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Find all errors in this Pythoncode:Python code: #Write a program that read the CSV and print to console as a table # (row and column should be aligned, border using – and |) from prettytable import from_csv with open("classmate.csv", "r") as fp: x = from_csv(fp) print(x) # import csv # with open('classmate.csv', 'r' as file: # reader = csv.reader(file, quoting=csv.QUOTE_ALL, skipinitialspace=True) # for row in reader: # print(row)
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unclosed '(' at line 13 - expected ')' • Block at line 13 has no indented body • Block at line 15 has no indented body Fix: Add missing ')' bracket at line 13
intermediate
oop
error_detection
Pythoncode:Python
0
0
411
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#Write a program that read the CSV and print to console as a table\n# (row and column should be aligned, border using \u2013 and |)\n\n\nfrom prettytable import from_csv\n\nwith open(\"classmate.csv\", \"r\") as fp:\n x = from_csv(fp)\n\nprint(x)\n\n# import csv\n# with open('classmate.csv', 'r' as file:\n# reader = csv.reader(file, quoting=csv.QUOTE_ALL, skipinitialspace=True)\n# for row in reader:\n# print(row)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unclosed '(' at line 13 - expected ')'\n \u2022 Block at line 13 has no indented body\n \u2022 Block at line 15 has no indented body\n\n Fix: Add missing ')' bracket at line 13"}]
true
syntax
MISSING_BRACKETS
MEDIUM
223ca4410434aa844025fae9796a038586941a76
TheStack--python--010.parquet
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- # # The user interface module for cross-search available projects. # # (C) 2013 Internet Initiative Japan Inc. # All rights reserved. # # Created on 2011/05/10 # @author: yosinobu@iij.ad.jp from genshi.builder import tag from pkg_resources import resource_filename from trac.core import * from trac.perm import IPermissionRequestor from trac.web.api import IRequestHandler, IRequestFilter from trac.web.chrome import INavigationContributor, ITemplateProvider, add_script, add_stylesheet from tracportal.api import IProjectListProvider from tracportal.i18n import _ from tracportal.project_list.api import IProjectInfoProvider class CrossSearchModule(Component): implements(INavigationContributor, IPermissionRequestor, IRequestHandler, ITemplateProvider) project_list_providers = ExtensionPoint(IProjectListProvider) project_info_providers = ExtensionPoint(IProjectInfoProvider) # INavigationContributor methods def get_active_navigation_item(self, req): return 'cross_search' def get_navigation_items(self, req): try: import tracrpc except ImportError: self.log.info('TracPortalPlugin\'s search feature requires TracXMLRPC plugin.') return if 'PORTAL_CROSS_SEARCH_VIEW' in req.perm: yield ('mainnav', 'cross_search', tag.a(_('Cross Search'), href=req.href.cross_search(), accesskey=5)) # IPermissionRequestor methods def get_permission_actions(self): return ['PORTAL_CROSS_SEARCH_VIEW'] # IRequestHandler methods def match_request(self, req): return req.path_info and req.path_info.startswith('/cross_search') ... [6 more functiondefs truncated] ...
Functions: get_active_navigation_item, get_navigation_items, get_permission_actions, match_request Classes: CrossSearchModule This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
4
1
1,747
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n#\n# The user interface module for cross-search available projects.\n#\n# (C) 2013 Internet Initiative Japan Inc.\n# All rights reserved.\n#\n# Created on 2011/05/10\n# @author: yosinobu@iij.ad.jp\n\nfrom genshi.builder import tag\nfrom pkg_resources import resource_filename\nfrom trac.core import *\nfrom trac.perm import IPermissionRequestor\nfrom trac.web.api import IRequestHandler, IRequestFilter\nfrom trac.web.chrome import INavigationContributor, ITemplateProvider, add_script, add_stylesheet\n\nfrom tracportal.api import IProjectListProvider\nfrom tracportal.i18n import _\nfrom tracportal.project_list.api import IProjectInfoProvider\n\n\nclass CrossSearchModule(Component):\n implements(INavigationContributor, IPermissionRequestor, IRequestHandler, ITemplateProvider)\n project_list_providers = ExtensionPoint(IProjectListProvider)\n project_info_providers = ExtensionPoint(IProjectInfoProvider)\n\n # INavigationContributor methods\n def get_active_navigation_item(self, req):\n return 'cross_search'\n\n def get_navigation_items(self, req):\n try:\n import tracrpc\n except ImportError:\n self.log.info('TracPortalPlugin\\'s search feature requires TracXMLRPC plugin.')\n return\n if 'PORTAL_CROSS_SEARCH_VIEW' in req.perm:\n yield ('mainnav', 'cross_search',\n tag.a(_('Cross Search'), href=req.href.cross_search(), accesskey=5))\n\n # IPermissionRequestor methods\n def get_permission_actions(self):\n return ['PORTAL_CROSS_SEARCH_VIEW']\n\n # IRequestHandler methods\n def match_request(self, req):\n return req.path_info and req.path_info.startswith('/cross_search')\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: get_active_navigation_item, get_navigation_items, get_permission_actions, match_request\n Classes: CrossSearchModule\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
223cf0d8bbd3b3f4c78ca5e1df6185cd5be52585
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: from .base_monitor import BaseMonitor class External(BaseMonitor): """ External instrumentation class Monitor a target which doesn't support a debugger, allowing external commands to be called. .. deprecated:: 0.2.0 This class is a shortcut with limited capabilities. It should be substituted by custom classes that implement BaseMonitor. """ def __init__(self, pre=None, post=None, start=None, stop=None): """ @type pre: def @param pre: Callback called before each test case @type post: def @param post: Callback called after each test case for instrumentation. Must return True if the target is still active, False otherwise. @type start: def @param start: Callback called to start the target @type stop: def @param stop: Callback called to stop the target """ super(External, self).__init__() self.pre = pre self.post = post self.start = start self.stop = stop self.__dbg_flag = False def debug(self, msg): """ Print a debug message. """ if self.__dbg_flag: print("EXT-INSTR> %s" % msg) # noinspection PyUnusedLocal def pre_send(self, target=None, fuzz_data_logger=None, session=None): """ This routine is called before the fuzzer transmits a test case or ensure the target is alive. """ if self.pre: self.pre() def post_send(self, target=None, fuzz_data_logger=None, session=None): """ This routine is called after the fuzzer transmits a test case and returns the status of the target. @rtype: Boolean @return: Return True if the target is still active, False otherwise. """ if self.post: return self.post() else: return True def start_target(self): """ Start up the target. Called when post_send failed. Returns success of failure of the action If no method defined, false is returned """ if self.start: return self.start() else: return False def stop_target(self): """ Stop the target. """ if self.stop: self.stop() def restart_target(self, target=None, fuzz_data_logger=None, session=None): self.stop_target() return self.start_target() # noinspection PyMethodMayBeStatic def get_crash_synopsis(self): """ Return the last recorded crash synopsis. @rtype: String @return: Synopsis of last recorded crash. """ return "External instrumentation detects a crash...\n" def __repr__(self): return "ExternalMonitor#{}".format(id(self))
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong logical operator Severity: CRITICAL Location: Line 46 Buggy code: This routine is called before the fuzzer transmits a test case or ensure the target is alive. Should be: This routine is called before the fuzzer transmits a test case and ensure the target is alive. Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
advanced
testing
logical_errors
Pythoncode:Python
9
1
2,866
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nfrom .base_monitor import BaseMonitor\n\n\nclass External(BaseMonitor):\n \"\"\"\n External instrumentation class\n Monitor a target which doesn't support a debugger, allowing external\n commands to be called.\n\n .. deprecated:: 0.2.0\n This class is a shortcut with limited capabilities. It should be\n substituted by custom classes that implement BaseMonitor.\n \"\"\"\n\n def __init__(self, pre=None, post=None, start=None, stop=None):\n \"\"\"\n @type pre: def\n @param pre: Callback called before each test case\n @type post: def\n @param post: Callback called after each test case for instrumentation. Must return True if the target is still\n active, False otherwise.\n @type start: def\n @param start: Callback called to start the target\n @type stop: def\n @param stop: Callback called to stop the target\n \"\"\"\n super(External, self).__init__()\n\n self.pre = pre\n self.post = post\n self.start = start\n self.stop = stop\n self.__dbg_flag = False\n\n def debug(self, msg):\n \"\"\"\n Print a debug message.\n \"\"\"\n\n if self.__dbg_flag:\n print(\"EXT-INSTR> %s\" % msg)\n\n # noinspection PyUnusedLocal\n def pre_send(self, target=None, fuzz_data_logger=None, session=None):\n \"\"\"\n This routine is called before the fuzzer transmits a test case or ensure the target is alive.\n \"\"\"\n\n if self.pre:\n self.pre()\n\n def post_send(self, target=None, fuzz_data_logger=None, session=None):\n \"\"\"\n This routine is called after the fuzzer transmits a test case and returns the status of the target.\n\n @rtype: Boolean\n @return: Return True if the target is still active, False otherwise.\n \"\"\"\n\n if self.post:\n return self.post()\n else:\n return True\n\n def start_target(self):\n \"\"\"\n Start up the target. Called when post_send failed.\n Returns success of failure of the action\n If no method defined, false is returned\n \"\"\"\n\n if self.start:\n return self.start()\n else:\n return False\n\n def stop_target(self):\n \"\"\"\n Stop the target.\n \"\"\"\n\n if self.stop:\n self.stop()\n\n def restart_target(self, target=None, fuzz_data_logger=None, session=None):\n self.stop_target()\n return self.start_target()\n\n # noinspection PyMethodMayBeStatic\n def get_crash_synopsis(self):\n \"\"\"\n Return the last recorded crash synopsis.\n\n @rtype: String\n @return: Synopsis of last recorded crash.\n \"\"\"\n\n return \"External instrumentation detects a crash...\\n\"\n\n def __repr__(self):\n return \"ExternalMonitor#{}\".format(id(self))"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong logical operator\n Severity: CRITICAL\n\n Location: Line 46\n\n Buggy code:\n This routine is called before the fuzzer transmits a test case or ensure the target is alive.\n\n Should be:\n This routine is called before the fuzzer transmits a test case and ensure the target is alive.\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
223dc0b3dc35de3eb55b60f4ac0b33b89c98c726
TheStack--python--010.parquet
Debug this Pythoncode:Python code: def bprop_to_augm(prim, fn, flags): """Given a function for the bprop, make the augmented function.""" info = NamedDebugInfo(prim=prim, name=prim.name) bprop = clone(parse(fn)) bprop.flags.update(_flags) bprop.debug.name = None bprop.debug.about = About(info, 'grad_bprop') # type: ignore if bprop.output.match(_is_raise): pass elif bprop.output.match(_is_mktuple): bprop.output = bprop.apply( primops.make_tuple, newenv, *bprop.output.inputs[1:] ) else: raise InternalInferenceError( f'The backpropagator for {prim} is not defined properly. ' f'It should return a tuple literal.', refs=[bprop.return_] ) *args, out_param, dout = bprop.parameters with About(info, 'grad_fprop'): outer = Graph() outer.flags.update(_flags) outer.flags.update(flags) outer.transforms['primal'] = prim outer.output = Constant(None) mng = manage(bprop, outer) transf_args = [] for p in args: with About(p.debug, 'grad_fprop'): outer_p = outer.add_parameter() with About(p.debug, 'equiv'): transf_p = outer.apply(primops.Jinv, outer_p) mng.replace(p, transf_p) transf_args.append(transf_p) with About(out_param.debug, 'equiv'): out_value = outer.apply(prim, *transf_args) mng.replace(out_param, out_value) with About(out_param.debug, 'grad_sens'): new_dout = bprop.add_parameter() mng.replace(dout, new_dout) # We remove all parameters except new_dout bprop.parameters = [new_dout] result = outer.apply(primops.J, out_value) outer.output = outer.apply( primops.make_tuple, result, bprop ) return clone(outer) augmented_graphs = Registry() register = augmented_graphs.register def register_bprop(prim, **flags): """Register an augmented function for prim, given a backpropagator.""" def deco(fn): g = bprop_to_augm(prim, fn, flags) return register(prim)(g) return deco def register_augm(prim): """Register an augmented function for prim.""" def deco(fn): g = parse(fn) for g2 in manage(g, weak=True).graphs: name = short_labeler.name(g2) name = name.replace('__fprop__', syms['grad_fprop']) g2.debug.name = name.replace('__bprop__', syms['grad_bprop']) g2.flags.update(_flags) g.transforms['primal'] = prim return register(prim)(g) return deco @register_bprop(primops.scalar_add) def bprop_scalar_add(x, y, out, dout): """Backpropagator for primitive `scalar_add`.""" return (dout, dout) @register_bprop(primops.scalar_sub) ... [43 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 98: ... [43 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 3 Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
database
debugging
Pythoncode:Python
6
0
2,853
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\ndef bprop_to_augm(prim, fn, flags):\n \"\"\"Given a function for the bprop, make the augmented function.\"\"\"\n info = NamedDebugInfo(prim=prim, name=prim.name)\n\n bprop = clone(parse(fn))\n bprop.flags.update(_flags)\n bprop.debug.name = None\n bprop.debug.about = About(info, 'grad_bprop') # type: ignore\n if bprop.output.match(_is_raise):\n pass\n elif bprop.output.match(_is_mktuple):\n bprop.output = bprop.apply(\n primops.make_tuple,\n newenv,\n *bprop.output.inputs[1:]\n )\n else:\n raise InternalInferenceError(\n f'The backpropagator for {prim} is not defined properly. '\n f'It should return a tuple literal.',\n refs=[bprop.return_]\n )\n\n *args, out_param, dout = bprop.parameters\n\n with About(info, 'grad_fprop'):\n outer = Graph()\n outer.flags.update(_flags)\n outer.flags.update(flags)\n outer.transforms['primal'] = prim\n outer.output = Constant(None)\n\n mng = manage(bprop, outer)\n\n transf_args = []\n for p in args:\n with About(p.debug, 'grad_fprop'):\n outer_p = outer.add_parameter()\n with About(p.debug, 'equiv'):\n transf_p = outer.apply(primops.Jinv, outer_p)\n mng.replace(p, transf_p)\n transf_args.append(transf_p)\n\n with About(out_param.debug, 'equiv'):\n out_value = outer.apply(prim, *transf_args)\n\n mng.replace(out_param, out_value)\n\n with About(out_param.debug, 'grad_sens'):\n new_dout = bprop.add_parameter()\n mng.replace(dout, new_dout)\n # We remove all parameters except new_dout\n bprop.parameters = [new_dout]\n\n result = outer.apply(primops.J, out_value)\n outer.output = outer.apply(\n primops.make_tuple,\n result,\n bprop\n )\n return clone(outer)\n\n\naugmented_graphs = Registry()\nregister = augmented_graphs.register\n\n\ndef register_bprop(prim, **flags):\n \"\"\"Register an augmented function for prim, given a backpropagator.\"\"\"\n def deco(fn):\n g = bprop_to_augm(prim, fn, flags)\n return register(prim)(g)\n return deco\n\n\ndef register_augm(prim):\n \"\"\"Register an augmented function for prim.\"\"\"\n def deco(fn):\n g = parse(fn)\n for g2 in manage(g, weak=True).graphs:\n name = short_labeler.name(g2)\n name = name.replace('__fprop__', syms['grad_fprop'])\n g2.debug.name = name.replace('__bprop__', syms['grad_bprop'])\n g2.flags.update(_flags)\n g.transforms['primal'] = prim\n return register(prim)(g)\n return deco\n\n\n@register_bprop(primops.scalar_add)\ndef bprop_scalar_add(x, y, out, dout):\n \"\"\"Backpropagator for primitive `scalar_add`.\"\"\"\n return (dout, dout)\n\n\n@register_bprop(primops.scalar_sub)\n\n ... [43 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 98: ... [43 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 3\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
223de35ed0a7657d982c5c4a3b032c107589c9c0
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/python from __future__ import absolute_import from roberta.ev3 import Hal from ev3dev import ev3 as ev3dev import math import os class BreakOutOfALoop(Exception): pass class ContinueLoop(Exception): pass _brickConfiguration = { 'wheel-diameter': 5.6, 'track-width': 18.0, 'actors': { }, 'sensors': { }, } hal = Hal(_brickConfiguration) ___item = [0, 0, 0] ___item2 = [True, True, True] ___item3 = ["", "", ""] ___item4 = ['white', 'white', 'white'] ___item5 = [None, None, None] ___item6 = 0 ___item7 = True def run(): global ___item, ___item2, ___item3, ___item4, ___item5, ___item6, ___item7 ___item6 = len(___item) ___item6 = len(___item2) ___item6 = len(___item3) ___item6 = len(___item4) ___item6 = len(___item5) ___item7 = not ___item ___item7 = not ___item2 ___item7 = not ___item3 ___item7 = not ___item4 ___item7 = not ___item5 ___item6 = sum(___item) ___item6 = min(___item) ___item6 = max(___item) ___item6 = float(sum(___item)) / len(___item) ___item6 = _median(___item) ___item6 = _standard_deviation(___item) ___item6 = ___item[0] def main(): try: run() except Exception as e: hal.drawText('Fehler im EV3', 0, 0) hal.drawText(e.__class__.__name__, 0, 1) hal.drawText(str(e), 0, 2) hal.drawText('Press any key', 0, 4) while not hal.isKeyPressed('any'): hal.waitFor(500) raise def _median(l): l = sorted(l) l_len = len(l) if l_len < 1: return None if l_len % 2 == 0: return ( l[int( (l_len-1) / 2)] + l[int( (str(l_len) + 1) / 2)] ) / 2.0 else: return l[int( (l_len-1) / 2)] def _randInt(min_val, max_val): val = int.from_bytes(os.urandom(4), byteorder='big') if min_val < max_val: return min_val + (val % ((max_val - min_val) + 1)) else: return max_val + (val % ((min_val - max_val) + 1)) def _standard_deviation(l): mean = float(sum(l)) / len(l) sd = 0 for i in l: sd += (i - mean)*(i - mean) return math.sqrt(sd / len(l)) if __name__ == "__main__": main()
Error Analysis: Error Type: TYPE_MISMATCH Error: TYPE_MISMATCH Fix: Ensure types are compatible in operations
advanced
machine_learning
error_detection
Pythoncode:Python
5
2
2,151
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/python\n\nfrom __future__ import absolute_import\nfrom roberta.ev3 import Hal\nfrom ev3dev import ev3 as ev3dev\nimport math\nimport os\n\nclass BreakOutOfALoop(Exception): pass\nclass ContinueLoop(Exception): pass\n\n_brickConfiguration = {\n 'wheel-diameter': 5.6,\n 'track-width': 18.0,\n 'actors': {\n },\n 'sensors': {\n },\n}\nhal = Hal(_brickConfiguration)\n\n___item = [0, 0, 0]\n___item2 = [True, True, True]\n___item3 = [\"\", \"\", \"\"]\n___item4 = ['white', 'white', 'white']\n___item5 = [None, None, None]\n___item6 = 0\n___item7 = True\ndef run():\n global ___item, ___item2, ___item3, ___item4, ___item5, ___item6, ___item7\n ___item6 = len(___item)\n ___item6 = len(___item2)\n ___item6 = len(___item3)\n ___item6 = len(___item4)\n ___item6 = len(___item5)\n ___item7 = not ___item\n ___item7 = not ___item2\n ___item7 = not ___item3\n ___item7 = not ___item4\n ___item7 = not ___item5\n ___item6 = sum(___item)\n ___item6 = min(___item)\n ___item6 = max(___item)\n ___item6 = float(sum(___item)) / len(___item)\n ___item6 = _median(___item)\n ___item6 = _standard_deviation(___item)\n ___item6 = ___item[0]\n\ndef main():\n try:\n run()\n except Exception as e:\n hal.drawText('Fehler im EV3', 0, 0)\n hal.drawText(e.__class__.__name__, 0, 1)\n hal.drawText(str(e), 0, 2)\n hal.drawText('Press any key', 0, 4)\n while not hal.isKeyPressed('any'): hal.waitFor(500)\n raise\n\ndef _median(l):\n l = sorted(l)\n l_len = len(l)\n if l_len < 1:\n return None\n if l_len % 2 == 0:\n return ( l[int( (l_len-1) / 2)] + l[int( (str(l_len) + 1) / 2)] ) / 2.0\n else:\n return l[int( (l_len-1) / 2)]\n\ndef _randInt(min_val, max_val):\n val = int.from_bytes(os.urandom(4), byteorder='big')\n if min_val < max_val:\n return min_val + (val % ((max_val - min_val) + 1))\n else:\n return max_val + (val % ((min_val - max_val) + 1))\n\ndef _standard_deviation(l):\n mean = float(sum(l)) / len(l)\n sd = 0\n for i in l:\n sd += (i - mean)*(i - mean)\n return math.sqrt(sd / len(l))\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: TYPE_MISMATCH\n Error: TYPE_MISMATCH\n\n Fix: Ensure types are compatible in operations"}]
true
logical
TYPE_MISMATCH
HIGH
223ee095774c6ef1b1f11a79434afbb0137d900f
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: # coding: utf-8 import socket def inet_ntop(in_addr): if len(in_addr) == 4: return socket.inet_ntop(socket.AF_INET, in_addr) ... code continues ...
Completion: Missing: Function 'inet_ntop' is incomplete - body truncated To complete: • Complete the function 'inet_ntop' body and add missing return Example continuation: elif len(in_addr) == 16: return socket.inet_ntop(socket.AF_INET6, in_addr) else: return False
intermediate
machine_learning
incomplete_code
Pythoncode:Python
1
0
138
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# coding: utf-8\n\nimport socket\n\ndef inet_ntop(in_addr):\n if len(in_addr) == 4:\n return socket.inet_ntop(socket.AF_INET, in_addr)\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'inet_ntop' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'inet_ntop' body and add missing return\n\n Example continuation:\n elif len(in_addr) == 16:\n return socket.inet_ntop(socket.AF_INET6, in_addr)\n else:\n return False"}]
true
syntax
MID_FUNCTION
HIGH
223f4d1bb67ad5acdeed1e222f97f8017d638f4a
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: from __future__ import absolute_import import ctypes import errno import platform import socket import sys from future.utils import raise_ from boofuzz import exception from boofuzz.connections import base_socket_connection, ip_constants class UDPSocketConnection(base_socket_connection.BaseSocketConnection): """BaseSocketConnection implementation for use with UDP Sockets. .. versionadded:: 0.2.0 Args: host (str): Hostname or IP adress of target system. port (int): Port of target service. send_timeout (float): Seconds to wait for send before timing out. Default 5.0. recv_timeout (float): Seconds to wait for recv before timing out. Default 5.0. server (bool): Set to True to enable server side fuzzing. ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: bind (tuple (host, port)): Socket bind address and port. Required if using recv(). broadcast (bool): Set to True to enable UDP broadcast. Must supply appropriate broadcast address for send() to work, and '' for bind host for recv() to work. """
advanced
database
incomplete_code
Pythoncode:Python
2
1
767
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom __future__ import absolute_import\n\nimport ctypes\nimport errno\nimport platform\nimport socket\nimport sys\n\nfrom future.utils import raise_\n\nfrom boofuzz import exception\nfrom boofuzz.connections import base_socket_connection, ip_constants\n\n\nclass UDPSocketConnection(base_socket_connection.BaseSocketConnection):\n \"\"\"BaseSocketConnection implementation for use with UDP Sockets.\n\n .. versionadded:: 0.2.0\n\n Args:\n host (str): Hostname or IP adress of target system.\n port (int): Port of target service.\n send_timeout (float): Seconds to wait for send before timing out. Default 5.0.\n recv_timeout (float): Seconds to wait for recv before timing out. Default 5.0.\n server (bool): Set to True to enable server side fuzzing.\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n bind (tuple (host, port)): Socket bind address and port. Required if using recv().\n broadcast (bool): Set to True to enable UDP broadcast. Must supply appropriate broadcast address for send()\n to work, and '' for bind host for recv() to work.\n \"\"\""}]
true
syntax
HARD_CUT
CRITICAL
22407c977c3fbf6888c18c86b47ec9058f285c67
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: """Color related functions. HSV colors have 0.0 <= hue <= 360.0 and other components 0.0 <= c <= 1.0. RGB has all components 0.0 <= c <= 1.0. Both HSV and RGB colors have alpha as the fouth component. """ from __future__ import annotations from typing import Iterable, List def hsv_to_rgb(hue: float, saturation: float, value: float, alpha: float = 1.0) -> List[float]: """Convert color from HSV to RGB.""" chroma = value * saturation hue_ = (hue % 360) / 60 x = chroma * (1 - abs((6 * hue_) % 2 - 1)) if hue_ <= 1: rgb = (chroma, x, 0.0) elif hue_ <= 2: rgb = (x, chroma, 0.0) elif hue_ <= 3: rgb = (0.0, chroma, x) elif hue_ <= 4: rgb = (0.0, x, chroma) elif hue_ <= 5: rgb = (x, 0.0, chroma) elif hue_ <= 6: rgb = (chroma, 0.0, x) else: rgb = (0.0, 0.0, 0.0) return [c + value - chroma for c in rgb] + [alpha] def interpolate_hsv(start: Iterable[float], end: Iterable[float], param: float) -> List[float]: """Interpolate two HSV colors with given parameter. The parameter is a value between 0.0, meaning the pure start color, and 1.0, meaning the pure end color. """ result = [s + param * (e - s) for i, (s, e) in enumerate(zip(start, end))] result[0] = result[0] % 360 return result def interpolate_rgb(start: Iterable[float], end: Iterable[float], param: float) -> List[float]: """Interpolate two RGB colors with given parameter. The parameter is a value between 0.0, meaning the pure start color, and 1.0, meaning the pure end color. """ result = [s + param * (e - s) for i, (s, e) in enumerate(zip(start, end))] return result
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
general
refactoring
Pythoncode:Python
3
0
1,785
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\"\"\"Color related functions.\n\nHSV colors have 0.0 <= hue <= 360.0 and other components 0.0 <= c <= 1.0. RGB\nhas all components 0.0 <= c <= 1.0. Both HSV and RGB colors have alpha as the\nfouth component.\n\"\"\"\n\nfrom __future__ import annotations\n\nfrom typing import Iterable, List\n\n\ndef hsv_to_rgb(hue: float, saturation: float, value: float,\n alpha: float = 1.0) -> List[float]:\n \"\"\"Convert color from HSV to RGB.\"\"\"\n chroma = value * saturation\n hue_ = (hue % 360) / 60\n x = chroma * (1 - abs((6 * hue_) % 2 - 1))\n\n if hue_ <= 1:\n rgb = (chroma, x, 0.0)\n elif hue_ <= 2:\n rgb = (x, chroma, 0.0)\n elif hue_ <= 3:\n rgb = (0.0, chroma, x)\n elif hue_ <= 4:\n rgb = (0.0, x, chroma)\n elif hue_ <= 5:\n rgb = (x, 0.0, chroma)\n elif hue_ <= 6:\n rgb = (chroma, 0.0, x)\n else:\n rgb = (0.0, 0.0, 0.0)\n\n return [c + value - chroma for c in rgb] + [alpha]\n\n\ndef interpolate_hsv(start: Iterable[float], end: Iterable[float],\n param: float) -> List[float]:\n \"\"\"Interpolate two HSV colors with given parameter.\n\n The parameter is a value between 0.0, meaning the pure start color, and\n 1.0, meaning the pure end color.\n \"\"\"\n result = [s + param * (e - s)\n for i, (s, e) in enumerate(zip(start, end))]\n result[0] = result[0] % 360\n return result\n\n\ndef interpolate_rgb(start: Iterable[float], end: Iterable[float],\n param: float) -> List[float]:\n \"\"\"Interpolate two RGB colors with given parameter.\n\n The parameter is a value between 0.0, meaning the pure start color, and\n 1.0, meaning the pure end color.\n \"\"\"\n result = [s + param * (e - s)\n for i, (s, e) in enumerate(zip(start, end))]\n return result"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
22412ace407f4c74b18685ca3c91b4b67dcd25ec
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: import pytest from lambdas import TRUE, FALSE from lambdas import ZERO, ONE, TWO, THREE, FOUR, FIVE, SIX, SEVEN, EIGHT, NINE, TEN from lambdas import ADD, INC, MUL, POW, DEC, SUB from lambdas import ISZERO, GTE, LTE, GT, LT, EQ from lambdas import decode_number @pytest.mark.parametrize('given, expected', [ (ONE, 1), (TWO, 2), (THREE, 3), (FOUR, 4), (FIVE, 5), (SIX, 6), (SEVEN, 7), (EIGHT, 8), (NINE, 9), (TEN, 10), ]) def test_numbers(given, expected): assert decode_number(given) == expected @pytest.mark.parametrize('given, expected', [ (ZERO, 1), (ONE, 2), (TWO, 3), (THREE, 4), ]) def test_inc(given, expected): assert decode_number(INC(given)) == expected @pytest.mark.parametrize('given, expected', [ (ZERO, 0), (ONE, 0), (TWO, 1), (THREE, 2), ]) def test_dec(given, expected): assert decode_number(DEC(given)) == expected @pytest.mark.parametrize('left, right, expected', [ (ONE, ONE, 2), (TWO, THREE, 5), (THREE, TWO, 5), ]) def test_add(left, right, expected): assert decode_number(ADD(left)(right)) == expected @pytest.mark.parametrize('left, right, expected', [ (ONE, ONE, 0), (TWO, ONE, 1), (THREE, TWO, 1), (FOUR, ONE, 3), ]) def test_sub(left, right, expected): assert decode_number(SUB(left)(right)) == expected @pytest.mark.parametrize('left, right, expected', [ (ONE, ONE, 1), (TWO, THREE, 6), (THREE, TWO, 6), ]) def test_mul(left, right, expected): assert decode_number(MUL(left)(right)) == expected @pytest.mark.parametrize('left, right, expected', [ (ONE, ONE, 1), (TWO, ONE, 2), (ONE, TWO, 1), (THREE, TWO, 9), (THREE, THREE, 27), ]) def test_pow(left, right, expected): assert decode_number(POW(left)(right)) == expected @pytest.mark.parametrize('given, expected', [ (ZERO, TRUE), (ONE, FALSE), (TWO, FALSE), ]) def test_iszero(given, expected): assert ISZERO(given) is expected @pytest.mark.parametrize('left, right, expected', [ (ONE, ONE, TRUE), (TWO, THREE, FALSE), (THREE, TWO, TRUE), (FOUR, TWO, TRUE), ]) def test_gte(left, right, expected): assert GTE(left)(right) is expected assert LT(left)(right) is not expected @pytest.mark.parametrize('left, right, expected', [ (ONE, ONE, FALSE), (TWO, THREE, FALSE) (THREE, TWO, TRUE), (FOUR, TWO, TRUE), ]) def test_gt(left, right, expected): assert GT(left)(right) is expected assert LTE(left)(right) is not expected @pytest.mark.parametrize('left, right, expected', [ (ONE, ONE, TRUE), (TWO, TWO, TRUE), (TWO, ONE, FALSE), (ONE, TWO, FALSE), ]) def test_eq(left, right, expected): assert EQ(left)(right) is expected
Syntax Analysis:
advanced
testing
syntax_repair
Pythoncode:Python
11
0
2,835
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport pytest\n\nfrom lambdas import TRUE, FALSE\nfrom lambdas import ZERO, ONE, TWO, THREE, FOUR, FIVE, SIX, SEVEN, EIGHT, NINE, TEN\nfrom lambdas import ADD, INC, MUL, POW, DEC, SUB\nfrom lambdas import ISZERO, GTE, LTE, GT, LT, EQ\nfrom lambdas import decode_number\n\n\n@pytest.mark.parametrize('given, expected', [\n (ONE, 1),\n (TWO, 2),\n (THREE, 3),\n (FOUR, 4),\n (FIVE, 5),\n (SIX, 6),\n (SEVEN, 7),\n (EIGHT, 8),\n (NINE, 9),\n (TEN, 10),\n])\ndef test_numbers(given, expected):\n assert decode_number(given) == expected\n\n\n@pytest.mark.parametrize('given, expected', [\n (ZERO, 1),\n (ONE, 2),\n (TWO, 3),\n (THREE, 4),\n])\ndef test_inc(given, expected):\n assert decode_number(INC(given)) == expected\n\n\n@pytest.mark.parametrize('given, expected', [\n (ZERO, 0),\n (ONE, 0),\n (TWO, 1),\n (THREE, 2),\n])\ndef test_dec(given, expected):\n assert decode_number(DEC(given)) == expected\n\n\n@pytest.mark.parametrize('left, right, expected', [\n (ONE, ONE, 2),\n (TWO, THREE, 5),\n (THREE, TWO, 5),\n])\ndef test_add(left, right, expected):\n assert decode_number(ADD(left)(right)) == expected\n\n\n@pytest.mark.parametrize('left, right, expected', [\n (ONE, ONE, 0),\n (TWO, ONE, 1),\n (THREE, TWO, 1),\n (FOUR, ONE, 3),\n])\ndef test_sub(left, right, expected):\n assert decode_number(SUB(left)(right)) == expected\n\n\n@pytest.mark.parametrize('left, right, expected', [\n (ONE, ONE, 1),\n (TWO, THREE, 6),\n (THREE, TWO, 6),\n])\ndef test_mul(left, right, expected):\n assert decode_number(MUL(left)(right)) == expected\n\n\n@pytest.mark.parametrize('left, right, expected', [\n (ONE, ONE, 1),\n (TWO, ONE, 2),\n (ONE, TWO, 1),\n (THREE, TWO, 9),\n (THREE, THREE, 27),\n])\ndef test_pow(left, right, expected):\n assert decode_number(POW(left)(right)) == expected\n\n\n@pytest.mark.parametrize('given, expected', [\n (ZERO, TRUE),\n (ONE, FALSE),\n (TWO, FALSE),\n])\ndef test_iszero(given, expected):\n assert ISZERO(given) is expected\n\n\n@pytest.mark.parametrize('left, right, expected', [\n (ONE, ONE, TRUE),\n (TWO, THREE, FALSE),\n (THREE, TWO, TRUE),\n (FOUR, TWO, TRUE),\n])\ndef test_gte(left, right, expected):\n assert GTE(left)(right) is expected\n assert LT(left)(right) is not expected\n\n\n@pytest.mark.parametrize('left, right, expected', [\n (ONE, ONE, FALSE),\n(TWO, THREE, FALSE)\n (THREE, TWO, TRUE),\n (FOUR, TWO, TRUE),\n])\ndef test_gt(left, right, expected):\n assert GT(left)(right) is expected\n assert LTE(left)(right) is not expected\n\n\n@pytest.mark.parametrize('left, right, expected', [\n (ONE, ONE, TRUE),\n (TWO, TWO, TRUE),\n (TWO, ONE, FALSE),\n (ONE, TWO, FALSE),\n])\ndef test_eq(left, right, expected):\n assert EQ(left)(right) is expected"}, {"role": "assistant", "content": " Syntax Analysis:"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
2242cfe126202a8266ad41399a44ee6ba6b7547c
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- # Form implementation generated from reading ui file 'deforming_heart.ui' # # Created: Mon Sep 30 11:52:34 2013 # by: PyQt4 UI code generator 4.10.3 # # WARNING! All changes made in this file will be lost! ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: def _fromUtf8(s): return s try: _encoding = QtGui.QApplication.UnicodeUTF8
advanced
database
incomplete_code
Pythoncode:Python
3
1
236
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n# Form implementation generated from reading ui file 'deforming_heart.ui'\n#\n# Created: Mon Sep 30 11:52:34 2013\n# by: PyQt4 UI code generator 4.10.3\n#\n# WARNING! All changes made in this file will be lost!\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n def _fromUtf8(s):\n return s\n\ntry:\n _encoding = QtGui.QApplication.UnicodeUTF8"}]
true
syntax
HARD_CUT
CRITICAL
2243247f48e83751b5f243160c09b0494d2f3516
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from utils.typings import Errors from experiment.AggregatorConfig import AggregatorConfig from torch import nn from client import Client from logger import logPrint from typing import List import torch from aggregators.Aggregator import Aggregator from datasetLoaders.DatasetInterface import DatasetInterface from copy import deepcopy class FAAggregator(Aggregator): """ Federated Averaging Aggregator that just aggregates each client based on the size of data it holds. """ def __init__( self, clients: List[Client], model: nn.Module, config: AggregatorConfig, useAsyncClients: bool = False, ): super().__init__(clients, model, config, useAsyncClients) def trainAndTest(self, testDataset: DatasetInterface) -> Errors: roundsError = Errors(torch.zeros(self.rounds)) for r in range(self.rounds):
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Unterminated string literal at line 14 • Block at line 29 has no body - expected indented block • IndentationError at line 29 Fix: Add body to For block or use 'pass' statement
advanced
testing
error_detection
Pythoncode:Python
3
1
886
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom utils.typings import Errors\nfrom experiment.AggregatorConfig import AggregatorConfig\nfrom torch import nn\nfrom client import Client\nfrom logger import logPrint\nfrom typing import List\nimport torch\nfrom aggregators.Aggregator import Aggregator\nfrom datasetLoaders.DatasetInterface import DatasetInterface\nfrom copy import deepcopy\n\n\nclass FAAggregator(Aggregator):\n \"\"\"\n Federated Averaging Aggregator that just aggregates each client based on the size of data it holds.\n \"\"\"\n\n def __init__(\n self,\n clients: List[Client],\n model: nn.Module,\n config: AggregatorConfig,\n useAsyncClients: bool = False,\n ):\n super().__init__(clients, model, config, useAsyncClients)\n\n def trainAndTest(self, testDataset: DatasetInterface) -> Errors:\n roundsError = Errors(torch.zeros(self.rounds))\n for r in range(self.rounds):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Unterminated string literal at line 14\n \u2022 Block at line 29 has no body - expected indented block\n \u2022 IndentationError at line 29\n\n Fix: Add body to For block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
22447650f5192904fa70b20da562e955e5d900e0
TheStack--python--010.parquet
Review this Pythoncode:Python code: from typing import TypeVar from valtypes.error import WrongTypeError from valtypes.parsing.controller import Controller from valtypes.typing import GenericAlias __all__ = ["object_to_type"] T = TypeVar("T") def object_to_type(target_type: type[T], source: object, controller: Controller) -> T: if not isinstance(target_type, GenericAlias) and isinstance(source, target_type): return source raise WrongTypeError(source, target_type)
Code Review: ⚠️ Code quality: Unexpected indentation at line 16
intermediate
machine_learning
code_review
Pythoncode:Python
1
0
454
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom typing import TypeVar\n\nfrom valtypes.error import WrongTypeError\nfrom valtypes.parsing.controller import Controller\nfrom valtypes.typing import GenericAlias\n\n__all__ = [\"object_to_type\"]\n\n\nT = TypeVar(\"T\")\n\n\ndef object_to_type(target_type: type[T], source: object, controller: Controller) -> T:\n if not isinstance(target_type, GenericAlias) and isinstance(source, target_type):\n return source\n raise WrongTypeError(source, target_type)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 16"}]
false
null
null
null
2244b01b161468a29dd2f535acb118875773df9f
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: """ Author: Bipin P. (mailto: bipinp2013@gmail.com) http://iambipin.com 101010101 10 101010101 10 101 10 101010101 1010101010 10 1010101010 10 1010 10 1010101010 10 101 10 10 101 10 10 01 10 10 101 10 101 10 10 101 10 10 10 10 10 101 1010101010 10 1010101010 10 10 01 10 1010101010 1010101010 10 101010101 10 10 1010 101010101 10 101 10 10 10 10 010 10 10 101 10 10 10 10 10 10 1010101010 10 10 10 10 10 10 101010101 10 10 10 10 10 10 10 To print the largest (maximum) hourglass sum found in a 6X6 2D array A. """ def hourglass_sum(arr): sum_list = [] for i in range(len(arr)): if(i<(len(arr)-2)): for j in range(len(arr[i])): if(j<(len(arr[i])-2)): top_row = arr[i][j]+arr[i][j+1]+arr[i][j+2] middle_row = arr[i+1][j+1] bottom_row = arr[i+2][j]+arr[i+2][j+1]+arr[i+2][j+2] sum_list.append(top_row+middle_row+bottom_row) sum_list.sort() print(sum_list[-1]) if __name__ == '__main__': arr = [] for _ in range(6): arr.append(list(map(int, input().rstrip().split()))) hourglass_sum(arr)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
api
refactoring
Pythoncode:Python
1
0
1,353
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\"\"\"\nAuthor: Bipin P. (mailto: bipinp2013@gmail.com)\nhttp://iambipin.com\n101010101 10 101010101 10 101 10 101010101\n1010101010 10 1010101010 10 1010 10 1010101010\n10 101 10 10 101 10 10 01 10 10 101\n10 101 10 10 101 10 10 10 10 10 101\n1010101010 10 1010101010 10 10 01 10 1010101010\n1010101010 10 101010101 10 10 1010 101010101\n10 101 10 10 10 10 010 10\n10 101 10 10 10 10 10 10\n1010101010 10 10 10 10 10 10\n101010101 10 10 10 10 10 10 10\nTo print the largest (maximum) hourglass sum found in a 6X6 2D array A.\n\"\"\"\ndef hourglass_sum(arr):\n sum_list = []\n for i in range(len(arr)):\n if(i<(len(arr)-2)):\n for j in range(len(arr[i])):\n if(j<(len(arr[i])-2)):\n top_row = arr[i][j]+arr[i][j+1]+arr[i][j+2]\n middle_row = arr[i+1][j+1]\n bottom_row = arr[i+2][j]+arr[i+2][j+1]+arr[i+2][j+2]\n sum_list.append(top_row+middle_row+bottom_row)\n \n sum_list.sort() \n print(sum_list[-1]) \n\n\nif __name__ == '__main__':\n arr = []\n\n for _ in range(6):\n arr.append(list(map(int, input().rstrip().split())))\n \n hourglass_sum(arr)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
2244cd7c7e57a3c210e8d1b99b4825e58dab1888
TheStack--python--010.parquet
Complete this Pythoncode:Python code: # Import from Module from mymodule import my_func # Import from package from MyMainPackage import some_main_script from MyMainPackage.SubPackage import mysubscript
my_func() some_main_script.report_main() mysubscript.sub_report()
intermediate
machine_learning
code_completion
Pythoncode:Python
0
0
233
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Import from Module\nfrom mymodule import my_func\n\n# Import from package\nfrom MyMainPackage import some_main_script\nfrom MyMainPackage.SubPackage import mysubscript"}, {"role": "assistant", "content": "\nmy_func()\nsome_main_script.report_main()\nmysubscript.sub_report()"}]
false
null
null
null
22467344118e3e0c6bd14f16e0965d45afdafe89
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from django.contrib import admin from .models import CustomUser, Profile, Code admin.site.register(CustomUser)
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
beginner
machine_learning
error_detection
Pythoncode:Python
0
0
112
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django.contrib import admin\n\nfrom .models import CustomUser, Profile, Code\n\nadmin.site.register(CustomUser)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2246b6bfb2c808105dd8718e88add151d9312ad8
TheStack--python--010.parquet
Debug this Pythoncode:Python code: import numpy as np print "Decimal 8", np.testing.assert_array_almost_equal([0, 0.123456789], [0, 0.123456780], decimal=8) print "Decimal 9", np.testing.assert_array_almost_equal([0, 0.123456789], [0, 0.123456780], decimal=9)
Code analysis results: 🔴 Errors found: SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 3 💡 Suggestions: Review code syntax
intermediate
testing
debugging
Pythoncode:Python
0
0
226
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport numpy as np\n\nprint \"Decimal 8\", np.testing.assert_array_almost_equal([0, 0.123456789], [0, 0.123456780], decimal=8)\nprint \"Decimal 9\", np.testing.assert_array_almost_equal([0, 0.123456789], [0, 0.123456780], decimal=9)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 3\n\n\ud83d\udca1 Suggestions:\n Review code syntax"}]
false
null
null
null
224962418a269addec975f18a67c211e2fea9004
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: from itertools import product with open("star_21.txt", "rt") as f: data = f.read() rules = {} for rule_raw in data.strip().split('\n'): left, right = rule_raw.split('=>') leftb = [c == '#' for c in left if c in '.#'] rightb = [c == '#' for c in right if c in '.#'] side = 2 if len(leftb) == 4 else 3 for h, v, d in product([False, True], repeat=3): cleft = list(leftb) if h: cleft = [cleft[(side-i-1)*side+j] for i in xrange(side) for j in xrange(side)] if v: cleft = [cleft[i*side + side-j-1] for i in xrange(side) for j in xrange(side)] if d: cleft = [cleft[j*side + i] for i in xrange(side) for j in xrange(side)] rules[tuple(cleft)] = tuple(rightb) start_state = (0, 1, 0, 0, 0, 1, 1, 1, 1) def iter_from_3(iters, orig_state3): cside, cstate = 3, map(bool, orig_state3) for itern in xrange(iters): nmside = 3 if cside % 2 == 0 else 4 nside = nmside * (cside / (nmside - 1)) nstate = [False] * (nside ** 2) for i, j in product(xrange(cside / (nmside-1)), repeat=2): cright = rules[tuple(cstate[(i*(nmside-1)+di)*cside + (j*(nmside-1)+dj)] for di, dj in product(xrange(nmside-1), repeat=2))] for di, dj in product(xrange(nmside), repeat=2): nstate[(i*nmside+di)*nside + (j*nmside+dj)] = cright[di*nmside+dj] cside, cstate = nside, nstate return cstate print sum(iter_from_3(5, start_state)) step3_res = {} step3_sum = {} for state in product((False, True), repeat=9): end_state = iter_from_3(3, state) step3_sum[tuple(state)] = sum(end_state) step3_res[tuple(state)] = res = {} for i, j in product(xrange(3), repeat=2): substate = [None] * 9 for di, dj in product(xrange(3), repeat=2): substate[di*3+dj] = end_state[(i*3+di)*9 + j*3+dj] res[tuple(substate)] = res.get(tuple(substate), 0) + 1 counts = {tuple(map(bool, start_state)): 1} powers = 6 for powern in xrange(powers): new_counts = {} if powern < powers-1: for state, count in counts.iteritems(): for estate, ecount in step3_res[state].iteritems(): new_counts[estate] = new_counts.get(estate, 0) + count * ecount counts = new_counts else: res = 0 for state, count in counts.iteritems(): res += step3_sum[state] * count print res
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
data_processing
refactoring
Pythoncode:Python
1
0
2,445
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom itertools import product\n\nwith open(\"star_21.txt\", \"rt\") as f:\n data = f.read()\n\nrules = {}\nfor rule_raw in data.strip().split('\\n'):\n left, right = rule_raw.split('=>')\n leftb = [c == '#' for c in left if c in '.#']\n rightb = [c == '#' for c in right if c in '.#']\n\n side = 2 if len(leftb) == 4 else 3\n\n for h, v, d in product([False, True], repeat=3):\n cleft = list(leftb)\n if h:\n cleft = [cleft[(side-i-1)*side+j] for i in xrange(side) for j in xrange(side)]\n if v:\n cleft = [cleft[i*side + side-j-1] for i in xrange(side) for j in xrange(side)]\n if d:\n cleft = [cleft[j*side + i] for i in xrange(side) for j in xrange(side)]\n\n rules[tuple(cleft)] = tuple(rightb)\n\nstart_state = (0, 1, 0, 0, 0, 1, 1, 1, 1)\n\ndef iter_from_3(iters, orig_state3):\n cside, cstate = 3, map(bool, orig_state3)\n\n for itern in xrange(iters):\n nmside = 3 if cside % 2 == 0 else 4\n nside = nmside * (cside / (nmside - 1))\n nstate = [False] * (nside ** 2)\n for i, j in product(xrange(cside / (nmside-1)), repeat=2):\n cright = rules[tuple(cstate[(i*(nmside-1)+di)*cside + (j*(nmside-1)+dj)] for di, dj in product(xrange(nmside-1), repeat=2))]\n for di, dj in product(xrange(nmside), repeat=2):\n nstate[(i*nmside+di)*nside + (j*nmside+dj)] = cright[di*nmside+dj]\n\n cside, cstate = nside, nstate\n\n return cstate\n\nprint sum(iter_from_3(5, start_state))\n\nstep3_res = {}\nstep3_sum = {}\n\nfor state in product((False, True), repeat=9):\n end_state = iter_from_3(3, state)\n step3_sum[tuple(state)] = sum(end_state)\n\n step3_res[tuple(state)] = res = {}\n for i, j in product(xrange(3), repeat=2):\n substate = [None] * 9\n for di, dj in product(xrange(3), repeat=2):\n substate[di*3+dj] = end_state[(i*3+di)*9 + j*3+dj]\n\n res[tuple(substate)] = res.get(tuple(substate), 0) + 1\n\ncounts = {tuple(map(bool, start_state)): 1}\npowers = 6\nfor powern in xrange(powers):\n new_counts = {}\n\n if powern < powers-1:\n for state, count in counts.iteritems():\n for estate, ecount in step3_res[state].iteritems():\n new_counts[estate] = new_counts.get(estate, 0) + count * ecount\n\n counts = new_counts\n\n else:\n res = 0\n for state, count in counts.iteritems():\n res += step3_sum[state] * count\n\n print res"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
224a629e93d7ed070d0743bfe6a5cdb5f8559b8d
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import hashlib from collections import namedtuple from dagster import Field, Permissive, Selector, Shape, check from dagster.config.config_type import ( class PipelineIndex: def __init__(self, pipeline_snapshot): self.pipeline_snapshot = check.inst_param( pipeline_snapshot, 'pipeline_snapshot', PipelineSnapshot ) self._solid_defs_snaps_index = { sd.name: for sd in pipeline_snapshot.solid_definitions_snapshot.solid_def_snaps + pipeline_snapshot.solid_definitions_snapshot.composite_solid_def_snaps } self._dagster_type_snaps_by_name_index = { dagster_type_snap.name: dagster_type_snap for dagster_type_snap in pipeline_snapshot.dagster_type_namespace_snapshot.all_dagster_type_snaps_by_key.values() if dagster_type_snap.name } self.dep_structure_index = DependencyStructureIndex( pipeline_snapshot.dep_structure_snapshot ) self._comp_dep_structures = { comp_snap.name: DependencyStructureIndex(comp_snap.dep_structure_snapshot) for comp_snap in pipeline_snapshot.solid_definitions_snapshot.composite_solid_def_snaps } self.pipeline_snapshot_id = create_pipeline_snapshot_id(pipeline_snapshot) @property def name(self): return self.pipeline_snapshot.name @property def description(self): return self.pipeline_snapshot.description @property def tags(self): return self.pipeline_snapshot.tags def has_dagster_type_name(self, type_name): return type_name in self._dagster_type_snaps_by_name_index def get_dagster_type_from_name(self, type_name): return self._dagster_type_snaps_by_name_index[type_name] def get_solid_def_snap(self, solid_def_name): check.str_param(solid_def_name, 'solid_def_name') return self._solid_defs_snaps_index[solid_def_name] def get_dep_structure_index(self, comp_solid_def_name): return self._comp_dep_structures[comp_solid_def_name] def get_dagster_type_snaps(self): dt_namespace = self.pipeline_snapshot.dagster_type_namespace_snapshot return list(dt_namespace.all_dagster_type_snaps_by_key.values()) def create_pipeline_snapshot_id(snapshot): json_rep = serialize_dagster_namedtuple(snapshot) m = hashlib.sha1() # so that hexdigest is 40, not 64 bytes m.update(json_rep.encode()) return m.hexdigest() @whitelist_for_serdes class PipelineSnapshot( namedtuple( '_PipelineSnapshot', 'name description tags ' 'config_schema_snapshot dagster_type_namespace_snapshot solid_definitions_snapshot ' 'dep_structure_snapshot mode_def_snaps', ) ): ... [14 more functiondefs truncated]
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Detected Errors: • Unclosed '(' at line 5 - expected ')' • Block at line 80 has no indented body • SyntaxError: '(' was never closed at line 5 Fix: Fix indentation to match Python syntax rules
advanced
oop
error_detection
Pythoncode:Python
10
2
2,810
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport hashlib\nfrom collections import namedtuple\n\nfrom dagster import Field, Permissive, Selector, Shape, check\nfrom dagster.config.config_type import (\nclass PipelineIndex:\n def __init__(self, pipeline_snapshot):\n self.pipeline_snapshot = check.inst_param(\n pipeline_snapshot, 'pipeline_snapshot', PipelineSnapshot\n )\n\n self._solid_defs_snaps_index = {\nsd.name:\n for sd in pipeline_snapshot.solid_definitions_snapshot.solid_def_snaps\n + pipeline_snapshot.solid_definitions_snapshot.composite_solid_def_snaps\n }\n\n self._dagster_type_snaps_by_name_index = {\n dagster_type_snap.name: dagster_type_snap\n for dagster_type_snap in pipeline_snapshot.dagster_type_namespace_snapshot.all_dagster_type_snaps_by_key.values()\n if dagster_type_snap.name\n }\n\n self.dep_structure_index = DependencyStructureIndex(\n pipeline_snapshot.dep_structure_snapshot\n )\n\n self._comp_dep_structures = {\n comp_snap.name: DependencyStructureIndex(comp_snap.dep_structure_snapshot)\n for comp_snap in pipeline_snapshot.solid_definitions_snapshot.composite_solid_def_snaps\n }\n\n self.pipeline_snapshot_id = create_pipeline_snapshot_id(pipeline_snapshot)\n\n @property\n def name(self):\n return self.pipeline_snapshot.name\n\n @property\n def description(self):\n return self.pipeline_snapshot.description\n\n @property\n def tags(self):\n return self.pipeline_snapshot.tags\n\n def has_dagster_type_name(self, type_name):\n return type_name in self._dagster_type_snaps_by_name_index\n\n def get_dagster_type_from_name(self, type_name):\n return self._dagster_type_snaps_by_name_index[type_name]\n\n def get_solid_def_snap(self, solid_def_name):\n check.str_param(solid_def_name, 'solid_def_name')\n return self._solid_defs_snaps_index[solid_def_name]\n\n def get_dep_structure_index(self, comp_solid_def_name):\n return self._comp_dep_structures[comp_solid_def_name]\n\n def get_dagster_type_snaps(self):\n dt_namespace = self.pipeline_snapshot.dagster_type_namespace_snapshot\n return list(dt_namespace.all_dagster_type_snaps_by_key.values())\n\n\ndef create_pipeline_snapshot_id(snapshot):\n json_rep = serialize_dagster_namedtuple(snapshot)\n m = hashlib.sha1() # so that hexdigest is 40, not 64 bytes\n m.update(json_rep.encode())\n return m.hexdigest()\n\n\n@whitelist_for_serdes\nclass PipelineSnapshot(\n namedtuple(\n '_PipelineSnapshot',\n 'name description tags '\n 'config_schema_snapshot dagster_type_namespace_snapshot solid_definitions_snapshot '\n 'dep_structure_snapshot mode_def_snaps',\n )\n):\n\n ... [14 more functiondefs truncated]"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Detected Errors:\n \u2022 Unclosed '(' at line 5 - expected ')'\n \u2022 Block at line 80 has no indented body\n \u2022 SyntaxError: '(' was never closed at line 5\n\n Fix: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
224c825e615cb6b2852c1d39ef479f09a2ee8e48
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: """ Source code package exposing everything to the higher package level. Error: SyntaxError / EOF
Fixed Code: """ Source code package exposing everything to the higher package level. """ from .bot import Bot from .constants import * from .strings import * from .utils import * Explanation: Complete the truncated code structure
beginner
general
error_fixing
Pythoncode:Python
0
0
72
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\"\"\"\nSource code package exposing everything to the higher package level.\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\"\"\"\nSource code package exposing everything to the higher package level.\n\"\"\"\nfrom .bot import Bot\nfrom .constants import *\nfrom .strings import *\nfrom .utils import *\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
224d43113d24f4f33267895fa2dd5383f5e877de
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: # -*- coding: utf-8 -*- from pyfr.backends.base import (BaseKernelProvider, BasePointwiseKernelProvider, ComputeKernel) from pyfr.backends.openmp.compiler import SourceModule import pyfr.backends.openmp.generator as generator from pyfr.util import memoize class OpenMPKernelProvider(BaseKernelProvider): @memoize def _build_kernel(self, name, src, argtypes, restype=None): ... code continues ...
Completion: Missing: Function '_build_kernel' is incomplete - body truncated To complete: • Complete the function '_build_kernel' body and add missing return Example continuation: mod = SourceModule(src, self.backend.cfg) return mod.function(name, restype, argtypes) class OpenMPPointwiseKernelProvider(OpenMPKernelProvider,
advanced
ui
incomplete_code
Pythoncode:Python
3
3
415
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\nfrom pyfr.backends.base import (BaseKernelProvider,\n BasePointwiseKernelProvider, ComputeKernel)\nfrom pyfr.backends.openmp.compiler import SourceModule\nimport pyfr.backends.openmp.generator as generator\nfrom pyfr.util import memoize\n\n\nclass OpenMPKernelProvider(BaseKernelProvider):\n @memoize\n def _build_kernel(self, name, src, argtypes, restype=None):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function '_build_kernel' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function '_build_kernel' body and add missing return\n\n Example continuation:\n mod = SourceModule(src, self.backend.cfg)\n return mod.function(name, restype, argtypes)\n\n\nclass OpenMPPointwiseKernelProvider(OpenMPKernelProvider,"}]
true
syntax
MID_FUNCTION
HIGH
224fc1a6b9d04e883eb260f954bcc5fb4740feee
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: from heapq import * from typing import List class Solution: def findKthLargest(self, nums: List[int], k: int) -> int: h = [] # use min heap with size k for n in nums[:k]: heappush(h, n) for n in nums[k:]: if n > h[0]: heapreplace(h, n) return heappop(h)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
oop
refactoring
Pythoncode:Python
1
1
329
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom heapq import *\nfrom typing import List\nclass Solution:\n def findKthLargest(self, nums: List[int], k: int) -> int:\n h = [] # use min heap with size k\n for n in nums[:k]:\n heappush(h, n)\n for n in nums[k:]:\n if n > h[0]:\n heapreplace(h, n)\n return heappop(h)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
2250561b7993bebfa043515abc54b87c82a6bb1f
TheStack--python--010.parquet
Debug this Pythoncode:Python code: # Copyright 2014 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. import logging import os import signal import subprocess import sys import tempfile from profile_chrome import controllers from profile_chrome import ui from pylib import android_commands from pylib import constants from pylib.perf import perf_control class _PerfProfiler(object): def __init__(self, device, perf_binary, categories): self._device = device self._output_file = android_commands.DeviceTempFile( self._device.old_interface, prefix='perf_output') self._log_file = tempfile.TemporaryFile() # TODO(jbudorick) Look at providing a way to unhandroll this once the # adb rewrite has fully landed. device_param = (['-s', str(self._device)] if str(self._device) else []) cmd = ['adb'] + device_param + \ ['shell', perf_binary, 'record', '--output', self._output_file.name] + _PERF_OPTIONS if categories: cmd += ['--event', ','.join(categories)] self._perf_control = perf_control.PerfControl(self._device) self._perf_control.SetPerfProfilingMode() self._perf_process = subprocess.Popen(cmd, stdout=self._log_file, stderr=subprocess.STDOUT) def SignalAndWait(self): self._device.KillAll('perf', signum=signal.SIGINT) self._perf_process.wait() self._perf_control.SetDefaultPerfMode() def _FailWithLog(self, msg): self._log_file.seek(0) log = self._log_file.read() raise RuntimeError('%s. Log output:\n%s' % (msg, log)) def PullResult(self, output_path): if not self._device.FileExists(self._output_file.name): self._FailWithLog('Perf recorded no data') perf_profile = os.path.join(output_path, os.path.basename(self._output_file.name)) self._device.PullFile(self._output_file.name, perf_profile) if not os.stat(perf_profile).st_size: os.remove(perf_profile) self._FailWithLog('Perf recorded a zero-sized file') self._log_file.close() self._output_file.close() return perf_profile class PerfProfilerController(controllers.BaseController): def __init__(self, device, categories): controllers.BaseController.__init__(self) self._device = device self._categories = categories self._perf_binary = self._PrepareDevice(device) self._perf_instance = None def __repr__(self): return 'perf profile' @staticmethod def IsSupported(): return bool(android_profiling_helper) @staticmethod def _PrepareDevice(device): if not 'BUILDTYPE' in os.environ: os.environ['BUILDTYPE'] = 'Release' return android_profiling_helper.PrepareDeviceForPerf(device) @classmethod ... [5 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF IndentationError at line 89 ⚠️ Warnings: Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 27 💡 Suggestions: Complete the expression on the last line Fix indentation to match Python syntax rules
advanced
ui
debugging
Pythoncode:Python
8
2
2,917
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Copyright 2014 The Chromium Authors. All rights reserved.\n# Use of this source code is governed by a BSD-style license that can be\n# found in the LICENSE file.\n\nimport logging\nimport os\nimport signal\nimport subprocess\nimport sys\nimport tempfile\n\nfrom profile_chrome import controllers\nfrom profile_chrome import ui\n\nfrom pylib import android_commands\nfrom pylib import constants\nfrom pylib.perf import perf_control\n\nclass _PerfProfiler(object):\n def __init__(self, device, perf_binary, categories):\n self._device = device\n self._output_file = android_commands.DeviceTempFile(\n self._device.old_interface, prefix='perf_output')\n self._log_file = tempfile.TemporaryFile()\n\n # TODO(jbudorick) Look at providing a way to unhandroll this once the\n # adb rewrite has fully landed.\n device_param = (['-s', str(self._device)] if str(self._device) else [])\n cmd = ['adb'] + device_param + \\\n ['shell', perf_binary, 'record',\n '--output', self._output_file.name] + _PERF_OPTIONS\n if categories:\n cmd += ['--event', ','.join(categories)]\n self._perf_control = perf_control.PerfControl(self._device)\n self._perf_control.SetPerfProfilingMode()\n self._perf_process = subprocess.Popen(cmd,\n stdout=self._log_file,\n stderr=subprocess.STDOUT)\n\n def SignalAndWait(self):\n self._device.KillAll('perf', signum=signal.SIGINT)\n self._perf_process.wait()\n self._perf_control.SetDefaultPerfMode()\n\n def _FailWithLog(self, msg):\n self._log_file.seek(0)\n log = self._log_file.read()\n raise RuntimeError('%s. Log output:\\n%s' % (msg, log))\n\n def PullResult(self, output_path):\n if not self._device.FileExists(self._output_file.name):\n self._FailWithLog('Perf recorded no data')\n\n perf_profile = os.path.join(output_path,\n os.path.basename(self._output_file.name))\n self._device.PullFile(self._output_file.name, perf_profile)\n if not os.stat(perf_profile).st_size:\n os.remove(perf_profile)\n self._FailWithLog('Perf recorded a zero-sized file')\n\n self._log_file.close()\n self._output_file.close()\n return perf_profile\n\n\nclass PerfProfilerController(controllers.BaseController):\n def __init__(self, device, categories):\n controllers.BaseController.__init__(self)\n self._device = device\n self._categories = categories\n self._perf_binary = self._PrepareDevice(device)\n self._perf_instance = None\n\n def __repr__(self):\n return 'perf profile'\n\n @staticmethod\n def IsSupported():\n return bool(android_profiling_helper)\n\n @staticmethod\n def _PrepareDevice(device):\n if not 'BUILDTYPE' in os.environ:\n os.environ['BUILDTYPE'] = 'Release'\n return android_profiling_helper.PrepareDeviceForPerf(device)\n\n @classmethod\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n IndentationError at line 89\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 27\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
2250b722cc195a0029917510f748b903f98cee99
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: import cv2 import numpy as np; image = cv2.imread("../images/Sunflowers.jpg", cv2.IMREAD_GRAYSCALE) detector = cv2.SimpleBlobDetector() keypoints = detector.detect(image) blank = np.zeros((1,1)) ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: blobs = cv2.drawKeypoints(image, keypoints, blank, (0,255,255), cv2.DRAW_MATCHES_FLAGS_DEFAULT) cv2.imshow("Blobs", blobs) cv2.waitKey(0)
intermediate
machine_learning
incomplete_code
Pythoncode:Python
0
0
203
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport cv2\nimport numpy as np;\n \nimage = cv2.imread(\"../images/Sunflowers.jpg\", cv2.IMREAD_GRAYSCALE)\n \ndetector = cv2.SimpleBlobDetector()\n \nkeypoints = detector.detect(image)\n \nblank = np.zeros((1,1)) \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\nblobs = cv2.drawKeypoints(image, keypoints, blank, (0,255,255),\n cv2.DRAW_MATCHES_FLAGS_DEFAULT)\n \ncv2.imshow(\"Blobs\", blobs)\ncv2.waitKey(0)"}]
true
syntax
HARD_CUT
CRITICAL
22514ae2d1f2bb10afd90d8b66e7191c6e94e27f
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: def get_tables_names() -> None: """Get database table names""" try: for row in cursor.execute('SELECT name FROM sqlite_master WHERE type=\'table\''): route_tables.append(row[0]) except sqlite3.OperationalError: pass def get_db_tables_with_data() -> list: """Gets database tables. If table is empty pass""" full_dbs = [] get_tables = cursor.execute("SELECT name FROM sqlite_master WHERE type='table';") for table in get_tables: check_table_rows = cursor_2.execute(F'SELECT count(*) FROM {table[0]}') for row in check_table_rows: if row[0] == 0: pass else: full_dbs.append(table[0]) return full_dbs # End DB Table information----------------------------------------------- # Begin DB Quiries------------------------------------------------------- def query_db_nexus(vdc, vrf, query, index) -> None: """Find routes based off query, can be full route with prefix, no mask, or just octets (192.168.)""" vdc_query = cursor.execute('SELECT * FROM Routing_Nexus WHERE vdc=?', (vdc,)) matched_query = 0 for row in vdc_query: if vrf in row[1] and query in row[index] and "," in row[index]: print( f"\nVDC: {row[0]}\nVRF: {row[1]}\nPrefix: {row[2]}\nProtocol: {row[3]}\nAdmin-Distance: {row[4]}\n" f"Hop(s): {row[5]}\nOut-Interface(s): {row[6]}\nMetric(s): {row[7]}\nTag: {row[8]}\nAge: {row[9]}") matched_query += 1 elif vrf == row[1] and query == row[index]: print( f"\nVDC: {row[0]}\nVRF: {row[1]}\nPrefix: {row[2]}\nProtocol: {row[3]}\nAdmin-Distance: {row[4]}\n" f"Hop(s): {row[5]}\nOut-Interface(s): {row[6]}\nMetric(s): {row[7]}\nTag: {row[8]}\nAge: {row[9]}") matched_query += print(f"\nTotal Routes: {matched_query}") ... [21 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Invalid syntax at line 50: matched_query += Fixes: • Complete the expression on the last line • Review syntax near the error location
intermediate
database
syntax_repair
Pythoncode:Python
3
0
1,999
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef get_tables_names() -> None:\r\n \"\"\"Get database table names\"\"\"\r\n\r\n try:\r\n for row in cursor.execute('SELECT name FROM sqlite_master WHERE type=\\'table\\''):\r\n route_tables.append(row[0])\r\n except sqlite3.OperationalError:\r\n pass\r\n\r\n\r\ndef get_db_tables_with_data() -> list:\r\n \"\"\"Gets database tables. If table is empty pass\"\"\"\r\n\r\n full_dbs = []\r\n get_tables = cursor.execute(\"SELECT name FROM sqlite_master WHERE type='table';\")\r\n for table in get_tables:\r\n check_table_rows = cursor_2.execute(F'SELECT count(*) FROM {table[0]}')\r\n for row in check_table_rows:\r\n if row[0] == 0:\r\n pass\r\n else:\r\n full_dbs.append(table[0])\r\n\r\n return full_dbs\r\n\r\n\r\n# End DB Table information-----------------------------------------------\r\n\r\n# Begin DB Quiries-------------------------------------------------------\r\n\r\n\r\ndef query_db_nexus(vdc, vrf, query, index) -> None:\r\n \"\"\"Find routes based off query, can be full route with prefix, no mask, or just octets (192.168.)\"\"\"\r\n\r\n vdc_query = cursor.execute('SELECT * FROM Routing_Nexus WHERE vdc=?', (vdc,))\r\n matched_query = 0\r\n for row in vdc_query:\r\n if vrf in row[1] and query in row[index] and \",\" in row[index]:\r\n print(\r\n f\"\\nVDC: {row[0]}\\nVRF: {row[1]}\\nPrefix: {row[2]}\\nProtocol: {row[3]}\\nAdmin-Distance: {row[4]}\\n\"\r\n f\"Hop(s): {row[5]}\\nOut-Interface(s): {row[6]}\\nMetric(s): {row[7]}\\nTag: {row[8]}\\nAge: {row[9]}\")\r\n\r\n matched_query += 1\r\n\r\n elif vrf == row[1] and query == row[index]:\r\n print(\r\n f\"\\nVDC: {row[0]}\\nVRF: {row[1]}\\nPrefix: {row[2]}\\nProtocol: {row[3]}\\nAdmin-Distance: {row[4]}\\n\"\r\n f\"Hop(s): {row[5]}\\nOut-Interface(s): {row[6]}\\nMetric(s): {row[7]}\\nTag: {row[8]}\\nAge: {row[9]}\")\r\n\r\nmatched_query += \n\r\nprint(f\"\\nTotal Routes: {matched_query}\")\r\n\r\n\r\n\n ... [21 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Invalid syntax at line 50: matched_query += \n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Review syntax near the error location"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
22520d580aaeee96fdd69158f39fb16118cc92ac
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import logging import smtplib from datetime import datetime from email.mime.multipart import MIMEMultipart from email.mime.text import MIMEText from typing import cast, TYPE_CHECKING from six import itervalues from grouper.models.async_notification import AsyncNotification from grouper.models.audit_log import AuditLog from grouper.models.base.constants import OBJ_TYPES_IDX from grouper.models.user import User from grouper.templating import BaseTemplateEngine class UnknownActorDuringExpirationException(Exception): """Cannot find actor for audit log entry for an expiring edge. When expiring an edge from a group, the edge represets a group rather than a user and neither the parent group nor the child group have owners, so the logic to try to find an actor for the audit log failed. """ pass class EmailTemplateEngine(BaseTemplateEngine): """Email-specific template engine.""" def __init__(self, settings): # type: (Settings) -> None # TODO(rra): Move email templates out of the grouper.fe package into their own. super(EmailTemplateEngine, self).__init__(settings, "grouper.fe") def send_email( session, # type: Session recipients, # type: Iterable[str] subject, # type: Text template, # type: str settings, # type: Settings context, # type: Context ): return send_async_email( session, recipients, subject, template, settings, context, send_after=datetime.utcnow() ) def send_async_email( session, # type: Session recipients, # type: Iterable[str] subject, # type: Text template, # type: str settings, # type: Settings context, # type: Context send_after, # type: datetime async_key=
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 17 • Unclosed '(' at line 49 - expected ')' Fix: Complete the truncated code structure
advanced
machine_learning
error_detection
Pythoncode:Python
3
2
1,744
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport logging\nimport smtplib\nfrom datetime import datetime\nfrom email.mime.multipart import MIMEMultipart\nfrom email.mime.text import MIMEText\nfrom typing import cast, TYPE_CHECKING\n\nfrom six import itervalues\n\nfrom grouper.models.async_notification import AsyncNotification\nfrom grouper.models.audit_log import AuditLog\nfrom grouper.models.base.constants import OBJ_TYPES_IDX\nfrom grouper.models.user import User\nfrom grouper.templating import BaseTemplateEngine\n\nclass UnknownActorDuringExpirationException(Exception):\n \"\"\"Cannot find actor for audit log entry for an expiring edge.\n\n When expiring an edge from a group, the edge represets a group rather than a user and neither\n the parent group nor the child group have owners, so the logic to try to find an actor for the\n audit log failed.\n \"\"\"\n\n pass\n\n\nclass EmailTemplateEngine(BaseTemplateEngine):\n \"\"\"Email-specific template engine.\"\"\"\n\n def __init__(self, settings):\n # type: (Settings) -> None\n # TODO(rra): Move email templates out of the grouper.fe package into their own.\n super(EmailTemplateEngine, self).__init__(settings, \"grouper.fe\")\n\n\ndef send_email(\n session, # type: Session\n recipients, # type: Iterable[str]\n subject, # type: Text\n template, # type: str\n settings, # type: Settings\n context, # type: Context\n):\n return send_async_email(\n session, recipients, subject, template, settings, context, send_after=datetime.utcnow()\n )\n\n\ndef send_async_email(\n session, # type: Session\n recipients, # type: Iterable[str]\n subject, # type: Text\n template, # type: str\n settings, # type: Settings\n context, # type: Context\n send_after, # type: datetime\n async_key="}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 17\n \u2022 Unclosed '(' at line 49 - expected ')'\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
22541dfa76c9b0dce0ea0bbe3da26db15011c1ba
TheStack--python--010.parquet
Debug this Pythoncode:Python code: s = float(input('Qual o salário: R$')) print('Com 15% de aumento o salário será de: R${:.2f}'.format(s+(s*15/100)))
Code analysis results: ⚠️ Warnings: Potential division by zero - add validation 💡 Suggestions: Remove debug print() at line 2 before production
beginner
database
debugging
Pythoncode:Python
0
0
116
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\ns = float(input('Qual o sal\u00e1rio: R$'))\nprint('Com 15% de aumento o sal\u00e1rio ser\u00e1 de: R${:.2f}'.format(s+(s*15/100)))"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Potential division by zero - add validation\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 2 before production"}]
false
null
null
null
2256d6165d23baec1652a94db7d16dfef0806d08
TheStack--python--010.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python3 ###################################################################################################### # # Organization: Asociacion De Investigacion En Inteligencia Artificial Para La Leucemia Peter Moss # Repository: HIAS: Hospital Intelligent Automation System # Module: Blockchain # # Author: Adam Milton-Barker (AdamMiltonBarker.com) # # Title: Blockchain Class # Description: Handles communication with the HIAS Blockchain. # License: MIT License # Last Modified: 2020-10-18 # ###################################################################################################### import bcrypt import json import sys import time from requests.auth import HTTPBasicAuth from web3 import Web3 from Classes.Helpers import Helpers class Blockchain(): """ Blockchain Class Handles communication with the HIAS Blockchain. """ def __init__(self): """ Initializes the class. """ self.Helpers = Helpers("Blockchain") self.contractBalance = 5000 self.Helpers.logger.info("Blockchain Class initialization complete.") def startBlockchain(self): """ Connects to HIAS Blockchain. """ self.w3 = Web3(Web3.HTTPProvider(self.Helpers.confs["ethereum"]["bchost"], request_kwargs={ 'auth': HTTPBasicAuth(self.Helpers.confs["iotJumpWay"]["identifier"], self.Helpers.confs["iotJumpWay"]["auth"])})) self.authContract = self.w3.eth.contract(self.w3.toChecksumAddress(self.Helpers.confs["ethereum"]["authContract"]), abi=json.dumps(self.Helpers.confs["ethereum"]["authAbi"])) self.iotContract = self.w3.eth.contract(self.w3.toChecksumAddress(self.Helpers.confs["ethereum"]["iotContract"]), abi=json.dumps(self.Helpers.confs["ethereum"]["iotAbi"])) self.patientsContract = self.w3.eth.contract(self.w3.toChecksumAddress(self.Helpers.confs["ethereum"]["patientsContract"]), abi=json.dumps(self.Helpers.confs["ethereum"]["patientsAbi"])) self.Helpers.logger.info("Blockchain connections started") def hiasAccessCheck(self, typeof, identifier): """ Checks sender is allowed access via HIAS Smart Contract """ if not self.authContract.functions.identifierAllowed(typeof, identifier).call({'from': self.w3.toChecksumAddress(self.Helpers.confs["ethereum"]["iaddress"])}): return False else: return True def iotJumpWayAccessCheck(self, address): """ Checks sender is allowed access to the iotJumpWay Smart Contract """ if not self.iotContract.functions.accessAllowed(self.w3.toChecksumAddress(address)).call({'from': self.w3.toChecksumAddress(self.Helpers.confs["ethereum"]["iaddress"])}): return False else: return True ... [8 more functiondefs truncated] ...
Functions: __init__, startBlockchain, hiasAccessCheck, iotJumpWayAccessCheck Classes: Blockchain This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
4
1
2,673
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python3\n######################################################################################################\n#\n# Organization: Asociacion De Investigacion En Inteligencia Artificial Para La Leucemia Peter Moss\n# Repository: HIAS: Hospital Intelligent Automation System\n# Module: Blockchain\n#\n# Author: Adam Milton-Barker (AdamMiltonBarker.com)\n#\n# Title: Blockchain Class\n# Description: Handles communication with the HIAS Blockchain.\n# License: MIT License\n# Last Modified: 2020-10-18\n#\n######################################################################################################\n\nimport bcrypt\nimport json\nimport sys\nimport time\n\nfrom requests.auth import HTTPBasicAuth\nfrom web3 import Web3\n\nfrom Classes.Helpers import Helpers\n\n\nclass Blockchain():\n\t\"\"\" Blockchain Class\n\n\tHandles communication with the HIAS Blockchain.\n\t\"\"\"\n\n\tdef __init__(self):\n\t\t\"\"\" Initializes the class. \"\"\"\n\n\t\tself.Helpers = Helpers(\"Blockchain\")\n\n\t\tself.contractBalance = 5000\n\n\t\tself.Helpers.logger.info(\"Blockchain Class initialization complete.\")\n\n\tdef startBlockchain(self):\n\t\t\"\"\" Connects to HIAS Blockchain. \"\"\"\n\n\t\tself.w3 = Web3(Web3.HTTPProvider(self.Helpers.confs[\"ethereum\"][\"bchost\"], request_kwargs={\n\t\t\t\t\t\t'auth': HTTPBasicAuth(self.Helpers.confs[\"iotJumpWay\"][\"identifier\"], self.Helpers.confs[\"iotJumpWay\"][\"auth\"])}))\n\n\t\tself.authContract = self.w3.eth.contract(self.w3.toChecksumAddress(self.Helpers.confs[\"ethereum\"][\"authContract\"]), abi=json.dumps(self.Helpers.confs[\"ethereum\"][\"authAbi\"]))\n\t\tself.iotContract = self.w3.eth.contract(self.w3.toChecksumAddress(self.Helpers.confs[\"ethereum\"][\"iotContract\"]), abi=json.dumps(self.Helpers.confs[\"ethereum\"][\"iotAbi\"]))\n\t\tself.patientsContract = self.w3.eth.contract(self.w3.toChecksumAddress(self.Helpers.confs[\"ethereum\"][\"patientsContract\"]), abi=json.dumps(self.Helpers.confs[\"ethereum\"][\"patientsAbi\"]))\n\t\tself.Helpers.logger.info(\"Blockchain connections started\")\n\n\tdef hiasAccessCheck(self, typeof, identifier):\n\t\t\"\"\" Checks sender is allowed access via HIAS Smart Contract \"\"\"\n\n\t\tif not self.authContract.functions.identifierAllowed(typeof, identifier).call({'from': self.w3.toChecksumAddress(self.Helpers.confs[\"ethereum\"][\"iaddress\"])}):\n\t\t\treturn False\n\t\telse:\n\t\t\treturn True\n\n\tdef iotJumpWayAccessCheck(self, address):\n\t\t\"\"\" Checks sender is allowed access to the iotJumpWay Smart Contract \"\"\"\n\n\t\tif not self.iotContract.functions.accessAllowed(self.w3.toChecksumAddress(address)).call({'from': self.w3.toChecksumAddress(self.Helpers.confs[\"ethereum\"][\"iaddress\"])}):\n\t\t\treturn False\n\t\telse:\n\t\t\treturn True\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, startBlockchain, hiasAccessCheck, iotJumpWayAccessCheck\n Classes: Blockchain\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
22584e83083c24b80e653e66375d77830465838d
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # AUTOGENERATED FROM "edb/api/types.txt" WITH # $ edb gen-types from __future__ import annotations from typing import * # NoQA import uuid from edb.common import uuidgen from edb.schema import name as sn UUID: Type[uuid.UUID] = uuidgen.UUID TYPE_IDS = { sn.name_from_string('anytype'): UUID('00000000-0000-0000-0000-000000000001'), sn.name_from_string('anytuple'): UUID('00000000-0000-0000-0000-000000000002'), sn.name_from_string('std'): UUID('00000000-0000-0000-0000-0000000000f0'),
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '{' at line 18 - expected '}' • SyntaxError: '{' was never closed at line 18 Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
0
0
533
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# AUTOGENERATED FROM \"edb/api/types.txt\" WITH\n# $ edb gen-types\n\n\nfrom __future__ import annotations\nfrom typing import * # NoQA\n\n\nimport uuid\n\nfrom edb.common import uuidgen\nfrom edb.schema import name as sn\n\n\nUUID: Type[uuid.UUID] = uuidgen.UUID\n\n\nTYPE_IDS = {\n sn.name_from_string('anytype'):\n UUID('00000000-0000-0000-0000-000000000001'),\n sn.name_from_string('anytuple'):\n UUID('00000000-0000-0000-0000-000000000002'),\n sn.name_from_string('std'):\n UUID('00000000-0000-0000-0000-0000000000f0'),"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '{' at line 18 - expected '}'\n \u2022 SyntaxError: '{' was never closed at line 18\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
225a260fd2d15d3515adb4e0cdd80192be65451e
TheStack--python--010.parquet
Debug this Pythoncode:Python code: class Solution: def letterCombinations(self, digits: str) -> List[str]: def combin(x, str): if x == len(digits): ret.append(str) return for i in range(len(dict[digits[x]])): str += dict[digits[x]][i] combin(x + 1, str) str = str[:-1] if len(digits) == 0: return [] dict = {} c = 'a' for i in range(2, 10): dict[chr(i + ord('0'))] = [] k = 3 if i == 7 or i == 9: k = 4 for j in range(k): dict[chr(i + ord('0'))].append(c) c = chr(ord(c) + 1) ret = [] combin(0, "") return ret
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 9 Unexpected indentation at line 10 💡 Suggestions: Add docstring to class 'Solution' Add docstring to function 'letterCombinations'
advanced
oop
debugging
Pythoncode:Python
2
1
756
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nclass Solution:\n def letterCombinations(self, digits: str) -> List[str]:\n def combin(x, str):\n if x == len(digits):\n ret.append(str)\n return\n for i in range(len(dict[digits[x]])):\n str += dict[digits[x]][i]\n combin(x + 1, str)\n str = str[:-1]\n\n if len(digits) == 0:\n return []\n dict = {}\n c = 'a'\n for i in range(2, 10):\n dict[chr(i + ord('0'))] = []\n k = 3\n if i == 7 or i == 9:\n k = 4\n for j in range(k):\n dict[chr(i + ord('0'))].append(c)\n c = chr(ord(c) + 1)\n ret = []\n combin(0, \"\")\n return ret"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Solution'\n Add docstring to function 'letterCombinations'"}]
false
null
null
null
225a3a8dd593355d1f97bd150f1d2e7f99ab5edc
TheStack--python--010.parquet
Complete this Pythoncode:Python code: # pylint: disable=invalid-name class Solution: "required by leetcode" # pylint: disable=too-few-public-methods,no-self-use
... [1 more functiondefs truncated] ...
beginner
ui
code_completion
Pythoncode:Python
0
1
179
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# pylint: disable=invalid-name\nclass Solution:\n \"required by leetcode\"\n # pylint: disable=too-few-public-methods,no-self-use"}, {"role": "assistant", "content": "\n\n\n ... [1 more functiondefs truncated] ..."}]
false
null
null
null
225adb3b07591d70ee3b6861b816d124b9b292d6
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: import csv import datetime import io from ftc.management.commands._base_scraper import HTMLScraper from ftc.models import Organisation class Command(HTMLScraper): name = "schools_ni" allowed_domains = ["education-ni.gov.uk"] start_urls = ["http://apps.education-ni.gov.uk/appinstitutes/default.aspx"] skip_rows = 5 org_id_prefix = "GB-NIEDU" id_field = "Institution Reference Number" date_fields = ["Date Closed"] source = { "title": "Department of Education - Institution Search", "description": "", "identifier": "nideptofeducation", "license": "http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/", "license_name": "Open Government Licence v3.0", ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: "issued": "", "modified": "", "publisher": { "name": "Northern Ireland Department of Education", "website": "https://www.education-ni.gov.uk/",
advanced
api
incomplete_code
Pythoncode:Python
0
1
746
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport csv\nimport datetime\nimport io\n\nfrom ftc.management.commands._base_scraper import HTMLScraper\nfrom ftc.models import Organisation\n\n\nclass Command(HTMLScraper):\n name = \"schools_ni\"\n allowed_domains = [\"education-ni.gov.uk\"]\n start_urls = [\"http://apps.education-ni.gov.uk/appinstitutes/default.aspx\"]\n skip_rows = 5\n org_id_prefix = \"GB-NIEDU\"\n id_field = \"Institution Reference Number\"\n date_fields = [\"Date Closed\"]\n source = {\n \"title\": \"Department of Education - Institution Search\",\n \"description\": \"\",\n \"identifier\": \"nideptofeducation\",\n \"license\": \"http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/\",\n \"license_name\": \"Open Government Licence v3.0\",\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\n \"issued\": \"\",\n \"modified\": \"\",\n \"publisher\": {\n \"name\": \"Northern Ireland Department of Education\",\n \"website\": \"https://www.education-ni.gov.uk/\","}]
true
syntax
HARD_CUT
CRITICAL
225ba44115e403f2e8aa16798f6c70e8fe8b511d
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from collections import defaultdict from allennlp.common.testing import AllenNlpTestCase from allennlp.data import Token from allennlp.data.token_indexers import SingleIdTokenIndexer class TestSingleIdTokenIndexer(AllenNlpTestCase): def test_count_vocab_items_respects_casing(self): indexer = SingleIdTokenIndexer("words") counter = defaultdict(lambda: defaultdict(int)) indexer.count_vocab_items(Token("Hello"), counter) indexer.count_vocab_items(Token("hello"), counter) assert counter["words"] == {"hello": 1, "Hello": 1}
indexer = SingleIdTokenIndexer("words", lowercase_tokens=True) counter = defaultdict(lambda: defaultdict(int)) indexer.count_vocab_items(Token("Hello"), counter) indexer.count_vocab_items(Token("hello"), counter) assert counter["words"] == {"hello": 2} def test_as_array_produces_token_sequence(self): indexer = SingleIdTokenIndexer("words") padded_tokens = indexer.as_padded_tensor_dict({"tokens": [1, 2, 3, 4, 5]}, {"tokens": 10}) assert padded_tokens["tokens"].tolist() == [1, 2, 3, 4, 5, 0, 0, 0, 0, 0]
advanced
testing
code_completion
Pythoncode:Python
2
1
1,149
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom collections import defaultdict\n\nfrom allennlp.common.testing import AllenNlpTestCase\nfrom allennlp.data import Token\nfrom allennlp.data.token_indexers import SingleIdTokenIndexer\n\n\nclass TestSingleIdTokenIndexer(AllenNlpTestCase):\n def test_count_vocab_items_respects_casing(self):\n indexer = SingleIdTokenIndexer(\"words\")\n counter = defaultdict(lambda: defaultdict(int))\n indexer.count_vocab_items(Token(\"Hello\"), counter)\n indexer.count_vocab_items(Token(\"hello\"), counter)\n assert counter[\"words\"] == {\"hello\": 1, \"Hello\": 1}"}, {"role": "assistant", "content": "\n indexer = SingleIdTokenIndexer(\"words\", lowercase_tokens=True)\n counter = defaultdict(lambda: defaultdict(int))\n indexer.count_vocab_items(Token(\"Hello\"), counter)\n indexer.count_vocab_items(Token(\"hello\"), counter)\n assert counter[\"words\"] == {\"hello\": 2}\n\n def test_as_array_produces_token_sequence(self):\n indexer = SingleIdTokenIndexer(\"words\")\n padded_tokens = indexer.as_padded_tensor_dict({\"tokens\": [1, 2, 3, 4, 5]}, {\"tokens\": 10})\n assert padded_tokens[\"tokens\"].tolist() == [1, 2, 3, 4, 5, 0, 0, 0, 0, 0]"}]
false
null
null
null
225bf263eb1895db1fafe531ea79b228b5ece8b0
TheStack--python--010.parquet
Debug this Pythoncode:Python code: import torch import pytest from logdecomp import logdetexp, invexp, logdet_and_inv_exp # initialize seed in all tests def random(): torch.manual_seed(42) def test_logdetexp_forward(): X = torch.randn(20, 20) expected = X.double().exp().slogdet().logabsdet.float() obtained = logdetexp(X) assert torch.allclose(expected, obtained) def test_invexp_forward(): X = torch.randn(20, 20) expected = X.double().exp().inverse().float() obtained = invexp(X) assert torch.allclose(expected, obtained) def test_batch_logdetexp_forward(): b, d = 10, 20 X = torch.randn(b, d, d) lengths = torch.randint(2, d, (b,)) expected = torch.tensor([ X[k, :lengths[k], :lengths[k]].double().exp().slogdet().logabsdet for k in range(b)]).float() obtained = logdetexp(X, lengths) assert torch.allclose(expected, obtained) def test_batch_invexp_forward(): b, d = 10, 20 X = torch.randn(b, d, d) lengths = torch.randint(2, d, (b,)) obtained = invexp(X, lengths) for k in range(b): expected = (X[k, :lengths[k], :lengths[k]] .double() .exp() .inverse() .float()) assert torch.allclose(expected, obtained[k, :lengths[k], :lengths[k]]) def test_batch_logdetexp_backward(): b, d = 10, 20 X = torch.randn(b, d, d, requires_grad=True) lengths = torch.randint(2, d, (b,)) dloss = torch.randn(b) logdet_expected = torch.cat([ (X[k, :lengths[k], :lengths[k]] .double() .exp() .slogdet() .logabsdet .unsqueeze(0)) for k in range(b)]).float() logdet_obtained = logdetexp(X, lengths) grad_expected, = torch.autograd.grad(logdet_expected, X, dloss) grad_obtained, = torch.autograd.grad(logdet_obtained, X, dloss) assert torch.allclose(grad_expected, grad_obtained) def test_batch_invexp_backward(): b, d = 10, 5 X = torch.randn(b, d, d, requires_grad=True) lengths = torch.randint(2, d, (b,)) dloss = torch.randn(b, d, d) inv_expected = torch.stack([ torch.nn.functional.pad( X[k, :lengths[k], :lengths[k]] .double() .exp() .inverse(), (0, d - lengths[k], 0, d - lengths[k]), "constant", 0) for k in range(b)]).float() inv_obtained = invexp(X, lengths) grad_expected, = torch.autograd.grad(inv_expected, X, dloss) grad_obtained, = torch.autograd.grad(inv_obtained, X, dloss) # this is numerically sketchier. Fails for many seeds. assert torch.allclose(grad_expected, grad_obtained) ... [2 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 109: ... [2 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 21 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
testing
debugging
Pythoncode:Python
7
0
2,777
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport torch\nimport pytest\n\nfrom logdecomp import logdetexp, invexp, logdet_and_inv_exp\n\n\n# initialize seed in all tests\ndef random():\n torch.manual_seed(42)\n\n\ndef test_logdetexp_forward():\n X = torch.randn(20, 20)\n expected = X.double().exp().slogdet().logabsdet.float()\n obtained = logdetexp(X)\n assert torch.allclose(expected, obtained)\n\n\ndef test_invexp_forward():\n X = torch.randn(20, 20)\n expected = X.double().exp().inverse().float()\n obtained = invexp(X)\n assert torch.allclose(expected, obtained)\n\n\ndef test_batch_logdetexp_forward():\n b, d = 10, 20\n X = torch.randn(b, d, d)\n lengths = torch.randint(2, d, (b,))\n\n expected = torch.tensor([\n X[k, :lengths[k], :lengths[k]].double().exp().slogdet().logabsdet\n for k in range(b)]).float()\n\n obtained = logdetexp(X, lengths)\n\n assert torch.allclose(expected, obtained)\n\n\ndef test_batch_invexp_forward():\n b, d = 10, 20\n X = torch.randn(b, d, d)\n lengths = torch.randint(2, d, (b,))\n\n obtained = invexp(X, lengths)\n\n for k in range(b):\n expected = (X[k, :lengths[k], :lengths[k]]\n .double()\n .exp()\n .inverse()\n .float())\n\n assert torch.allclose(expected, obtained[k, :lengths[k], :lengths[k]])\n\n\ndef test_batch_logdetexp_backward():\n b, d = 10, 20\n\n X = torch.randn(b, d, d, requires_grad=True)\n lengths = torch.randint(2, d, (b,))\n dloss = torch.randn(b)\n\n logdet_expected = torch.cat([\n (X[k, :lengths[k], :lengths[k]]\n .double()\n .exp()\n .slogdet()\n .logabsdet\n .unsqueeze(0))\n for k in range(b)]).float()\n\n logdet_obtained = logdetexp(X, lengths)\n\n grad_expected, = torch.autograd.grad(logdet_expected, X, dloss)\n grad_obtained, = torch.autograd.grad(logdet_obtained, X, dloss)\n\n assert torch.allclose(grad_expected, grad_obtained)\n\n\ndef test_batch_invexp_backward():\n b, d = 10, 5\n\n X = torch.randn(b, d, d, requires_grad=True)\n lengths = torch.randint(2, d, (b,))\n dloss = torch.randn(b, d, d)\n\n inv_expected = torch.stack([\n torch.nn.functional.pad(\n X[k, :lengths[k], :lengths[k]]\n .double()\n .exp()\n .inverse(),\n (0, d - lengths[k], 0, d - lengths[k]),\n \"constant\",\n 0)\n for k in range(b)]).float()\n\n inv_obtained = invexp(X, lengths)\n\n grad_expected, = torch.autograd.grad(inv_expected, X, dloss)\n grad_obtained, = torch.autograd.grad(inv_obtained, X, dloss)\n\n # this is numerically sketchier. Fails for many seeds.\n assert torch.allclose(grad_expected, grad_obtained)\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 109: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 21\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
225d4167eafb4fd217749e284abbf34316630b58
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from app.elastic import ElasticClient import random import sys class ElasticInterface: client = None def __init__(self, elasticUrl): self.client = ElasticClient(elasticUrl) def search(self, limit, offset, query='nmap', searchIndex="nmap"): ''' Execute a user supplied search and return the results ''' searchBody = { "size": limit, "from": offset, "query": { "bool": { "must": [ { "query_string": { "query": query, "fields": ["nmap_data"], "default_operator": "AND" } }, { "term": { "is_up": True } }, { "range": { "port_count": { "gt": 0 } } } ] } }, "sort": { "ctime": { "order": "desc" } } } return self.client.get_collection(index=searchIndex, body=searchBody) def total_hosts(self): ''' Count the number of documents in nmap and return the count ''' result = self.client.execute_count(index="nmap") return result["count"] def new_result(self, host): ''' Create new elastic documents in both indices for a new scan result ''' ip = str(host['ip']) self.client.execute_index(index='nmap_history', body=host) self.client.execute_index(index='nmap', id=ip, body=host) return True def get_host(self, ip): ''' Gets the most recent result for a host, but by querying the nmap_history it also gives us the total number of historical results ''' searchBody = { "size": 1, "query": { "term": { "ip": ip } }, "sort": { "ctime": { "order": "desc" } } } return self.client.get_single_host(index='nmap_history', body=searchBody) def get_host_history(self, ip, limit, offset): ''' Gets a collection of historical results for a specific ip address ''' searchBody = { "size": limit, "from": offset, "query": { "term": { "ip": ip } }, "sort": { "ctime": { "order": "desc" } } } return self.client.get_collection(index='nmap_history', body=searchBody) def count_host_screenshots(self, ip): ''' Search history for an ip address and returns the number of historical screenshots ''' searchBody = { "query": { "term": { "ip": ip } }, "aggs": { "screenshot_count": "sum": { "field": "num_screenshots" } } } } # By setting size to 0, _source to False, and track_scores to False, we're able to optimize this query to give us only what we care about result = self.client.execute_search(index="nmap_history", body=searchBody, size=0, track_scores=False) num_screenshots = int(result['aggregations']["screenshot_count"]["value"]) return num_screenshots ... [7 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 114 • Unmatched closing bracket '}' at line 113 Fixes: • Complete the expression on the last line • Add closing quote at line 114 • Check opening and closing brackets
advanced
database
syntax_repair
Pythoncode:Python
7
1
2,769
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom app.elastic import ElasticClient\nimport random\nimport sys\n\n\nclass ElasticInterface:\n\tclient = None\n\n\tdef __init__(self, elasticUrl):\n\t\tself.client = ElasticClient(elasticUrl)\n\n\tdef search(self, limit, offset, query='nmap', searchIndex=\"nmap\"):\n\t\t''' Execute a user supplied search and return the results '''\n\t\tsearchBody = {\n\t\t\t\"size\": limit,\n\t\t\t\"from\": offset,\n\t\t\t\"query\": {\n\t\t\t\t\"bool\": {\n\t\t\t\t\t\"must\": [\n\t\t\t\t\t\t{\n\t\t\t\t\t\t\t\"query_string\": {\n\t\t\t\t\t\t\t\t\"query\": query,\n\t\t\t\t\t\t\t\t\"fields\": [\"nmap_data\"],\n\t\t\t\t\t\t\t\t\"default_operator\": \"AND\"\n\t\t\t\t\t\t\t}\n\t\t\t\t\t\t},\n\t\t\t\t\t\t{\n\t\t\t\t\t\t\t\"term\": {\n\t\t\t\t\t\t\t\t\"is_up\": True\n\t\t\t\t\t\t\t}\n\t\t\t\t\t\t},\n\t\t\t\t\t\t{\n\t\t\t\t\t\t\t\"range\": {\n\t\t\t\t\t\t\t\t\"port_count\": {\n\t\t\t\t\t\t\t\t\t\"gt\": 0\n\t\t\t\t\t\t\t\t}\n\t\t\t\t\t\t\t}\n\t\t\t\t\t\t}\n\t\t\t\t\t]\n\t\t\t\t}\n\t\t\t},\n\t\t\t\"sort\": {\n\t\t\t\t\"ctime\": {\n\t\t\t\t\t\"order\": \"desc\"\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\treturn self.client.get_collection(index=searchIndex, body=searchBody)\n\n\tdef total_hosts(self):\n\t\t''' Count the number of documents in nmap and return the count '''\n\t\tresult = self.client.execute_count(index=\"nmap\")\n\t\treturn result[\"count\"]\n\n\tdef new_result(self, host):\n\t\t''' Create new elastic documents in both indices for a new scan result '''\n\t\tip = str(host['ip'])\n\n\t\tself.client.execute_index(index='nmap_history', body=host)\n\t\tself.client.execute_index(index='nmap', id=ip, body=host)\n\t\treturn True\n\n\tdef get_host(self, ip):\n\t\t''' Gets the most recent result for a host, but by querying the nmap_history it also gives us the total number of historical results '''\n\t\tsearchBody = {\n\t\t\t\"size\": 1,\n\t\t\t\"query\": {\n\t\t\t\t\"term\": {\n\t\t\t\t\t\"ip\": ip\n\t\t\t\t}\n\t\t\t},\n\t\t\t\"sort\": {\n\t\t\t\t\"ctime\": {\n\t\t\t\t\t\"order\": \"desc\"\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\treturn self.client.get_single_host(index='nmap_history', body=searchBody)\n\n\tdef get_host_history(self, ip, limit, offset):\n\t\t''' Gets a collection of historical results for a specific ip address '''\n\t\tsearchBody = {\n\t\t\t\"size\": limit,\n\t\t\t\"from\": offset,\n\t\t\t\"query\": {\n\t\t\t\t\"term\": {\n\t\t\t\t\t\"ip\": ip\n\t\t\t\t}\n\t\t\t},\n\t\t\t\"sort\": {\n\t\t\t\t\"ctime\": {\n\t\t\t\t\t\"order\": \"desc\"\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\treturn self.client.get_collection(index='nmap_history', body=searchBody)\n\n\tdef count_host_screenshots(self, ip):\n\t\t''' Search history for an ip address and returns the number of historical screenshots '''\n\t\tsearchBody = {\n\t\t\t\"query\": {\n\t\t\t\t\"term\": {\n\t\t\t\t\t\"ip\": ip\n\t\t\t\t}\n\t\t\t},\n\t\t\t\"aggs\": {\n\t\t\t\t\"screenshot_count\": \n\t\t\t\t\t\"sum\": {\n\t\t\t\t\t\t\"field\": \"num_screenshots\"\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\t# By setting size to 0, _source to False, and track_scores to False, we're able to optimize this query to give us only what we care about\n\t\tresult = self.client.execute_search(index=\"nmap_history\", body=searchBody, size=0, track_scores=False)\n\t\tnum_screenshots = int(result['aggregations'][\"screenshot_count\"][\"value\"])\n\t\treturn num_screenshots\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 114\n \u2022 Unmatched closing bracket '}' at line 113\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 114\n \u2022 Check opening and closing brackets"}]
true
syntax
MISSING_BRACKETS
MEDIUM
226091c0b1fb24aeaa9b5fdf8660d783a831d447
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: from numba import njit from .support import ( TestCase, SerialMixin, run_in_new_process_caching ) def constant_unicode_cache(): c = "abcd" return hash(c), c def check_constant_unicode_cache(): Error: SyntaxError / EOF
Fixed Code: from numba import njit from .support import ( TestCase, SerialMixin, run_in_new_process_caching ) def constant_unicode_cache(): c = "abcd" return hash(c), c def check_constant_unicode_cache(): pyfunc = constant_unicode_cache cfunc = njit(cache=True)(pyfunc) exp_hv, exp_str = pyfunc() got_hv, got_str = cfunc() assert exp_hv == got_hv Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
7
1
216
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom numba import njit\nfrom .support import (\n TestCase,\n SerialMixin,\n run_in_new_process_caching\n)\n\n\ndef constant_unicode_cache():\n c = \"abcd\"\n return hash(c), c\n\n\ndef check_constant_unicode_cache():\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom numba import njit\nfrom .support import (\n TestCase,\n SerialMixin,\n run_in_new_process_caching\n)\n\n\ndef constant_unicode_cache():\n c = \"abcd\"\n return hash(c), c\n\n\ndef check_constant_unicode_cache():\n pyfunc = constant_unicode_cache\n cfunc = njit(cache=True)(pyfunc)\n exp_hv, exp_str = pyfunc()\n got_hv, got_str = cfunc()\n assert exp_hv == got_hv\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2260d3bc97162407f976ebbf464b18f586af3acf
TheStack--python--010.parquet
Explain this Pythoncode:Python code: import questionary as q import uuid from pathlib import Path from vantage6.cli.context import NodeContext, ServerContext from vantage6.cli.configuration_manager import ( ... [4 more functiondefs truncated] ...
This code demonstrates Pythoncode:Python programming.
intermediate
ui
code_explanation
Pythoncode:Python
0
0
219
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport questionary as q\nimport uuid\n\nfrom pathlib import Path\n\nfrom vantage6.cli.context import NodeContext, ServerContext\nfrom vantage6.cli.configuration_manager import (\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
22631beee7b5d234c46df7d7386cf96280f34dfd
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: # Map exists which all robot particles operate in # Particles each have a motion model and a measurement model # Need to sample: # Motion model for particle (given location of particle, map) # Motion model (in this case) comes from log + noise. # Measurement model for particle (given location, map) # True measurements come from log import pandas as pd import numpy as np import matplotlib.pyplot as plt import matplotlib.patches as patches import copy from scipy.spatial import distance import base64 from IPython.display import HTML import montecarlo_localization as mcl plt.style.use('ggplot') import matplotlib.animation as animation wean_hall_map = Error: SyntaxError / EOF
Fixed Code: # Map exists which all robot particles operate in # Particles each have a motion model and a measurement model # Need to sample: # Motion model for particle (given location of particle, map) # Motion model (in this case) comes from log + noise. # Measurement model for particle (given location, map) # True measurements come from log import pandas as pd import numpy as np import matplotlib.pyplot as plt import matplotlib.patches as patches import copy from scipy.spatial import distance import base64 from IPython.display import HTML import montecarlo_localization as mcl plt.style.use('ggplot') Explanation: Complete the truncated code structure
intermediate
database
error_fixing
Pythoncode:Python
0
0
685
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Map exists which all robot particles operate in\n# Particles each have a motion model and a measurement model\n\n# Need to sample:\n# Motion model for particle (given location of particle, map)\n# Motion model (in this case) comes from log + noise. \n# Measurement model for particle (given location, map)\n# True measurements come from log\n\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as patches\nimport copy\nfrom scipy.spatial import distance\nimport base64\nfrom IPython.display import HTML\nimport montecarlo_localization as mcl\n\nplt.style.use('ggplot')\n\nimport matplotlib.animation as animation\n\nwean_hall_map = \n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Map exists which all robot particles operate in\n# Particles each have a motion model and a measurement model\n\n# Need to sample:\n# Motion model for particle (given location of particle, map)\n# Motion model (in this case) comes from log + noise. \n# Measurement model for particle (given location, map)\n# True measurements come from log\n\nimport pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib.patches as patches\nimport copy\nfrom scipy.spatial import distance\nimport base64\nfrom IPython.display import HTML\nimport montecarlo_localization as mcl\n\nplt.style.use('ggplot')\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
22645224832745c4597cdf6ac5514754129df568
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #! /usr/bin/env python3 import os import random import subprocess import sys def valid(ps): return True elif (dataset == 'kitti' or dataset == 'kitti2015') and action == 'train_tr' and arch == 'slow': params = [ ('l1', [3, 4, 5]), ('fm', [4, 5, 6, 7, 8]), ('l2', [3, 4, 5, 6]), ('nh2', [200, 300, 400, 500]), ('lr', [0.001, 0.003, 0.01]), # ('true1', [0.5, 1, 1.5]), # ('false1', [2, 3, 4, 5]), # ('false2', [4, 6, 8, 10, 12]), ] def valid(ps): # if ps['true1'] > ps['false1']: return False return True elif (dataset == 'kitti' or dataset == 'kitti2015') and action == 'test_te' and arch == 'slow': # Complete this line ('L1', [0, 1, 2, 3, 4, 5, 6]), ('cbca_i1', [0, 2, 4, 6, 8]), ('cbca_i2', [0, 2, 4, 6, 8]), ('tau1', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]), ('pi1', [0.25, 0.33, 0.44, 0.57, 0.76, 1.0, 1.32, 1.74, 2.3, 3.03, 4.0]), ('pi2', [8.0, 10.56, 13.93, 18.38, 24.25, 32.0, 42.22, 55.72, 73.52, 97.01, 128.0]), ('sgm_q1', [3, 3.5, 4, 4.5, 5]), ('sgm_q2', [2, 2.5, 3, 3.5, 4, 4.5]), ('alpha1', [1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75]), ('tau_so', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]), ('blur_sigma', [1.0, 1.29, 1.67, 2.15, 2.78, 3.59, 4.64, 5.99, 7.74, 10.0]), ('blur_t', [1, 2, 3, 4, 5, 6, 7]), ] def valid(ps): if ps['pi1'] > ps['pi2']: return False return True elif (dataset == 'kitti' or dataset == 'kitti2015') and action == 'test_te' and (arch == 'ad' or arch == 'census'): params = [ ('L1', [0, 1, 2, 3, 4, 5, 6]), ('cbca_i1', [0, 2, 4, 6, 8]), ('cbca_i2', [0, 2, 4, 6, 8]), ('tau1', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]), ('pi1', [0.25, 0.33, 0.44, 0.57, 0.76, 1.0, 1.32, 1.74, 2.3, 3.03, 4.0]), ('pi2', [8.0, 10.56, 13.93, 18.38, 24.25, 32.0, 42.22, 55.72, 73.52, 97.01, 128.0]), ('sgm_q1', [3, 3.5, 4, 4.5, 5]), ('sgm_q2', [2, 2.5, 3, 3.5, 4, 4.5]), ('alpha1', [1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75]), ('tau_so', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]), ('blur_sigma', [1.0, 1.29, 1.67, 2.15, 2.78, 3.59, 4.64, 5.99, 7.74, 10.0]), ('blur_t', [1, 2, 3, 4, 5, 6, 7]), ] ... [5 more functiondefs truncated] ...
The missing line is: params = [
intermediate
testing
fill_in_the_blank
Pythoncode:Python
3
0
2,456
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#! /usr/bin/env python3\n\nimport os\nimport random\nimport subprocess\nimport sys\n\n def valid(ps):\n return True\n\nelif (dataset == 'kitti' or dataset == 'kitti2015') and action == 'train_tr' and arch == 'slow':\n params = [\n ('l1', [3, 4, 5]),\n ('fm', [4, 5, 6, 7, 8]),\n ('l2', [3, 4, 5, 6]),\n ('nh2', [200, 300, 400, 500]),\n ('lr', [0.001, 0.003, 0.01]),\n# ('true1', [0.5, 1, 1.5]),\n# ('false1', [2, 3, 4, 5]),\n# ('false2', [4, 6, 8, 10, 12]),\n ]\n\n def valid(ps):\n# if ps['true1'] > ps['false1']: return False\n return True\n\nelif (dataset == 'kitti' or dataset == 'kitti2015') and action == 'test_te' and arch == 'slow':\n # Complete this line\n ('L1', [0, 1, 2, 3, 4, 5, 6]),\n ('cbca_i1', [0, 2, 4, 6, 8]),\n ('cbca_i2', [0, 2, 4, 6, 8]),\n ('tau1', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]),\n ('pi1', [0.25, 0.33, 0.44, 0.57, 0.76, 1.0, 1.32, 1.74, 2.3, 3.03, 4.0]),\n ('pi2', [8.0, 10.56, 13.93, 18.38, 24.25, 32.0, 42.22, 55.72, 73.52, 97.01, 128.0]),\n ('sgm_q1', [3, 3.5, 4, 4.5, 5]),\n ('sgm_q2', [2, 2.5, 3, 3.5, 4, 4.5]),\n ('alpha1', [1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75]),\n ('tau_so', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]),\n ('blur_sigma', [1.0, 1.29, 1.67, 2.15, 2.78, 3.59, 4.64, 5.99, 7.74, 10.0]),\n ('blur_t', [1, 2, 3, 4, 5, 6, 7]),\n ]\n\n def valid(ps):\n if ps['pi1'] > ps['pi2']: return False\n return True\n\nelif (dataset == 'kitti' or dataset == 'kitti2015') and action == 'test_te' and (arch == 'ad' or arch == 'census'):\n params = [\n ('L1', [0, 1, 2, 3, 4, 5, 6]),\n ('cbca_i1', [0, 2, 4, 6, 8]),\n ('cbca_i2', [0, 2, 4, 6, 8]),\n ('tau1', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]),\n ('pi1', [0.25, 0.33, 0.44, 0.57, 0.76, 1.0, 1.32, 1.74, 2.3, 3.03, 4.0]),\n ('pi2', [8.0, 10.56, 13.93, 18.38, 24.25, 32.0, 42.22, 55.72, 73.52, 97.01, 128.0]),\n ('sgm_q1', [3, 3.5, 4, 4.5, 5]),\n ('sgm_q2', [2, 2.5, 3, 3.5, 4, 4.5]),\n ('alpha1', [1.0, 1.25, 1.5, 1.75, 2.0, 2.25, 2.5, 2.75]),\n ('tau_so', [0.01, 0.02, 0.03, 0.05, 0.08, 0.13, 0.22, 0.36, 0.6, 1.0]),\n ('blur_sigma', [1.0, 1.29, 1.67, 2.15, 2.78, 3.59, 4.64, 5.99, 7.74, 10.0]),\n ('blur_t', [1, 2, 3, 4, 5, 6, 7]),\n ]\n\n\n ... [5 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n params = ["}]
false
null
null
null
2264f8c09b0e9056947d47368145273dd69f513f
TheStack--python--010.parquet
Debug this Pythoncode:Python code: # utils for user study import random import json class bcolors: """ Usage: print bcolors.WARNING + "Warning: No active frommets remain. Continue?" + bcolors.ENDC """ PINK = '\033[95m' BLUE = '\033[94m' GREEN = '\033[92m' YELLOW = '\033[93m' RED = '\033[91m' ENDC = '\033[0m' BOLD = '\033[1m' UNDERLINE = '\033[4m' def print_main(sent): print(bcolors.PINK + bcolors.BOLD + sent + bcolors.ENDC) def print_header(bool_table_color=False): print(bcolors.BOLD + "\n Tip: Words referring to table headers/attributes are marked in " + bcolors.BLUE + "this color" + bcolors.ENDC + ".") if bool_table_color: print(bcolors.BOLD + " Tip: Words referring to table names are marked in " + bcolors.YELLOW + "this color" + bcolors.ENDC + ".") print("=" * 50) print("") def case_sampling_SQLNet(K=100): from SQLNet_model.sqlnet.utils import load_data data_dir = "SQLNet_model/data/" sql_data, table_data = load_data(data_dir + "test_tok.jsonl", data_dir + "test_tok.tables.jsonl") size = len(sql_data) print(size) sampled_ids = [] while len(sampled_ids) < K: id = random.choice(range(size)) if id in sampled_ids: continue question = sql_data[id]['question'] table_id = sql_data[id]['table_id'] headers = table_data[table_id]['header'] try: print("question: {}\nheaders: {}".format(question, headers)) action = raw_input("Take or not?") if action == 'y': sampled_ids.append(id) json.dump(sampled_ids, open(data_dir + "user_study_ids.json", "w")) except: pass
Code analysis results: 🔴 Errors found: Unterminated string literal at line 6 Unclosed '[' at line 14 - expected ']' Unclosed '[' at line 15 - expected ']' Unclosed '[' at line 16 - expected ']' ⚠️ Warnings: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 10 💡 Suggestions: Add closing quote at line 6 Add closing ']' bracket Add closing ']' bracket
advanced
testing
debugging
Pythoncode:Python
3
1
1,721
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# utils for user study\nimport random\nimport json\n\nclass bcolors:\n \"\"\"\n Usage: print bcolors.WARNING + \"Warning: No active frommets remain. Continue?\" + bcolors.ENDC\n \"\"\"\n PINK = '\\033[95m'\n BLUE = '\\033[94m'\n GREEN = '\\033[92m'\n YELLOW = '\\033[93m'\n RED = '\\033[91m'\n ENDC = '\\033[0m'\n BOLD = '\\033[1m'\n UNDERLINE = '\\033[4m'\n\ndef print_main(sent):\n print(bcolors.PINK + bcolors.BOLD + sent + bcolors.ENDC)\n\n\ndef print_header(bool_table_color=False):\n print(bcolors.BOLD + \"\\n Tip: Words referring to table headers/attributes are marked in \" +\n bcolors.BLUE + \"this color\" + bcolors.ENDC + \".\")\n if bool_table_color:\n print(bcolors.BOLD + \" Tip: Words referring to table names are marked in \" + bcolors.YELLOW + \"this color\" +\n bcolors.ENDC + \".\")\n print(\"=\" * 50)\n print(\"\")\n\n\ndef case_sampling_SQLNet(K=100):\n from SQLNet_model.sqlnet.utils import load_data\n data_dir = \"SQLNet_model/data/\"\n sql_data, table_data = load_data(data_dir + \"test_tok.jsonl\", data_dir + \"test_tok.tables.jsonl\")\n size = len(sql_data)\n print(size)\n sampled_ids = []\n while len(sampled_ids) < K:\n id = random.choice(range(size))\n if id in sampled_ids:\n continue\n\n question = sql_data[id]['question']\n table_id = sql_data[id]['table_id']\n headers = table_data[table_id]['header']\n\n try:\n print(\"question: {}\\nheaders: {}\".format(question, headers))\n action = raw_input(\"Take or not?\")\n if action == 'y':\n sampled_ids.append(id)\n json.dump(sampled_ids, open(data_dir + \"user_study_ids.json\", \"w\"))\n except:\n pass"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 6\n Unclosed '[' at line 14 - expected ']'\n Unclosed '[' at line 15 - expected ']'\n Unclosed '[' at line 16 - expected ']'\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 6\n Add closing ']' bracket\n Add closing ']' bracket"}]
false
null
null
null
2265369a77d2e71499eef2f5c2e5aec2e278ccc9
TheStack--python--010.parquet
Complete this Pythoncode:Python code: # Copyright 2019, OpenTelemetry Authors # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import datetime import threading from collections import OrderedDict, deque def ns_to_iso_str(nanoseconds): """Get an ISO 8601 string from time_ns value.""" ts = datetime.datetime.utcfromtimestamp(nanoseconds / 1e9) return ts.strftime("%Y-%m-%dT%H:%M:%S.%fZ") class BoundedList(Sequence): """An append only list with a fixed max size. Calls to `append` and `extend` will drop the oldest elements if there is not enough room. """ def __init__(self, maxlen): self.dropped = 0 self._dq = deque(maxlen=maxlen) # type: deque self._lock = threading.Lock() def __repr__(self): return "{}({}, maxlen={})".format( type(self).__name__, list(self._dq), self._dq.maxlen ) def __getitem__(self, index): return self._dq[index] def __len__(self): return len(self._dq) def __iter__(self): with self._lock: return iter(deque(self._dq)) def append(self, item): with self._lock: if len(self._dq) == self._dq.maxlen: self.dropped += 1 self._dq.append(item) def extend(self, seq): with self._lock:
to_drop = len(seq) + len(self._dq) - self._dq.maxlen if to_drop > 0: self.dropped += to_drop self._dq.extend(seq) @classmethod def from_seq(cls, maxlen, seq): seq = tuple(seq) if len(seq) > maxlen: raise ValueError bounded_list = cls(maxlen) # pylint: disable=protected-access bounded_list._dq = deque(seq, maxlen=maxlen) return bounded_list class BoundedDict(MutableMapping): """An ordered dict with a fixed max capacity. Oldest elements are dropped when the dict is full and a new element is added. """ def __init__(self, maxlen): if not isinstance(maxlen, int): raise ValueError if maxlen < 0: raise ValueError self.maxlen = maxlen self.dropped = 0 self._dict = OrderedDict() # type: OrderedDict self._lock = threading.Lock() # type: threading.Lock def __repr__(self): return "{}({}, maxlen={})".format( type(self).__name__, dict(self._dict), self.maxlen ) ... [6 more functiondefs truncated] ...
advanced
api
code_completion
Pythoncode:Python
11
2
2,936
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Copyright 2019, OpenTelemetry Authors\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport datetime\nimport threading\nfrom collections import OrderedDict, deque\n\ndef ns_to_iso_str(nanoseconds):\n \"\"\"Get an ISO 8601 string from time_ns value.\"\"\"\n ts = datetime.datetime.utcfromtimestamp(nanoseconds / 1e9)\n return ts.strftime(\"%Y-%m-%dT%H:%M:%S.%fZ\")\n\n\nclass BoundedList(Sequence):\n \"\"\"An append only list with a fixed max size.\n\n Calls to `append` and `extend` will drop the oldest elements if there is\n not enough room.\n \"\"\"\n\n def __init__(self, maxlen):\n self.dropped = 0\n self._dq = deque(maxlen=maxlen) # type: deque\n self._lock = threading.Lock()\n\n def __repr__(self):\n return \"{}({}, maxlen={})\".format(\n type(self).__name__, list(self._dq), self._dq.maxlen\n )\n\n def __getitem__(self, index):\n return self._dq[index]\n\n def __len__(self):\n return len(self._dq)\n\n def __iter__(self):\n with self._lock:\n return iter(deque(self._dq))\n\n def append(self, item):\n with self._lock:\n if len(self._dq) == self._dq.maxlen:\n self.dropped += 1\n self._dq.append(item)\n\n def extend(self, seq):\n with self._lock:"}, {"role": "assistant", "content": "\n to_drop = len(seq) + len(self._dq) - self._dq.maxlen\n if to_drop > 0:\n self.dropped += to_drop\n self._dq.extend(seq)\n\n @classmethod\n def from_seq(cls, maxlen, seq):\n seq = tuple(seq)\n if len(seq) > maxlen:\n raise ValueError\n bounded_list = cls(maxlen)\n # pylint: disable=protected-access\n bounded_list._dq = deque(seq, maxlen=maxlen)\n return bounded_list\n\n\nclass BoundedDict(MutableMapping):\n \"\"\"An ordered dict with a fixed max capacity.\n\n Oldest elements are dropped when the dict is full and a new element is\n added.\n \"\"\"\n\n def __init__(self, maxlen):\n if not isinstance(maxlen, int):\n raise ValueError\n if maxlen < 0:\n raise ValueError\n self.maxlen = maxlen\n self.dropped = 0\n self._dict = OrderedDict() # type: OrderedDict\n self._lock = threading.Lock() # type: threading.Lock\n\n def __repr__(self):\n return \"{}({}, maxlen={})\".format(\n type(self).__name__, dict(self._dict), self.maxlen\n )\n\n\n ... [6 more functiondefs truncated] ..."}]
false
null
null
null
2265c29460be05542bf434a26a0c215ba752305a
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # Copyright 2009-2017 Ram Rachum. # This program is distributed under the MIT license. '''Defines various introspection tools, similar to the stdlib's `inspect`.''' from combi._python_toolbox import cute_inspect from combi._python_toolbox.nifty_collections import OrderedDict def get_default_args_dict(function): ''' Get ordered dict from arguments which have a default to their default. Example: >>> def f(a, b, c=1, d='meow'): pass >>> get_default_args_dict(f) OrderedDict([('c', 1), ('d', 'meow')]) ''' arg_spec = cute_inspect.getargspec(function) (s_args, s_star_args, s_star_kwargs, s_defaults) = arg_spec # `getargspec` has a weird policy, when inspecting a function with no # defaults, to give a `defaults` of `None` instead of the more consistent # `()`. We fix that here: if s_defaults is None:
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Unterminated string literal at line 4 • Block at line 28 has no body - expected indented block • IndentationError at line 28 Fix: Add body to If block or use 'pass' statement
intermediate
general
error_detection
Pythoncode:Python
1
0
900
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2009-2017 Ram Rachum.\n# This program is distributed under the MIT license.\n\n'''Defines various introspection tools, similar to the stdlib's `inspect`.'''\n\nfrom combi._python_toolbox import cute_inspect\n\nfrom combi._python_toolbox.nifty_collections import OrderedDict\n\n\ndef get_default_args_dict(function):\n '''\n Get ordered dict from arguments which have a default to their default.\n \n Example:\n \n >>> def f(a, b, c=1, d='meow'): pass\n >>> get_default_args_dict(f)\n OrderedDict([('c', 1), ('d', 'meow')])\n \n '''\n arg_spec = cute_inspect.getargspec(function)\n (s_args, s_star_args, s_star_kwargs, s_defaults) = arg_spec\n \n # `getargspec` has a weird policy, when inspecting a function with no\n # defaults, to give a `defaults` of `None` instead of the more consistent\n # `()`. We fix that here:\n if s_defaults is None:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Unterminated string literal at line 4\n \u2022 Block at line 28 has no body - expected indented block\n \u2022 IndentationError at line 28\n\n Fix: Add body to If block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
22666430bdf0f4bb607635f0a8b2abc3daaa92f8
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: out = open("data.out","w") out.write("hh\n") print("Hello World!", file=out) print("헬로우 월드!", file=out) print(out) out.close() #file을 close할때 flush가 되면서 실제로 써진다. data = open("data.out") for d in data: print(d) data.close() print("-" * 60) out2 = open("data.out","a") print("추가되는 부분입니다.",file=out2) out2.close() data2 = open("data.out") for d in data2: print(d) data2.close() print("-"*60) out3 = open("data.out","w+") print("추가 2부분",file=out3) out3.close() data3 = open("data.out") for d in data3: print(d) data3.close()
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
data_processing
refactoring
Pythoncode:Python
0
0
548
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nout = open(\"data.out\",\"w\")\n\nout.write(\"hh\\n\")\nprint(\"Hello World!\", file=out)\nprint(\"\ud5ec\ub85c\uc6b0 \uc6d4\ub4dc!\", file=out)\nprint(out)\nout.close() #file\uc744 close\ud560\ub54c flush\uac00 \ub418\uba74\uc11c \uc2e4\uc81c\ub85c \uc368\uc9c4\ub2e4.\n\ndata = open(\"data.out\")\n\nfor d in data:\n print(d)\n\ndata.close()\n\nprint(\"-\" * 60)\n\nout2 = open(\"data.out\",\"a\")\nprint(\"\ucd94\uac00\ub418\ub294 \ubd80\ubd84\uc785\ub2c8\ub2e4.\",file=out2)\nout2.close()\n\ndata2 = open(\"data.out\")\n\nfor d in data2:\n print(d)\n\ndata2.close()\n\nprint(\"-\"*60)\n\nout3 = open(\"data.out\",\"w+\")\nprint(\"\ucd94\uac00 2\ubd80\ubd84\",file=out3)\n\nout3.close()\n\ndata3 = open(\"data.out\")\n\nfor d in data3:\n print(d)\n\ndata3.close()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
2268309511bb16d57ffba1b512d44d83b992d835
TheStack--python--010.parquet
Review this Pythoncode:Python code: from django import forms from portal.models import User from .models import JobSeekerProfile class JobSeekerProfileForm(forms.ModelForm): class Meta: model = User fields = ['full_name', 'email'] def __init__(self, *args, **kwargs): super(JobSeekerProfileForm, self).__init__(*args, **kwargs) self.fields['full_name'].label = "نام و نام خانوادگی" self.fields['email'].label = "ایمیل" class JobSeekerResumeForm(forms.ModelForm): class Meta: model = JobSeekerProfile fields = ['resume'] def __init__(self, *args, **kwargs): super(JobSeekerResumeForm, self).__init__(*args, **kwargs) self.fields['resume'].label = "فایل رزومه"
Code Review: ⚠️ Code quality: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 27 ✨ Improvements: Add docstring to class 'JobSeekerProfileForm' Add docstring to class 'JobSeekerResumeForm' Add docstring to class 'Meta' Add docstring to class 'Meta'
advanced
database
code_review
Pythoncode:Python
2
4
745
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom django import forms\n\nfrom portal.models import User\nfrom .models import JobSeekerProfile\n\n\nclass JobSeekerProfileForm(forms.ModelForm):\n \n class Meta:\n model = User\n fields = ['full_name', 'email']\n \n def __init__(self, *args, **kwargs):\n super(JobSeekerProfileForm, self).__init__(*args, **kwargs)\n self.fields['full_name'].label = \"\u0646\u0627\u0645 \u0648 \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc\"\n self.fields['email'].label = \"\u0627\u06cc\u0645\u06cc\u0644\"\n\n \nclass JobSeekerResumeForm(forms.ModelForm):\n \n class Meta:\n model = JobSeekerProfile\n fields = ['resume'] \n \n def __init__(self, *args, **kwargs):\n super(JobSeekerResumeForm, self).__init__(*args, **kwargs)\n self.fields['resume'].label = \"\u0641\u0627\u06cc\u0644 \u0631\u0632\u0648\u0645\u0647\""}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 27\n\n\u2728 Improvements:\n Add docstring to class 'JobSeekerProfileForm'\n Add docstring to class 'JobSeekerResumeForm'\n Add docstring to class 'Meta'\n Add docstring to class 'Meta'"}]
false
null
null
null
2268b3c146753ae9e66ff592fef0282a4c20f76a
TheStack--python--010.parquet
Debug this Pythoncode:Python code: def get_brainweb_labels(): """Get brainweb image.""" fname, url = sorted(brainweb.utils.LINKS.items())[0] brainweb.get_file(fname, url, ".") data = brainweb.load_file(fname) return data def get_brainweb_labels_as_pet(): data=get_brainweb_labels() res=getattr(brainweb.Res,'brainweb') new_shape=(data.shape[0],512,512) padLR, padR = divmod((np.array(new_shape) - data.shape), 2) data = np.pad(data, [(p, p + r) for (p, r) in zip(padLR.astype(int), padR.astype(int))], mode="constant") #data = np.flip(data, 0) return get_as_pet_im(data,res) def get_brainweb_image(outres=outres, PetClass=brainweb.FDG, save_labels=False): """Get brainweb image. (no longer used)""" fname, url = sorted(brainweb.utils.LINKS.items())[0] brainweb.get_file(fname, url, ".") #data = brainweb.load_file(fname) brainweb.seed(1337) #for f in tqdm([fname], desc="ground truths", unit="subject"): vol = brainweb.get_mmr_fromfile( fname, petNoise=0, petSigma=0, outres=outres, PetClass=PetClass) if save_labels: labels = brainweb.get_label_probabilities(fname, outres=outres) non_zero_labels = PetClass.attrs all_labels = PetClass.all_labels non_zero_indices = list(all_labels.index(l) for l in non_zero_labels) # keep only non-zero ones labels = labels[non_zero_indices, :, :, :] return (vol['PET'], vol['res'], labels, non_zero_labels) else: return (vol['PET'], vol['res']) def crop_and_orient(im, res): """Crop and orient image.""" # original code for the mMR voxel sizes # im = im[:, 105:105+127, 108:108+127] mMR_res = np.array((2.0312, 2.0863, 2.0863)) org_min=np.array((0, 105, 108)) org_max=org_min+127 new_min = np.int32(np.round(org_min*mMR_res/res)) new_max = np.int32(np.round(org_max*mMR_res/res)) im = im[new_min[0]:new_max[0], new_min[1]:new_max[1], new_min[2]:new_max[2]] im = np.flip(im, 0) return im def get_as_pet_im(arr, res): """Get as PET image.""" im = pet.ImageData() im.initialise(arr.shape, tuple(res)) im.fill(arr) return im def save_nii(im, fname): """Save as nii.""" reg.ImageData(im).write(fname) ... [8 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 68: ... [8 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 3 Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 6 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
advanced
machine_learning
debugging
Pythoncode:Python
6
0
2,339
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\ndef get_brainweb_labels():\n \"\"\"Get brainweb image.\"\"\"\n fname, url = sorted(brainweb.utils.LINKS.items())[0]\n brainweb.get_file(fname, url, \".\")\n data = brainweb.load_file(fname)\n return data\n\ndef get_brainweb_labels_as_pet():\n data=get_brainweb_labels()\n res=getattr(brainweb.Res,'brainweb')\n new_shape=(data.shape[0],512,512) \n padLR, padR = divmod((np.array(new_shape) - data.shape), 2)\n data = np.pad(data, [(p, p + r) for (p, r)\n in zip(padLR.astype(int), padR.astype(int))],\n mode=\"constant\")\n #data = np.flip(data, 0)\n return get_as_pet_im(data,res)\n\ndef get_brainweb_image(outres=outres, PetClass=brainweb.FDG, save_labels=False):\n \"\"\"Get brainweb image. (no longer used)\"\"\"\n fname, url = sorted(brainweb.utils.LINKS.items())[0]\n brainweb.get_file(fname, url, \".\")\n #data = brainweb.load_file(fname)\n\n brainweb.seed(1337)\n\n #for f in tqdm([fname], desc=\"ground truths\", unit=\"subject\"):\n vol = brainweb.get_mmr_fromfile(\n fname, petNoise=0, petSigma=0, outres=outres, PetClass=PetClass)\n if save_labels:\n labels = brainweb.get_label_probabilities(fname, outres=outres)\n non_zero_labels = PetClass.attrs\n all_labels = PetClass.all_labels\n non_zero_indices = list(all_labels.index(l) for l in non_zero_labels)\n # keep only non-zero ones\n labels = labels[non_zero_indices, :, :, :]\n return (vol['PET'], vol['res'], labels, non_zero_labels)\n else:\n return (vol['PET'], vol['res'])\n\ndef crop_and_orient(im, res):\n \"\"\"Crop and orient image.\"\"\"\n # original code for the mMR voxel sizes \n # im = im[:, 105:105+127, 108:108+127]\n mMR_res = np.array((2.0312, 2.0863, 2.0863))\n org_min=np.array((0, 105, 108))\n org_max=org_min+127\n new_min = np.int32(np.round(org_min*mMR_res/res))\n new_max = np.int32(np.round(org_max*mMR_res/res))\n im = im[new_min[0]:new_max[0], new_min[1]:new_max[1], new_min[2]:new_max[2]]\n im = np.flip(im, 0)\n return im\n\n\ndef get_as_pet_im(arr, res):\n \"\"\"Get as PET image.\"\"\"\n im = pet.ImageData()\n im.initialise(arr.shape, tuple(res))\n im.fill(arr)\n return im\n\ndef save_nii(im, fname):\n \"\"\"Save as nii.\"\"\"\n reg.ImageData(im).write(fname)\n\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 68: ... [8 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 3\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
false
null
null
null
226a531b8f72ca5c26c5c6b8541361b6bce2870d
TheStack--python--010.parquet
Complete this Pythoncode:Python code: # pkgdata.py # Copyright (c) 2018-2019 Pablo Acosta-Serafini # See LICENSE for details # pylint: disable=C0111 ### # Global variables ### VERSION_INFO = (1, 0, 7, "final", 0) SUPPORTED_INTERPS = ["2.7", "3.5", "3.6", "3.7"] COPYRIGHT_START = 2018 PKG_DESC = "Simple Pytest plugin for the pmisc test module" ENTRY_POINTS = {"pytest11": ["pytest_pmisc = pytest_pmisc.plugin"]} ### # Functions ### def _make_version(major, minor, micro, level, serial):
"""Generate version string from tuple (almost entirely from coveragepy).""" level_dict = {"alpha": "a", "beta": "b", "candidate": "rc", "final": ""} if level not in level_dict: raise RuntimeError("Invalid release level") version = "{0:d}.{1:d}".format(major, minor) if micro: version += ".{0:d}".format(micro) if level != "final": version += "{0}{1:d}".format(level_dict[level], serial) return version __version__ = _make_version(*VERSION_INFO)
intermediate
testing
code_completion
Pythoncode:Python
1
0
953
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# pkgdata.py\n# Copyright (c) 2018-2019 Pablo Acosta-Serafini\n# See LICENSE for details\n# pylint: disable=C0111\n\n\n###\n# Global variables\n###\nVERSION_INFO = (1, 0, 7, \"final\", 0)\nSUPPORTED_INTERPS = [\"2.7\", \"3.5\", \"3.6\", \"3.7\"]\nCOPYRIGHT_START = 2018\nPKG_DESC = \"Simple Pytest plugin for the pmisc test module\"\nENTRY_POINTS = {\"pytest11\": [\"pytest_pmisc = pytest_pmisc.plugin\"]}\n\n\n###\n# Functions\n###\ndef _make_version(major, minor, micro, level, serial):"}, {"role": "assistant", "content": "\n \"\"\"Generate version string from tuple (almost entirely from coveragepy).\"\"\"\n level_dict = {\"alpha\": \"a\", \"beta\": \"b\", \"candidate\": \"rc\", \"final\": \"\"}\n if level not in level_dict:\n raise RuntimeError(\"Invalid release level\")\n version = \"{0:d}.{1:d}\".format(major, minor)\n if micro:\n version += \".{0:d}\".format(micro)\n if level != \"final\":\n version += \"{0}{1:d}\".format(level_dict[level], serial)\n return version\n\n\n__version__ = _make_version(*VERSION_INFO)"}]
false
null
null
null
226aad1ae9eda0e916c74686a7b9def68cba58d8
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python from setuptools import setup, find_packages setup(name='cabot-alert-victorops', version='0.1.0', # Complete this line author='Jakub Sokołowski', author_email='jakub@status.im', url='https://github.com/status-im/cabot-alert-victorops', packages=find_packages(), download_url = 'https://github.com/status-im/cabot-alert-victorops/tarball/0.1.0', )
The missing line is: description='A VictorOps plugin for Cabot',
intermediate
api
fill_in_the_blank
Pythoncode:Python
0
0
440
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n\nfrom setuptools import setup, find_packages\n\nsetup(name='cabot-alert-victorops',\n version='0.1.0',\n # Complete this line\n author='Jakub Soko\u0142owski',\n author_email='jakub@status.im',\n url='https://github.com/status-im/cabot-alert-victorops',\n packages=find_packages(),\n download_url = 'https://github.com/status-im/cabot-alert-victorops/tarball/0.1.0',\n )"}, {"role": "assistant", "content": "The missing line is:\n description='A VictorOps plugin for Cabot',"}]
false
null
null
null
226b3db20aaf4a933e9d4cf48fbd576ff6624678
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: # Generated by Django 4.0.2 on 2022-03-02 10:30 from django.db import migrations class Migration(migrations.Migration): # Complete this line ('foodie', '0002_cartitem'), ] operations = [ migrations.RemoveField( model_name='cartitem', name='adder', ), ]
The missing line is: dependencies = [
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
0
1
318
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Generated by Django 4.0.2 on 2022-03-02 10:30\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n # Complete this line\n ('foodie', '0002_cartitem'),\n ]\n\n operations = [\n migrations.RemoveField(\n model_name='cartitem',\n name='adder',\n ),\n ]"}, {"role": "assistant", "content": "The missing line is:\n dependencies = ["}]
false
null
null
null
226b877c76184e306452ba5f7dddb9231e760469
TheStack--python--010.parquet
Complete this Pythoncode:Python code: class NewtonRaphson(Optimizer): """Find stationary points of functions using the Newton-Raphson method.""" def __init__(self, iterations=1000): """Initialize the parameters of a Newton-Raphson method object. Parameters ---------- iterations: int, optional
Number of iterations of the algorithm to perform. """ self.iterations = validate_int(iterations, "iterations", minimum=1) ... [1 more functiondefs truncated] ...
intermediate
database
code_completion
Pythoncode:Python
1
1
496
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nclass NewtonRaphson(Optimizer):\n \"\"\"Find stationary points of functions using the Newton-Raphson method.\"\"\"\n\n def __init__(self, iterations=1000):\n \"\"\"Initialize the parameters of a Newton-Raphson method object.\n\n Parameters\n ----------\n iterations: int, optional"}, {"role": "assistant", "content": "\n Number of iterations of the algorithm to perform.\n \"\"\"\n self.iterations = validate_int(iterations, \"iterations\", minimum=1)\n\n\n ... [1 more functiondefs truncated] ..."}]
false
null
null
null
226b8b401c44a07853c0586e1b9778597af0d8fe
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import pytest from hypothesis import given from hypothesis.strategies import lists, integers, characters, composite, \ fixed_dictionaries, dictionaries, none from datatyping.printer import pformat @given(lst=lists(integers(), min_size=1)) def test_simple_ints(lst): assert pformat(lst) = '[int]' @given(lst=lists(characters(), min_size=1)) def test_simple_strs(lst): assert pformat(lst) == '[str]' @composite def list_mix(draw): return [ draw(characters()), draw(integers()), draw(integers()), draw(characters()) ] @given(lst=list_mix()) def test_simple_mix(lst): assert pformat(lst) == '[str, int, int, str]' @given(dct=fixed_dictionaries( {'a': integers(), 'b': integers()} )) def test_simple_dict(dct): assert pformat(dct) == "{'a': int, 'b': int}" @given(dct=fixed_dictionaries( {'a': lists(integers(), min_size=1), 'b': characters()} )) def test_dict_mix(dct): assert pformat(dct) == "{'a': [int], 'b': str}" @composite def request_data(draw): return { 'args': {}, 'data': draw(characters()), 'headers': { 'Accept': draw(characters()), 'Accept-Encoding': draw(characters()), 'Connection': draw(characters()), 'Host': draw(characters()), 'User-Agent': draw(characters()), }, 'json': draw(none()), 'method': draw(characters()), 'url': draw(characters()) } @given(request=request_data()) def test_advanced(request): expected = ( "{ " "\n 'args': dict," "\n 'data': str," "\n 'headers': { " "\n 'Accept': str," "\n 'Accept-Encoding': str," "\n 'Connection': str," "\n 'Host': str," "\n 'User-Agent': str," "\n }," "\n 'json': NoneType," "\n 'method': str," "\n 'url': str," "\n}" ) assert pformat(request) == expected
Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Detected Errors: • Invalid syntax at line 11: assert pformat(lst) = '[int]' Fix: Change operator back to correct one
advanced
testing
error_detection
Pythoncode:Python
8
0
2,016
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport pytest\nfrom hypothesis import given\nfrom hypothesis.strategies import lists, integers, characters, composite, \\\n fixed_dictionaries, dictionaries, none\n\nfrom datatyping.printer import pformat\n\n\n@given(lst=lists(integers(), min_size=1))\ndef test_simple_ints(lst):\n assert pformat(lst) = '[int]'\n\n\n@given(lst=lists(characters(), min_size=1))\ndef test_simple_strs(lst):\n assert pformat(lst) == '[str]'\n\n\n@composite\ndef list_mix(draw):\n return [\n draw(characters()),\n draw(integers()),\n draw(integers()),\n draw(characters())\n ]\n\n\n@given(lst=list_mix())\ndef test_simple_mix(lst):\n assert pformat(lst) == '[str, int, int, str]'\n\n\n@given(dct=fixed_dictionaries(\n {'a': integers(), 'b': integers()}\n))\ndef test_simple_dict(dct):\n assert pformat(dct) == \"{'a': int, 'b': int}\"\n\n\n@given(dct=fixed_dictionaries(\n {'a': lists(integers(), min_size=1), 'b': characters()}\n))\ndef test_dict_mix(dct):\n assert pformat(dct) == \"{'a': [int], 'b': str}\"\n\n\n@composite\ndef request_data(draw):\n return {\n 'args': {},\n 'data': draw(characters()),\n 'headers': {\n 'Accept': draw(characters()),\n 'Accept-Encoding': draw(characters()),\n 'Connection': draw(characters()),\n 'Host': draw(characters()),\n 'User-Agent': draw(characters()),\n },\n 'json': draw(none()),\n 'method': draw(characters()),\n 'url': draw(characters())\n }\n\n\n@given(request=request_data())\ndef test_advanced(request):\n expected = (\n \"{ \"\n \"\\n 'args': dict,\"\n \"\\n 'data': str,\"\n \"\\n 'headers': { \"\n \"\\n 'Accept': str,\"\n \"\\n 'Accept-Encoding': str,\"\n \"\\n 'Connection': str,\"\n \"\\n 'Host': str,\"\n \"\\n 'User-Agent': str,\"\n \"\\n },\"\n \"\\n 'json': NoneType,\"\n \"\\n 'method': str,\"\n \"\\n 'url': str,\"\n \"\\n}\"\n )\n assert pformat(request) == expected"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Error: WRONG_OPERATOR\n\n Detected Errors:\n \u2022 Invalid syntax at line 11: assert pformat(lst) = '[int]'\n\n\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
226c35e4fa075432b91387e96def6e6db47a108a
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from datetime import datetime from app import app, db from app.controllers.utils import atomic_transaction from app.domain.log_activities import log_activity from app.models import Mission from app.models.activity import ActivityType, Activity from app.models.queries import query_activities from app.tests import ( class TestReadActivities(BaseTest): def setUp(self): super().setUp() self.company = CompanyFactory.create() self.admin = UserFactory.create( post__company=self.company, post__has_admin_rights=True ) self.workers = [ UserFactory.create(post__company=self.company) for i in range(0, 2) ] with app.app_context(): for day in range(1, 30): for user in self.workers: with AuthenticatedUserContext(user=user): mission = Mission.create( submitter=user, company=self.company, reception_time=datetime.now(), ) for hour in [8, 10, 12, 14, 16]: activity = log_activity( submitter=user, user=user,
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '(' at line 9 - expected ')' • Unclosed '(' at line 30 - expected ')' • Invalid syntax at line 10: class TestReadActivities(BaseTest): Fix: Complete the truncated code structure
advanced
testing
error_detection
Pythoncode:Python
3
1
1,281
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom datetime import datetime\n\nfrom app import app, db\nfrom app.controllers.utils import atomic_transaction\nfrom app.domain.log_activities import log_activity\nfrom app.models import Mission\nfrom app.models.activity import ActivityType, Activity\nfrom app.models.queries import query_activities\nfrom app.tests import (\nclass TestReadActivities(BaseTest):\n def setUp(self):\n super().setUp()\n self.company = CompanyFactory.create()\n self.admin = UserFactory.create(\n post__company=self.company, post__has_admin_rights=True\n )\n self.workers = [\n UserFactory.create(post__company=self.company) for i in range(0, 2)\n ]\n with app.app_context():\n for day in range(1, 30):\n for user in self.workers:\n with AuthenticatedUserContext(user=user):\n mission = Mission.create(\n submitter=user,\n company=self.company,\n reception_time=datetime.now(),\n )\n for hour in [8, 10, 12, 14, 16]:\n activity = log_activity(\n submitter=user,\n user=user,"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '(' at line 9 - expected ')'\n \u2022 Unclosed '(' at line 30 - expected ')'\n \u2022 Invalid syntax at line 10: class TestReadActivities(BaseTest):\n\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
226c9b98b87f40f728448c0d28406f3fb56c375e
TheStack--python--010.parquet
Explain this Pythoncode:Python code: # Generated by Django 2.0.3 on 2018-06-24 11:19 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('perftracker', '0018_auto_20180624_1118'), ] operations = [ migrations.AddField( model_name='hwfarmnodemodel', name='cpu_score_smp', field=models.FloatField(blank=True, help_text='1.01', null=True), ), migrations.AddField( model_name='hwfarmnodemodel', name='disk_score_smp', field=models.FloatField(blank=True, help_text='0.92', null=True), ), migrations.AddField( model_name='hwfarmnodemodel', name='network_score_smp', field=models.FloatField(blank=True, help_text='1.21', null=True), ), migrations.AddField( model_name='hwfarmnodemodel', name='ram_score_smp', field=models.FloatField(blank=True, help_text='1.85', null=True), ), migrations.AddField( model_name='hwfarmnodemodel', name='storage_flush_per_sec_smp', field=models.IntegerField(blank=True, help_text='20124', null=True), ), ]
Classes: Migration This code demonstrates Pythoncode:Python programming.
advanced
machine_learning
code_explanation
Pythoncode:Python
0
1
1,227
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Generated by Django 2.0.3 on 2018-06-24 11:19\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('perftracker', '0018_auto_20180624_1118'),\n ]\n\n operations = [\n migrations.AddField(\n model_name='hwfarmnodemodel',\n name='cpu_score_smp',\n field=models.FloatField(blank=True, help_text='1.01', null=True),\n ),\n migrations.AddField(\n model_name='hwfarmnodemodel',\n name='disk_score_smp',\n field=models.FloatField(blank=True, help_text='0.92', null=True),\n ),\n migrations.AddField(\n model_name='hwfarmnodemodel',\n name='network_score_smp',\n field=models.FloatField(blank=True, help_text='1.21', null=True),\n ),\n migrations.AddField(\n model_name='hwfarmnodemodel',\n name='ram_score_smp',\n field=models.FloatField(blank=True, help_text='1.85', null=True),\n ),\n migrations.AddField(\n model_name='hwfarmnodemodel',\n name='storage_flush_per_sec_smp',\n field=models.IntegerField(blank=True, help_text='20124', null=True),\n ),\n ]"}, {"role": "assistant", "content": " Classes: Migration\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
226ce66cb6be05cd1cafbbb9f104341c03d4b6c0
TheStack--python--010.parquet
Complete this Pythoncode:Python code: """This file contains custom objects. These are mostly regular objects with more useful _repr_ and _repr_html_ methods.""" from urllib.parse import urlparse from dask.widgets import get_environment, get_template from distributed.utils import format_dashboard_link class HasWhat(dict): """A dictionary of all workers and which keys that worker has.""" def _repr_html_(self): return get_template("has_what.html.j2").render(has_what=self) class WhoHas(dict): """A dictionary of all keys and which workers have that key.""" def _repr_html_(self): return get_template("who_has.html.j2").render(who_has=self) class SchedulerInfo(dict): """A dictionary of information about the scheduler and workers.""" def _repr_html_(self):
def _format_dashboard_address(server): try: host = ( server["host"] if "host" in server else urlparse(server["address"]).hostname ) return format_dashboard_link(host, server["services"]["dashboard"]) except KeyError: return None environment = get_environment() environment.filters["format_dashboard_address"] = _format_dashboard_address return environment.get_template("scheduler_info.html.j2").render( scheduler=self, **self, )
advanced
database
code_completion
Pythoncode:Python
4
3
1,413
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"This file contains custom objects.\nThese are mostly regular objects with more useful _repr_ and _repr_html_ methods.\"\"\"\nfrom urllib.parse import urlparse\n\nfrom dask.widgets import get_environment, get_template\n\nfrom distributed.utils import format_dashboard_link\n\n\nclass HasWhat(dict):\n \"\"\"A dictionary of all workers and which keys that worker has.\"\"\"\n\n def _repr_html_(self):\n return get_template(\"has_what.html.j2\").render(has_what=self)\n\n\nclass WhoHas(dict):\n \"\"\"A dictionary of all keys and which workers have that key.\"\"\"\n\n def _repr_html_(self):\n return get_template(\"who_has.html.j2\").render(who_has=self)\n\n\nclass SchedulerInfo(dict):\n \"\"\"A dictionary of information about the scheduler and workers.\"\"\"\n\n def _repr_html_(self):"}, {"role": "assistant", "content": "\n def _format_dashboard_address(server):\n try:\n host = (\n server[\"host\"]\n if \"host\" in server\n else urlparse(server[\"address\"]).hostname\n )\n return format_dashboard_link(host, server[\"services\"][\"dashboard\"])\n except KeyError:\n return None\n\n environment = get_environment()\n environment.filters[\"format_dashboard_address\"] = _format_dashboard_address\n return environment.get_template(\"scheduler_info.html.j2\").render(\n scheduler=self,\n **self,\n )"}]
false
null
null
null
22717622a0e7da146b451b716d20d78dc567aaa8
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 class Tweet: """ Represents data from a Tweet returned from Twint """ def __init__(self): """ Initialize all attributes as None """ self.id = None self.timestamp = None self.user = None self.sentiment = None self.label = None self.cluster = None self.cluster_distance = None self.raw_content = None self.tokenized_content = None self.hashtags = None self.is_english = None def __str__(self): return self.raw_content def __eq__(self, other): return self.id == other.id def __gt__(self, other): return self.timestamp > other.timestamp def __lt__(self, other): return self.timestamp < other.timestamp def __ge__(self, other): return self.timestamp >= other.timestamp def __le__(self, other): return self.timestamp <= other.timestamp # Complete this line """ Converts a tweet from Twint into a Tweet object Parameters ---------- tweet: str Tweet in Twint format label: bool If true, read label from tweet cluster: bool If true, read cluster from tweet Returns ------- Tweet """ data = Tweet() content = tweet.split(DELIMITER) data.id = content[0] data.timestamp = datetime.strptime(DELIMITER.join(content[1:4]), TIMESTAMP_FORMAT) data.user = content[4].replace("<", "").replace(">", "") if label and cluster: data.label = content[5].replace("[", "").replace("]", "") cluster_data = content[6].replace("{", "").replace("}", "").split(",") data.cluster = int(cluster_data[0]) data.cluster_distance = float(cluster_data[1]) data.raw_content = DELIMITER.join(content[7:]) elif label: data.label = content[5].replace("[", "").replace("]", "") data.raw_content = DELIMITER.join(content[6:]) elif cluster: cluster_data = content[5].replace("{", "").replace("}", "").split(",") data.cluster = int(cluster_data[0]) data.cluster_distance = float(cluster_data[1]) data.raw_content = DELIMITER.join(content[6:]) else: data.raw_content = DELIMITER.join(content[5:]) data.tokenized_content = preprocess_text(data.raw_content) data.hashtags = generate_list_of_hashtags(data.raw_content) data.is_english = True return data ... [2 more functiondefs truncated] ...
The missing line is: def string_to_tweet(tweet, label=False, cluster=False):
advanced
database
fill_in_the_blank
Pythoncode:Python
8
1
2,538
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nclass Tweet:\n \"\"\"\n Represents data from a Tweet returned from Twint\n \"\"\"\n\n def __init__(self):\n \"\"\"\n Initialize all attributes as None\n \"\"\"\n self.id = None\n self.timestamp = None\n self.user = None\n self.sentiment = None\n self.label = None\n self.cluster = None\n self.cluster_distance = None\n self.raw_content = None\n self.tokenized_content = None\n self.hashtags = None\n self.is_english = None\n\n def __str__(self):\n return self.raw_content\n\n def __eq__(self, other):\n return self.id == other.id\n\n def __gt__(self, other):\n return self.timestamp > other.timestamp\n\n def __lt__(self, other):\n return self.timestamp < other.timestamp\n\n def __ge__(self, other):\n return self.timestamp >= other.timestamp\n\n def __le__(self, other):\n return self.timestamp <= other.timestamp\n\n\n # Complete this line\n \"\"\"\n Converts a tweet from Twint into a Tweet object\n\n Parameters\n ----------\n tweet: str\n Tweet in Twint format\n label: bool\n If true, read label from tweet\n cluster: bool\n If true, read cluster from tweet\n\n Returns\n -------\n Tweet\n \"\"\"\n data = Tweet()\n content = tweet.split(DELIMITER)\n data.id = content[0]\n data.timestamp = datetime.strptime(DELIMITER.join(content[1:4]), TIMESTAMP_FORMAT)\n data.user = content[4].replace(\"<\", \"\").replace(\">\", \"\")\n if label and cluster:\n data.label = content[5].replace(\"[\", \"\").replace(\"]\", \"\")\n cluster_data = content[6].replace(\"{\", \"\").replace(\"}\", \"\").split(\",\")\n data.cluster = int(cluster_data[0])\n data.cluster_distance = float(cluster_data[1])\n data.raw_content = DELIMITER.join(content[7:])\n elif label:\n data.label = content[5].replace(\"[\", \"\").replace(\"]\", \"\")\n data.raw_content = DELIMITER.join(content[6:])\n elif cluster:\n cluster_data = content[5].replace(\"{\", \"\").replace(\"}\", \"\").split(\",\")\n data.cluster = int(cluster_data[0])\n data.cluster_distance = float(cluster_data[1])\n data.raw_content = DELIMITER.join(content[6:])\n else:\n data.raw_content = DELIMITER.join(content[5:])\n data.tokenized_content = preprocess_text(data.raw_content)\n data.hashtags = generate_list_of_hashtags(data.raw_content)\n data.is_english = True\n return data\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\ndef string_to_tweet(tweet, label=False, cluster=False):"}]
false
null
null
null
22722a77b89e22f685fe77a157da23d63e04079f
TheStack--python--010.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python import rospy from ros_blender_bridge import ArmatureController, BlenderUtils rospy.init_node('blender_target_controllers')
controller = ArmatureController() controller.start() rospy.spin()
intermediate
general
code_completion
Pythoncode:Python
0
0
212
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python\nimport rospy\nfrom ros_blender_bridge import ArmatureController, BlenderUtils\n\nrospy.init_node('blender_target_controllers')"}, {"role": "assistant", "content": "\n\ncontroller = ArmatureController()\ncontroller.start()\nrospy.spin()"}]
false
null
null
null
227325f090945ca63ab61079b2326e7c05dad792
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: def ConvertGraph(toutspec, tinspec, *args): if toutspec == PUNGraph: if type(tinspec) == PUNGraph: return ConvertGraph_PUNGraph_PUNGraph(tinspec, *args) if type(tinspec) == PNGraph: return ConvertGraph_PUNGraph_PNGraph(tinspec, *args) if type(tinspec) == PNEANet: return ConvertGraph_PUNGraph_PNEANet(tinspec, *args) if type(tinspec) == PNGraphMP: return ConvertGraph_PUNGraph_PNGraphMP(tinspec, *args) raise TypeError('Second argument has invalid type') if toutspec == PNGraph: if type(tinspec) == PUNGraph: return ConvertGraph_PNGraph_PUNGraph(tinspec, *args) if type(tinspec) == PNGraph: return ConvertGraph_PNGraph_PNGraph(tinspec, *args) if type(tinspec) == PNEANet: return ConvertGraph_PNGraph_PNEANet(tinspec, *args) if type(tinspec) == PNGraphMP: return ConvertGraph_PNGraph_PNGraphMP(tinspec, *args) raise TypeError('Second argument has invalid type') if toutspec == PNEANet: if type(tinspec) == PUNGraph: return ConvertGraph_PNEANet_PUNGraph(tinspec, *args) if type(tinspec) == PNGraph: return ConvertGraph_PNEANet_PNGraph(tinspec, *args) if type(tinspec) == PNEANet: return ConvertGraph_PNEANet_PNEANet(tinspec, *args) if type(tinspec) == PNGraphMP: return ConvertGraph_PNEANet_PNGraphMP(tinspec, *args) raise TypeError('Second argument has invalid type') if toutspec == PNGraphMP: if type(tinspec) == PUNGraph: return ConvertGraph_PNGraphMP_PUNGraph(tinspec, *args) if type(tinspec) == PNGraph: return ConvertGraph_PNGraphMP_PNGraph(tinspec, *args) if type(tinspec) == PNEANet: return ConvertGraph_PNGraphMP_PNEANet(tinspec, *args) if type(tinspec) == PNGraphMP: return ConvertGraph_PNGraphMP_PNGraphMP(tinspec, *args) raise TypeError('Second argument has invalid type') raise TypeError('First argument has invalid type') ... [4 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
1
0
2,153
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\ndef ConvertGraph(toutspec, tinspec, *args):\n if toutspec == PUNGraph:\n if type(tinspec) == PUNGraph:\n return ConvertGraph_PUNGraph_PUNGraph(tinspec, *args)\n if type(tinspec) == PNGraph:\n return ConvertGraph_PUNGraph_PNGraph(tinspec, *args)\n if type(tinspec) == PNEANet:\n return ConvertGraph_PUNGraph_PNEANet(tinspec, *args)\n if type(tinspec) == PNGraphMP:\n return ConvertGraph_PUNGraph_PNGraphMP(tinspec, *args)\n raise TypeError('Second argument has invalid type')\n if toutspec == PNGraph:\n if type(tinspec) == PUNGraph:\n return ConvertGraph_PNGraph_PUNGraph(tinspec, *args)\n if type(tinspec) == PNGraph:\n return ConvertGraph_PNGraph_PNGraph(tinspec, *args)\n if type(tinspec) == PNEANet:\n return ConvertGraph_PNGraph_PNEANet(tinspec, *args)\n if type(tinspec) == PNGraphMP:\n return ConvertGraph_PNGraph_PNGraphMP(tinspec, *args)\n raise TypeError('Second argument has invalid type')\n if toutspec == PNEANet:\n if type(tinspec) == PUNGraph:\n return ConvertGraph_PNEANet_PUNGraph(tinspec, *args)\n if type(tinspec) == PNGraph:\n return ConvertGraph_PNEANet_PNGraph(tinspec, *args)\n if type(tinspec) == PNEANet:\n return ConvertGraph_PNEANet_PNEANet(tinspec, *args)\n if type(tinspec) == PNGraphMP:\n return ConvertGraph_PNEANet_PNGraphMP(tinspec, *args)\n raise TypeError('Second argument has invalid type')\n if toutspec == PNGraphMP:\n if type(tinspec) == PUNGraph:\n return ConvertGraph_PNGraphMP_PUNGraph(tinspec, *args)\n if type(tinspec) == PNGraph:\n return ConvertGraph_PNGraphMP_PNGraph(tinspec, *args)\n if type(tinspec) == PNEANet:\n return ConvertGraph_PNGraphMP_PNEANet(tinspec, *args)\n if type(tinspec) == PNGraphMP:\n return ConvertGraph_PNGraphMP_PNGraphMP(tinspec, *args)\n raise TypeError('Second argument has invalid type')\n raise TypeError('First argument has invalid type')\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
22741392b18c94ef616b9df18698a83f7f346dc4
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # -*- mode: C++; indent-tabs-mode: nil; c-basic-offset: 4; tab-width: 4; -*- # vim: set shiftwidth=4 softtabstop=4 expandtab: """Admin objects for ncharts django web app. 2014 Copyright University Corporation for Atmospheric Research This file is part of the "django-ncharts" package. The license and distribution terms for this file may be found in the file LICENSE in this package. """ from django.contrib import admin from ncharts import models as nc_models class ProjectAdmin(admin.ModelAdmin):
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 4 • Block at line 2 has no indented body • Block at line 16 has no body - expected indented block Fix: Complete the truncated code structure
advanced
database
error_detection
Pythoncode:Python
0
5
503
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- mode: C++; indent-tabs-mode: nil; c-basic-offset: 4; tab-width: 4; -*-\n# vim: set shiftwidth=4 softtabstop=4 expandtab:\n\n\"\"\"Admin objects for ncharts django web app.\n\n2014 Copyright University Corporation for Atmospheric Research\n\nThis file is part of the \"django-ncharts\" package.\nThe license and distribution terms for this file may be found in the\nfile LICENSE in this package.\n\"\"\"\n\nfrom django.contrib import admin\nfrom ncharts import models as nc_models\n\nclass ProjectAdmin(admin.ModelAdmin):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 4\n \u2022 Block at line 2 has no indented body\n \u2022 Block at line 16 has no body - expected indented block\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
22751f67e659b1d1a49ebd800ea96d6d5189b677
TheStack--python--010.parquet
Debug this Pythoncode:Python code: class AutomateBase(entity.Entity): """Base representation of an Automate roller.""" def __init__(self, roller: aiopulse2.Roller): """Initialize the roller.""" self.roller = roller @property def title(self): """Return the title of the device shown in the integrations list.""" return f"{self.roller.name} ({self.roller.devicetype})" @property def available(self) -> bool: """Return True if roller and hub is available.""" return self.roller.online and self.roller.hub.connected async def async_remove_and_unregister(self): """Unregister from entity and device registry and call entity remove function.""" _LOGGER.info("Removing %s %s", self.__class__.__name__, self.unique_id) ent_registry = await get_ent_reg(self.hass) if self.entity_id in ent_registry.entities: ent_registry.async_remove(self.entity_id) dev_registry = await get_dev_reg(self.hass) device = dev_registry.async_get_device( identifiers={(DOMAIN, self.unique_id)}, connections=set() ) if device is not None: dev_registry.async_update_device( device.id, remove_config_entry_id=self.registry_entry.config_entry_id ) await self.async_remove() async def async_added_to_hass(self): """Entity has been added to hass.""" self.roller.callback_subscribe(self.notify_update) self.async_on_remove( async_dispatcher_connect( self.hass, AUTOMATE_ENTITY_REMOVE.format(self.roller.id), self.async_remove_and_unregister, ) ) async def async_will_remove_from_hass(self): """Entity being removed from hass.""" self.roller.callback_unsubscribe(self.notify_update) @callback def notify_update(self, roller): """Write updated device state information.""" _LOGGER.debug( "Device update notification received: %s (%r)", roller.id, roller.name ) self.async_write_ha_state() @property def should_poll(self): """Report that Automate entities do not need polling.""" return False @property def unique_id(self): """Return the unique ID of this roller.""" return self.roller.id @property def name(self): """Return the name of roller.""" return self.roller.name @property def device_info(self): """Return the device info.""" attrs = { "identifiers": {(DOMAIN, self.roller.id)}, } return attrs
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 9 Unexpected indentation at line 11 Unexpected indentation at line 14
advanced
database
debugging
Pythoncode:Python
8
1
2,659
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nclass AutomateBase(entity.Entity):\n \"\"\"Base representation of an Automate roller.\"\"\"\n\n def __init__(self, roller: aiopulse2.Roller):\n \"\"\"Initialize the roller.\"\"\"\n self.roller = roller\n\n @property\n def title(self):\n \"\"\"Return the title of the device shown in the integrations list.\"\"\"\n return f\"{self.roller.name} ({self.roller.devicetype})\"\n\n @property\n def available(self) -> bool:\n \"\"\"Return True if roller and hub is available.\"\"\"\n return self.roller.online and self.roller.hub.connected\n\n async def async_remove_and_unregister(self):\n \"\"\"Unregister from entity and device registry and call entity remove function.\"\"\"\n _LOGGER.info(\"Removing %s %s\", self.__class__.__name__, self.unique_id)\n\n ent_registry = await get_ent_reg(self.hass)\n if self.entity_id in ent_registry.entities:\n ent_registry.async_remove(self.entity_id)\n\n dev_registry = await get_dev_reg(self.hass)\n device = dev_registry.async_get_device(\n identifiers={(DOMAIN, self.unique_id)}, connections=set()\n )\n if device is not None:\n dev_registry.async_update_device(\n device.id, remove_config_entry_id=self.registry_entry.config_entry_id\n )\n\n await self.async_remove()\n\n async def async_added_to_hass(self):\n \"\"\"Entity has been added to hass.\"\"\"\n self.roller.callback_subscribe(self.notify_update)\n\n self.async_on_remove(\n async_dispatcher_connect(\n self.hass,\n AUTOMATE_ENTITY_REMOVE.format(self.roller.id),\n self.async_remove_and_unregister,\n )\n )\n\n async def async_will_remove_from_hass(self):\n \"\"\"Entity being removed from hass.\"\"\"\n self.roller.callback_unsubscribe(self.notify_update)\n\n @callback\n def notify_update(self, roller):\n \"\"\"Write updated device state information.\"\"\"\n _LOGGER.debug(\n \"Device update notification received: %s (%r)\", roller.id, roller.name\n )\n self.async_write_ha_state()\n\n @property\n def should_poll(self):\n \"\"\"Report that Automate entities do not need polling.\"\"\"\n return False\n\n @property\n def unique_id(self):\n \"\"\"Return the unique ID of this roller.\"\"\"\n return self.roller.id\n\n @property\n def name(self):\n \"\"\"Return the name of roller.\"\"\"\n return self.roller.name\n\n @property\n def device_info(self):\n \"\"\"Return the device info.\"\"\"\n attrs = {\n \"identifiers\": {(DOMAIN, self.roller.id)},\n }\n return attrs"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 9\n Unexpected indentation at line 11\n Unexpected indentation at line 14"}]
false
null
null
null
22760565dd13ce2698064937260db23c59d1ec82
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 lines = [float(line.split()[-1]) for line in open("model.log") if "valid ppl" in line] num_not_improved = 0 for last_epoch, (last_value, curr_value) in enumerate(zip(lines, lines[1:])): epoch = last_epoch + 1 if curr_value >= last_value: num_not_improved += 1 else: # Complete this line num_not_improved = 0 if num_not_improved >= 2: with open("early_stop.txt", "w") as out: print(epoch, file=out) print("Not improved for 2 epochs at checkpoint ", epoch) break
The missing line is: # improved
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
0
0
554
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nlines = [float(line.split()[-1]) for line in open(\"model.log\") if \"valid ppl\" in line]\n\nnum_not_improved = 0\nfor last_epoch, (last_value, curr_value) in enumerate(zip(lines, lines[1:])):\n epoch = last_epoch + 1\n if curr_value >= last_value:\n num_not_improved += 1\n else:\n # Complete this line\n num_not_improved = 0\n if num_not_improved >= 2:\n with open(\"early_stop.txt\", \"w\") as out:\n print(epoch, file=out)\n print(\"Not improved for 2 epochs at checkpoint \", epoch)\n break"}, {"role": "assistant", "content": "The missing line is:\n # improved"}]
false
null
null
null
2276d1000a1a353e0d071a598257ccac672da8b2
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import numpy as np import random import time from collections import deque class AI(object): # chessboard_size, color, time_out passed from agent def __init__(self, chessboard_size, color, time_out): self.chessboard_size = chessboard_size # You are white or black self.color = color self.time_out = time_out Error: SyntaxError / EOF
Fixed Code: import numpy as np import random import time from collections import deque class AI(object): # chessboard_size, color, time_out passed from agent def __init__(self, chessboard_size, color, time_out): self.chessboard_size = chessboard_size # You are white or black self.color = color self.time_out = time_out # You need add your decision into your candidate_list. System will get the end of your candidate_list as your decision . self.candidate_list = [] self.board_list = [] # The input is current chessboard. Explanation: Complete the truncated code structure
advanced
machine_learning
error_fixing
Pythoncode:Python
1
1
349
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nimport random\nimport time\nfrom collections import deque\n\nclass AI(object):\n\n # chessboard_size, color, time_out passed from agent\n def __init__(self, chessboard_size, color, time_out):\n self.chessboard_size = chessboard_size\n # You are white or black\n self.color = color\n self.time_out = time_out\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nimport random\nimport time\nfrom collections import deque\n\nclass AI(object):\n\n # chessboard_size, color, time_out passed from agent\n def __init__(self, chessboard_size, color, time_out):\n self.chessboard_size = chessboard_size\n # You are white or black\n self.color = color\n self.time_out = time_out\n # You need add your decision into your candidate_list. System will get the end of your candidate_list as your decision .\n self.candidate_list = []\n self.board_list = []\n\n # The input is current chessboard.\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2276fce76b0f1ebf6720c39186aac4cbcc85a82b
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: def create_serving_pickle(config, wav_path, emb_save_path): # give args.wavdir so that [ args.wavdir+'/*wav' ] can capture all the wavfiles you intend to infer mel_save_path = emb_save_path + '_preprocessed' if not os.path.exists(mel_save_path): os.makedirs(mel_save_path) wavlist = glob.glob(wav_path+'/*/*/*wav') emb_done_list = [os.path.basename(i) for i in glob.glob(emb_save_path+'/*npy')] # filter out wavfiles that are already preprocessed wavlist_to_preprocess = [ i for i in wavlist if re.sub('wav', 'npy', os.path.basename(i) not in emb_done_list] print(f"todo wavlist: {len(wavlist_to_preprocess)} of {len(wavlist)}") # config update for Inference preprocessing config_update = { Error: SyntaxError: unmatched brackets
Fixed Code: def create_serving_pickle(config, wav_path, emb_save_path): # give args.wavdir so that [ args.wavdir+'/*wav' ] can capture all the wavfiles you intend to infer mel_save_path = emb_save_path + '_preprocessed' if not os.path.exists(mel_save_path): os.makedirs(mel_save_path) wavlist = glob.glob(wav_path+'/*/*/*wav') emb_done_list = [os.path.basename(i) for i in glob.glob(emb_save_path+'/*npy')] # filter out wavfiles that are already preprocessed wavlist_to_preprocess = [ i for i in wavlist if re.sub('wav', 'npy', os.path.basename(i)) not in emb_done_list] print(f"todo wavlist: {len(wavlist_to_preprocess)} of {len(wavlist)}") # config update for Inference preprocessing config_update = { Explanation: Add missing ')' bracket at line 10
intermediate
data_processing
error_fixing
Pythoncode:Python
1
0
1,017
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\ndef create_serving_pickle(config, wav_path, emb_save_path):\n # give args.wavdir so that [ args.wavdir+'/*wav' ] can capture all the wavfiles you intend to infer\n mel_save_path = emb_save_path + '_preprocessed'\n if not os.path.exists(mel_save_path):\n os.makedirs(mel_save_path)\n\n wavlist = glob.glob(wav_path+'/*/*/*wav')\n emb_done_list = [os.path.basename(i) for i in glob.glob(emb_save_path+'/*npy')]\n # filter out wavfiles that are already preprocessed\n wavlist_to_preprocess = [ i for i in wavlist if re.sub('wav', 'npy', os.path.basename(i) not in emb_done_list]\n print(f\"todo wavlist: {len(wavlist_to_preprocess)} of {len(wavlist)}\")\n\n # config update for Inference preprocessing\n config_update = {\n\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\ndef create_serving_pickle(config, wav_path, emb_save_path):\n # give args.wavdir so that [ args.wavdir+'/*wav' ] can capture all the wavfiles you intend to infer\n mel_save_path = emb_save_path + '_preprocessed'\n if not os.path.exists(mel_save_path):\n os.makedirs(mel_save_path)\n\n wavlist = glob.glob(wav_path+'/*/*/*wav')\n emb_done_list = [os.path.basename(i) for i in glob.glob(emb_save_path+'/*npy')]\n # filter out wavfiles that are already preprocessed\n wavlist_to_preprocess = [ i for i in wavlist if re.sub('wav', 'npy', os.path.basename(i)) not in emb_done_list]\n print(f\"todo wavlist: {len(wavlist_to_preprocess)} of {len(wavlist)}\")\n\n # config update for Inference preprocessing\n config_update = {\n\n\n Explanation: Add missing ')' bracket at line 10"}]
true
syntax
MISSING_BRACKETS
MEDIUM
22778a75f6424f5f8cd239222bd03c3d62a6dc88
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: UTF-8 -*- import reusables from .common_test_data import * class TestReuseNamespace(BaseTestClass): def test_namespace(self): test_dict = {'key1': 'value1', "Key 2": {"Key 3": "Value 3", "Key4": {"Key5": "Value5"}}} namespace = reusables.Namespace(**test_dict) assert namespace.key1 == test_dict['key1'] assert dict(getattr(namespace, 'Key 2')) == test_dict['Key 2'] setattr(namespace, 'TEST_KEY', 'VALUE') assert namespace.TEST_KEY == 'VALUE' delattr(namespace, 'TEST_KEY') assert 'TEST_KEY' not in namespace.to_dict(), namespace.to_dict() assert isinstance(namespace['Key 2'].Key4, reusables.Namespace) assert "'key1': 'value1'" in str(namespace) assert repr(namespace).startswith("<Namespace:") def test_namespace_modifiy_at_depth(self): test_dict = {'key1': 'value1', "Key 2": {"Key 3": "Value 3", "Key4": {"Key5": "Value5"}}} namespace = reusables.Namespace(**test_dict) assert 'key1' in namespace assert 'key2' not in namespace namespace['Key 2'].new_thing = "test" assert namespace['Key 2'].new_thing == "test" namespace['Key 2'].new_thing += "2" assert namespace['Key 2'].new_thing == "test2" assert namespace['Key 2'].to_dict()['new_thing'] == "test2", namespace['Key 2'].to_dict() assert namespace.to_dict()['Key 2']['new_thing'] == "test2" namespace.__setattr__('key1', 1) assert namespace['key1'] == 1 namespace.__delattr__('key1') assert 'key1' not in namespace # Complete this line def test_error_namespace(self): test_dict = {'key1': 'value1', "Key 2": {"Key 3": "Value 3", "Key4": {"Key5": "Value5"}}} namespace = reusables.Namespace(**test_dict) try: getattr(namespace, 'hello') except AttributeError: pass else: raise AssertionError("Should not find 'hello' in the test dict") def test_namespace_tree(self): test_dict = {'key1': 'value1', "Key 2": {"Key 3": "Value 3", "Key4": {"Key5": "Value5"}}} namespace = reusables.Namespace(**test_dict) result = namespace.tree_view(sep=" ") assert result.startswith("key1\n") or result.startswith("Key 2\n") assert "Key4" in result and " Value5\n" not in result def test_namespace_from_dict(self): ns = reusables.Namespace({"k1": "v1", "k2": {"k3": "v2"}}) assert ns.k2.k3 == "v2" ... [11 more functiondefs truncated] ...
The missing line is:
advanced
testing
fill_in_the_blank
Pythoncode:Python
5
1
2,779
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: UTF-8 -*-\nimport reusables\n\nfrom .common_test_data import *\n\n\nclass TestReuseNamespace(BaseTestClass):\n\n def test_namespace(self):\n test_dict = {'key1': 'value1',\n \"Key 2\": {\"Key 3\": \"Value 3\",\n \"Key4\": {\"Key5\": \"Value5\"}}}\n namespace = reusables.Namespace(**test_dict)\n assert namespace.key1 == test_dict['key1']\n assert dict(getattr(namespace, 'Key 2')) == test_dict['Key 2']\n setattr(namespace, 'TEST_KEY', 'VALUE')\n assert namespace.TEST_KEY == 'VALUE'\n delattr(namespace, 'TEST_KEY')\n assert 'TEST_KEY' not in namespace.to_dict(), namespace.to_dict()\n assert isinstance(namespace['Key 2'].Key4, reusables.Namespace)\n assert \"'key1': 'value1'\" in str(namespace)\n assert repr(namespace).startswith(\"<Namespace:\")\n\n def test_namespace_modifiy_at_depth(self):\n test_dict = {'key1': 'value1',\n \"Key 2\": {\"Key 3\": \"Value 3\",\n \"Key4\": {\"Key5\": \"Value5\"}}}\n\n namespace = reusables.Namespace(**test_dict)\n assert 'key1' in namespace\n assert 'key2' not in namespace\n namespace['Key 2'].new_thing = \"test\"\n assert namespace['Key 2'].new_thing == \"test\"\n namespace['Key 2'].new_thing += \"2\"\n assert namespace['Key 2'].new_thing == \"test2\"\n assert namespace['Key 2'].to_dict()['new_thing'] == \"test2\", namespace['Key 2'].to_dict()\n assert namespace.to_dict()['Key 2']['new_thing'] == \"test2\"\n namespace.__setattr__('key1', 1)\n assert namespace['key1'] == 1\n namespace.__delattr__('key1')\n assert 'key1' not in namespace\n # Complete this line\n def test_error_namespace(self):\n test_dict = {'key1': 'value1',\n \"Key 2\": {\"Key 3\": \"Value 3\",\n \"Key4\": {\"Key5\": \"Value5\"}}}\n\n namespace = reusables.Namespace(**test_dict)\n try:\n getattr(namespace, 'hello')\n except AttributeError:\n pass\n else:\n raise AssertionError(\"Should not find 'hello' in the test dict\")\n\n def test_namespace_tree(self):\n test_dict = {'key1': 'value1',\n \"Key 2\": {\"Key 3\": \"Value 3\",\n \"Key4\": {\"Key5\": \"Value5\"}}}\n namespace = reusables.Namespace(**test_dict)\n result = namespace.tree_view(sep=\" \")\n assert result.startswith(\"key1\\n\") or result.startswith(\"Key 2\\n\")\n assert \"Key4\" in result and \" Value5\\n\" not in result\n\n def test_namespace_from_dict(self):\n ns = reusables.Namespace({\"k1\": \"v1\", \"k2\": {\"k3\": \"v2\"}})\n assert ns.k2.k3 == \"v2\"\n\n\n ... [11 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
22794e1c55cb524a06f18bcc3883c872477e30ca
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: ### Rotate diffusion gradient directions from scanner space to image space # The code attempts to replicate the behaviour of the freely available dcm2niix # DICOM to NIFTI converter (http://github.com/rordenlab/dcm2niix) # # # Author: Francesco Grussu, UCL Queen Square Institute of Neurology # UCL Centre for Medical Image Computing # <f.grussu@ucl.ac.uk> # # Copyright (c) 2019 University College London. # All rights reserved. #
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
0
0
471
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n### Rotate diffusion gradient directions from scanner space to image space\n# The code attempts to replicate the behaviour of the freely available dcm2niix \n# DICOM to NIFTI converter (http://github.com/rordenlab/dcm2niix)\n#\n#\n# Author: Francesco Grussu, UCL Queen Square Institute of Neurology\n# UCL Centre for Medical Image Computing\n# <f.grussu@ucl.ac.uk>\n#\n# Copyright (c) 2019 University College London. \n# All rights reserved.\n#"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
2279a3e012a0d094e99e5e6c8571b8040c4bc330
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # # ListBuffer, version 0.8.1 for WeeChat version 0.3 # Latest development version: https://github.com/FiXato/listbuffer # # Show /list results in a common buffer and interact with them. # # This script allows you to easily join channels from the /list output. # It will open a common buffer for the /list result, through which you # browse with your cursor keys, and join with the meta-enter keys. # Adjust sorting with meta->, meta-< and meta-/ keybindings. # ## History: ### 2011-09-08: FiXato: # # * version 0.1: initial release. # * added a common buffer for /list results # * added highlighting for currently selected line # * added /join support via enter key # * added scroll_top and scroll_bottom support # # * version 0.2: /list format bugfix # * added support for /list results without modes # * some servers don't send 321 (/list start). Taken into account. # # * version 0.3: Sorting support # * Added some basic sorting support. Scroll through sort options # with meta-> and meta-< (users, channel, topic, modes) # ### 2011-09-19: FiXato # # * version 0.4: # * Case-insensitive buffer lookup fix. # * Removed default enter keybind # ### 2011-12-28: troydm: # # * version 0.5: It's an upside-down-world # * Added inverted sorting support provided by Dmitry "troydm" Geurkov # Use meta-/ to switch between inverted and regular sorting. # ### 2012-02-10: FiXato: # # * version 0.6: Stop shoving that buffer in my face! # * The listbuffer should no longer pop up by itself when you load the script. # It should only pop up now when you actually do a /list query. # # * version 0.7: .. but please pop it up in my current window when I ask for it # * Added setting plugins.var.python.listbuffer.autofocus # This will autofocus the listbuffer in the current window if another window isn't # already showing it, and of cour
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 24 • Block at line 13 has no indented body Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
0
0
1,943
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n#\n# ListBuffer, version 0.8.1 for WeeChat version 0.3\n# Latest development version: https://github.com/FiXato/listbuffer\n#\n# Show /list results in a common buffer and interact with them.\n#\n# This script allows you to easily join channels from the /list output.\n# It will open a common buffer for the /list result, through which you\n# browse with your cursor keys, and join with the meta-enter keys.\n# Adjust sorting with meta->, meta-< and meta-/ keybindings.\n#\n## History:\n### 2011-09-08: FiXato:\n#\n# * version 0.1: initial release.\n# * added a common buffer for /list results\n# * added highlighting for currently selected line\n# * added /join support via enter key\n# * added scroll_top and scroll_bottom support\n#\n# * version 0.2: /list format bugfix\n# * added support for /list results without modes\n# * some servers don't send 321 (/list start). Taken into account.\n#\n# * version 0.3: Sorting support\n# * Added some basic sorting support. Scroll through sort options\n# with meta-> and meta-< (users, channel, topic, modes)\n#\n### 2011-09-19: FiXato\n#\n# * version 0.4:\n# * Case-insensitive buffer lookup fix.\n# * Removed default enter keybind\n#\n### 2011-12-28: troydm:\n#\n# * version 0.5: It's an upside-down-world\n# * Added inverted sorting support provided by Dmitry \"troydm\" Geurkov\n# Use meta-/ to switch between inverted and regular sorting.\n#\n### 2012-02-10: FiXato:\n#\n# * version 0.6: Stop shoving that buffer in my face!\n# * The listbuffer should no longer pop up by itself when you load the script.\n# It should only pop up now when you actually do a /list query.\n#\n# * version 0.7: .. but please pop it up in my current window when I ask for it\n# * Added setting plugins.var.python.listbuffer.autofocus\n# This will autofocus the listbuffer in the current window if another window isn't\n# already showing it, and of cour"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 24\n \u2022 Block at line 13 has no indented body\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
227a3bae5f81940c75842ae60d5b664cc64ae7fe
TheStack--python--010.parquet
Review this Pythoncode:Python code: from fastapi import FastAPI from fastapi.middleware.cors import CORSMiddleware from src.aerofoil.routers.base import app_router app = FastAPI( title="AEROFOIL", version="1.0.0", description="Web-based applications to help users in predicting aerodynamic coefficients of airfoils." ) app.add_middleware(CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"] ) app.include_router(app_router)
Code Review: ⚠️ Code quality: Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16
intermediate
api
code_review
Pythoncode:Python
0
0
469
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom fastapi import FastAPI\nfrom fastapi.middleware.cors import CORSMiddleware\n\nfrom src.aerofoil.routers.base import app_router\n\napp = FastAPI(\n title=\"AEROFOIL\",\n version=\"1.0.0\",\n description=\"Web-based applications to help users in predicting aerodynamic coefficients of airfoils.\"\n)\n\napp.add_middleware(CORSMiddleware,\n allow_origins=[\"*\"],\n allow_credentials=True,\n allow_methods=[\"*\"],\n allow_headers=[\"*\"]\n)\n\napp.include_router(app_router)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16"}]
false
null
null
null
227b3ab2c9029c0f5a67b95ad2079941d93fee51
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python # -*- coding:utf-8 -*- import rospy, os, yaml from geometry_msgs.msg import PoseStamped from visualization_msgs.msg import Marker from visualization_msgs.msg import MarkerArray # Load config_anchors.yaml config_file = os.environ['HOME'] + "/catkin_ws/src/ros_tms/tms_ss/tms_ss_ninebot_pozyx/config_anchors.yaml" with open(config_file, 'rt') as fp: config_data = fp.read() anchors_data = yaml.safe_load(config_data) my_anchors = anchors_data['pozyx_anchors'] def publish_anchors(): pub_anchors = rospy.Publisher('/pozyx_anchors_marker', MarkerArray, queue_size=10) markerarray = MarkerArray() for m_anchor in my_anchors: marker = Marker() marker.header.frame_id = "/world_link" marker.header.stamp = rospy.Time.now() marker.id = m_anchor['id'] marker.type = 3 # cylinder marker.action = 0 # add marker.scale.x = 0.2 marker.scale.y = 0.2 marker.scale.z = 1.0 marker.color.r = 1.0 marker.color.g = 0.0 marker.color.b = 1.0 marker.color.a = 1.0 marker.lifetime = rospy.Duration() marker.pose.position.x = m_anchor['coor_x'] marker.pose.position.y = m_anchor['coor_y'] markerarray.markers.append(marker) pub_anchors.publish(markerarray) rospy.init_node('anchor_visualize', anonymous=True) if __name__ == '__main__': try: while not rospy.is_shutdown(): publish_anchors() except rospy.ROSInterruptException: rospy.loginfo("debug_marker_generate terminated")
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
1
0
1,660
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding:utf-8 -*-\n\nimport rospy, os, yaml\nfrom geometry_msgs.msg import PoseStamped\nfrom visualization_msgs.msg import Marker\nfrom visualization_msgs.msg import MarkerArray\n\n# Load config_anchors.yaml\nconfig_file = os.environ['HOME'] + \"/catkin_ws/src/ros_tms/tms_ss/tms_ss_ninebot_pozyx/config_anchors.yaml\"\n\nwith open(config_file, 'rt') as fp:\n config_data = fp.read()\n\nanchors_data = yaml.safe_load(config_data)\nmy_anchors = anchors_data['pozyx_anchors']\n\ndef publish_anchors():\n\n pub_anchors = rospy.Publisher('/pozyx_anchors_marker', MarkerArray, queue_size=10)\n markerarray = MarkerArray()\n\n for m_anchor in my_anchors:\n marker = Marker()\n marker.header.frame_id = \"/world_link\"\n marker.header.stamp = rospy.Time.now()\n marker.id = m_anchor['id']\n marker.type = 3 # cylinder\n marker.action = 0 # add\n marker.scale.x = 0.2\n marker.scale.y = 0.2\n marker.scale.z = 1.0\n marker.color.r = 1.0\n marker.color.g = 0.0\n marker.color.b = 1.0\n marker.color.a = 1.0\n marker.lifetime = rospy.Duration()\n marker.pose.position.x = m_anchor['coor_x']\n marker.pose.position.y = m_anchor['coor_y']\n markerarray.markers.append(marker)\n\n pub_anchors.publish(markerarray)\n\nrospy.init_node('anchor_visualize', anonymous=True)\n\nif __name__ == '__main__':\n try:\n while not rospy.is_shutdown():\n\t publish_anchors()\n except rospy.ROSInterruptException:\n rospy.loginfo(\"debug_marker_generate terminated\")"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
227c17ace9e22b24629122bcd46ec0db6caa74fd
TheStack--python--010.parquet
Complete this Pythoncode:Python code: # Copyright (c) MONAI Consortium # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # http://www.apache.org/licenses/LICENSE-2.0 # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging from typing import Any, Callable, Dict, Sequence import numpy as np from lib.transforms import LoadImagePatchd from monai.config import KeysCollection from monai.transforms import ( class NuClick(InferTask): """ This provides Inference Engine for pre-trained NuClick segmentation (UNet) model. """ def __init__( self, path, network=None, roi_size=(128, 128), type=InferType.OTHERS, labels=None, dimension=2, description="A pre-trained NuClick model for interactive cell segmentation for Pathology", **kwargs, ): super().__init__( path=path, network=network, roi_size=roi_size, type=type, labels=labels, dimension=dimension, description=description, **kwargs, ) def info(self) -> Dict[str, Any]: d = super().info() d["pathology"] = True d["nuclick"] = True return d
def pre_transforms(self, data=None): return [ LoadImagePatchd(keys="image", conversion="RGB", dtype=np.uint8, padding=False), AsChannelFirstd(keys="image"), AddClickSignalsd(image="image"), EnsureTyped(keys="image", device=data.get("device") if data else None), ] def run_inferer(self, data, convert_to_batch=True, device="cuda"): return super().run_inferer(data, False, device) def post_transforms(self, data=None) -> Sequence[Callable]: return [ EnsureTyped(keys="pred", device=data.get("device") if data else None), Activationsd(keys="pred", sigmoid=True), AsDiscreted(keys="pred", threshold=0.5), SqueezeDimd(keys="pred", dim=1), ToNumpyd(keys=("image", "pred")), PostFilterLabeld(keys="pred"), FindContoursd(keys="pred", labels=self.labels), ] def writer(self, data, extension=None, dtype=None): writer = PolygonWriter(label=self.output_label_key, json=self.output_json_key) return writer(data) class AddClickSignalsd(Transform): def __init__(self, image, foreground="foreground"): self.image = image self.foreground = foreground ... [8 more functiondefs truncated] ...
advanced
api
code_completion
Pythoncode:Python
7
2
2,910
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Copyright (c) MONAI Consortium\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n# http://www.apache.org/licenses/LICENSE-2.0\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\nimport logging\nfrom typing import Any, Callable, Dict, Sequence\n\nimport numpy as np\nfrom lib.transforms import LoadImagePatchd\nfrom monai.config import KeysCollection\nfrom monai.transforms import (\nclass NuClick(InferTask):\n \"\"\"\n This provides Inference Engine for pre-trained NuClick segmentation (UNet) model.\n \"\"\"\n\n def __init__(\n self,\n path,\n network=None,\n roi_size=(128, 128),\n type=InferType.OTHERS,\n labels=None,\n dimension=2,\n description=\"A pre-trained NuClick model for interactive cell segmentation for Pathology\",\n **kwargs,\n ):\n super().__init__(\n path=path,\n network=network,\n roi_size=roi_size,\n type=type,\n labels=labels,\n dimension=dimension,\n description=description,\n **kwargs,\n )\n\n def info(self) -> Dict[str, Any]:\n d = super().info()\n d[\"pathology\"] = True\n d[\"nuclick\"] = True\n return d"}, {"role": "assistant", "content": "\n def pre_transforms(self, data=None):\n return [\n LoadImagePatchd(keys=\"image\", conversion=\"RGB\", dtype=np.uint8, padding=False),\n AsChannelFirstd(keys=\"image\"),\n AddClickSignalsd(image=\"image\"),\n EnsureTyped(keys=\"image\", device=data.get(\"device\") if data else None),\n ]\n\n def run_inferer(self, data, convert_to_batch=True, device=\"cuda\"):\n return super().run_inferer(data, False, device)\n\n def post_transforms(self, data=None) -> Sequence[Callable]:\n return [\n EnsureTyped(keys=\"pred\", device=data.get(\"device\") if data else None),\n Activationsd(keys=\"pred\", sigmoid=True),\n AsDiscreted(keys=\"pred\", threshold=0.5),\n SqueezeDimd(keys=\"pred\", dim=1),\n ToNumpyd(keys=(\"image\", \"pred\")),\n PostFilterLabeld(keys=\"pred\"),\n FindContoursd(keys=\"pred\", labels=self.labels),\n ]\n\n def writer(self, data, extension=None, dtype=None):\n writer = PolygonWriter(label=self.output_label_key, json=self.output_json_key)\n return writer(data)\n\n\nclass AddClickSignalsd(Transform):\n def __init__(self, image, foreground=\"foreground\"):\n self.image = image\n self.foreground = foreground\n\n\n ... [8 more functiondefs truncated] ..."}]
false
null
null
null
227c3f28dbf802a2be8a86b1493e1bf1882d6843
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import requests import time import pan
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF Fix: Complete the truncated code structure
beginner
api
error_detection
Pythoncode:Python
0
0
38
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport requests\nimport time\nimport pan"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
227c7311ed280b58bb6a43e90a8824be4c58e130
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import unicode_literals from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('admin_complex_filter', '0001_initial'), ] operations = [ migrations.AlterField( model_name='item', name='item_id', field=models.CharField(max_length=30, blank=True), ), migrations.AlterField( model_name='item', name='link', field=models.URLField(blank=True), ), migrations.AlterField( model_name='item', name='notes', field=models.CharField(max_length=400, blank=True), # Complete this line migrations.AlterField( model_name='item', name='price', field=models.IntegerField(null=True), ), migrations.AlterField( model_name='item', name='special', field=models.CharField(max_length=30, blank=True), ), migrations.AlterField( model_name='item', name='title', field=models.CharField(max_length=100, blank=True), ), ]
The missing line is: ),
advanced
machine_learning
fill_in_the_blank
Pythoncode:Python
0
1
1,199
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__ import unicode_literals\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('admin_complex_filter', '0001_initial'),\n ]\n\n operations = [\n migrations.AlterField(\n model_name='item',\n name='item_id',\n field=models.CharField(max_length=30, blank=True),\n ),\n migrations.AlterField(\n model_name='item',\n name='link',\n field=models.URLField(blank=True),\n ),\n migrations.AlterField(\n model_name='item',\n name='notes',\n field=models.CharField(max_length=400, blank=True),\n # Complete this line\n migrations.AlterField(\n model_name='item',\n name='price',\n field=models.IntegerField(null=True),\n ),\n migrations.AlterField(\n model_name='item',\n name='special',\n field=models.CharField(max_length=30, blank=True),\n ),\n migrations.AlterField(\n model_name='item',\n name='title',\n field=models.CharField(max_length=100, blank=True),\n ),\n ]"}, {"role": "assistant", "content": "The missing line is:\n ),"}]
false
null
null
null
227c9f0ddb2e6d26b21c7da286da1e22b678cdd0
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python # # Copyright 2011-2013 Free Software Foundation, Inc. # # This file is part of GNU Radio # # GNU Radio is free software; you can redistribute it and/or modify # it under the terms of the GNU General Public License as published by # the Free Software Foundation; either version 3, or (at your option) # any later version. # # GNU Radio is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # GNU General Public License for more details. # # You should have received a copy of the GNU General Public License # along with GNU Radio; see the file COPYING. If not, write to # the Free Software Foundation, Inc., 51 Franklin Street, # Boston, MA 02110-1301, USA. # import random from gnuradio import gr, gr_unittest, digital, blocks def get_cplx(): return complex(2*random.randint(0,1) - 1, 0) def get_n_cplx(): return complex(random.random()-0.5, random.random()-0.5) class test_mpsk_snr_est(gr_unittest.TestCase): def setUp(self): self.tb = gr.top_block() random.seed(0) # make repeatable N = 10000 self._noise = [get_n_cplx() for i in xrange(N)] self._bits = [get_cplx() for i in xrange(N)] def tearDown(self): self.tb = None def mpsk_snr_est_setup(self, op): result = [] for i in xrange(1,6): src_data = [b+(i*n) for b,n in zip(self._bits, self._noise)] src = blocks.vector_source_c(src_data) dst = blocks.null_sink(gr.sizeof_gr_complex) tb = gr.top_block() tb.connect(src, op) tb.connect(op, dst) tb.run() # run the graph or wait for it to finish result.append(op.snr()) return result def test_mpsk_snr_est_simple(self): expected_result = [8.20, 4.99, 3.23, 2.01, 1.03] N = 10000 alpha = 0.001 op = digital.mpsk_snr_est_cc(digital.SNR_EST_SIMPLE, N, alpha) actual_result = self.mpsk_snr_est_setup(op) self.assertFloatTuplesAlmostEqual(expected_result, actual_result, 2) def test_mpsk_snr_est_skew(self): expected_result = [8.31, 1.83, -1.68, -3.56, -4.68] N = 10000 alpha = 0.001 op = digital.mpsk_snr_est_cc(digital.SNR_EST_SKEW, N, alpha) actual_result = self.mpsk_snr_est_setup(op) self.assertFloatTuplesAlmostEqual(expected_result, actual_result, 2) def test_mpsk_snr_est_m2m4(self): expected_result = [8.01, 3.19, 1.97, 2.15, 2.65] N = 10000 alpha = 0.001 op = digital.mpsk_snr_est_cc(digital.SNR_EST_M2M4, N, alpha) actual_result = self.mpsk_snr_est_setup(op) self.assertFloatTuplesAlmostEqual(expected_result, actual_result, 2) def test_mpsk_snr_est_svn(self): expected_result = [7.91, 3.01, 1.77, 1.97, 2.49] N = 10000 alpha = 0.001 op = digital.mpsk_snr_e ... [code truncated] ...
Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Detected Errors: • Code truncated in middle of expression - unexpected EOF • IndentationError at line 60 Fix: Change operator back to correct one
advanced
testing
error_detection
Pythoncode:Python
9
1
3,032
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n#\n# Copyright 2011-2013 Free Software Foundation, Inc.\n#\n# This file is part of GNU Radio\n#\n# GNU Radio is free software; you can redistribute it and/or modify\n# it under the terms of the GNU General Public License as published by\n# the Free Software Foundation; either version 3, or (at your option)\n# any later version.\n#\n# GNU Radio is distributed in the hope that it will be useful,\n# but WITHOUT ANY WARRANTY; without even the implied warranty of\n# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n# GNU General Public License for more details.\n#\n# You should have received a copy of the GNU General Public License\n# along with GNU Radio; see the file COPYING. If not, write to\n# the Free Software Foundation, Inc., 51 Franklin Street,\n# Boston, MA 02110-1301, USA.\n#\nimport random\n\nfrom gnuradio import gr, gr_unittest, digital, blocks\n\ndef get_cplx():\n return complex(2*random.randint(0,1) - 1, 0)\ndef get_n_cplx():\n return complex(random.random()-0.5, random.random()-0.5)\n\nclass test_mpsk_snr_est(gr_unittest.TestCase):\n def setUp(self):\n self.tb = gr.top_block()\n\n random.seed(0) # make repeatable\n N = 10000\n self._noise = [get_n_cplx() for i in xrange(N)]\n self._bits = [get_cplx() for i in xrange(N)]\n\n def tearDown(self):\n self.tb = None\n\n def mpsk_snr_est_setup(self, op):\n result = []\n for i in xrange(1,6):\n src_data = [b+(i*n) for b,n in zip(self._bits, self._noise)]\n\n src = blocks.vector_source_c(src_data)\n dst = blocks.null_sink(gr.sizeof_gr_complex)\n\n tb = gr.top_block()\n tb.connect(src, op)\n tb.connect(op, dst)\n tb.run() # run the graph or wait for it to finish\n\n result.append(op.snr())\n return result\n\n def test_mpsk_snr_est_simple(self):\n\texpected_result = [8.20, 4.99, 3.23, 2.01, 1.03]\n\n N = 10000\n alpha = 0.001\n op = digital.mpsk_snr_est_cc(digital.SNR_EST_SIMPLE, N, alpha)\n\n actual_result = self.mpsk_snr_est_setup(op)\n self.assertFloatTuplesAlmostEqual(expected_result, actual_result, 2)\n\n def test_mpsk_snr_est_skew(self):\n\texpected_result = [8.31, 1.83, -1.68, -3.56, -4.68]\n\n N = 10000\n alpha = 0.001\n op = digital.mpsk_snr_est_cc(digital.SNR_EST_SKEW, N, alpha)\n\n actual_result = self.mpsk_snr_est_setup(op)\n self.assertFloatTuplesAlmostEqual(expected_result, actual_result, 2)\n\n def test_mpsk_snr_est_m2m4(self):\n\texpected_result = [8.01, 3.19, 1.97, 2.15, 2.65]\n\n N = 10000\n alpha = 0.001\n op = digital.mpsk_snr_est_cc(digital.SNR_EST_M2M4, N, alpha)\n\n actual_result = self.mpsk_snr_est_setup(op)\n self.assertFloatTuplesAlmostEqual(expected_result, actual_result, 2)\n\n def test_mpsk_snr_est_svn(self):\n\texpected_result = [7.91, 3.01, 1.77, 1.97, 2.49]\n\n N = 10000\n alpha = 0.001\n op = digital.mpsk_snr_e\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Error: WRONG_OPERATOR\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 IndentationError at line 60\n\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
97d31c76863c69a3440c68941ed094b02f33e369
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import os class HyperEncoder(object): def __init__(self, name, sess): self.graph = tf.get_default_graph() self._loaded = False self._name = name self.sess = sess self.data = None self._is_training = None self.batch_size = None self.x_shape = None self.y_shape = None self.emb_dim = None self.loss = None self.img_sum = None self.loss_sum = None self.embed_layer = None self.output_layer = None self.decode_loss = None self.saver = None self._checkpoint_counter = None self._input_padding = None self._embed_padding = None @classmethod def build(cls, sess, data_controller, checkpoint_dir, name='HyperEncoder', batch_size=64, x_shape=(227, 227, 3), y_shape=(128, 128, 3), embed_dim=128):
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 4 has no indented body • Block at line 30 has no indented body • IndentationError at line 30 Fix: Complete the truncated code structure
advanced
ui
error_detection
Pythoncode:Python
2
1
877
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\n\nclass HyperEncoder(object):\n def __init__(self, name, sess):\n\n self.graph = tf.get_default_graph()\n self._loaded = False\n self._name = name\n self.sess = sess\n\n self.data = None\n self._is_training = None\n self.batch_size = None\n self.x_shape = None\n self.y_shape = None\n self.emb_dim = None\n self.loss = None\n self.img_sum = None\n self.loss_sum = None\n self.embed_layer = None\n self.output_layer = None\n self.decode_loss = None\n self.saver = None\n self._checkpoint_counter = None\n self._input_padding = None\n self._embed_padding = None\n\n @classmethod\n def build(cls, sess, data_controller, checkpoint_dir, name='HyperEncoder', batch_size=64, x_shape=(227, 227, 3),\n y_shape=(128, 128, 3), embed_dim=128):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 4 has no indented body\n \u2022 Block at line 30 has no indented body\n \u2022 IndentationError at line 30\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
97d70302bb0ded6fb7e207c27cba6672a75cd5b9
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: x, y = map( float, raw_input().split() ) if x == 0.0 and y == 0.0: print "Origem" elif x == 0.0 and y != 0.0: print "Eixo Y" elif x != 0.0 and y == 0.0: print "Eixo X" elif x > 0.0 and y > 0.0: print "Q1" elif x < 0.0 and y > 0.0: print "Q2" elif x < 0.0 and y < 0.0: print "Q3" elif x > 0.0 and y < 0.0: print "Q4"
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
general
refactoring
Pythoncode:Python
0
0
346
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n\nx, y = map( float, raw_input().split() )\n\nif x == 0.0 and y == 0.0:\n print \"Origem\"\nelif x == 0.0 and y != 0.0:\n print \"Eixo Y\"\nelif x != 0.0 and y == 0.0:\n print \"Eixo X\"\nelif x > 0.0 and y > 0.0:\n print \"Q1\"\nelif x < 0.0 and y > 0.0:\n print \"Q2\"\nelif x < 0.0 and y < 0.0:\n print \"Q3\"\nelif x > 0.0 and y < 0.0:\n print \"Q4\""}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
97d8b476d68681feb02943608a3687fe1f27ef51
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: # Available at https://www.nb.no/sprakbanken/en/resource-catalogue/oai-nb-no-sbr-21/ # and https://www.nb.no/sprakbanken/en/resource-catalogue/oai-nb-no-sbr-15/ # Decompress to dataset_path\da.talesyntese and dataset_path\ibm.talesyntese.nor, respectively # There should exist dataset_path\da.talesyntese\rec_scripts\baseform_data\all_script_orig and # dataset_path\ibm.talesyntese.nor\pcm\cs\SCRIPTS\CTTS_core.ORIGINAL from corpora import dataset_path, transformed_path import os, glob, shutil import librosa import tqdm from collections import defaultdict from scipy.io import wavfile import soundfile as sf def process(base_path, lang_name): output_path = os.path.join(transformed_path, 'nst_' + lang_name) wav_output_path = os.path.join(output_path, 'wavs') os.makedirs(wav_output_path, exist_ok=True) if lang_name == 'da': samples = open(os.path.join(base_path, 'rec_scripts', 'baseform_data', 'all_script_orig'), encoding='iso-8859-1').read().splitlines() elif lang_name == 'nb': samples = open(os.path.join(base_path, 'pcm', 'cs', 'SCRIPTS', 'CTTS_core.ORIGINAL'), encoding='iso-8859-1').read().splitlines() else: raise ValueError(lang_name) if lang_name == 'da': del samples[1751] # Wav 1752 in da is missing elif lang_name == 'nb': del samples[-1] spk_name = 'nst' + lang_name[:2].upper() n_skip = 0 total_dur = 0 fw = open(os.path.join(output_path, 'metadata.csv'), 'w', encoding='utf-8') i = 0 for k, line in enumerate(tqdm.tqdm(samples)): if lang_name == 'da': filename = "all_script_ca_01_%04d.pcm" % (k+1) wav_file = os.path.join(base_path, 'all_rec', filename) elif lang_name == 'nb': filename = "ctts_core_cs_01_%04d.pcm" % (k+1) wav_file = os.path.join(base_path, 'pcm', 'cs', filename) wav, fs = sf.read(wav_file, channels=2, samplerate=44100, format='RAW', subtype='PCM_16', endian='big') wav = wav[:, 0][10:] # Noise in starts # _, (l, r) = librosa.effects.trim(wav, top_db=30) # wav = wav[max(0, l - 3000): min(len(wav), r + 3000)] dur = len(wav) / 44100 script = line.replace(" ", " ") if any([c.isdigit() for c in script]): n_skip += 1 continue wav = librosa.resample(wav, 44100, 16000) total_dur += dur wavfile.write(os.path.join(wav_output_path, '%s_%010d.wav' % (spk_name, i)), 16000, wav) fw.write('|'.join(['%s_%010d' % (spk_name, i), script, spk_name, 'da_dk' if lang_name == 'da' else 'nb_no']) + '\n') i += 1 print(lang_name, "%d samples, %d skipped" % (len(samples) - n_skip, n_skip)) print("Total duration: %.2f h, %.2f min" % (total_dur / 60 / 60, total_dur / 60)) ... [1 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
api
refactoring
Pythoncode:Python
1
0
2,904
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Available at https://www.nb.no/sprakbanken/en/resource-catalogue/oai-nb-no-sbr-21/\n# and https://www.nb.no/sprakbanken/en/resource-catalogue/oai-nb-no-sbr-15/\n# Decompress to dataset_path\\da.talesyntese and dataset_path\\ibm.talesyntese.nor, respectively\n# There should exist dataset_path\\da.talesyntese\\rec_scripts\\baseform_data\\all_script_orig and\n# dataset_path\\ibm.talesyntese.nor\\pcm\\cs\\SCRIPTS\\CTTS_core.ORIGINAL\nfrom corpora import dataset_path, transformed_path\nimport os, glob, shutil\nimport librosa\nimport tqdm\nfrom collections import defaultdict\nfrom scipy.io import wavfile\nimport soundfile as sf\n\ndef process(base_path, lang_name):\n output_path = os.path.join(transformed_path, 'nst_' + lang_name)\n wav_output_path = os.path.join(output_path, 'wavs')\n os.makedirs(wav_output_path, exist_ok=True)\n\n if lang_name == 'da':\n samples = open(os.path.join(base_path, 'rec_scripts', 'baseform_data', 'all_script_orig'),\n encoding='iso-8859-1').read().splitlines()\n elif lang_name == 'nb':\n samples = open(os.path.join(base_path, 'pcm', 'cs', 'SCRIPTS', 'CTTS_core.ORIGINAL'),\n encoding='iso-8859-1').read().splitlines()\n else:\n raise ValueError(lang_name)\n if lang_name == 'da':\n del samples[1751] # Wav 1752 in da is missing\n elif lang_name == 'nb':\n del samples[-1]\n\n spk_name = 'nst' + lang_name[:2].upper()\n n_skip = 0\n total_dur = 0\n\n fw = open(os.path.join(output_path, 'metadata.csv'), 'w', encoding='utf-8')\n\n i = 0\n for k, line in enumerate(tqdm.tqdm(samples)):\n if lang_name == 'da':\n filename = \"all_script_ca_01_%04d.pcm\" % (k+1)\n wav_file = os.path.join(base_path, 'all_rec', filename)\n elif lang_name == 'nb':\n filename = \"ctts_core_cs_01_%04d.pcm\" % (k+1)\n wav_file = os.path.join(base_path, 'pcm', 'cs', filename)\n\n wav, fs = sf.read(wav_file, channels=2, samplerate=44100,\n format='RAW', subtype='PCM_16', endian='big')\n wav = wav[:, 0][10:] # Noise in starts\n # _, (l, r) = librosa.effects.trim(wav, top_db=30)\n # wav = wav[max(0, l - 3000): min(len(wav), r + 3000)]\n dur = len(wav) / 44100\n script = line.replace(\" \", \" \")\n if any([c.isdigit() for c in script]):\n n_skip += 1\n continue\n wav = librosa.resample(wav, 44100, 16000)\n total_dur += dur\n wavfile.write(os.path.join(wav_output_path, '%s_%010d.wav' % (spk_name, i)), 16000, wav)\n fw.write('|'.join(['%s_%010d' % (spk_name, i), script, spk_name, 'da_dk' if lang_name == 'da' else 'nb_no']) + '\\n')\n i += 1\n\n print(lang_name, \"%d samples, %d skipped\" % (len(samples) - n_skip, n_skip))\n print(\"Total duration: %.2f h, %.2f min\" % (total_dur / 60 / 60, total_dur / 60))\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
97d8c07c11b9e73b8f2825bdc934543739a60fa4
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: class Solution: # @param {integer[]} nums # @return {integer} def jump(self, nums): n = len(nums) if n == 0 or n == 1: return str(0) i = 0 curmax = i+nums[i] nextmax = 0 level = 0 while(curmax<n-1): level += 1 nextmax = i while(i<=curmax): nextmax = max(i+nums[i],nextmax) if nextmax >= n-1: return level + 1 i += 1 curmax = nextmax return 1
Logical Error Analysis: Error Type: TYPE_MISMATCH Issue: Return type changed to string Severity: HIGH Location: Line 7 Buggy code: return str(0) Should be: return 0 Explanation: Type mismatch will cause runtime error Fix: Ensure types are compatible in operations
advanced
oop
logical_errors
Pythoncode:Python
1
1
567
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nclass Solution:\n # @param {integer[]} nums\n # @return {integer}\n def jump(self, nums):\n n = len(nums)\n if n == 0 or n == 1:\n return str(0)\n i = 0\n curmax = i+nums[i]\n nextmax = 0\n level = 0\n while(curmax<n-1):\n level += 1\n nextmax = i\n while(i<=curmax):\n nextmax = max(i+nums[i],nextmax)\n if nextmax >= n-1:\n return level + 1\n i += 1\n curmax = nextmax\n return 1"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: TYPE_MISMATCH\n Issue: Return type changed to string\n Severity: HIGH\n\n Location: Line 7\n\n Buggy code:\n return str(0)\n\n Should be:\n return 0\n\n Explanation: Type mismatch will cause runtime error\n Fix: Ensure types are compatible in operations"}]
true
logical
TYPE_MISMATCH
HIGH
97d8ee15b8897935001f1fc3e5aba0f32aa56ff4
TheStack--python--010.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python def fake_metric(y_hat, y): return (y_hat - y).mean() @pytest.mark.parametrize( "model_config_class", MODEL_CONFIG_SAVE_TEST, ) @pytest.mark.parametrize( "continuous_cols", [ [ "AveRooms", "AveBedrms", "Population", "AveOccup", "Latitude", "Longitude", ], ], ) @pytest.mark.parametrize("categorical_cols", [["HouseAgeBin"]]) @pytest.mark.parametrize("custom_metrics", [None, [fake_metric]]) @pytest.mark.parametrize("custom_loss", [None, torch.nn.L1Loss()]) @pytest.mark.parametrize("custom_optimizer", [None, torch.optim.Adagrad]) def test_save_load( regression_data, model_config_class, continuous_cols, categorical_cols, custom_metrics, custom_loss, custom_optimizer, tmpdir, ): (train, test, target) = regression_data data_config = DataConfig( target=target, continuous_cols=continuous_cols, categorical_cols=categorical_cols, ) model_config_class, model_config_params = model_config_class model_config_params['task']="regression" model_config = model_config_class(**model_config_params) trainer_config = TrainerConfig( max_epochs=3, checkpoints=None, early_stopping=None, gpus=None, fast_dev_run=True ) optimizer_config = OptimizerConfig() tabular_model = TabularModel( data_config=data_config, model_config=model_config, optimizer_config=optimizer_config, trainer_config=trainer_config, ) tabular_model.fit( train=train, test=test, metrics=custom_metrics, loss=custom_loss, optimizer=custom_optimizer, optimizer_params=None if custom_optimizer is None else {}, ) result_1 = tabular_model.evaluate(test) # sv_dir = tmpdir/"save_model" # sv_dir.mkdir(exist_ok=True, parents=True) sv_dir = tmpdir.mkdir("saved_model") tabular_model.save_model(str(sv_dir)) new_mdl = TabularModel.load_from_checkpoint(str(sv_dir)) result_2 = new_mdl.evaluate(test) assert ( result_1[0][f"test_{tabular_model.model.hparams.metrics[0]}"] == result_2[0][f"test_{new_mdl.model.hparams.metrics[0]}"] ) @pytest.mark.parametrize( "model_config_class", MODEL_CONFIG_FEATURE_EXT_TEST, ) @pytest.mark.parametrize( "continuous_cols", [ [ "AveRooms", "AveBedrms", "Population", "AveOccup", "Latitude", "Longitude", ], ], ) @pytest.mark.parametrize("categorical_cols", [["HouseAgeBin"]]) ... [2 more functiondefs truncated] ...
Functions: fake_metric, test_save_load This code demonstrates Pythoncode:Python programming.
intermediate
testing
code_explanation
Pythoncode:Python
2
0
2,702
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\ndef fake_metric(y_hat, y):\n return (y_hat - y).mean()\n\n\n@pytest.mark.parametrize(\n \"model_config_class\",\n MODEL_CONFIG_SAVE_TEST,\n)\n@pytest.mark.parametrize(\n \"continuous_cols\",\n [\n [\n \"AveRooms\",\n \"AveBedrms\",\n \"Population\",\n \"AveOccup\",\n \"Latitude\",\n \"Longitude\",\n ],\n ],\n)\n@pytest.mark.parametrize(\"categorical_cols\", [[\"HouseAgeBin\"]])\n@pytest.mark.parametrize(\"custom_metrics\", [None, [fake_metric]])\n@pytest.mark.parametrize(\"custom_loss\", [None, torch.nn.L1Loss()])\n@pytest.mark.parametrize(\"custom_optimizer\", [None, torch.optim.Adagrad])\ndef test_save_load(\n regression_data,\n model_config_class,\n continuous_cols,\n categorical_cols,\n custom_metrics,\n custom_loss,\n custom_optimizer,\n tmpdir,\n):\n (train, test, target) = regression_data\n data_config = DataConfig(\n target=target,\n continuous_cols=continuous_cols,\n categorical_cols=categorical_cols,\n )\n model_config_class, model_config_params = model_config_class\n model_config_params['task']=\"regression\"\n model_config = model_config_class(**model_config_params)\n trainer_config = TrainerConfig(\n max_epochs=3, checkpoints=None, early_stopping=None, gpus=None, fast_dev_run=True\n )\n optimizer_config = OptimizerConfig()\n\n tabular_model = TabularModel(\n data_config=data_config,\n model_config=model_config,\n optimizer_config=optimizer_config,\n trainer_config=trainer_config,\n )\n tabular_model.fit(\n train=train,\n test=test,\n metrics=custom_metrics,\n loss=custom_loss,\n optimizer=custom_optimizer,\n optimizer_params=None if custom_optimizer is None else {},\n )\n\n result_1 = tabular_model.evaluate(test)\n # sv_dir = tmpdir/\"save_model\"\n # sv_dir.mkdir(exist_ok=True, parents=True)\n sv_dir = tmpdir.mkdir(\"saved_model\")\n tabular_model.save_model(str(sv_dir))\n new_mdl = TabularModel.load_from_checkpoint(str(sv_dir))\n result_2 = new_mdl.evaluate(test)\n assert (\n result_1[0][f\"test_{tabular_model.model.hparams.metrics[0]}\"]\n == result_2[0][f\"test_{new_mdl.model.hparams.metrics[0]}\"]\n )\n\n\n@pytest.mark.parametrize(\n \"model_config_class\",\n MODEL_CONFIG_FEATURE_EXT_TEST,\n)\n@pytest.mark.parametrize(\n \"continuous_cols\",\n [\n [\n \"AveRooms\",\n \"AveBedrms\",\n \"Population\",\n \"AveOccup\",\n \"Latitude\",\n \"Longitude\",\n ],\n ],\n)\n@pytest.mark.parametrize(\"categorical_cols\", [[\"HouseAgeBin\"]])\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: fake_metric, test_save_load\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
97d9704b2aeeb0aa7acae797fb04b6dbef2ecb9f
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: class Solution: def removeSubfolders(self, folder: List[str]) -> List[str]: ans = [] prev = "" folder.sort() ... code continues ...
Completion: Missing: Function 'removeSubfolders' is incomplete - body truncated To complete: • Complete the function 'removeSubfolders' body and add missing return Example continuation: for f in folder: if len(prev) > 0 and f.startswith(prev) and f[len(prev)] == '/': continue ans.append(f) prev = f
intermediate
oop
incomplete_code
Pythoncode:Python
1
1
124
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass Solution:\n def removeSubfolders(self, folder: List[str]) -> List[str]:\n ans = []\n prev = \"\"\n\n folder.sort()\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'removeSubfolders' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'removeSubfolders' body and add missing return\n\n Example continuation:\n for f in folder:\n if len(prev) > 0 and f.startswith(prev) and f[len(prev)] == '/':\n continue\n ans.append(f)\n prev = f"}]
true
syntax
MID_FUNCTION
HIGH
97dade928358f1f97a68d918806e8ef4e698e913
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import discord import os client = discord.Client() TOKEN = process.env.bot_token # Complete this line @client.event async def on_ready(): print("Logged in as:") print(client.user.name) print("-----------------") client.run(TOKEN)
The missing line is:
intermediate
data_processing
fill_in_the_blank
Pythoncode:Python
0
0
223
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport discord\nimport os\n\nclient = discord.Client()\nTOKEN = process.env.bot_token\n # Complete this line\n@client.event\nasync def on_ready():\n print(\"Logged in as:\")\n print(client.user.name)\n print(\"-----------------\")\n\nclient.run(TOKEN)"}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
97dbb0420d2c4784ae6880f7d94eea9e5dddc046
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: # Copyright 2018 Google LLC # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in comp
Syntax Analysis:
intermediate
api
syntax_repair
Pythoncode:Python
1
0
138
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright 2018 Google LLC\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in comp"}, {"role": "assistant", "content": " Syntax Analysis:"}]
true
syntax
MID_STRING
CRITICAL
97dc652cdfbe49426ac62947a1d660dcb16b49f3
TheStack--python--010.parquet
Complete this Pythoncode:Python code: import random import math ## Alternative version of "Reding's Rabbits" Natural Selection Simulator built on repl.it by Evan McCullough (2016)
## Alternative version adds in theoretical "climate shift" to compare favorability of traits in different climates/environments. ## Accessible and executable online at https://repl.it/@mr_mccullough/Redings-Rabbits-Alt
intermediate
api
code_completion
Pythoncode:Python
0
0
362
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport random\nimport math\n\n## Alternative version of \"Reding's Rabbits\" Natural Selection Simulator built on repl.it by Evan McCullough (2016)"}, {"role": "assistant", "content": "\n## Alternative version adds in theoretical \"climate shift\" to compare favorability of traits in different climates/environments.\n## Accessible and executable online at https://repl.it/@mr_mccullough/Redings-Rabbits-Alt"}]
false
null
null
null
97dcc45fbaadb06f1b4c9c3ee2e419b5d8634f30
TheStack--python--010.parquet
Find the logical error in this Pythoncode:Python code: import common data = common.get_file_contents("data/day3_input.txt") def get_parts(data): result = [] for part in data.split(" "): if len(part) > 0: result.append(part) return result def is_real_triangle(data, as_tuple=False): if as_tuple: side1 = int(data[0 + 1]) side2 = int(data[1]) side3 = int(data[2]) else: parts = get_parts(data) side1 = int(parts[0]) side2 = int(parts[1]) side3 = int(parts[2]) if side1 + side2 > side3 and side1 + side3 > side2 and side3 + side2 > side1: return True return False def part1(): real_triangles = 0 for line in data: if is_real_triangle(line): real_triangles += 1 return real_triangles def check_columns(data): line1 = get_parts(data[0]) line2 = get_parts(data[1]) line3 = get_parts(data[2]) triangles = [] triangles.append((line1[0], line2[0], line3[0])) triangles.append((line1[1], line2[1], line3[1])) triangles.append((line1[2], line2[2], line3[2])) answer = 0 for t in triangles: if is_real_triangle(t, as_tuple=True): answer += 1 return answer def part2(): to_check = [] answer = 0 test_data = [ "101 301 501", "102 302 502", "103 303 503", "201 401 601", "202 402 602", "203 403 603", ] for line in data: to_check.append(line) if len(to_check) == 3: answer += check_columns(to_check) to_check = [] return answer def main(): part1_answer = part1() part2_answer = part2() print(f"Part 1: {part1_answer}") print(f"Part 2: {part2_answer}") if __name__ == '__main__': main()
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 17 Buggy code: side1 = int(data[0 + 1]) Should be: side1 = int(data[0]) Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
advanced
testing
logical_errors
Pythoncode:Python
6
0
1,774
true
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport common\n\n\ndata = common.get_file_contents(\"data/day3_input.txt\")\n\n\ndef get_parts(data):\n result = []\n for part in data.split(\" \"):\n if len(part) > 0:\n result.append(part)\n return result\n\n\ndef is_real_triangle(data, as_tuple=False):\n if as_tuple:\n side1 = int(data[0 + 1])\n side2 = int(data[1])\n side3 = int(data[2])\n else:\n parts = get_parts(data)\n side1 = int(parts[0])\n side2 = int(parts[1])\n side3 = int(parts[2])\n\n if side1 + side2 > side3 and side1 + side3 > side2 and side3 + side2 > side1:\n return True\n return False\n\n\ndef part1():\n real_triangles = 0\n for line in data:\n if is_real_triangle(line):\n real_triangles += 1\n return real_triangles\n\n\ndef check_columns(data):\n line1 = get_parts(data[0])\n line2 = get_parts(data[1])\n line3 = get_parts(data[2])\n\n triangles = []\n triangles.append((line1[0], line2[0], line3[0]))\n triangles.append((line1[1], line2[1], line3[1]))\n triangles.append((line1[2], line2[2], line3[2]))\n\n answer = 0\n for t in triangles:\n if is_real_triangle(t, as_tuple=True):\n answer += 1\n return answer\n\n\ndef part2():\n to_check = []\n answer = 0\n\n test_data = [\n \"101 301 501\",\n \"102 302 502\",\n \"103 303 503\",\n \"201 401 601\",\n \"202 402 602\",\n \"203 403 603\",\n ]\n\n for line in data:\n to_check.append(line)\n if len(to_check) == 3:\n answer += check_columns(to_check)\n to_check = []\n return answer\n\n\ndef main():\n part1_answer = part1()\n part2_answer = part2()\n\n print(f\"Part 1: {part1_answer}\")\n print(f\"Part 2: {part2_answer}\")\n\n\nif __name__ == '__main__':\n main()"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: OFF_BY_ONE\n Issue: Index or range is off by one\n Severity: MEDIUM\n\n Location: Line 17\n\n Buggy code:\n side1 = int(data[0 + 1])\n\n Should be:\n side1 = int(data[0])\n\n Explanation: Classic off-by-one error - will cause wrong iteration or index access\n Fix: Check loop bounds and array indices carefully"}]
true
logical
OFF_BY_ONE
MEDIUM
97dccd15ca6562c1568c6fc6aa4fc58682d8eb99
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from jinja2 import Environment, FileSystemLoader from http_server import Content, web_server file_loader = FileSystemLoader('templates') env = Environment(loader=file_loader) data = {
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '{' at line 7 - expected '}' • SyntaxError: '{' was never closed at line 7 Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
0
0
190
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom jinja2 import Environment, FileSystemLoader\nfrom http_server import Content, web_server\n\nfile_loader = FileSystemLoader('templates')\nenv = Environment(loader=file_loader)\n\ndata = {"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '{' at line 7 - expected '}'\n \u2022 SyntaxError: '{' was never closed at line 7\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
97dd6ce3b10a7b2d983848c7210572e1562966a1
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # coding=utf-8 # -------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for license information. # Code generated by Microsoft (R) AutoRest Code Generator. # Changes may cause incorrect behavior and will be lost if the code is regenerated. # -------------------------------------------------------------------------- from ._models_py3 import AllowedAudiencesValidation from ._models_py3 import AllowedPrincipals from ._models_py3 import AppLogsConfiguration from ._models_py3 import AppRegistration from ._models_py3 import Apple from ._models_py3 import AppleRegistration from ._models_py3 import AuthConfig from ._models_py3 import AuthConfigCollection from ._models_py3 import AuthPlatform from ._models_py3 import AvailableOperations from ._models_py3 import AzureActiveDirectory from ._models_py3 import AzureActiveDirectoryLogin from ._models_py3 import AzureActiveDirectoryRegistration from ._models_py3 import AzureActiveDirectoryValidation from ._models_py3 import AzureCredentials from ._models_py3 import AzureFileProperties from ._models_py3 import AzureStaticWebApps from ._models_py3 import AzureStaticWebAppsRegistration from ._models_py3 import Certificate from ._models_py3 import CertificateCollection from ._models_py3 import CertificatePatch from ._models_py3 import CertificateProperties from ._models_py3 import ClientRegistration from ._models_py3 import Configuration from ._models_py3 import Container from ._models_py3 import ContainerApp from ._models_py3 import ContainerAppCollection from ._models_py3 import ContainerAppPatch from ._models_py3 import ContainerAppProbe from ._models_py3 import ContainerAppProbeHttpGet from ._models_py3 import ContainerAppProbeHttpGetHttpHeadersItem from ._models_py3 import ContainerAppProbeTcpSocket from ._models_py3 import ContainerAppSecret from ._models_py3 import ContainerResources from ._models_py3 import CookieExpiration from ._models_py3 import CustomDomain from ._models_py3 imp
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Invalid syntax at line 45: from ._models_py3 imp Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
0
0
2,106
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# coding=utf-8\n# --------------------------------------------------------------------------\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License. See License.txt in the project root for license information.\n# Code generated by Microsoft (R) AutoRest Code Generator.\n# Changes may cause incorrect behavior and will be lost if the code is regenerated.\n# --------------------------------------------------------------------------\n\nfrom ._models_py3 import AllowedAudiencesValidation\nfrom ._models_py3 import AllowedPrincipals\nfrom ._models_py3 import AppLogsConfiguration\nfrom ._models_py3 import AppRegistration\nfrom ._models_py3 import Apple\nfrom ._models_py3 import AppleRegistration\nfrom ._models_py3 import AuthConfig\nfrom ._models_py3 import AuthConfigCollection\nfrom ._models_py3 import AuthPlatform\nfrom ._models_py3 import AvailableOperations\nfrom ._models_py3 import AzureActiveDirectory\nfrom ._models_py3 import AzureActiveDirectoryLogin\nfrom ._models_py3 import AzureActiveDirectoryRegistration\nfrom ._models_py3 import AzureActiveDirectoryValidation\nfrom ._models_py3 import AzureCredentials\nfrom ._models_py3 import AzureFileProperties\nfrom ._models_py3 import AzureStaticWebApps\nfrom ._models_py3 import AzureStaticWebAppsRegistration\nfrom ._models_py3 import Certificate\nfrom ._models_py3 import CertificateCollection\nfrom ._models_py3 import CertificatePatch\nfrom ._models_py3 import CertificateProperties\nfrom ._models_py3 import ClientRegistration\nfrom ._models_py3 import Configuration\nfrom ._models_py3 import Container\nfrom ._models_py3 import ContainerApp\nfrom ._models_py3 import ContainerAppCollection\nfrom ._models_py3 import ContainerAppPatch\nfrom ._models_py3 import ContainerAppProbe\nfrom ._models_py3 import ContainerAppProbeHttpGet\nfrom ._models_py3 import ContainerAppProbeHttpGetHttpHeadersItem\nfrom ._models_py3 import ContainerAppProbeTcpSocket\nfrom ._models_py3 import ContainerAppSecret\nfrom ._models_py3 import ContainerResources\nfrom ._models_py3 import CookieExpiration\nfrom ._models_py3 import CustomDomain\nfrom ._models_py3 imp"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Invalid syntax at line 45: from ._models_py3 imp\n\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
97ddbb90753ea5044541083616396f642ad7907c
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: def _quote_string_constraints(kwargs: Dict) -> Dict: """ For constraints of String variables, the right-hand-side value must be surrounded by double quotes. """ return {k: f'"{v}"' if isinstance(v, str) else v for k, v in kwargs.items()} def _format_constraints_url(kwargs: Dict) -> str: """ Join the constraint variables with separator '&' to add to the download link. """ return "".join([f"&{k}{v}" for k, v in kwargs.items()]) def parse_dates(date_time: Union[datetime, str]) -> float: """ ERDDAP ReSTful API standardizes the representation of dates as either ISO strings or seconds since 1970, but internally ERDDAPY uses datetime-like objects. `timestamp` returns the expected strings in seconds since 1970. """ if isinstance(date_time, str): # pandas returns a tuple with datetime, dateutil, and string representation. # we want only the datetime obj. parse_date_time = parse_time_string(date_time)[0] else: parse_date_time = date_time if not parse_date_time.tzinfo: parse_date_time = pytz.utc.localize(parse_date_time) else: parse_date_time = parse_date_time.astimezone(pytz.utc) return parse_date_time.timestamp() def _griddap_get_constraints( dataset_url: str, step: int, ) -> Tuple[Dict, List, List]: """ Fetch metadata of griddap dataset and set initial constraints Step size is applied to all dimensions """ dds_url = f"{dataset_url}.dds" url = urlopen(dds_url) data = url.read().decode() dims, *variables = data.split("GRID") dim_list = dims.split("[")[:-1] dim_names, variable_names = [], [] for dim in dim_list: dim_name = dim.split(" ")[-1] dim_names.append(dim_name) for var in variables: phrase, *__ = var.split("[") var_name = phrase.split(" ")[-1] variable_names.append(var_name) table = pd.DataFrame({"dimension name": [], "min": [], "max": [], "length": []})
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 2 • Unmatched closing bracket ')' at line 54 • Unmatched closing bracket ')' at line 60 Fix: Complete the truncated code structure
intermediate
api
error_detection
Pythoncode:Python
4
0
2,021
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\ndef _quote_string_constraints(kwargs: Dict) -> Dict:\n \"\"\"\n For constraints of String variables,\n the right-hand-side value must be surrounded by double quotes.\n\n \"\"\"\n return {k: f'\"{v}\"' if isinstance(v, str) else v for k, v in kwargs.items()}\n\n\ndef _format_constraints_url(kwargs: Dict) -> str:\n \"\"\"\n Join the constraint variables with separator '&' to add to the download link.\n\n \"\"\"\n return \"\".join([f\"&{k}{v}\" for k, v in kwargs.items()])\n\n\ndef parse_dates(date_time: Union[datetime, str]) -> float:\n \"\"\"\n ERDDAP ReSTful API standardizes the representation of dates as either ISO\n strings or seconds since 1970, but internally ERDDAPY uses datetime-like\n objects. `timestamp` returns the expected strings in seconds since 1970.\n\n \"\"\"\n if isinstance(date_time, str):\n # pandas returns a tuple with datetime, dateutil, and string representation.\n # we want only the datetime obj.\n parse_date_time = parse_time_string(date_time)[0]\n else:\n parse_date_time = date_time\n\n if not parse_date_time.tzinfo:\n parse_date_time = pytz.utc.localize(parse_date_time)\n else:\n parse_date_time = parse_date_time.astimezone(pytz.utc)\n\n return parse_date_time.timestamp()\n\n\ndef _griddap_get_constraints(\n dataset_url: str,\n step: int,\n) -> Tuple[Dict, List, List]:\n \"\"\"\n Fetch metadata of griddap dataset and set initial constraints\n Step size is applied to all dimensions\n\n \"\"\"\n\n dds_url = f\"{dataset_url}.dds\"\n url = urlopen(dds_url)\n data = url.read().decode()\n dims, *variables = data.split(\"GRID\")\n dim_list = dims.split(\"[\")[:-1]\n dim_names, variable_names = [], []\n for dim in dim_list:\n dim_name = dim.split(\" \")[-1]\n dim_names.append(dim_name)\n for var in variables:\n phrase, *__ = var.split(\"[\")\n var_name = phrase.split(\" \")[-1]\n variable_names.append(var_name)\n table = pd.DataFrame({\"dimension name\": [], \"min\": [], \"max\": [], \"length\": []})"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unterminated string literal at line 2\n \u2022 Unmatched closing bracket ')' at line 54\n \u2022 Unmatched closing bracket ')' at line 60\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
97ddbde0ee4f69bb714b0fe11f8a4cb331ac78a5
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: import operator_benchmark as op_bench import torch import random class CatBenchmark(op_bench.TorchBenchmarkBase): def init(self, sizes, N, dim, device): random.seed(42) self.inputs = [] for i in range(N): current_sizes = [old_size() if callable(old_size) else old_size for old_size in sizes] # Complete this line self.dim = dim self.set_module_name('cat') def forward(self): return torch.cat(self.inputs, dim=self.dim) op_bench.generate_pt_test(cat_configs_short + cat_configs_long + cat_configs_multidim + cat_configs_manyinputs, CatBenchmark) if __name__ == "__main__": op_bench.benchmark_runner.main()
The missing line is: self.inputs.append(torch.rand(current_sizes, device=device))
advanced
testing
fill_in_the_blank
Pythoncode:Python
2
1
868
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport operator_benchmark as op_bench\nimport torch\nimport random\n\n\nclass CatBenchmark(op_bench.TorchBenchmarkBase):\n def init(self, sizes, N, dim, device):\n random.seed(42)\n self.inputs = []\n for i in range(N):\n current_sizes = [old_size() if callable(old_size) else old_size\n for old_size in sizes]\n # Complete this line\n self.dim = dim\n self.set_module_name('cat')\n\n def forward(self):\n return torch.cat(self.inputs, dim=self.dim)\n\n\nop_bench.generate_pt_test(cat_configs_short +\n cat_configs_long +\n cat_configs_multidim +\n cat_configs_manyinputs,\n CatBenchmark)\n\nif __name__ == \"__main__\":\n op_bench.benchmark_runner.main()"}, {"role": "assistant", "content": "The missing line is:\n self.inputs.append(torch.rand(current_sizes, device=device))"}]
false
null
null
null
97df91087366025591ca45dfaca27dc89783d5e3
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # Generated by Django 1.11.1 on 2017-10-30 03:45 from __future__ import unicode_literals from django.db import migrations class Migration(migrations.Migration): dependencies = [ ('todo', '0003_todolist_encrypted_compressed_contents'), ] operations = [ migrations.RenameField( model_name='todolist', old_name='encrypted_compressed_contents', new_name='encrypted_
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 18 • Unclosed '[' at line 14 - expected ']' Fix: Close the string literal with matching quote
intermediate
machine_learning
error_detection
Pythoncode:Python
0
1
454
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# Generated by Django 1.11.1 on 2017-10-30 03:45\nfrom __future__ import unicode_literals\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('todo', '0003_todolist_encrypted_compressed_contents'),\n ]\n\n operations = [\n migrations.RenameField(\n model_name='todolist',\n old_name='encrypted_compressed_contents',\n new_name='encrypted_"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 18\n \u2022 Unclosed '[' at line 14 - expected ']'\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
97e0d81150d070db3b0063592ecf201656ecf3e4
TheStack--python--010.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- from enum import Enum ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: class EmptyController(Enum): pass
beginner
oop
incomplete_code
Pythoncode:Python
0
1
69
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\nfrom enum import Enum\n\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Code truncated abruptly - unexpected end of file\n\n To complete:\n \u2022 Complete the truncated code structure\n\n Example continuation:\nclass EmptyController(Enum):\n pass"}]
true
syntax
HARD_CUT
CRITICAL
97e2390a4a556253fb0af0930b21b8f5370f24d7
TheStack--python--010.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- from functools import partial from PyQt5.QtGui import QColor from PyQt5.QtWidgets import QInputDialog from PyQt5.QtWidgets import QLabel from PyQt5.QtWidgets import QPushButton from PyQt5.QtWidgets import QRadioButton from PyQt5.QtWidgets import QVBoxLayout from PyQt5.QtWidgets import QWidget from src import * from src import shapes from ui.QColorButton import QColorButton class SideBar(QWidget): def __init__(self, parent): super().__init__(parent) self.parent = parent self.parent.active = None self.set_bg_color(QColor('lightgray')) self.radios = self.get_radions() self.num_btn = QPushButton('Set num', self) self.reset_btn = QPushButton('Reset', self) self.border_color_btn = QColorButton() self.bg_color_btn = QColorButton() self.render_buttons() self.show() @staticmethod def get_radions(): return list(map(lambda cls: QRadioButton(cls.name()), shapes)) def render_buttons(self): layout = QVBoxLayout() self.radios[0].setChecked(True) self.parent.active = self.radios[0].text() self.parent.num = 3 layout.addStretch(0) layout.addWidget(self.num_btn) layout.addWidget(self.reset_btn) layout.addWidget(QLabel('Border color:', self)) layout.addWidget(self.border_color_btn) layout.addWidget(QLabel('Bg color:', self)) layout.addWidget(self.bg_color_btn) layout.addWidget(QLabel('Figure:', self)) for item in self.radios: layout.addWidget(item) for i in range(len(self.radios)): self.radios[i].toggled.connect(partial(self.on_select, self.radios[i])) self.num_btn.clicked.connect(lambda: self.show_dialog(self.parent.active)) self.reset_btn.clicked.connect(lambda: self.parent.draw_area.reset()) self.setLayout(layout) def on_select(self, radio): if radio.isChecked(): self.show_dialog(radio.text()) self.parent.active = radio.text() def set_bg_color(self, color=QColor('white')): p = self.palette() p.setColor(self.backgroundRole(), color) self.setPalette(p) self.setAutoFillBackground(True) def show_dialog(self, active_name): ok, min, step = False, 3, 1 if active_name in [PolyLine.name(), AsymmetricShape.name(), RegularShape.name(), SymmetricShape.name()]: if active_name == SymmetricShape.name(): min, step = 4, 2 num, ok = QInputDialog.getInt(self, 'points dialog', 'enter a number of points', min=min, step=step) if not ok: num = 3 self.parent.num = num
Functions: __init__, get_radions, render_buttons, on_select, set_bg_color Classes: SideBar This code demonstrates Pythoncode:Python programming.
advanced
ui
code_explanation
Pythoncode:Python
6
1
2,760
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\nfrom functools import partial\n\nfrom PyQt5.QtGui import QColor\nfrom PyQt5.QtWidgets import QInputDialog\nfrom PyQt5.QtWidgets import QLabel\nfrom PyQt5.QtWidgets import QPushButton\nfrom PyQt5.QtWidgets import QRadioButton\nfrom PyQt5.QtWidgets import QVBoxLayout\nfrom PyQt5.QtWidgets import QWidget\n\nfrom src import *\nfrom src import shapes\nfrom ui.QColorButton import QColorButton\n\n\nclass SideBar(QWidget):\n def __init__(self, parent):\n super().__init__(parent)\n self.parent = parent\n self.parent.active = None\n self.set_bg_color(QColor('lightgray'))\n self.radios = self.get_radions()\n self.num_btn = QPushButton('Set num', self)\n self.reset_btn = QPushButton('Reset', self)\n self.border_color_btn = QColorButton()\n self.bg_color_btn = QColorButton()\n self.render_buttons()\n self.show()\n\n @staticmethod\n def get_radions():\n return list(map(lambda cls: QRadioButton(cls.name()), shapes))\n\n def render_buttons(self):\n layout = QVBoxLayout()\n self.radios[0].setChecked(True)\n self.parent.active = self.radios[0].text()\n self.parent.num = 3\n layout.addStretch(0)\n layout.addWidget(self.num_btn)\n layout.addWidget(self.reset_btn)\n layout.addWidget(QLabel('Border color:', self))\n layout.addWidget(self.border_color_btn)\n layout.addWidget(QLabel('Bg color:', self))\n layout.addWidget(self.bg_color_btn)\n layout.addWidget(QLabel('Figure:', self))\n\n for item in self.radios:\n layout.addWidget(item)\n\n for i in range(len(self.radios)):\n self.radios[i].toggled.connect(partial(self.on_select, self.radios[i]))\n self.num_btn.clicked.connect(lambda: self.show_dialog(self.parent.active))\n self.reset_btn.clicked.connect(lambda: self.parent.draw_area.reset())\n\n self.setLayout(layout)\n\n def on_select(self, radio):\n if radio.isChecked():\n self.show_dialog(radio.text())\n self.parent.active = radio.text()\n\n def set_bg_color(self, color=QColor('white')):\n p = self.palette()\n p.setColor(self.backgroundRole(), color)\n self.setPalette(p)\n self.setAutoFillBackground(True)\n\n def show_dialog(self, active_name):\n ok, min, step = False, 3, 1\n if active_name in [PolyLine.name(), AsymmetricShape.name(), RegularShape.name(), SymmetricShape.name()]:\n if active_name == SymmetricShape.name():\n min, step = 4, 2\n num, ok = QInputDialog.getInt(self, 'points dialog', 'enter a number of points', min=min, step=step)\n if not ok:\n num = 3\n self.parent.num = num"}, {"role": "assistant", "content": " Functions: __init__, get_radions, render_buttons, on_select, set_bg_color\n Classes: SideBar\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
97e3470b01f19db5da479893d6e1ef18929884df
TheStack--python--010.parquet
Suggest refactoring for this Pythoncode:Python code: import atexit from datetime import date, datetime, timedelta import json import random import re import requests import time def assert_pd(): # Common function to check if pd is installed if not pd: raise ImportError( 'transactions data requires pandas; ' 'please pip install pandas' ) def json_date_to_datetime(dateraw): cy = datetime.isocalendar(date.today())[0] try: newdate = datetime.strptime(dateraw + str(cy), '%b %d%Y') except: newdate = datetime.strptime(dateraw, '%m/%d/%y') return newdate def reverse_credit_amount(row): amount = float(row['amount'][1:].replace(',', '')) return amount if row['isDebit'] else -amount def get_web_driver(email, password): driver = Chrome() driver.get("https://www.mint.com") driver.implicitly_wait(20) # seconds driver.find_element_by_link_text("Log In").click() driver.find_element_by_id("ius-userid").send_keys(email) driver.find_element_by_id("ius-password").send_keys(password) driver.find_element_by_id("ius-sign-in-submit-btn").submit() # Wait until logged in, just in case we need to deal with MFA. while not driver.current_url.startswith( 'https://mint.intuit.com/overview.event'): time.sleep(1) # Wait until the overview page has actually loaded. driver.implicitly_wait(20) # seconds driver.find_element_by_id("transaction") return driver IGNORE_FLOAT_REGEX = re.compile(r"[$,%]") def parse_float(str_number): try: return float(IGNORE_FLOAT_REGEX.sub(str_number, '')) except ValueError: return None DATE_FIELDS = [ 'addAccountDate', 'closeDate', 'fiLastUpdated', 'lastUpdated', ] def convert_account_dates_to_datetime(account): for df in DATE_FIELDS: if df in account: # Convert from javascript timestamp to unix timestamp # http://stackoverflow.com/a/9744811/5026 try: ts = account[df] / 1e3 except TypeError: # returned data is not a number, don't parse continue account[df + 'InDate'] = datetime.fromtimestamp(ts) MINT_ROOT_URL = 'https://mint.intuit.com' MINT_ACCOUNTS_URL = 'https://accounts.intuit.com' JSON_HEADER = {'accept': 'application/json'} class MintException(Exception): pass class Mint(): request_id = 42 # magic number? random number? token = None driver = None def __init__(self, email=None, password=None): if email and password: self.login_and_get_token(email, password) @classmethod def create(cls, email, password): return Mint(email, password) @classmethod def get_rnd(cls): # {{{ return (str(int(time.mktime(datetime.now().timetuple()))) + str(random.randrange(999)).zfill(3)) ... [26 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
9
2
2,944
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport atexit\nfrom datetime import date, datetime, timedelta\nimport json\nimport random\nimport re\nimport requests\nimport time\n\ndef assert_pd():\n # Common function to check if pd is installed\n if not pd:\n raise ImportError(\n 'transactions data requires pandas; '\n 'please pip install pandas'\n )\n\n\ndef json_date_to_datetime(dateraw):\n cy = datetime.isocalendar(date.today())[0]\n try:\n newdate = datetime.strptime(dateraw + str(cy), '%b %d%Y')\n except:\n newdate = datetime.strptime(dateraw, '%m/%d/%y')\n return newdate\n\n\ndef reverse_credit_amount(row):\n amount = float(row['amount'][1:].replace(',', ''))\n return amount if row['isDebit'] else -amount\n\n\ndef get_web_driver(email, password):\n driver = Chrome()\n\n driver.get(\"https://www.mint.com\")\n driver.implicitly_wait(20) # seconds\n driver.find_element_by_link_text(\"Log In\").click()\n\n driver.find_element_by_id(\"ius-userid\").send_keys(email)\n driver.find_element_by_id(\"ius-password\").send_keys(password)\n driver.find_element_by_id(\"ius-sign-in-submit-btn\").submit()\n\n # Wait until logged in, just in case we need to deal with MFA.\n while not driver.current_url.startswith(\n 'https://mint.intuit.com/overview.event'):\n time.sleep(1)\n\n # Wait until the overview page has actually loaded.\n driver.implicitly_wait(20) # seconds\n driver.find_element_by_id(\"transaction\")\n\n return driver\n\n\nIGNORE_FLOAT_REGEX = re.compile(r\"[$,%]\")\n\n\ndef parse_float(str_number):\n try:\n return float(IGNORE_FLOAT_REGEX.sub(str_number, ''))\n except ValueError:\n return None\n\n\nDATE_FIELDS = [\n 'addAccountDate',\n 'closeDate',\n 'fiLastUpdated',\n 'lastUpdated',\n]\n\n\ndef convert_account_dates_to_datetime(account):\n for df in DATE_FIELDS:\n if df in account:\n # Convert from javascript timestamp to unix timestamp\n # http://stackoverflow.com/a/9744811/5026\n try:\n ts = account[df] / 1e3\n except TypeError:\n # returned data is not a number, don't parse\n continue\n account[df + 'InDate'] = datetime.fromtimestamp(ts)\n\n\nMINT_ROOT_URL = 'https://mint.intuit.com'\nMINT_ACCOUNTS_URL = 'https://accounts.intuit.com'\n\nJSON_HEADER = {'accept': 'application/json'}\n\n\nclass MintException(Exception):\n pass\n\n\nclass Mint():\n request_id = 42 # magic number? random number?\n token = None\n driver = None\n\n def __init__(self, email=None, password=None):\n if email and password:\n self.login_and_get_token(email, password)\n\n @classmethod\n def create(cls, email, password):\n return Mint(email, password)\n\n @classmethod\n def get_rnd(cls): # {{{\n return (str(int(time.mktime(datetime.now().timetuple()))) +\n str(random.randrange(999)).zfill(3))\n\n\n ... [26 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
97e3faf42a2be05f45110e0bda9de3e25a39ff7a
TheStack--python--010.parquet
Explain this Pythoncode:Python code: """I took this script from David Cortes tutorial https://nbviewer.jupyter.org/github/david-cortes/contextualbandits/blob/master/example/online_contextual_bandits.ipynb""" import pandas as pd, numpy as np, re from sklearn.preprocessing import MultiLabelBinarizer def parse_data(file_name): features = list() labels = list() with open(file_name, 'rt') as f: f.readline() for l in f: if bool(re.search("^[0-9]", l)): g = re.search("^(([0-9]{1,2},?)+)\s(.*)$", l) labels.append([int(i) for i in g.group(1).split(",")]) features.append(eval("{" + re.sub("\s", ",", g.group(3)) + "}")) else: l = l.strip() labels.append([]) features.append(eval("{" + re.sub("\s", ",", l) + "}")) features = pd.DataFrame.from_dict(features).fillna(0).as_matrix() mlb = MultiLabelBinarizer() y = mlb.fit_transform(labels) return features, y X, y = parse_data("Bibtex_data.txt") np.save("bibtex_x.npy", X) np.save("bibtex_y.npy", y)
Functions: parse_data This code demonstrates Pythoncode:Python programming.
intermediate
api
code_explanation
Pythoncode:Python
1
0
1,076
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"I took this script from David Cortes tutorial\nhttps://nbviewer.jupyter.org/github/david-cortes/contextualbandits/blob/master/example/online_contextual_bandits.ipynb\"\"\"\nimport pandas as pd, numpy as np, re\nfrom sklearn.preprocessing import MultiLabelBinarizer\n\ndef parse_data(file_name):\n features = list()\n labels = list()\n with open(file_name, 'rt') as f:\n f.readline()\n for l in f:\n if bool(re.search(\"^[0-9]\", l)):\n g = re.search(\"^(([0-9]{1,2},?)+)\\s(.*)$\", l)\n labels.append([int(i) for i in g.group(1).split(\",\")])\n features.append(eval(\"{\" + re.sub(\"\\s\", \",\", g.group(3)) + \"}\"))\n else:\n l = l.strip()\n labels.append([])\n features.append(eval(\"{\" + re.sub(\"\\s\", \",\", l) + \"}\"))\n features = pd.DataFrame.from_dict(features).fillna(0).as_matrix()\n mlb = MultiLabelBinarizer()\n y = mlb.fit_transform(labels)\n return features, y\n\nX, y = parse_data(\"Bibtex_data.txt\")\nnp.save(\"bibtex_x.npy\", X)\nnp.save(\"bibtex_y.npy\", y)"}, {"role": "assistant", "content": " Functions: parse_data\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
97e52610c70782f28a7590ddff308374178f4f4a
TheStack--python--010.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python import cayenne.client, datetime, time, serial, logging, csv, os, requests, datetime, time, glob # home_dir = os.environ['HOME']
This code demonstrates Pythoncode:Python programming.
beginner
api
code_explanation
Pythoncode:Python
0
0
151
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\nimport cayenne.client, datetime, time, serial, logging, csv, os, requests, datetime, time, glob\n\n# home_dir = \tos.environ['HOME']"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
97e59d1f620aac77f618ca0b0c135d373b11013f
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: from flask import g, redirect from flask.views import MethodView def authenticated(f): def decorator(*args, **kwargs): if g.user is None: return redirect('/login/' return f(*args, **kwargs) return decorator class AuthenticatedView(MethodView): decorators = [authenticated]
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 8 - expected ')' • Block at line 4 has no indented body • Block at line 12 has no indented body Fixes: • Add closing ')' bracket • Review code syntax
intermediate
ui
syntax_repair
Pythoncode:Python
2
1
317
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom flask import g, redirect\nfrom flask.views import MethodView\n\ndef authenticated(f):\n\n def decorator(*args, **kwargs):\n if g.user is None:\n return redirect('/login/'\n return f(*args, **kwargs)\n return decorator\n\nclass AuthenticatedView(MethodView):\n\n decorators = [authenticated]"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 8 - expected ')'\n \u2022 Block at line 4 has no indented body\n \u2022 Block at line 12 has no indented body\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
97e612b2302b8fb3ac50e54d13e1b2ee65080cf9
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: import re import requests # RE_XLS_FILE = re.compile(r'<a.+</a>') # RE_XLS_FILE = re.compile(r'href=".+"') RE_XLS_FILE = re.compile(r'href="[^"]+"') request_url = 'https://kpk.kss45.ru/%D1%83%D1%87%D0%B5%D0%B1%D0%BD%D0%B0%D1%8F-%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%B0/%D1%80%D0%B0%D1%81%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5_%D0%BF%D0%B0%D1%80.html' response = requests.get(request_url) content = response.content.decode(encoding=response.encoding # "https://kpk.kss45.ru/attachments/article/2655/Расписание на 23-28 ноября по преподавателям А-Л2.xls" parsed = RE_XLS_FILE.findall(content) parsed = filter(lambda x: x.endswith('.xls"'), parsed) # print(len(parsed)) print(*parsed, sep='\n\n')
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unterminated string literal at line 7 • Unclosed '(' at line 12 - expected ')' • SyntaxError: '(' was never closed at line 12 Fix: Add missing ')' bracket at line 12
intermediate
api
error_detection
Pythoncode:Python
0
0
698
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport re\n\nimport requests\n\n# RE_XLS_FILE = re.compile(r'<a.+</a>')\n# RE_XLS_FILE = re.compile(r'href=\".+\"')\nRE_XLS_FILE = re.compile(r'href=\"[^\"]+\"')\n\nrequest_url = 'https://kpk.kss45.ru/%D1%83%D1%87%D0%B5%D0%B1%D0%BD%D0%B0%D1%8F-%D1%80%D0%B0%D0%B1%D0%BE%D1%82%D0%B0/%D1%80%D0%B0%D1%81%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5_%D0%BF%D0%B0%D1%80.html'\n\nresponse = requests.get(request_url)\ncontent = response.content.decode(encoding=response.encoding\n\n# \"https://kpk.kss45.ru/attachments/article/2655/\u0420\u0430\u0441\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u043d\u0430 23-28 \u043d\u043e\u044f\u0431\u0440\u044f \u043f\u043e \u043f\u0440\u0435\u043f\u043e\u0434\u0430\u0432\u0430\u0442\u0435\u043b\u044f\u043c \u0410-\u041b2.xls\"\nparsed = RE_XLS_FILE.findall(content)\nparsed = filter(lambda x: x.endswith('.xls\"'), parsed)\n# print(len(parsed))\nprint(*parsed, sep='\\n\\n')"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unterminated string literal at line 7\n \u2022 Unclosed '(' at line 12 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 12\n\n Fix: Add missing ')' bracket at line 12"}]
true
syntax
MISSING_BRACKETS
MEDIUM
97e6ed596560c2a80cb11c047ff9ed5009209611
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: from pypy.rpython.lltypesystem import lltype from pypy.rpython.ootypesystem import ootype from pypy.rpython.lltypesystem.lltype import \ GcStruct, Signed, Array, Char, Ptr, malloc, GcArray from pypy.rpython.rlist import ll_append from pypy.rpython.lltypesystem.rlist import ll_newlist, ListRepr,\ ll_getitem_fast from pypy.rpython.lltypesystem.rstr import string_repr from pypy.rpython.lltypesystem.rdict import ll_newdict, DictRepr, dum_items,\ ll_kvi, dum_keys, ll_dict_getitem, ll_dict_setitem from pypy.rpython.lltypesystem.rstr import StringRepr from pypy.rpython.lltypesystem.rtuple import TupleRepr from pypy.annotation.dictdef import DictKey, DictValue from pypy.annotation.model import SomeString import os # utility conversion functions class LLSupport: _mixin_ = True def to_rstr(s): from pypy.rpython.lltypesystem.rstr import STR, mallocstr if s is None: return lltype.nullptr(STR) p = mallocstr(len(s)) for i in range(len(s)): p.chars[i] = s[i] return p to_rstr = staticmethod(to_rstr) def to_runicode(s): from pypy.rpython.lltypesystem.rstr import UNICODE, mallocunicode if s is None: return lltype.nullptr(UNICODE) p = mallocunicode(len(s)) for i in range(len(s)): p.chars[i] = s[i] return p to_runicode = staticmethod(to_runicode) def from_rstr(rs): if not rs: # null pointer return None else: return ''.join([rs.chars[i] for i in range(len(rs.chars))]) from_rstr = staticmethod(from_rstr) def from_rstr_nonnull(rs): assert rs return ''.join([rs.chars[i] for i in range(len(rs.chars))]) from_rstr_nonnull = staticmethod(from_rstr_nonnull) class OOSupport: _mixin_ = True def to_rstr(s): if s is None: return ootype.null(ootype.String) return ootype.oostring(s, -1) to_rstr = staticmethod(to_rstr) def to_runicode(u return ootype.oounicode(u, -1) to_runicode = staticmethod(to_runicode) def from_rstr(rs): if not rs: # null pointer return None else: return "".join([rs.ll_stritem_nonneg(i) for i in range(rs.ll_strlen())]) from_rstr = staticmethod(from_rstr) def from_rstr_nonnull(rs): assert rs return "".join([rs.ll_stritem_nonneg(i) for i in range(rs.ll_strlen())]) from_rstr_nonnull = staticmethod(from_rstr_nonnull) def ll_strcpy(dst_s, src_s, n): dstchars = dst_s.chars srcchars = src_s.chars i = 0 while i < n: dstchars[i] = srcchars[i] i += 1 def _ll_strfill(dst_s, srcchars, n): dstchars = dst_s.chars i = 0 while i < n: dstchars[i] = srcchars[i] i += 1
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Detected Errors: • Unclosed '(' at line 62 - expected ')' • IndentationError at line 51 Fix: Fix indentation to match Python syntax rules
advanced
testing
error_detection
Pythoncode:Python
10
2
2,836
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom pypy.rpython.lltypesystem import lltype\nfrom pypy.rpython.ootypesystem import ootype\nfrom pypy.rpython.lltypesystem.lltype import \\\n GcStruct, Signed, Array, Char, Ptr, malloc, GcArray\nfrom pypy.rpython.rlist import ll_append\nfrom pypy.rpython.lltypesystem.rlist import ll_newlist, ListRepr,\\\n ll_getitem_fast\nfrom pypy.rpython.lltypesystem.rstr import string_repr\nfrom pypy.rpython.lltypesystem.rdict import ll_newdict, DictRepr, dum_items,\\\n ll_kvi, dum_keys, ll_dict_getitem, ll_dict_setitem\nfrom pypy.rpython.lltypesystem.rstr import StringRepr\nfrom pypy.rpython.lltypesystem.rtuple import TupleRepr\nfrom pypy.annotation.dictdef import DictKey, DictValue\nfrom pypy.annotation.model import SomeString\nimport os\n\n# utility conversion functions\nclass LLSupport:\n _mixin_ = True\n \n def to_rstr(s):\n from pypy.rpython.lltypesystem.rstr import STR, mallocstr\n if s is None:\n return lltype.nullptr(STR)\n p = mallocstr(len(s))\n for i in range(len(s)):\n p.chars[i] = s[i]\n return p\n to_rstr = staticmethod(to_rstr)\n\n def to_runicode(s):\n from pypy.rpython.lltypesystem.rstr import UNICODE, mallocunicode\n if s is None:\n return lltype.nullptr(UNICODE)\n p = mallocunicode(len(s))\n for i in range(len(s)):\n p.chars[i] = s[i]\n return p\n to_runicode = staticmethod(to_runicode) \n\n def from_rstr(rs):\n if not rs: # null pointer\n return None\n else:\n return ''.join([rs.chars[i] for i in range(len(rs.chars))])\n from_rstr = staticmethod(from_rstr)\n\n def from_rstr_nonnull(rs):\n assert rs\n return ''.join([rs.chars[i] for i in range(len(rs.chars))])\n from_rstr_nonnull = staticmethod(from_rstr_nonnull)\n\nclass OOSupport:\n _mixin_ = True\n\n def to_rstr(s):\n if s is None:\n return ootype.null(ootype.String)\n return ootype.oostring(s, -1)\n to_rstr = staticmethod(to_rstr)\n\ndef to_runicode(u\n return ootype.oounicode(u, -1)\n to_runicode = staticmethod(to_runicode)\n \n def from_rstr(rs):\n if not rs: # null pointer\n return None\n else:\n return \"\".join([rs.ll_stritem_nonneg(i) for i in range(rs.ll_strlen())])\n from_rstr = staticmethod(from_rstr) \n\n def from_rstr_nonnull(rs):\n assert rs\n return \"\".join([rs.ll_stritem_nonneg(i) for i in range(rs.ll_strlen())])\n from_rstr_nonnull = staticmethod(from_rstr_nonnull)\n\n\ndef ll_strcpy(dst_s, src_s, n):\n dstchars = dst_s.chars\n srcchars = src_s.chars\n i = 0\n while i < n:\n dstchars[i] = srcchars[i]\n i += 1\n\ndef _ll_strfill(dst_s, srcchars, n):\n dstchars = dst_s.chars\n i = 0\n while i < n:\n dstchars[i] = srcchars[i]\n i += 1"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Detected Errors:\n \u2022 Unclosed '(' at line 62 - expected ')'\n \u2022 IndentationError at line 51\n\n Fix: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
97e7a12a41a07ae66cafe4f55562d07114180222
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: def dislosureSystemTypes(disclosureSystem): # return ((disclosure system name, variable name), ...) return (("EBA", "EBA"), ("EIOPA", "EIOPA")) def disclosureSystemConfigURL(disclosureSystem): return os.path.join(os.path.dirname(__file__), "config.xml") def validateSetup(val, parameters=None): val.validateEBA = val.validateDisclosureSystem and getattr(val.disclosureSystem, "EBA", False) val.validateEIOPA = val.validateDisclosureSystem and getattr(val.disclosureSystem, "EIOPA", False) if not (val.validateEBA or val.validateEIOPA): return val.validateUTR = False # do not use default UTR validation, it's at error level and not streamable val.utrValidator = ValidateUtr(val.modelXbrl, "WARNING", # EBA specifies SHOULD on UTR validation "EBA.2.23") # override utre error-severity message code
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 15 Fixes: • Complete the expression on the last line • Add closing quote at line 15 • Add docstring to function 'validateSetup'
intermediate
testing
syntax_repair
Pythoncode:Python
4
0
944
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef dislosureSystemTypes(disclosureSystem):\r\n # return ((disclosure system name, variable name), ...)\r\n return ((\"EBA\", \"EBA\"),\r\n (\"EIOPA\", \"EIOPA\"))\r\n\r\ndef disclosureSystemConfigURL(disclosureSystem):\r\n return os.path.join(os.path.dirname(__file__), \"config.xml\")\r\n\r\ndef validateSetup(val, parameters=None):\r\n val.validateEBA = val.validateDisclosureSystem and getattr(val.disclosureSystem, \"EBA\", False)\r\n val.validateEIOPA = val.validateDisclosureSystem and getattr(val.disclosureSystem, \"EIOPA\", False)\r\n if not (val.validateEBA or val.validateEIOPA):\r\n return\r\n \r\n val.validateUTR = False # do not use default UTR validation, it's at error level and not streamable\r\n val.utrValidator = ValidateUtr(val.modelXbrl, \r\n \"WARNING\", # EBA specifies SHOULD on UTR validation\r\n \"EBA.2.23\") # override utre error-severity message code"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 15\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 15\n \u2022 Add docstring to function 'validateSetup'"}]
true
syntax
MID_STRING
CRITICAL
97e84e1d591138f2d90292862c0c67f18b253e3d
TheStack--python--010.parquet
Repair the syntax errors in this Pythoncode:Python code: # ODE for B-Z Model import numpy as np from scipy.integrate import odeint import matplotlib.pyplot as plt # BZ constants q, f, eps, delta = 3.1746e-5, 1, 0.0099, 2.4802e-5 # initial values x0, y0, z0 = 0, 0, 0.1 # end time t_e = 50 # number of timesteps n_iter = 10000 # t values t = np.linspace(0, t_e, n_iter) # reaction ODE def bz_reaction(triple, t, q, f, eps, delta): x, y, z = triple # (x, y, z) tuple dx = (q*y - x*y + x*(1-x)) / eps dy = (-q*y - x*y + f*z / delta dz = x-z return (dx, dy, dz) f = odeint(bz_reaction, (x0, y0, z0), t, args=((q, f, eps, delta))) # get results x, y, z = f.T # plot results fig = plt.figure(figsize=(10, 15), facecolor='white') fig.subplots_adjust(wspace=0.1, hspace=0.1) ax1 = fig.add_subplot(3, 1, 1) ax1.set_ylabel('concentration of bromous acid', fontsize=12) ax2 = fig.add_subplot(3, 1, 2) ax2.set_ylabel('concentration of bromide ions', fontsize=12) ax3 = fig.add_subplot(3, 1, 3) ax3.set_ylabel('concentration of cerium ions', fontsize=12) ax1.set_title('Belousov - Zhabotinsky Reaction', fontsize = 20) ax1.plot(t, x, 'b-') ax2.plot(t, y, 'r-') ax3.plot(t, z, 'g-') plt.show()
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 25 - expected ')' • SyntaxError: '(' was never closed at line 25 Fixes: • Add closing ')' bracket • Review code syntax
intermediate
machine_learning
syntax_repair
Pythoncode:Python
1
0
1,159
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# ODE for B-Z Model\nimport numpy as np\nfrom scipy.integrate import odeint\nimport matplotlib.pyplot as plt\n\n# BZ constants\nq, f, eps, delta = 3.1746e-5, 1, 0.0099, 2.4802e-5\n\n# initial values\nx0, y0, z0 = 0, 0, 0.1\n\n# end time\nt_e = 50 \n\n# number of timesteps\nn_iter = 10000\n\n# t values\nt = np.linspace(0, t_e, n_iter)\n\n# reaction ODE\ndef bz_reaction(triple, t, q, f, eps, delta):\n x, y, z = triple # (x, y, z) tuple\n dx = (q*y - x*y + x*(1-x)) / eps\n dy = (-q*y - x*y + f*z / delta\n dz = x-z\n return (dx, dy, dz)\n\nf = odeint(bz_reaction, (x0, y0, z0), t, args=((q, f, eps, delta)))\n\n# get results\nx, y, z = f.T\n\n# plot results\nfig = plt.figure(figsize=(10, 15), facecolor='white')\nfig.subplots_adjust(wspace=0.1, hspace=0.1)\n\nax1 = fig.add_subplot(3, 1, 1)\nax1.set_ylabel('concentration of bromous acid', fontsize=12)\n\nax2 = fig.add_subplot(3, 1, 2)\nax2.set_ylabel('concentration of bromide ions', fontsize=12)\n\nax3 = fig.add_subplot(3, 1, 3)\nax3.set_ylabel('concentration of cerium ions', fontsize=12)\n\nax1.set_title('Belousov - Zhabotinsky Reaction', fontsize = 20)\n\nax1.plot(t, x, 'b-')\nax2.plot(t, y, 'r-')\nax3.plot(t, z, 'g-')\n\nplt.show()"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 25 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 25\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
97e9742009170e4b39d593cd4a402e4a63c47e1d
TheStack--python--010.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python import rospy import time from geometry_msgs.msg import PoseStamped from std_msgs.msg import Time import serial def init(): # print "init" global ser ret = ser.readline() if not ret.startswith('OBJ0'): ser.write(b'continue') time.sleep(0.5) ret = ser.readline() rospy.loginfo(ret) if not ret.startswith('OBJ0'): ser.write(b'o') def vive_tracker(): global ser rospy.init_node('vive_tracker', anonymous=True) rate = rospy.Rate(30) # 10hz try: ser = serial.Serial(port='/dev/ttyACM0', baudrate=57600, timeout=1.0) ret = ser.readline() rospy.loginfo(ret) if not ret.startswith('OBJ0'): init() except: print "failed" raise #Define Publisher for topics pubPose = rospy.Publisher('/vive/pose', PoseStamped, queue_size=1 ) while not
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • IndentationError at line 29 Fix: Close the string literal with matching quote
intermediate
machine_learning
error_detection
Pythoncode:Python
2
0
888
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\nimport rospy\nimport time\nfrom geometry_msgs.msg import PoseStamped\nfrom std_msgs.msg import Time\nimport serial\n\n\ndef init():\n # print \"init\"\n global ser\n ret = ser.readline()\n if not ret.startswith('OBJ0'):\n \tser.write(b'continue')\n \ttime.sleep(0.5)\n \tret = ser.readline()\n \trospy.loginfo(ret)\n \tif not ret.startswith('OBJ0'):\n \tser.write(b'o')\n\ndef vive_tracker():\n global ser\n rospy.init_node('vive_tracker', anonymous=True)\n rate = rospy.Rate(30) # 10hz\n try:\n ser = serial.Serial(port='/dev/ttyACM0', baudrate=57600, timeout=1.0)\n ret = ser.readline()\n rospy.loginfo(ret)\n \tif not ret.startswith('OBJ0'):\n init()\n except:\n print \"failed\"\n raise\n #Define Publisher for topics\n pubPose = rospy.Publisher('/vive/pose', PoseStamped, queue_size=1 )\n\n while not"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 IndentationError at line 29\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
97eaf34c420b8e0da4f75ccfe6afac66ff721570
TheStack--python--010.parquet
Review this Pythoncode:Python code: from django.db import models from django.db.models import Model, CASCADE from django.db.models.fields import CharField, EmailField, IntegerField, BooleanField, URLField import uuid # Create your models here. class Users(Model): """ User Details """ id = models.UUIDField(primary_key=True, default=uuid.uuid4, editable=False) username = CharField('username', max_length=255, null=False, unique=True, blank=False) phone = CharField('phone', max_length=13, null=False, unique=False) email = EmailField('email', unique=True) score = IntegerField('score',default=0) profileImage = URLField('profileImage', max_length=255, null=True, blank=True) def __str__(self) -> str: return self.username
Code Review: ❌ Critical issues: Unterminated string literal at line 9 ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 22 Unexpected indentation at line 23 ✨ Improvements: Add closing quote at line 9
advanced
ui
code_review
Pythoncode:Python
1
1
835
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom django.db import models\nfrom django.db.models import Model, CASCADE\nfrom django.db.models.fields import CharField, EmailField, IntegerField, BooleanField, URLField\nimport uuid\n# Create your models here.\n\n\nclass Users(Model):\n \"\"\"\n User Details\n \"\"\"\n \n id = models.UUIDField(primary_key=True,\n default=uuid.uuid4,\n editable=False)\n username = CharField('username', max_length=255, null=False, unique=True,\n blank=False)\n\n phone = CharField('phone', max_length=13, null=False, unique=False)\n\n email = EmailField('email', unique=True)\n score = IntegerField('score',default=0)\n profileImage = URLField('profileImage', max_length=255, null=True, blank=True)\n\n def __str__(self) -> str:\n return self.username"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 9\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n\n\u2728 Improvements:\n Add closing quote at line 9"}]
false
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null
97eb34b4b75a8bd10da71262e863d37903963619
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: # coding=utf-8 # *** WARNING: this file was generated by the Pulumi SDK Generator. *** # *** Do not edit by hand unless you're certain you know what you are doing! *** import warnings import pulumi import pulumi.runtime # Complete this line from ... import _utilities from . import outputs from ._enums import * from ._inputs import * class BackendBucketArgs: ... [38 more functiondefs truncated] ...
The missing line is: from typing import Any, Mapping, Optional, Sequence, Union, overload
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
0
1
458
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# coding=utf-8\n# *** WARNING: this file was generated by the Pulumi SDK Generator. ***\n# *** Do not edit by hand unless you're certain you know what you are doing! ***\n\nimport warnings\nimport pulumi\nimport pulumi.runtime\n # Complete this line\nfrom ... import _utilities\nfrom . import outputs\nfrom ._enums import *\nfrom ._inputs import *\n\nclass BackendBucketArgs:\n\n ... [38 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\nfrom typing import Any, Mapping, Optional, Sequence, Union, overload"}]
false
null
null
null
97ebc8953bb4cc83a1df6a8dc656638981db5de1
TheStack--python--010.parquet
Fix this broken Pythoncode:Python code: import json import spacy import asyncio from flask import Response from aiohttp import ClientSession as Session from gcloud.aio.storage import Storage nlp = spacy.load("en_core_web_md", disable=["tagger", "parser", "ner"]) async def doaj_trio(request): try: encoded_data = request.data string_data = encoded_data.decode() da Error: SyntaxError / EOF
Fixed Code: import json import spacy import asyncio from flask import Response from aiohttp import ClientSession as Session from gcloud.aio.storage import Storage nlp = spacy.load("en_core_web_md", disable=["tagger", "parser", "ner"]) async def doaj_trio(request): try: encoded_data = request.data string_data = encoded_data.decode() data = json.loads(string_data) if data["t"] == settings.token: async with Session() as session: storage = Storage(session=session) bucket = storage.get_bucket(settings.bucket_name) blob = data["f"] Explanation: Complete the truncated code structure
intermediate
api
error_fixing
Pythoncode:Python
0
0
358
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport json\nimport spacy\nimport asyncio\nfrom flask import Response\nfrom aiohttp import ClientSession as Session\nfrom gcloud.aio.storage import Storage\n\nnlp = spacy.load(\"en_core_web_md\", disable=[\"tagger\", \"parser\", \"ner\"])\n \nasync def doaj_trio(request):\n try:\n encoded_data = request.data\n string_data = encoded_data.decode()\n da\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport json\nimport spacy\nimport asyncio\nfrom flask import Response\nfrom aiohttp import ClientSession as Session\nfrom gcloud.aio.storage import Storage\n\nnlp = spacy.load(\"en_core_web_md\", disable=[\"tagger\", \"parser\", \"ner\"])\n \nasync def doaj_trio(request):\n try:\n encoded_data = request.data\n string_data = encoded_data.decode()\n data = json.loads(string_data)\n if data[\"t\"] == settings.token:\n async with Session() as session:\n storage = Storage(session=session)\n bucket = storage.get_bucket(settings.bucket_name)\n blob = data[\"f\"]\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
97ec31511fa5ae21fe6b38aee96dd466ad75c1b8
TheStack--python--010.parquet
Complete this Pythoncode:Python code: from django.db import models def make_trash_manager(trashed, parent=None): """ Constructs a Django Queryset Manager which filters down it's base queryset according to the provided parameters. We need to use a method to construct a closed class rather than say, __init__ parameters given to a single base class as Django will init a models managers without providing any kwargs breaking things horribly. This way django can init the manager without providing any kwargs and it will still filter correctly. :param trashed: If true the manager will only return trashed entries, if false then only returns non-trashed entries. :param parent: If specified will use the trashed column in a related model where parent is the name of the FK to the related model. :return: A manager with an override get_queryset filtered accordingly. """ filter_kwargs = {}
if parent is None: filter_kwargs["trashed"] = trashed else: filter_kwargs[f"{parent}__trashed"] = trashed class Manager(models.Manager): def get_queryset(self): return super().get_queryset().filter(**filter_kwargs) return Manager TrashOnlyManager = make_trash_manager(trashed=True) NoTrashManager = make_trash_manager(trashed=False)
advanced
database
code_completion
Pythoncode:Python
2
1
1,308
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.db import models\n\n\ndef make_trash_manager(trashed, parent=None):\n \"\"\"\n Constructs a Django Queryset Manager which filters down it's base queryset according\n to the provided parameters.\n\n We need to use a method to construct a closed class rather than say, __init__\n parameters given to a single base class as Django will init a models managers\n without providing any kwargs breaking things horribly. This way django can init\n the manager without providing any kwargs and it will still filter correctly.\n\n :param trashed: If true the manager will only return trashed entries, if false then\n only returns non-trashed entries.\n :param parent: If specified will use the trashed column in a related model where\n parent is the name of the FK to the related model.\n :return: A manager with an override get_queryset filtered accordingly.\n \"\"\"\n\n filter_kwargs = {}"}, {"role": "assistant", "content": "\n if parent is None:\n filter_kwargs[\"trashed\"] = trashed\n else:\n filter_kwargs[f\"{parent}__trashed\"] = trashed\n\n class Manager(models.Manager):\n def get_queryset(self):\n return super().get_queryset().filter(**filter_kwargs)\n\n return Manager\n\n\nTrashOnlyManager = make_trash_manager(trashed=True)\nNoTrashManager = make_trash_manager(trashed=False)"}]
false
null
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null
97ecb8c3557c47a0dfc844b572f51fca8b4fd80a
TheStack--python--010.parquet
Fill in the in this Pythoncode:Python code: _base_='../swin/mask_rcnn_swin-t-p4-w7_fpn_1x_coco.py' dataset_type='CocoDataset' classes=('Aluminium foil', 'Battery', 'Aluminium blister pack', 'Carded blister pack', 'Clear plastic bottle', 'Glass bottle', 'Other plastic bottle', 'Plastic bottle cap', 'Metal bottle cap', 'Broken glass', 'Drink can', 'Food Can', 'Corrugated carton', 'Drink carton', 'Egg carton', 'Meal carton', 'Other carton', 'Paper cup', 'Disposable plastic cup', 'Foam cup', 'Glass cup', 'Other plastic cup', 'Food waste', 'Plastic lid', 'Metal lid', 'Magazine paper', 'Tissues', 'Wrapping paper', 'Normal paper', 'Paper bag', 'Plastified paper bag', 'Pizza box', 'Garbage bag', 'Single-use carrier bag', 'Polypropylene bag', 'Produce bag', 'Cereal bag', 'Bread bag', 'Plastic film', 'Crisp packet', 'Other plastic wrapper', 'Retort pouch', 'Spread tub', 'Tupperware', 'Disposable food container', 'Foam food container', 'Other plastic container', 'Plastic glooves', 'Plastic utensils', 'Pop tab', 'Rope & strings', 'Scrap metal', 'Shoe', 'Six pack rings', 'Squeezable tube', 'Plastic straw', 'Paper straw', 'Styrofoam piece', 'Toilet tube', 'Unlabeled litter', 'Glass jar','Cigarette') # model = dict( # roi_head=dict( # bbox_head=[ # dict( # # type='Shared2FCBBoxHead', # # explicitly over-write all the `num_classes` field from default 80 to 5. # num_classes=64), # dict( # # type='Shared2FCBBoxHead', # # explicitly over-write all the `num_classes` field from default 80 to 5. # num_classes=64), # dict( # Complete this line # # explicitly over-write all the `num_classes` field from default 80 to 5. # num_classes=64)], # # explicitly over-write all the `num_classes` field from default 80 to 5. # mask_head=dict(num_classes=64))) model = dict( roi_head=dict( bbox_head=dict(num_classes=62), mask_head=dict(num_classes=62))) data=dict( train=dict( type=dataset_type, classes=classes, ann_file='data/taco/taco15train.json', img_prefix='data/taco/' ), val=dict( type=dataset_type, classes=classes, ann_file='data/taco/taco15train.json', img_prefix='data/taco/' ), test=dict( type=dataset_type, classes=classes, ann_file='data/taco/taco15train.json', img_prefix='data/taco/' ) )
The missing line is: # # type='Shared2FCBBoxHead',
intermediate
testing
fill_in_the_blank
Pythoncode:Python
0
0
2,642
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n_base_='../swin/mask_rcnn_swin-t-p4-w7_fpn_1x_coco.py'\ndataset_type='CocoDataset'\n\nclasses=('Aluminium foil', 'Battery', 'Aluminium blister pack',\n 'Carded blister pack', 'Clear plastic bottle', 'Glass bottle',\n 'Other plastic bottle', 'Plastic bottle cap', 'Metal bottle cap',\n 'Broken glass', 'Drink can', 'Food Can', 'Corrugated carton',\n 'Drink carton', 'Egg carton', 'Meal carton', 'Other carton', 'Paper cup',\n 'Disposable plastic cup', 'Foam cup', 'Glass cup', 'Other plastic cup',\n 'Food waste', 'Plastic lid', 'Metal lid', 'Magazine paper', 'Tissues',\n 'Wrapping paper', 'Normal paper', 'Paper bag', 'Plastified paper bag',\n 'Pizza box', 'Garbage bag', 'Single-use carrier bag', 'Polypropylene bag',\n 'Produce bag', 'Cereal bag', 'Bread bag', 'Plastic film', 'Crisp packet',\n 'Other plastic wrapper', 'Retort pouch', 'Spread tub', 'Tupperware',\n 'Disposable food container', 'Foam food container', 'Other plastic container',\n 'Plastic glooves', 'Plastic utensils', 'Pop tab', 'Rope & strings',\n 'Scrap metal', 'Shoe', 'Six pack rings', 'Squeezable tube', 'Plastic straw',\n 'Paper straw', 'Styrofoam piece', 'Toilet tube', 'Unlabeled litter',\n 'Glass jar','Cigarette')\n\n# model = dict(\n# roi_head=dict(\n# bbox_head=[\n# dict(\n# # type='Shared2FCBBoxHead',\n# # explicitly over-write all the `num_classes` field from default 80 to 5.\n# num_classes=64),\n# dict(\n# # type='Shared2FCBBoxHead',\n# # explicitly over-write all the `num_classes` field from default 80 to 5.\n# num_classes=64),\n# dict(\n # Complete this line\n# # explicitly over-write all the `num_classes` field from default 80 to 5.\n# num_classes=64)],\n# # explicitly over-write all the `num_classes` field from default 80 to 5.\n# mask_head=dict(num_classes=64)))\nmodel = dict(\n roi_head=dict(\n bbox_head=dict(num_classes=62),\n mask_head=dict(num_classes=62)))\ndata=dict(\n train=dict(\n type=dataset_type,\n classes=classes,\n ann_file='data/taco/taco15train.json',\n img_prefix='data/taco/'\n ),\n\n val=dict(\n type=dataset_type,\n classes=classes,\n ann_file='data/taco/taco15train.json',\n img_prefix='data/taco/'\n ),\n\n test=dict(\n type=dataset_type,\n classes=classes,\n ann_file='data/taco/taco15train.json',\n img_prefix='data/taco/'\n )\n)"}, {"role": "assistant", "content": "The missing line is:\n# # type='Shared2FCBBoxHead',"}]
false
null
null
null
97ed2c2e8e3d0a8fd18d14986ac013c80606159c
TheStack--python--010.parquet