendor_information() def _get_vendor_information(...
--- +++ @@ -1,10 +1,30 @@+""" +This module was made to match MAC address with vendors +""" import wifiphisher.common.constants as constants class MACMatcher(object): + """ + This class handles Organizationally Unique Identifiers (OUIs). + The original data comes from http://standards.ieee.org/regauth/ ...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/macmatcher.py
Help me write clear docstrings
import time import wifiphisher.common.constants as constants from wifiphisher.common.macmatcher import MACMatcher as macmatcher class Victim(object): def __init__(self, vmac_address, ip_address): self.vmac_address = vmac_address self.ip_address = ip_address self.os = "" self.ven...
--- +++ @@ -1,3 +1,4 @@+"""Module to keep track the victims connected to the rogue AP.""" import time @@ -6,8 +7,10 @@ class Victim(object): + """Resembles a Victim (i.e. a connected device to the rogue AP).""" def __init__(self, vmac_address, ip_address): + """Create a Victim object.""" ...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/victim.py
Help me comply with documentation standards
from __future__ import (absolute_import, division, print_function, unicode_literals) import os import subprocess import time from subprocess import check_output import roguehostapd.apctrl as apctrl import roguehostapd.config.hostapdconfig as hostapdconfig import wifiphisher.common.constants a...
--- +++ @@ -1,3 +1,4 @@+"""This module was made to fork the rogue access point.""" from __future__ import (absolute_import, division, print_function, unicode_literals) @@ -14,18 +15,21 @@ class AccessPoint(object): + """This class forks the softAP.""" # Instance will be stored ...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/accesspoint.py
Add docstrings to incomplete code
#!/usr/bin/env python3 # -*- coding: utf-8 -*- # pylint: skip-file import argparse import curses import fcntl import logging import logging.config import os import signal import socket import struct import subprocess import sys import time from shutil import copyfile from subprocess import PIPE, Popen, check_output...
--- +++ @@ -230,6 +230,9 @@ def setup_logging(args): + """ + Setup the logging configurations + """ root_logger = logging.getLogger() # logging setup if args.logging: @@ -245,10 +248,16 @@ def set_ip_fwd(): + """ + Set kernel variables. + """ Popen(['sysctl', '-w', 'net.ipv...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/pywifiphisher.py
Document helper functions with docstrings
from __future__ import (absolute_import, division, print_function, unicode_literals) from wifiphisher.common.constants import NETWORK_GW_IP, PORT, SSL_PORT from wifiphisher.common.utilities import execute_commands class Fw(): @staticmethod def nat(internal_interface, external_interf...
--- +++ @@ -1,3 +1,4 @@+"""Serves as an abstraction layer in front of iptables.""" from __future__ import (absolute_import, division, print_function, unicode_literals) @@ -7,10 +8,12 @@ class Fw(): + """Handles all iptables operations.""" @staticmethod def nat(internal_int...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/firewall.py
Add docstrings to my Python code
import datetime import json import logging import os.path import re import time import asyncio import tornado.ioloop import tornado.web import tornado.platform.asyncio import wifiphisher.common.constants as constants import wifiphisher.common.extensions as extensions import wifiphisher.common.uimethods as uimethods im...
--- +++ @@ -36,12 +36,30 @@ class BackendHandler(tornado.web.RequestHandler): + """ + Validate the POST requests from client by the uimethods + """ def initialize(self, em): + """ + :param self: A tornado.web.RequestHandler object + :param em: An extension manager object + ...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/phishinghttp.py
Generate docstrings for script automation
#!/usr/bin/env python3 import os import sys import shutil import tempfile import distutils.sysconfig import distutils.ccompiler from distutils.errors import CompileError, LinkError from setuptools import Command, find_packages, setup from textwrap import dedent import wifiphisher.common.constants as constants try...
--- +++ @@ -1,4 +1,14 @@ #!/usr/bin/env python3 +r""" + _ __ _ _ _ _ + (_)/ _(_) | | (_) | | + ((.)) __ ___| |_ _ _ __ | |__ _ ___| |__ ___ _ __ + | \ \ /\ / / | _| | '_ \| '_ \| / __| '_ \ / _ \ '__| + /_\ \ V V /| | | | | |_) |...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/setup.py
Generate NumPy-style docstrings
from __future__ import (absolute_import, division, print_function, unicode_literals) from logging import getLogger from subprocess import PIPE, Popen from wifiphisher.common.constants import DN # pylint: disable=C0103 logger = getLogger(__name__) def execute_commands(commands): for com...
--- +++ @@ -1,3 +1,9 @@+"""Host common and generic functions. + +Host all the common and generic functions that are used throughout +the project. + +""" from __future__ import (absolute_import, division, print_function, unicode_literals) @@ -12,9 +18,10 @@ def execute_commands(commands):...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/utilities.py
Add docstrings including usage examples
import logging from collections import defaultdict import scapy.layers.dot11 as dot11 import wifiphisher.common.constants as constants import wifiphisher.common.globals as universal logger = logging.getLogger(__name__) def is_deauth_frame(packet): if packet.subtype == 10 or packet.subtype == 12: return ...
--- +++ @@ -1,3 +1,9 @@+""" +Extension that sends 3 DEAUTH/DISAS Frames: + 1 from the AP to the client + 1 from the client to the AP + 1 to the broadcast address +""" import logging from collections import defaultdict @@ -9,13 +15,33 @@ logger = logging.getLogger(__name__) def is_deauth_frame(packet): + """ +...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/extensions/deauth.py
Create docstrings for reusable components
# -*- coding: utf-8 -*- import logging import random from collections import defaultdict from subprocess import PIPE, Popen, check_output import pyric import pyric.pyw as pyw import wifiphisher.common.constants as constants logger = logging.getLogger("wifiphisher.interfaces") class InvalidInterfaceError(Exception...
--- +++ @@ -1,5 +1,9 @@ # -*- coding: utf-8 -*- +""" +This module was made to handle all the interface related operations of +the program +""" import logging import random @@ -14,8 +18,19 @@ class InvalidInterfaceError(Exception): + """ Exception class to raise in case of a invalid interface """ def...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/interfaces.py
Add docstrings with type hints explained
import logging from collections import defaultdict import scapy.layers.dot11 as dot11 import wifiphisher.common.constants as constants logger = logging.getLogger(__name__) class Lure10(object): def __init__(self, shared_data): self.first_run = True self.data = shared_data # store chan...
--- +++ @@ -1,3 +1,10 @@+""" +Extension that implements the Lure10 attack. + +Exploits the Wi-Fi Sense feature and will result +to automatic association by fooling the Windows +Location Service +""" import logging from collections import defaultdict @@ -9,8 +16,21 @@ class Lure10(object): + """ + Sends a ...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/extensions/lure10.py
Add docstrings to my Python code
import curses import os import re import time from collections import namedtuple from subprocess import check_output import wifiphisher.common.accesspoint as accesspoint import wifiphisher.common.constants as constants import wifiphisher.common.phishingpage as phishingpage import wifiphisher.common.recon as recon imp...
--- +++ @@ -1,3 +1,7 @@+""" +This module was made to handle the curses sections for the ap selection, +template selection and the main window +""" import curses import os @@ -19,8 +23,18 @@ class TuiTemplateSelection(object): + """ + TUI to do Template selection + """ def __init__(self): + ...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/tui.py
Document this code for team use
from collections import defaultdict import wifiphisher.common.constants as constants class Roguehostapdinfo(object): def __init__(self, data): self._data = data self._packets_to_send = defaultdict(list) self._mac2ssid_dict = defaultdict() self._known_beacon_ssids = self._get_kno...
--- +++ @@ -1,3 +1,7 @@+""" +Extension that interacts with roguehostapd to print relevant information. For example, +information regarding automatic association attacks. +""" from collections import defaultdict @@ -5,17 +9,44 @@ class Roguehostapdinfo(object): + """ + Handles for printing KARMA attack in...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/extensions/roguehostapdinfo.py
Write beginner-friendly docstrings
from logging import getLogger from threading import Thread from time import sleep, strftime import scapy import scapy.layers.dot11 as dot11 import wifiphisher.common.globals as universal from wifiphisher.common.constants import LOCS_DIR, NON_CLIENT_ADDRESSES from wifiphisher.common.interfaces import NetworkManager ...
--- +++ @@ -1,3 +1,4 @@+"""Handles all reconnaissance operations.""" @@ -15,9 +16,11 @@ class AccessPoint(object): + """Represents an access point.""" def __init__(self, ssid, bssid, channel, encryption, capture_file=False): # type: (str, str, str, str, bool) -> None + """Initialize ...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/recon.py
Help me document legacy Python code
import argparse import logging import os import sys import pyric import wifiphisher.common.constants as constants import wifiphisher.common.interfaces as interfaces import wifiphisher.extensions.handshakeverify as handshakeverify logger = logging.getLogger(__name__) class OpMode(object): def __init__(self): ...
--- +++ @@ -1,3 +1,9 @@+""" +All logic regarding the Operation Modes (opmodes). + +The opmode is defined based on the user's arguments and the available +resources of the host system +""" import argparse import logging import os @@ -12,8 +18,18 @@ class OpMode(object): + """ + Manager of the operation mode...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/opmode.py
Help me write clear docstrings
import collections import importlib import logging import threading import time from collections import defaultdict import scapy.arch.linux as linux import scapy.layers.dot11 as dot11 import wifiphisher.common.constants as constants import wifiphisher.common.globals as universal import wifiphisher.extensions.deauth a...
--- +++ @@ -1,3 +1,6 @@+""" +All logic regarding extensions management +""" import collections import importlib @@ -17,14 +20,63 @@ def register_backend_funcs(func): + """ + Register the specific function in extension as backend methods + :param func: The instance function needed to register as backend...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/extensions.py
Fill in missing docstrings in my code
import logging import time from collections import defaultdict import scapy.layers.dot11 as dot11 import wifiphisher.common.constants as constants import wifiphisher.common.globals as universal logger = logging.getLogger(__name__) class Knownbeacons(object): def __init__(self, shared_data): self.data ...
--- +++ @@ -1,3 +1,6 @@+""" +Extension that sends a number of known beacons to trigger the AUTO-CONNECT flag. +""" import logging import time @@ -10,8 +13,21 @@ logger = logging.getLogger(__name__) class Knownbeacons(object): + """ + Sends a number of known beacons to trigger the Auto-Connect flag. + ""...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/extensions/knownbeacons.py
Add detailed docstrings explaining each function
import logging import os import signal import subprocess import time from collections import defaultdict from threading import Timer import scapy.layers.dot11 as dot11 import wifiphisher.common.extensions as extensions logger = logging.getLogger(__name__) WPS_IDLE, WPS_CONNECTING, WPS_CONNECTED = list(range(3)) # w...
--- +++ @@ -1,3 +1,13 @@+""" +Extension that sniffs if there is change for WPS PBC exploitation + +Define three WPS states + +1) WPS_IDLE: Wait for target AP bringing WPSPBC IE in the beacon +2) WPS_CONNECTING: If users specify the WPS association interface + we can start using wpa_supplicant/wpa_cli to connect to th...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/extensions/wpspbc.py
Auto-generate documentation strings for this file
import os from shutil import copyfile import wifiphisher.common.constants as constants try: from configparser import ConfigParser, RawConfigParser except ImportError: from configparser import ConfigParser, RawConfigParser def config_section_map(config_file, section): config = ConfigParser() conf...
--- +++ @@ -1,3 +1,7 @@+""" +This module handles all the phishing related operations for +Wifiphisher.py +""" import os @@ -13,6 +17,9 @@ def config_section_map(config_file, section): + """ + Map the values of a config file to a dictionary. + """ config = ConfigParser() config.read(config_...
https://raw.githubusercontent.com/wifiphisher/wifiphisher/HEAD/wifiphisher/common/phishingpage.py
Add standardized docstrings across the file
from datetime import datetime from chatterbot import languages from chatterbot.logic import LogicAdapter from chatterbot.conversation import Statement from chatterbot.utils import get_model_for_language from chatterbot.logic.mcp_tools import MCPToolAdapter import spacy class TimeLogicAdapter(LogicAdapter, MCPToolAdap...
--- +++ @@ -8,6 +8,16 @@ class TimeLogicAdapter(LogicAdapter, MCPToolAdapter): + """ + The TimeLogicAdapter returns the current time. + + :kwargs: + * *positive* (``list``) -- + The time-related questions used to identify time questions about the current time. + Defaults to a list ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/logic/time_adapter.py
Write docstrings including parameters and return values
class Adapter(object): def __init__(self, chatbot, **kwargs): self.chatbot = chatbot class AdapterMethodNotImplementedError(NotImplementedError): def __init__(self, message='This method must be overridden in a subclass method.'): super().__init__(message) class InvalidAdapter...
--- +++ @@ -1,12 +1,29 @@ class Adapter(object): + """ + A superclass for all adapter classes. + + :param chatbot: A ChatBot instance. + """ def __init__(self, chatbot, **kwargs): self.chatbot = chatbot class AdapterMethodNotImplementedError(NotImplementedError): + """ + ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/adapters.py
Add return value explanations in docstrings
from sqlalchemy import Table, Column, Integer, String, DateTime, ForeignKey from sqlalchemy.orm import relationship, declarative_base from sqlalchemy.sql import func from sqlalchemy.ext.declarative import declared_attr from chatterbot.conversation import StatementMixin from chatterbot import constants class ModelBas...
--- +++ @@ -8,9 +8,15 @@ class ModelBase(object): + """ + An augmented base class for SqlAlchemy models. + """ @declared_attr def __tablename__(cls) -> str: + """ + Return the lowercase class name as the name of the table. + """ return cls.__name__.lower() i...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/ext/sqlalchemy_app/models.py
Add documentation for all methods
import re from random import randint from chatterbot.storage import StorageAdapter class MongoDatabaseAdapter(StorageAdapter): def __init__(self, **kwargs): super().__init__(**kwargs) from pymongo import MongoClient from pymongo.errors import OperationFailure self.database_uri = ...
--- +++ @@ -4,6 +4,31 @@ class MongoDatabaseAdapter(StorageAdapter): + """ + The MongoDatabaseAdapter is an interface that allows + ChatterBot to store statements in a MongoDB database. + + :keyword database_uri: The URI of a remote instance of MongoDB. + This can be any valid ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/storage/mongodb.py
Write docstrings describing each step
class IndexedTextSearch: name = 'indexed_text_search' def __init__(self, chatbot, **kwargs): from chatterbot.comparisons import LevenshteinDistance self.chatbot = chatbot statement_comparison_function = kwargs.get( 'statement_comparison_function', LevenshteinD...
--- +++ @@ -1,4 +1,12 @@ class IndexedTextSearch: + """ + :param statement_comparison_function: A comparison class. + Defaults to ``LevenshteinDistance``. + + :param search_page_size: + The maximum number of records to load into memory at a time when searching. + Defaults to 1000 + """ ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/search.py
Can you add docstrings to this Python file?
import string from spacy.language import Language from spacy.tokens import Doc punctuation_table = str.maketrans(dict.fromkeys(string.punctuation)) @Language.component('chatterbot_bigram_indexer') def chatterbot_bigram_indexer(document): if not Doc.has_extension('search_index'): Doc.set_extension('sear...
--- +++ @@ -1,3 +1,7 @@+""" +Custom components for Spacy processing pipelines. +https://spacy.io/usage/processing-pipelines#custom-components +""" import string from spacy.language import Language from spacy.tokens import Doc @@ -8,6 +12,9 @@ @Language.component('chatterbot_bigram_indexer') def chatterbot_bigram_...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/components.py
Add detailed docstrings explaining each function
def setup_canonical_func(app, pagename, templatename, context, doctree): conf = app.config def canonical_func(): # Special case for the root index page if pagename == 'index': return conf.html_baseurl dir_name = pagename.replace('/index', '/') return f'{conf.html_...
--- +++ @@ -1,5 +1,14 @@+""" +Add GitHub repository details to the Sphinx context. +""" def setup_canonical_func(app, pagename, templatename, context, doctree): + """ + Return the url to the specified page on GitHub. + + (Sphinx 7.4 generates a canonical link with a .html extension even + when run in dir...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/docs/_ext/canonical.py
Document this module using docstrings
import sys def get_chatterbot_version(): from chatterbot import __version__ return __version__ if __name__ == '__main__': if '--version' in sys.argv: print(get_chatterbot_version()) elif '--help' in sys.argv: print('usage: chatterbot [--version, --help]') print(' --version...
--- +++ @@ -1,8 +1,16 @@+""" +Example usage for ChatterBot command line arguments: + +python -m chatterbot --help +""" import sys def get_chatterbot_version(): + """ + Return the version of the current package. + """ from chatterbot import __version__ return __version__ @@ -16,4 +24,4 @@ ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/__main__.py
Document classes and their methods
from chatterbot.conversation import StatementMixin from chatterbot import constants from django.db import models from django.utils import timezone from django.conf import settings from django.apps import apps DJANGO_APP_NAME = constants.DEFAULT_DJANGO_APP_NAME # Default model paths for swappable models # These can b...
--- +++ @@ -15,6 +15,10 @@ class AbstractBaseTag(models.Model): + """ + The abstract base tag allows other models to be created + using the attributes that exist on the default models. + """ name = models.SlugField( max_length=constants.TAG_NAME_MAX_LENGTH, @@ -30,6 +34,10 @@ class A...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/ext/django_chatterbot/abstract_models.py
Document this script properly
import json from typing import Any, Dict, List, Optional, Union from chatterbot.logic.logic_adapter import LogicAdapter from chatterbot.conversation import Statement from chatterbot.logic.mcp_tools import ( is_tool_adapter, convert_to_openai_tool_format, convert_to_ollama_tool_format ) from chatterbot impo...
--- +++ @@ -1,3 +1,9 @@+""" +LLM Logic Adapters for ChatterBot. + +This module provides logic adapters that integrate Large Language Models. +LLM adapters can use other logic adapters as tools via MCP (Model Context Protocol). +""" import json from typing import Any, Dict, List, Optional, Union @@ -12,6 +18,39 @@ ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/logic/llm_adapters.py
Add missing documentation to my Python functions
import os import io import glob from pathlib import Path from chatterbot.exceptions import OptionalDependencyImportError try: from chatterbot_corpus.corpus import DATA_DIRECTORY except (ImportError, ModuleNotFoundError): # Default to the home directory of the current user DATA_DIRECTORY = os.path.join( ...
--- +++ @@ -19,6 +19,9 @@ def get_file_path(dotted_path, extension='json') -> str: + """ + Reads a dotted file path and returns the file path. + """ # If the operating system's file path seperator character is in the string if os.sep in dotted_path or '/' in dotted_path: # Assume the pat...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/corpus.py
Generate descriptive docstrings automatically
import os import csv import time import glob import json import tarfile from typing import List, Union from tqdm import tqdm from dateutil import parser as date_parser from chatterbot.chatterbot import ChatBot from chatterbot.conversation import Statement class Trainer(object): def __init__(self, chatbot: ChatBo...
--- +++ @@ -12,6 +12,14 @@ class Trainer(object): + """ + Base class for all other trainer classes. + + :param boolean show_training_progress: Show progress indicators for the + trainer. The environment variable ``CHATTERBOT_SHOW_TRAINING_PROGRESS`` + can also be set to control this. ``...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/trainers.py
Create docstrings for all classes and functions
from chatterbot.ext.django_chatterbot.abstract_models import AbstractBaseStatement, AbstractBaseTag class Statement(AbstractBaseStatement): class Meta: swappable = 'CHATTERBOT_STATEMENT_MODEL' class Tag(AbstractBaseTag): class Meta: swappable = 'CHATTERBOT_TAG_MODEL'
--- +++ @@ -2,12 +2,25 @@ class Statement(AbstractBaseStatement): + """ + A statement represents a single spoken entity, sentence or + phrase that someone can say. + + This model can be swapped for a custom model by setting + CHATTERBOT_STATEMENT_MODEL in your Django settings. + """ class M...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/ext/django_chatterbot/models.py
Generate documentation strings for clarity
from typing import List, Union, Tuple from chatterbot import languages from chatterbot.utils import get_model_for_language import spacy class NoOpTagger(object): def __init__(self, language=None): self.language = language or languages.ENG def needs_text_indexing(self): return False def ...
--- +++ @@ -5,14 +5,27 @@ class NoOpTagger(object): + """ + A no-operation tagger that returns text unchanged. + Used by storage adapters that don't rely on indexed search_text fields. + """ def __init__(self, language=None): self.language = language or languages.ENG def needs_tex...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/tagging.py
Insert docstrings into my code
from chatterbot.logic import LogicAdapter from chatterbot.conversation import Statement from chatterbot.exceptions import OptionalDependencyImportError from chatterbot import languages from chatterbot import parsing from chatterbot.logic.mcp_tools import MCPToolAdapter from mathparse import mathparse import re class ...
--- +++ @@ -9,6 +9,18 @@ class UnitConversion(LogicAdapter, MCPToolAdapter): + """ + The UnitConversion logic adapter parse inputs to convert values + between several metric units. + + For example: + User: 'How many meters are in one kilometer?' + Bot: '1000.0' + + :kwargs: + * *...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/logic/unit_conversion.py
Create docstrings for reusable components
from chatterbot.conversation import Statement from unicodedata import normalize from re import sub as re_sub from html import unescape def clean_whitespace(statement: Statement) -> Statement: # Replace linebreaks and tabs with spaces # Uses splitlines() which includes a superset of universal newlines: # h...
--- +++ @@ -1,3 +1,6 @@+""" +Statement pre-processors. +""" from chatterbot.conversation import Statement from unicodedata import normalize from re import sub as re_sub @@ -5,6 +8,9 @@ def clean_whitespace(statement: Statement) -> Statement: + """ + Remove any consecutive whitespace characters from the sta...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/preprocessors.py
Document this code for team use
from chatterbot.storage import StorageAdapter from chatterbot import constants class DjangoStorageAdapter(StorageAdapter): def __init__(self, **kwargs): super().__init__(**kwargs) from django.conf import settings self.django_app_name = kwargs.get( 'django_app_name', ...
--- +++ @@ -3,6 +3,17 @@ class DjangoStorageAdapter(StorageAdapter): + """ + Storage adapter that allows ChatterBot to interact with + Django storage backends. + + :param database: The Django database alias to use (default: 'default') + :type database: str + :param statement_model: The Statement m...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/storage/django_storage.py
Improve my code by adding docstrings
from typing import Any, Dict from abc import ABC, abstractmethod class MCPToolAdapter(ABC): @abstractmethod def get_tool_schema(self) -> Dict[str, Any]: raise NotImplementedError( "Logic adapters using MCPToolAdapter must implement get_tool_schema()" ) @abstractmethod def...
--- +++ @@ -1,26 +1,112 @@+""" +MCP (Model Context Protocol) tool adapter for ChatterBot logic adapters. + +This module provides a mixin class that allows logic adapters to be exposed +as MCP-compatible tools to LLMs. Logic adapters that inherit from MCPToolAdapter +can define tool schemas and be invoked by LLM adapter...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/logic/mcp_tools.py
Add docstrings to clarify complex logic
import logging import uuid from typing import Union from chatterbot.storage import StorageAdapter from chatterbot.logic import LogicAdapter from chatterbot.search import TextSearch, IndexedTextSearch, SemanticVectorSearch from chatterbot.tagging import PosLemmaTagger from chatterbot.conversation import Statement from c...
--- +++ @@ -12,6 +12,45 @@ class ChatBot(object): + """ + A conversational dialog chat bot. + + :param name: A name is the only required parameter for the ChatBot class. + :type name: str + + :keyword storage_adapter: The dot-notated import path to a storage adapter class. + ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/chatterbot.py
Document functions with clear intent
from datetime import datetime import json import re from chatterbot.storage import StorageAdapter from chatterbot.conversation import Statement as StatementObject def _escape_redis_special_characters(text): from redisvl.query.filter import TokenEscaper # Remove space (last character) and add pipe escape_...
--- +++ @@ -6,6 +6,14 @@ def _escape_redis_special_characters(text): + """ + Escape special characters in a string that are used in redis queries. + + This function escapes characters that would interfere with the query syntax + used in the filter() method, specifically: + - Pipe (|) which is used as...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/storage/redis.py
Write documentation strings for class attributes
import re from datetime import timedelta, datetime import calendar # Variations of dates that the parser can capture year_variations = ['year', 'years', 'yrs'] day_variations = ['days', 'day'] minute_variations = ['minute', 'minutes', 'mins'] hour_variations = ['hrs', 'hours', 'hour'] week_variations = ['weeks', 'week...
--- +++ @@ -504,6 +504,9 @@ def convert_string_to_number(value: str) -> int: + """ + Convert strings to numbers + """ if value is None: return 1 if isinstance(value, int): @@ -515,6 +518,9 @@ def convert_time_to_hour_minute(hour: str, minute: str, convention: str) -> dict: + """ +...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/parsing.py
Add docstrings to existing functions
from chatterbot.conversation import Statement import logging def get_most_frequent_response(input_statement: Statement, response_list: list[Statement], storage=None) -> Statement: logger = logging.getLogger(__name__) logger.info('Selecting response with greatest number of occurrences.') # Collect all uni...
--- +++ @@ -1,8 +1,23 @@+""" +Response selection methods determines which response should be used in +the event that multiple responses are generated within a logic adapter. +""" from chatterbot.conversation import Statement import logging def get_most_frequent_response(input_statement: Statement, response_list:...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/response_selection.py
Auto-generate documentation strings for this file
from chatterbot.utils import get_model_for_language from difflib import SequenceMatcher import spacy class Comparator: def __init__(self, language): self.language = language def __call__(self, statement_a, statement_b): return self.compare(statement_a, statement_b) def compare_text(sel...
--- +++ @@ -1,9 +1,16 @@+""" +This module contains various text-comparison algorithms +designed to compare one statement to another. +""" from chatterbot.utils import get_model_for_language from difflib import SequenceMatcher import spacy class Comparator: + """ + Base class establishing the interface tha...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/comparisons.py
Document this module using docstrings
from typing import Union import importlib import time def import_module(dotted_path: str): module_parts = dotted_path.split('.') module_path = '.'.join(module_parts[:-1]) module = importlib.import_module(module_path) return getattr(module, module_parts[-1]) def initialize_class(data: Union[dict, st...
--- +++ @@ -1,9 +1,16 @@+""" +ChatterBot utility functions +""" from typing import Union import importlib import time def import_module(dotted_path: str): + """ + Imports the specified module based on the + dot notated import path for the module. + """ module_parts = dotted_path.split('.') ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/utils.py
Help me add docstrings to my project
from chatterbot.logic import LogicAdapter from chatterbot.conversation import Statement from chatterbot import languages from chatterbot.logic.mcp_tools import MCPToolAdapter class MathematicalEvaluation(LogicAdapter, MCPToolAdapter): def __init__(self, chatbot, **kwargs): super().__init__(chatbot, **kwa...
--- +++ @@ -5,6 +5,20 @@ class MathematicalEvaluation(LogicAdapter, MCPToolAdapter): + """ + The MathematicalEvaluation logic adapter parses input to determine + whether the user is asking a question that requires math to be done. + If so, the equation is extracted from the input and returned with + ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/logic/mathematical_evaluation.py
Add docstrings for production code
from datetime import datetime, timezone from dateutil import parser as date_parser class StatementMixin(object): statement_field_names = [ 'id', 'text', 'search_text', 'conversation', 'persona', 'tags', 'in_response_to', 'search_in_response_to', ...
--- +++ @@ -3,6 +3,10 @@ class StatementMixin(object): + """ + This class has shared methods used to + normalize different statement models. + """ statement_field_names = [ 'id', @@ -19,15 +23,27 @@ extra_statement_field_names = [] def get_statement_field_names(self) -> list[s...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/conversation.py
Add docstrings for better understanding
from random import choice from chatterbot.adapters import Adapter from chatterbot.storage import StorageAdapter from chatterbot.search import IndexedTextSearch from chatterbot.conversation import Statement from chatterbot import utils class LogicAdapter(Adapter): def __init__(self, chatbot, **kwargs): s...
--- +++ @@ -8,6 +8,31 @@ class LogicAdapter(Adapter): + """ + This is an abstract class that represents the interface + that all logic adapters should implement. + + :param search_algorithm_name: The name of the search algorithm that should + be used to search for close matches to the provided in...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/logic/logic_adapter.py
Write docstrings describing each step
import logging class StorageAdapter(object): def __init__(self, *args, **kwargs): self.logger = kwargs.get('logger', logging.getLogger(__name__)) self.raise_on_missing_search_text = kwargs.get( 'raise_on_missing_search_text', True ) def get_model(self, model_name): ...
--- +++ @@ -2,8 +2,17 @@ class StorageAdapter(object): + """ + This is an abstract class that represents the interface + that all storage adapters should implement. + """ def __init__(self, *args, **kwargs): + """ + Initialize common attributes shared by all storage adapters. + + ...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/storage/storage_adapter.py
Document this script properly
from __future__ import annotations from typing import List from langchain_core.documents import Document from redisvl.redis.utils import convert_bytes from redisvl.query import FilterQuery from langchain_redis.vectorstores import RedisVectorStore as LangChainRedisVectorStore class RedisVectorStore(LangChainRedisVe...
--- +++ @@ -1,3 +1,6 @@+""" +Redis vector store. +""" from __future__ import annotations from typing import List @@ -10,6 +13,9 @@ class RedisVectorStore(LangChainRedisVectorStore): + """ + Redis vector store integration. + """ def query_search( self, @@ -17,6 +23,19 @@ filter=N...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/vectorstores.py
Write beginner-friendly docstrings
import random from chatterbot.storage import StorageAdapter class SQLStorageAdapter(StorageAdapter): def __init__(self, **kwargs): super().__init__(**kwargs) from sqlalchemy import create_engine, inspect, event from sqlalchemy import Index from sqlalchemy.engine import Engine ...
--- +++ @@ -3,6 +3,19 @@ class SQLStorageAdapter(StorageAdapter): + """ + The SQLStorageAdapter allows ChatterBot to store conversation + data in any database supported by the SQL Alchemy ORM. + + All parameters are optional, by default a sqlite database is used. + + It will check if tables are prese...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/chatterbot/storage/sql_storage.py
Add docstrings for internal functions
GITHUB_USER = 'gunthercox' GITHUB_REPO = 'ChatterBot' def setup_github_func(app, pagename, templatename, context, doctree): github_version = 'master' docs_path = 'docs' def my_func(): return f'https://github.com/{GITHUB_USER}/{GITHUB_REPO}/blob/{github_version}/{docs_path}/{pagename}.rst' ...
--- +++ @@ -1,9 +1,15 @@+""" +Add GitHub repository details to the Sphinx context. +""" GITHUB_USER = 'gunthercox' GITHUB_REPO = 'ChatterBot' def setup_github_func(app, pagename, templatename, context, doctree): + """ + Return the url to the specified page on GitHub. + """ github_version = 'mas...
https://raw.githubusercontent.com/gunthercox/ChatterBot/HEAD/docs/_ext/github.py
Add docstrings to existing functions
from lib2to3.pgen2 import token import os import torch import numpy as np import shutil import struct from functools import lru_cache from itertools import accumulate def print_rank_0(*message): if torch.distributed.is_initialized(): if torch.distributed.get_rank() == 0: print(*message, flush=T...
--- +++ @@ -8,6 +8,7 @@ from itertools import accumulate def print_rank_0(*message): + """If distributed is initialized print only on rank 0.""" if torch.distributed.is_initialized(): if torch.distributed.get_rank() == 0: print(*message, flush=True) @@ -176,6 +177,11 @@ retu...
https://raw.githubusercontent.com/BlinkDL/RWKV-LM/HEAD/RWKV-v4/src/binidx.py
Insert docstrings into my code
# Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # This work is licensed under the Creative Commons Attribution-NonCommercial # 4.0 International License. To view a copy of this license, visit # http://creativecommons.org/licenses/by-nc/4.0/ or send a letter to # Creative Commons, PO Box 1866, Mountain ...
--- +++ @@ -5,6 +5,7 @@ # http://creativecommons.org/licenses/by-nc/4.0/ or send a letter to # Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. +"""Helper wrapper for a Tensorflow optimizer.""" import numpy as np import tensorflow as tf @@ -26,6 +27,15 @@ import tensorflow.contrib.nccl as nccl_op...
https://raw.githubusercontent.com/NVlabs/stylegan/HEAD/dnnlib/tflib/optimizer.py
Write docstrings describing functionality
# Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # This work is licensed under the Creative Commons Attribution-NonCommercial # 4.0 International License. To view a copy of this license, visit # http://creativecommons.org/licenses/by-nc/4.0/ or send a letter to # Creative Commons, PO Box 1866, Mountain ...
--- +++ @@ -5,6 +5,7 @@ # http://creativecommons.org/licenses/by-nc/4.0/ or send a letter to # Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. +"""Submit a function to be run either locally or in a computing cluster.""" import copy import io @@ -27,10 +28,20 @@ class SubmitTarget(Enum): + """...
https://raw.githubusercontent.com/NVlabs/stylegan/HEAD/dnnlib/submission/submit.py
Help me add docstrings to my project
# Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved. # # This work is licensed under the Creative Commons Attribution-NonCommercial # 4.0 International License. To view a copy of this license, visit # http://creativecommons.org/licenses/by-nc/4.0/ or send a letter to # Creative Commons, PO Box 1866, Mountain ...
--- +++ @@ -5,6 +5,7 @@ # http://creativecommons.org/licenses/by-nc/4.0/ or send a letter to # Creative Commons, PO Box 1866, Mountain View, CA 94042, USA. +"""Miscellaneous utility classes and functions.""" import ctypes import fnmatch @@ -33,6 +34,7 @@ class EasyDict(dict): + """Convenience class that b...
https://raw.githubusercontent.com/NVlabs/stylegan/HEAD/dnnlib/util.py
Generate docstrings with examples
# type: ignore import _ssl import os import sys import base64 import warnings from collections import namedtuple from enum import Enum as _Enum, IntEnum as _IntEnum, IntFlag as _IntFlag, _simple_enum from socket import socket, create_connection, _GLOBAL_DEFAULT_TIMEOUT from _ssl import ( OPENSSL_VERSION_NUMBER, ...
--- +++ @@ -1,4 +1,10 @@ # type: ignore +""" +Stub implementation of Python's ssl module for Pyodide. + +This module provides stub implementations so that code importing ssl does not fail. +Actual SSL operations are not supported in Pyodide's browser environment. +""" import _ssl import os @@ -96,6 +102,7 @@ @_si...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/ssl.py
Write documentation strings for class attributes
from inspect import ( Parameter, getattr_static, isclass, iscoroutinefunction, ismethod, signature, ) from types import GenericAlias from typing import ( # type:ignore[attr-defined] Any, _AnnotatedAlias, _GenericAlias, _UnionGenericAlias, get_type_hints, ) from _pyodide_cor...
--- +++ @@ -142,6 +142,9 @@ def get_attr_sig_prop(attr_sig): + """Helper for get_attr_sig in case that the attribute we're looking up is a + property with annotation. + """ # If the attribute is marked with BindClass, then we should attach bind it # to the resulting proxy. if isinstance(attr...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/_pyodide/jsbind.py
Provide docstrings following PEP 257
#!/usr/bin/env python3 # PYTHON_ARGCOMPLETE_OK import argparse import functools import os import re import subprocess import sys from collections import namedtuple from copy import deepcopy from dataclasses import dataclass, field from datetime import datetime from pathlib import Path from typing import Any, Self tr...
--- +++ @@ -1,6 +1,19 @@ #!/usr/bin/env python3 # PYTHON_ARGCOMPLETE_OK +""" +The main purpose of this script is to automate the changelog transformations +involved in backports. Many cherry-picks lead to changelog conflicts, and we +need also to rearrange the changelog on the main branch. + +We implement a parser f...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/tools/backport.py
Document functions with clear intent
import gzip import io import mimetypes import os import shutil from pathlib import Path import boto3 import botocore import typer app = typer.Typer() def check_s3_object_exists(s3_client, bucket: str, object_name: str): try: s3_client.head_object(Bucket=bucket, Key=object_name) return True e...
--- +++ @@ -24,6 +24,19 @@ def _validate_remote_prefix_to_remove(remote_prefix: Path) -> None: + """Check remote prefix to remove + + Examples + -------- + >>> _validate_remote_prefix_to_remove(Path("dev/full/")) + >>> _validate_remote_prefix_to_remove(Path("dev/abc2/")) + >>> _validate_remote_pre...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/tools/deploy_s3.py
Help me add docstrings to my project
from collections.abc import Callable from functools import lru_cache, wraps from inspect import Parameter, Signature, signature from typing import Any, ParamSpec, TypeVar from _pyodide._base import ( CodeRunner, eval_code, eval_code_async, find_imports, should_quiet, ) def run_js(code: str, /) ->...
--- +++ @@ -13,6 +13,12 @@ def run_js(code: str, /) -> Any: + """ + A wrapper for the :js:func:`eval` function. + + Runs ``code`` as a Javascript code string and returns the result. Unlike + :js:func:`eval`, if ``code`` is not a string we raise a :py:exc:`TypeError`. + """ from js import eval as...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/code.py
Write clean docstrings for readability
import argparse import subprocess import sys import tempfile import urllib.request from dataclasses import dataclass from pathlib import Path from pyodide_lock import PackageSpec, PyodideLockSpec def parse_args(): parser = argparse.ArgumentParser( description="Compare two Pyodide lockfiles and output the...
--- +++ @@ -40,6 +40,15 @@ def get_lockfile_url_from_makefile(branch: str | None = None) -> str: + """ + Get the PYODIDE_PREBUILT_PACKAGES_LOCKFILE URL from the Makefile. + + Args: + branch: If provided, get the URL from this git branch. If None, use the current branch. + + Returns: + The ...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/tools/create_lockfile_diff.py
Document functions with detailed explanations
#!/usr/bin/env python3 import re import shutil import zipfile from collections.abc import Callable from pathlib import Path from tempfile import TemporaryDirectory def default_filterfunc( root: Path, excludes: list[str], stubs: list[str], verbose: bool = False ) -> Callable[[str, list[str]], set[str]]: def _...
--- +++ @@ -10,8 +10,17 @@ def default_filterfunc( root: Path, excludes: list[str], stubs: list[str], verbose: bool = False ) -> Callable[[str, list[str]], set[str]]: + """ + The default filter function used by `create_zipfile`. + + This function filters out several modules that are: + + - not support...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/tools/create_zipfile.py
Document helper functions with docstrings
import asyncio import contextvars import inspect import os import sys import time import traceback import warnings import weakref from asyncio import Future, Task, sleep from collections.abc import AsyncGenerator, Awaitable, Callable, Coroutine from functools import wraps from typing import Any, TypeVar, overload from...
--- +++ @@ -22,6 +22,12 @@ class PyodideFuture(Future[T]): + """A :py:class:`~asyncio.Future` with extra :js:meth:`~Promise.then`, + :js:meth:`~Promise.catch`, and :js:meth:`finally_() <Promise.finally>` methods + based on the Javascript promise API. :py:meth:`~asyncio.loop.create_future` + returns thes...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/webloop.py
Create documentation for each function signature
from functools import update_wrapper from textwrap import dedent from typing import Any def delete_attrs(cls): for name in dir(cls): if not name.startswith("_"): try: delattr(cls, name) except Exception: pass def docs_argspec(argspec: str) -> Any: ...
--- +++ @@ -4,6 +4,11 @@ def delete_attrs(cls): + """Prevent attributes of a class or module from being documented. + + The top level documentation comment of the class or module will still be + rendered. + """ for name in dir(cls): if not name.startswith("_"): try: @@ -13,6 +...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/docs/sphinx_pyodide/sphinx_pyodide/util.py
Create simple docstrings for beginners
import os import sys from abc import ABCMeta from collections.abc import ( AsyncIterator, Awaitable, Callable, ItemsView, Iterable, Iterator, KeysView, Mapping, MutableMapping, MutableSequence, Sequence, ValuesView, ) from functools import reduce from types import Traceba...
--- +++ @@ -61,6 +61,7 @@ class _JsProxyMetaClass(type): def __instancecheck__(cls, instance): + """Override for isinstance(instance, cls).""" # TODO: add support for user-generated subclasses with custom instance # checks # e.g., could check for a fetch response with x.construc...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/_pyodide/_core_docs.py
Document this code for team use
import re import sys from collections.abc import Callable, Sequence from importlib.abc import Loader, MetaPathFinder from importlib.machinery import ModuleSpec, PathFinder from importlib.util import spec_from_loader from types import ModuleType from typing import Any from ._core_docs import JsProxy class JsFinder(Me...
--- +++ @@ -52,6 +52,22 @@ return spec_from_loader(fullname, loader, origin="javascript") def register_js_module(self, name: str, jsproxy: Any) -> None: + """ + Registers ``jsproxy`` as a JavaScript module named ``name``. The module + can then be imported from Python using the standa...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/_pyodide/_importhook.py
Write beginner-friendly docstrings
#!/usr/bin/env python3 from datetime import date from sys import version_info import requests def latest_version_of_chrome() -> str: URL = "https://chromedriver.storage.googleapis.com/LATEST_RELEASE" return requests.get(URL).text.split(".")[0] def latest_version_of_firefox() -> str: URL = "https://www...
--- +++ @@ -1,4 +1,10 @@ #!/usr/bin/env python3 +""" +Get the current versions of Chrome and Firefox to aid in tagging Docker images. + +Old Docker image tag: 20230411-chromelatest-firefoxlatest +New Docker image tag: 20230411-chrome112-firefox112-py311 +""" from datetime import date from sys import version_info @@...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/tools/docker_image_tag.py
Add clean documentation to messy code
import re import shutil import sys from collections.abc import Iterable from importlib.machinery import EXTENSION_SUFFIXES from pathlib import Path from site import getsitepackages from tempfile import NamedTemporaryFile from typing import IO, Any, Literal from zipfile import ZipFile try: from pyodide_js import lo...
--- +++ @@ -82,9 +82,25 @@ # Vendored from pip class UnsupportedWheel(Exception): + """Unsupported wheel.""" def find_wheel_metadata_dir(source: ZipFile, suffix: str) -> str | None: + """ + Returns the name of the contained metadata directory inside the wheel file. + + Parameters + ---------- + ...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/_package_loader.py
Add docstrings to improve readability
import ast import asyncio import rlcompleter import sys import traceback from asyncio import Future, ensure_future from codeop import ( # type: ignore[attr-defined] CommandCompiler, Compile, PyCF_ALLOW_INCOMPLETE_INPUT, PyCF_DONT_IMPLY_DEDENT, _features, ) from collections.abc import Callable, Gene...
--- +++ @@ -138,6 +138,13 @@ class _Compile(Compile): + """Compile code with CodeRunner, and remember future imports + + Instances of this class behave much like the built-in compile function, + but if one is used to compile text containing a future statement, it + "remembers" and compiles all subsequen...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/console.py
Help me comply with documentation standards
import gc import sys from typing import Any import __main__ from _pyodide._importhook import jsfinder from .ffi import JsProxy def save_state() -> dict[str, Any]: loaded_js_modules = {} for [key, value] in sys.modules.items(): if isinstance(value, JsProxy): loaded_js_modules[key] = value...
--- +++ @@ -9,6 +9,12 @@ def save_state() -> dict[str, Any]: + """Record the current global state. + + This includes which JavaScript packages are loaded and the global scope in + ``__main__.__dict__``. Many loaded modules might have global state, but + there is no general way to track it and we don't t...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/_state.py
Write clean docstrings for readability
import builtins import json from asyncio import CancelledError from collections.abc import Awaitable, Callable from functools import wraps from typing import IO, TYPE_CHECKING, Any, ParamSpec, TypeVar from .._package_loader import unpack_buffer from ..ffi import IN_PYODIDE, JsBuffer, JsException, JsFetchResponse, to_...
--- +++ @@ -1,3 +1,6 @@+""" +Async fetch API implementation for Pyodide. +""" import builtins import json @@ -40,6 +43,7 @@ def _construct_abort_reason(reason: Any) -> JsException | None: + """Construct an abort reason from a given value.""" if reason is None: return None return JsExceptio...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/http/_pyfetch.py
Add detailed documentation for each class
from collections.abc import Iterator from sphinx_js import ir from sphinx_js.ir import Class, TypeXRefInternal from sphinx_js.typedoc import Analyzer as TsAnalyzer __all__ = ["ts_xref_formatter", "patch_sphinx_js"] def patch_sphinx_js(): TsAnalyzer._get_toplevel_objects = _get_toplevel_objects def ts_xref_for...
--- +++ @@ -12,6 +12,7 @@ def ts_xref_formatter(_config, xref): + """Format cross references info sphinx roles""" from sphinx_pyodide.mdn_xrefs import JSDATA name = xref.name @@ -40,6 +41,9 @@ def has_tag(doclet, tag): + """Detects whether the doclet comes from a node that has the given modifi...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/docs/sphinx_pyodide/sphinx_pyodide/jsdoc.py
Insert docstrings into my code
# Configuration file for the Sphinx documentation builder. # -- Path setup -------------------------------------------------------------- import atexit import os import shutil import subprocess import sys from pathlib import Path from typing import Any from unittest import mock panels_add_bootstrap_css = False # --...
--- +++ @@ -25,6 +25,7 @@ def ignore_typevars(): + """These are all intentionally broken. Disable the warnings about it.""" PY_TYPEVARS_TO_IGNORE = ("T", "T_co", "T_contra", "V_co", "KT", "VT", "VT_co", "P") JS_TYPEVARS_TO_IGNORE = ("TResult", "TResult1", "TResult2", "U") @@ -283,6 +284,7 @@ def ...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/docs/conf.py
Create docstrings for each class method
# setup: N=10 # run: julia(1., 1., N, 1.5, 10., 1e4) # pythran export julia(float, float, int, float, float, float) import numpy as np def kernel(zr, zi, cr, ci, lim, cutoff): count = 0 while ((zr * zr + zi * zi) < (lim * lim)) and count < cutoff: zr, zi = zr * zr - zi * zi + cr, 2 * zr * zi + ci ...
--- +++ @@ -6,6 +6,9 @@ def kernel(zr, zi, cr, ci, lim, cutoff): + """Computes the number of iterations `n` such that + |z_n| > `lim`, where `z_n = z_{n-1}**2 + c`. + """ count = 0 while ((zr * zr + zi * zi) < (lim * lim)) and count < cutoff: zr, zi = zr * zr - zi * zi + cr, 2 * zr * zi ...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/benchmark/benchmarks/numpy_benchmarks/julia.py
Add structured docstrings to improve clarity
from textwrap import dedent def dedent_docstring(docstring): first_newline = docstring.find("\n") if first_newline == -1: return docstring docstring = docstring[:first_newline] + dedent(docstring[first_newline:]) return docstring def get_cmeth_docstring(func): from inspect import _empty,...
--- +++ @@ -2,6 +2,17 @@ def dedent_docstring(docstring): + """This removes initial spaces from the lines of the docstring. + + After the first line of the docstring, all other lines will include some + spaces. This removes them. + + Examples + -------- + >>> from _pyodide.docstring import dedent_...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/_pyodide/docstring.py
Write docstrings for data processing functions
import base64 import json from typing import Any, NotRequired, TypedDict, Unpack from urllib.parse import urlencode from ..ffi import IN_PYODIDE from ._exceptions import HttpStatusError, XHRError, XHRNetworkError if IN_PYODIDE: try: from js import XMLHttpRequest from pyodide.ffi import JsExceptio...
--- +++ @@ -1,3 +1,21 @@+"""XMLHttpRequest-based HTTP client for Pyodide. + +Provides a requests-like synchronous HTTP API using XMLHttpRequest, +designed specifically for browser environments where traditional HTTP libraries don't work. + +Examples +-------- +>>> from pyodide.http import pyxhr # doctest: +RUN_IN_PYOD...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/http/pyxhr.py
Create documentation for each function signature
from pathlib import Path from sphinx.addnodes import desc_signature from sphinx_js import renderers from .jsdoc import ( patch_sphinx_js, ts_xref_formatter, ) from .lexers import HtmlPyodideLexer, PyodideLexer from .mdn_xrefs import add_mdn_xrefs from .packages import get_packages_summary_directive def fix_...
--- +++ @@ -13,6 +13,16 @@ def fix_pyodide_ffi_path(): + """ + The `pyodide.ffi` stuff is defined in `_pyodide._core_docs`. We don't want + `_pyodide._core_docs` to appear in the documentation because this isn't + where you should import things from so we override the `__name__` of + `_pyodide._core_...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/docs/sphinx_pyodide/sphinx_pyodide/__init__.py
Add docstrings to improve readability
from typing import Any from ..ffi import JsException class HttpStatusError(OSError): status: int status_text: str url: str def __init__(self, status: int, status_text: str, url: str) -> None: self.status = status self.status_text = status_text self.url = url if 400 <...
--- +++ @@ -4,6 +4,20 @@ class HttpStatusError(OSError): + """A subclass of :py:exc:`OSError` raised by :py:meth:`FetchResponse.raise_for_status` + if the response status is 4XX or 5XX. + + Parameters + ---------- + status : + The http status code of the request + + status_text : + The...
https://raw.githubusercontent.com/pyodide/pyodide/HEAD/src/py/pyodide/http/_exceptions.py