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Find all errors in this Pythoncode:Python code: # Copyright 2015-2017 ARM Limited, Google and contributors # # 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. # from __future__ import unicode_literals from __future__ import division from __future__ import print_function from builtins import chr import os import json import shutil import sys import unittest import utils_tests import trappy from trappy.ftrace import GenericFTrace from trappy.systrace import SysTrace
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 3
| 1
| 919
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2015-2017 ARM Limited, Google and contributors\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#\nfrom __future__ import unicode_literals\nfrom __future__ import division\nfrom __future__ import print_function\n\nfrom builtins import chr\nimport os\nimport json\nimport shutil\nimport sys\nimport unittest\nimport utils_tests\nimport trappy\nfrom trappy.ftrace import GenericFTrace\nfrom trappy.systrace import SysTrace"}, {"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
|
07224ff81e97b5ee51932d0d9bca20ab01f96757
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from enum import Enum ... [1 more classdefs truncated] ...
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
oop
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 68
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom enum import Enum\n\n\n\n ... [1 more classdefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07229c65c61816346ca75d9d08af09c5eb62b6ff
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from django.contrib.auth.decorators import login_required from django.contrib.auth.models import User from django.shortcuts import render from django.urls import reverse from django.http import HttpResponseRedirect, HttpResponse from django.utils import timezone from olaf.models import * from olaf.forms import * from olaf.utility import usertools from olaf.chess.controller import proccess_move def index ( request ): args = {} message = request.session.pop ( 'message', default = None ) if ( message is not None ): args [ 'message' ] = message if ( request.user.is_authenticated ): if ( request.method == 'POST' ): if ( request.POST.get ( 'game_id' ) is not None ): game_id = request.POST.get ( 'game_id' ) if ( game_id == '-1' ): game_id = usertools.new_game ( request ) request.session [ 'game_id' ] = game_id else: request.session.pop ( 'game_id', default = None ) f = lambda a : str ( a.date () ) + " - " + str ( a.hour ) + ":" + str ( a.minute ) + ":" + str ( a.second ) args [ 'game_list' ] = list ([str ( game.id ), f ( game.creation_time )] for game in request.user.userdata.game_history.filter ( result = 0 ).order_by ( '-creation_time' ) ) if ( request.session.get ( 'game_id' ) is not None ): args [ 'game_board' ] = usertools.get_translated_game_board ( request ) else: args [ 'game_board' ] = None return render ( request, 'olaf/index_logged_in.html', args ) else: args [ 'login_form' ] = LoginForm () args [ 'register_form' ] = RegisterForm () args [ 'score' ] = list ( [user.master.username, user.wins, user.loses, user.ties] for user in UserData.objects.filter ( is_active = True ) ) return render ( request, 'olaf/index_not_logged_in.html', args ) form_operation_dict = { 'login' : ( usertools.login_user, LoginForm, 'olaf/login.html', {}, 'index', { 'message' : "You're logged in. :)"} ), 'register' : ( usertools.register_user, RegisterForm, 'olaf/register.html', {}, 'index', { 'message' : "An activation email has been sent to you" } ), 'password_reset_request' : ( usertools.init_pass_reset_token, ForgotPasswordUsernameOrEmailForm, 'olaf/password_reset_request.html', {}, 'index', { 'message' : "An email containing the password reset link will be sent to your email"} ), 'reset_password' : ( usertools.reset_password_action, PasswordChangeForm, 'olaf/reset_password.html', {}, 'olaf:login', { 'message' : "Password successfully changed, you can login now" } ), 'resend_activation_email' : ( usertools.resend_activation_email, ResendActivationUsernameOrEmailForm, 'olaf/resend_activation_email.html', {}, 'index', { 'message' : "Activation email successfully sent to your email" } ), } ... [10 more functiondefs truncated] ...
|
Functions: index This code demonstrates Pythoncode:Python programming.
|
intermediate
|
api
|
code_explanation
|
Pythoncode:Python
| 1
| 0
| 2,802
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom django.contrib.auth.decorators import login_required\nfrom django.contrib.auth.models import User\nfrom django.shortcuts import render\nfrom django.urls import reverse\nfrom django.http import HttpResponseRedirect, HttpResponse\n\nfrom django.utils import timezone\n\nfrom olaf.models import *\nfrom olaf.forms import *\nfrom olaf.utility import usertools\n\nfrom olaf.chess.controller import proccess_move\n\ndef index ( request ):\n\targs = {}\n\n\tmessage = request.session.pop ( 'message', default = None )\n\tif ( message is not None ):\n\t\targs [ 'message' ] = message\n\n\tif ( request.user.is_authenticated ):\n\t\tif ( request.method == 'POST' ):\n\t\t\tif ( request.POST.get ( 'game_id' ) is not None ):\n\t\t\t\tgame_id = request.POST.get ( 'game_id' )\n\t\t\t\tif ( game_id == '-1' ):\n\t\t\t\t\tgame_id = usertools.new_game ( request )\n\n\t\t\t\trequest.session [ 'game_id' ] = game_id\n\t\t\telse:\n\t\t\t\trequest.session.pop ( 'game_id', default = None )\n\n\t\tf = lambda a : str ( a.date () ) + \" - \" + str ( a.hour ) + \":\" + str ( a.minute ) + \":\" + str ( a.second )\n\t\targs [ 'game_list' ] = list ([str ( game.id ), f ( game.creation_time )] for game in request.user.userdata.game_history.filter ( result = 0 ).order_by ( '-creation_time' ) )\n\n\t\tif ( request.session.get ( 'game_id' ) is not None ):\n\t\t\targs [ 'game_board' ] = usertools.get_translated_game_board ( request )\n\t\telse:\n\t\t\targs [ 'game_board' ] = None\n\n\t\treturn render ( request, 'olaf/index_logged_in.html', args )\n\telse:\n\t\targs [ 'login_form' ] = LoginForm ()\n\t\targs [ 'register_form' ] = RegisterForm ()\n\t\targs [ 'score' ] = list ( [user.master.username, user.wins, user.loses, user.ties] for user in UserData.objects.filter ( is_active = True ) )\n\n\t\treturn render ( request, 'olaf/index_not_logged_in.html', args )\n\nform_operation_dict = {\n\t'login' : (\n\t\tusertools.login_user,\n\t\tLoginForm,\n\t\t'olaf/login.html',\n\t\t{},\n\t\t'index',\n\t\t{ 'message' : \"You're logged in. :)\"}\n\t),\n\t'register' : (\n\t\tusertools.register_user,\n\t\tRegisterForm,\n\t\t'olaf/register.html',\n\t\t{},\n\t\t'index',\n\t\t{ 'message' : \"An activation email has been sent to you\" }\n\t),\n\t'password_reset_request' : (\n\t\tusertools.init_pass_reset_token,\n\t\tForgotPasswordUsernameOrEmailForm,\n\t\t'olaf/password_reset_request.html',\n\t\t{},\n\t\t'index',\n\t\t{ 'message' : \"An email containing the password reset link will be sent to your email\"}\n\t),\n\t'reset_password' : (\n\t\tusertools.reset_password_action,\n\t\tPasswordChangeForm,\n\t\t'olaf/reset_password.html',\n\t\t{},\n\t\t'olaf:login',\n\t\t{ 'message' : \"Password successfully changed, you can login now\" }\n\t),\n\t'resend_activation_email' : (\n\t\tusertools.resend_activation_email,\n\t\tResendActivationUsernameOrEmailForm,\n\t\t'olaf/resend_activation_email.html',\n\t\t{},\n\t\t'index',\n\t\t{ 'message' : \"Activation email successfully sent to your email\" }\n\t),\n}\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: index\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0723f800260b47fe29201f275a3497c9e0250212
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from __future__ import print_function import argparse import torch import torch.utils.data import matplotlib.pyplot as plt from torch import nn, optim from torch.nn import functional as F from torchvision import datasets, transforms from torchvision.utils import save_image from torch.utils.tensorboard import SummaryWriter from ce_vae_test.networks.min_vae import MinVae from ce_vae_test.trainer.ce_trainer import CeVaeTrainer from ce_vae_test.sampler.dataset_sampler import SamplerDatasetWithReplacement parser = argparse.ArgumentParser(description='VAE MNIST Example') parser.add_argument('--batch-size', type=int, default=128, metavar='N', help='input batch size for training (default: 128)') parser.add_argument('--epochs', type=int, default=10, metavar='N', help='number of epochs to train (default: 10)') parser.add_argument('--no-cuda', action='store_true', default=False, help='enables CUDA training') parser.add_argument('--seed', type=int, default=1, metavar='S', help='random seed (default: 1)') parser.add_argument('--log-interval', type=int, defaul
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 26 - expected ')' • SyntaxError: '(' was never closed at line 26 Fix: Complete the truncated code structure
|
intermediate
|
testing
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 1,145
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom __future__ import print_function\nimport argparse\nimport torch\nimport torch.utils.data\nimport matplotlib.pyplot as plt\nfrom torch import nn, optim\nfrom torch.nn import functional as F\nfrom torchvision import datasets, transforms\nfrom torchvision.utils import save_image\nfrom torch.utils.tensorboard import SummaryWriter\n\nfrom ce_vae_test.networks.min_vae import MinVae\nfrom ce_vae_test.trainer.ce_trainer import CeVaeTrainer\nfrom ce_vae_test.sampler.dataset_sampler import SamplerDatasetWithReplacement\n\n\nparser = argparse.ArgumentParser(description='VAE MNIST Example')\nparser.add_argument('--batch-size', type=int, default=128, metavar='N',\n help='input batch size for training (default: 128)')\nparser.add_argument('--epochs', type=int, default=10, metavar='N',\n help='number of epochs to train (default: 10)')\nparser.add_argument('--no-cuda', action='store_true', default=False,\n help='enables CUDA training')\nparser.add_argument('--seed', type=int, default=1, metavar='S',\n help='random seed (default: 1)')\nparser.add_argument('--log-interval', type=int, defaul"}, {"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 Unclosed '(' at line 26 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 26\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
072578f31e8482a3127fc3b417aa642b8388a425
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from __future__ import absolute_import, division, print_function from appr.auth import ApprAuth from appr.commands.command_base import CommandBase, PackageSplit class LogoutCmd(CommandBase): name = 'logout' help_message = "logout" def __init__(self, options): super(LogoutCmd, self).__init__(options) self.status = None self.registry_host = options.registry_host self.package_parts = options.package_parts pname = self.package_parts.get('package', None) namespace = self.package_parts.get('namespace', None) self.package = None if pname: self.package = "%s/%s" % (namespace, pname) ... code continues ...
|
Completion: Missing: If statement incomplete - else clause truncated To complete: • Complete if-else statement Example continuation: elif namespace: self.package = namespace @classmethod def _add_arguments(cls, parser):
|
advanced
|
oop
|
incomplete_code
|
Pythoncode:Python
| 5
| 1
| 673
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom __future__ import absolute_import, division, print_function\n\nfrom appr.auth import ApprAuth\nfrom appr.commands.command_base import CommandBase, PackageSplit\n\n\nclass LogoutCmd(CommandBase):\n name = 'logout'\n help_message = \"logout\"\n\n def __init__(self, options):\n super(LogoutCmd, self).__init__(options)\n self.status = None\n self.registry_host = options.registry_host\n self.package_parts = options.package_parts\n pname = self.package_parts.get('package', None)\n namespace = self.package_parts.get('namespace', None)\n self.package = None\n if pname:\n self.package = \"%s/%s\" % (namespace, pname)\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If statement incomplete - else clause truncated\n\n To complete:\n \u2022 Complete if-else statement\n\n Example continuation:\n elif namespace:\n self.package = namespace\n\n @classmethod\n def _add_arguments(cls, parser):"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
07257aac63bf6240cc82f0f082448d6a6953f3dc
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: #!/usr/bin/env python class tzwhere(object): SHORTCUT_DEGREES_LATITUDE = 1.0 SHORTCUT_DEGREES_LONGITUDE = 1.0 # By default, use the data file in our package directory DEFAULT_SHORTCUTS = os.path.join(os.path.dirname(__file__), 'tz_world_shortcuts.json') DEFAULT_POLYGONS = os.path.join(os.path.dirname(__file__), 'tz_world.json.gz') def __init__(self, forceTZ=False): ''' Initializes the tzwhere class. @forceTZ: If you want to force the lookup method to a return a timezone even if the point you are looking up is slightly outside it's bounds, you need to specify this during initialization arleady ''' featureCollection = read_tzworld(tzwhere.DEFAULT_POLYGONS) pgen = feature_collection_polygons(featureCollection) self.timezoneNamesToPolygons = collections.defaultdict(list) self.unprepTimezoneNamesToPolygons = collections.defaultdict(list) for tzname, poly in pgen: self.timezoneNamesToPolygons[tzname].append(poly) for tzname, polys in self.timezoneNamesToPolygons.items(): self.timezoneNamesToPolygons[tzname] = WRAP(polys) if forceTZ: self.unprepTimezoneNamesToPolygons[tzname] = WRAP(polys) with open(tzwhere.DEFAULT_SHORTCUTS, 'r') as f: self.timezoneLongitudeShortcuts, self.timezoneLatitudeShortcuts = json.load(f) self.forceTZ = forceTZ for tzname in self.timezoneNamesToPolygons: # Convert things to tuples to save memory for degree in self.timezoneLatitudeShortcuts: for tzname in self.timezoneLatitudeShortcuts[degree].keys(): self.timezoneLatitudeShortcuts[degree][tzname] = \ tuple(self.timezoneLatitudeShortcuts[degree][tzname]) for degree in self.timezoneLongitudeShortcuts.keys(): for tzname in self.timezoneLongitudeShortcuts[degree].keys(): self.timezoneLongitudeShortcuts[degree][tzname] = \ tuple(self.timezoneLongitudeShortcuts[degree][tzname]) ... [9 more functiondefs truncated] ...
|
Functions: __init__ Classes: tzwhere This code demonstrates Pythoncode:Python programming.
|
advanced
|
oop
|
code_explanation
|
Pythoncode:Python
| 1
| 1
| 2,264
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\n\nclass tzwhere(object):\n\n SHORTCUT_DEGREES_LATITUDE = 1.0\n SHORTCUT_DEGREES_LONGITUDE = 1.0\n # By default, use the data file in our package directory\n DEFAULT_SHORTCUTS = os.path.join(os.path.dirname(__file__),\n 'tz_world_shortcuts.json')\n DEFAULT_POLYGONS = os.path.join(os.path.dirname(__file__),\n 'tz_world.json.gz')\n\n def __init__(self, forceTZ=False):\n '''\n Initializes the tzwhere class.\n @forceTZ: If you want to force the lookup method to a return a\n timezone even if the point you are looking up is slightly outside it's\n bounds, you need to specify this during initialization arleady\n '''\n\n featureCollection = read_tzworld(tzwhere.DEFAULT_POLYGONS)\n pgen = feature_collection_polygons(featureCollection)\n self.timezoneNamesToPolygons = collections.defaultdict(list)\n self.unprepTimezoneNamesToPolygons = collections.defaultdict(list)\n for tzname, poly in pgen:\n self.timezoneNamesToPolygons[tzname].append(poly)\n for tzname, polys in self.timezoneNamesToPolygons.items():\n self.timezoneNamesToPolygons[tzname] = WRAP(polys)\n\n if forceTZ:\n self.unprepTimezoneNamesToPolygons[tzname] = WRAP(polys)\n\n with open(tzwhere.DEFAULT_SHORTCUTS, 'r') as f:\n self.timezoneLongitudeShortcuts, self.timezoneLatitudeShortcuts = json.load(f)\n\n self.forceTZ = forceTZ\n for tzname in self.timezoneNamesToPolygons:\n # Convert things to tuples to save memory\n for degree in self.timezoneLatitudeShortcuts:\n for tzname in self.timezoneLatitudeShortcuts[degree].keys():\n self.timezoneLatitudeShortcuts[degree][tzname] = \\\n tuple(self.timezoneLatitudeShortcuts[degree][tzname])\n\n for degree in self.timezoneLongitudeShortcuts.keys():\n for tzname in self.timezoneLongitudeShortcuts[degree].keys():\n self.timezoneLongitudeShortcuts[degree][tzname] = \\\n tuple(self.timezoneLongitudeShortcuts[degree][tzname])\n\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__\n Classes: tzwhere\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
072775cafe9ec9921c429b5df6eb75f74e95605d
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from mindmeld.models.helpers import register_query_feature @register_query_feature(feature_name='average-token-length') def extract_average_token_length(**args): """ Example query feature that gets the average length of normalized tokens in the query„ Returns: (function) A feature extraction function that takes a query and returns the average normalized token length # Complete this line # pylint: disable=locally-disabled,unused-argument def _extractor(query, resources): tokens = query.normalized_tokens average_token_length = sum([len(t) for t in tokens]) / len(tokens) return {'average_token_length': average_token_length} return _extractor
|
The missing line is: """
|
intermediate
|
database
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 706
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom mindmeld.models.helpers import register_query_feature\n\n\n@register_query_feature(feature_name='average-token-length')\ndef extract_average_token_length(**args):\n \"\"\"\n Example query feature that gets the average length of normalized tokens in the query\u201e\n\n Returns:\n (function) A feature extraction function that takes a query and\n returns the average normalized token length\n # Complete this line\n # pylint: disable=locally-disabled,unused-argument\n def _extractor(query, resources):\n tokens = query.normalized_tokens\n average_token_length = sum([len(t) for t in tokens]) / len(tokens)\n return {'average_token_length': average_token_length}\n\n return _extractor"}, {"role": "assistant", "content": "The missing line is:\n \"\"\""}]
| false
| null | null | null |
07283cf3af01e90d346a6f3a53d9608574682da0
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: #!/usr/bin/python # -*- coding: utf-8 -*- ... [1 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 5: ... [1 more functiondefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
|
beginner
|
general
|
debugging
|
Pythoncode:Python
| 0
| 0
| 90
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#!/usr/bin/python\n# -*- coding: utf-8 -*-\n\n\n ... [1 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 5: ... [1 more functiondefs truncated] ...\n\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
072aa22d56a355822d78b2d3df97e983fe4fb836
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/python # -*- coding: utf-8 -*- # [Import start] from flask import Blueprint, jsonify # [Import end] app = Blueprint( 'hoge', __name__, url_prefix='/hoge' ) @app.route('/test def hoge(): return "\nhogehoge"
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 15 • Unclosed '(' at line 15 - expected ')' • Unterminated string literal at line 15 Fixes: • Add closing quote at line 15 • Add closing ')' bracket • Add closing quote to string literal
|
intermediate
|
testing
|
syntax_repair
|
Pythoncode:Python
| 1
| 0
| 239
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/python\n# -*- coding: utf-8 -*-\n\n# [Import start]\nfrom flask import Blueprint, jsonify\n# [Import end]\n\napp = Blueprint(\n 'hoge',\n __name__,\n url_prefix='/hoge'\n)\n\n\n@app.route('/test\ndef hoge():\n return \"\\nhogehoge\""}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 15\n \u2022 Unclosed '(' at line 15 - expected ')'\n \u2022 Unterminated string literal at line 15\n\n Fixes:\n \u2022 Add closing quote at line 15\n \u2022 Add closing ')' bracket\n \u2022 Add closing quote to string literal"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
072b5dc94ce99e8f35df268838491f8bfa5d061f
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 import apt_pkg import sys from apt_pkg import CURSTATE_INSTALLED, version_compare from operator import lt, le, eq, ge, gt # Function mappings for relationship operators. relation_operators = {"<<": lt, "<=": le, "=": eq, ">=": ge, ">>": gt} # Set up APT cache. apt_pkg.init() cache = apt_pkg.Cache(None) missing_packages = [] for i in sys.argv[1:]: # Build the package relationship string for use by 'apt-get satisfy'. relationship_operator = None for j in ["<=", ">=", "<", ">", "="]: if j in i: relationship_operator = j break if relationship_operator is not None: if relationship_operator in ["<", ">"]: relationship_operator_formatted = j + j else: relationship_operator_formatted = j package = i.split(relationship_operator) pkgname = package[0] pkgver = package[1] package_string = f"{pkgname} ({relationship_operator_formatted} {pkgver})" # Complete this line pkgname = i pkgver = None package_string = pkgname # Check if the package is in the cache. try: pkg = cache[pkgname] except KeyError: missing_packages += [package_string] continue # Get the list of installed and provided packages that are currently installed. installed_pkg_versions = [] if pkg.current_state == CURSTATE_INSTALLED: installed_pkg_versions += [pkg] for i in pkg.provides_list: parent_pkg = i[2].parent_pkg if parent_pkg.current_state == CURSTATE_INSTALLED: installed_pkg_versions += [parent_pkg] # If an installed package was found and no relationship operators were used, the dependency has been satisfied. if (len(installed_pkg_versions) != 0) and (relationship_operator is None): continue # Otherwise, check all matching installed packages and see if any of them fit the specified relationship operator. matched_pkg = False for i in installed_pkg_versions: installed_version = i.current_ver.ver_str version_result = version_compare(installed_version, pkgver) if relation_operators[relationship_operator_formatted](version_result, 0): matched_pkg = True if not matched_pkg: missing_packages += [package_string] for i in missing_packages: print(i) exit(0)
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The missing line is: else:
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intermediate
|
database
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fill_in_the_blank
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Pythoncode:Python
| 0
| 0
| 2,383
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\nimport apt_pkg\nimport sys\n\nfrom apt_pkg import CURSTATE_INSTALLED, version_compare\nfrom operator import lt, le, eq, ge, gt\n\n# Function mappings for relationship operators.\nrelation_operators = {\"<<\": lt, \"<=\": le, \"=\": eq, \">=\": ge, \">>\": gt}\n\n# Set up APT cache.\napt_pkg.init()\ncache = apt_pkg.Cache(None)\n\nmissing_packages = []\n\nfor i in sys.argv[1:]:\n # Build the package relationship string for use by 'apt-get satisfy'.\n relationship_operator = None\n\n for j in [\"<=\", \">=\", \"<\", \">\", \"=\"]:\n if j in i:\n relationship_operator = j\n break\n\n if relationship_operator is not None:\n if relationship_operator in [\"<\", \">\"]:\n relationship_operator_formatted = j + j\n else:\n relationship_operator_formatted = j\n\n package = i.split(relationship_operator)\n pkgname = package[0]\n pkgver = package[1]\n package_string = f\"{pkgname} ({relationship_operator_formatted} {pkgver})\"\n # Complete this line\n pkgname = i\n pkgver = None\n package_string = pkgname\n\n # Check if the package is in the cache.\n try:\n pkg = cache[pkgname]\n except KeyError:\n missing_packages += [package_string]\n continue\n\n # Get the list of installed and provided packages that are currently installed.\n installed_pkg_versions = []\n\n if pkg.current_state == CURSTATE_INSTALLED:\n installed_pkg_versions += [pkg]\n\n for i in pkg.provides_list:\n parent_pkg = i[2].parent_pkg\n\n if parent_pkg.current_state == CURSTATE_INSTALLED:\n installed_pkg_versions += [parent_pkg]\n\n # If an installed package was found and no relationship operators were used, the dependency has been satisfied.\n if (len(installed_pkg_versions) != 0) and (relationship_operator is None):\n continue\n\n # Otherwise, check all matching installed packages and see if any of them fit the specified relationship operator.\n matched_pkg = False\n\n for i in installed_pkg_versions:\n installed_version = i.current_ver.ver_str\n version_result = version_compare(installed_version, pkgver)\n\n if relation_operators[relationship_operator_formatted](version_result, 0):\n matched_pkg = True\n\n if not matched_pkg:\n missing_packages += [package_string]\n\nfor i in missing_packages:\n print(i)\n\nexit(0)"}, {"role": "assistant", "content": "The missing line is:\n else:"}]
| false
| null | null | null |
072b648fd224e151f6b9509016ac18b01f0c89c9
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # Generated by Django 3.0.7 on 2020-08-24 06:17 from django.db import migrations, models ... [1 more classdefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 7: ... [1 more classdefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
|
beginner
|
machine_learning
|
debugging
|
Pythoncode:Python
| 0
| 0
| 136
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Generated by Django 3.0.7 on 2020-08-24 06:17\n\nfrom django.db import migrations, models\n\n\n\n ... [1 more classdefs 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 7: ... [1 more classdefs truncated] ...\n\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
072bd117dea823ba3412148c4dbda51e774d2a1f
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: print "Hello World!" print "Trying my hand at Git!" print "Something else" for i in range(10): print i
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
general
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 107
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nprint \"Hello World!\"\nprint \"Trying my hand at Git!\"\nprint \"Something else\"\nfor i in range(10):\n print i"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
072ca26b4d1e4960c6363441b38a038bbb510a99
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from django.contrib.auth.mixins import LoginRequiredMixin from django.views.generic.edit import CreateView, UpdateView, DeleteView from django.views.generic import DetailView, ListView from projects.models import Project from status.models import Status from .models import Task from .forms import TaskForm, FilterForm def _get_projects(user): projects = [("All", "All"), ('---', '---')] for item in Project.objects.filter(created_by=user): projects.append((item.name, item.name)) return projects def _get_statuses(): statuses = [("All", "All")] for item in Status.objects.all(): statuses.append((item.text, item.text)) return statuses class TaskListView(LoginRequiredMixin, ListView): login_url = '/users/register' model = Task context_object_name = 'tasks' template_name = 'tasks/index.html' ordering = ['finish_date'] def get_queryset(self): queryset = super().get_queryset() for obj in queryset: obj.check_expired() return queryset def get_context_data(self, *args, **kwargs): try: project_name = self.request.GET['project'] except KeyError: project_name = '' try: status_name = self.request.GET['status'] except KeyError: status_name = '' if self.request.user.is_authenticated: tasks = Task.objects.filter(created_by=self.request.user) if project_name and project_name != "All": if project_name == '---': tasks = tasks.filter(level=None) else: tasks = tasks.filter(level__project__name=project_name) if status_name and status_name != "All": tasks = tasks.filter(status__text=status_name) Error: SyntaxError / EOF
|
Fixed Code: from django.contrib.auth.mixins import LoginRequiredMixin from django.views.generic.edit import CreateView, UpdateView, DeleteView from django.views.generic import DetailView, ListView from projects.models import Project from status.models import Status from .models import Task from .forms import TaskForm, FilterForm def _get_projects(user): projects = [("All", "All"), ('---', '---')] for item in Project.objects.filter(created_by=user): projects.append((item.name, item.name)) return projects def _get_statuses(): statuses = [("All", "All")] for item in Status.objects.all(): statuses.append((item.text, item.text)) Explanation: Complete the truncated code structure
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advanced
|
api
|
error_fixing
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Pythoncode:Python
| 5
| 2
| 1,817
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom django.contrib.auth.mixins import LoginRequiredMixin\nfrom django.views.generic.edit import CreateView, UpdateView, DeleteView\nfrom django.views.generic import DetailView, ListView\n\nfrom projects.models import Project\nfrom status.models import Status\nfrom .models import Task\nfrom .forms import TaskForm, FilterForm\n\n\ndef _get_projects(user):\n projects = [(\"All\", \"All\"), ('---', '---')]\n for item in Project.objects.filter(created_by=user):\n projects.append((item.name, item.name))\n return projects\n\ndef _get_statuses():\n statuses = [(\"All\", \"All\")]\n for item in Status.objects.all():\n statuses.append((item.text, item.text))\n return statuses\n\nclass TaskListView(LoginRequiredMixin, ListView):\n login_url = '/users/register'\n model = Task\n context_object_name = 'tasks'\n template_name = 'tasks/index.html'\n ordering = ['finish_date']\n\n def get_queryset(self):\n queryset = super().get_queryset()\n for obj in queryset:\n obj.check_expired()\n return queryset\n\n def get_context_data(self, *args, **kwargs):\n try:\n project_name = self.request.GET['project']\n except KeyError:\n project_name = ''\n\n try:\n status_name = self.request.GET['status']\n except KeyError:\n status_name = ''\n\n if self.request.user.is_authenticated:\n tasks = Task.objects.filter(created_by=self.request.user)\n if project_name and project_name != \"All\":\n if project_name == '---':\n tasks = tasks.filter(level=None)\n else:\n tasks = tasks.filter(level__project__name=project_name)\n if status_name and status_name != \"All\":\n tasks = tasks.filter(status__text=status_name)\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom django.contrib.auth.mixins import LoginRequiredMixin\nfrom django.views.generic.edit import CreateView, UpdateView, DeleteView\nfrom django.views.generic import DetailView, ListView\n\nfrom projects.models import Project\nfrom status.models import Status\nfrom .models import Task\nfrom .forms import TaskForm, FilterForm\n\n\ndef _get_projects(user):\n projects = [(\"All\", \"All\"), ('---', '---')]\n for item in Project.objects.filter(created_by=user):\n projects.append((item.name, item.name))\n return projects\n\ndef _get_statuses():\n statuses = [(\"All\", \"All\")]\n for item in Status.objects.all():\n statuses.append((item.text, item.text))\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
072cc767332977c77810de1909be8f9a35cce2f6
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import os import math import time import geohash import geojson from geojson import MultiLineString from shapely import geometry import shapefile import numpy import datetime as dt import pandas as pd import logging logger = logging.getLogger(__name__) source_shape_file_path = "C:/temp/2018/" threshold = 60*60 cols = ['start', 'end','start_epoch_round','end_epoch_round','start_epoch_round_dt','end_epoch_round_dt'] times = [] for root,dirs,files in os.walk(source_shape_file_path): for file in files: with open(os.path.join(root,file),"r") as auto: if file.endswith(".shp"): Error: IndentationError / Expected indented block
|
Fixed Code: import os import math import time import geohash import geojson from geojson import MultiLineString from shapely import geometry import shapefile import numpy import datetime as dt import pandas as pd import logging logger = logging.getLogger(__name__) source_shape_file_path = "C:/temp/2018/" threshold = 60*60 cols = ['start', 'end','start_epoch_round','end_epoch_round','start_epoch_round_dt','end_epoch_round_dt'] times = [] for root,dirs,files in os.walk(source_shape_file_path): Explanation: Add body to With block or use 'pass' statement
|
intermediate
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 603
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport os\nimport math\nimport time\nimport geohash\nimport geojson\nfrom geojson import MultiLineString\nfrom shapely import geometry\nimport shapefile\nimport numpy\nimport datetime as dt\nimport pandas as pd\nimport logging\n\nlogger = logging.getLogger(__name__)\nsource_shape_file_path = \"C:/temp/2018/\"\nthreshold = 60*60\ncols = ['start', 'end','start_epoch_round','end_epoch_round','start_epoch_round_dt','end_epoch_round_dt']\ntimes = []\n\nfor root,dirs,files in os.walk(source_shape_file_path):\n for file in files:\n with open(os.path.join(root,file),\"r\") as auto:\n if file.endswith(\".shp\"):\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport os\nimport math\nimport time\nimport geohash\nimport geojson\nfrom geojson import MultiLineString\nfrom shapely import geometry\nimport shapefile\nimport numpy\nimport datetime as dt\nimport pandas as pd\nimport logging\n\nlogger = logging.getLogger(__name__)\nsource_shape_file_path = \"C:/temp/2018/\"\nthreshold = 60*60\ncols = ['start', 'end','start_epoch_round','end_epoch_round','start_epoch_round_dt','end_epoch_round_dt']\ntimes = []\n\nfor root,dirs,files in os.walk(source_shape_file_path):\n\n Explanation: Add body to With block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
072d2f9675748ff1a2131801c4afa2c1d8506223
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import pygame_sdl2 def save_state(balls): """ Saves the game state. """ stateString = "" with open("state.txt", "w") as f: for ball in balls: stateString += "{} {} {} {} {}".format(ball.imageFile, ball.speedx, ball.speedy, ball.rect.centerx, ball.rect.centery) stateString += '\n' f.write(stateString) def load_state(): # Complete this line objects = [] with open("state.txt", "r") as f: for line in f.read(): f, sx, sy, x, y = line.split() objects += Ball(f, [int(sx), int(sy)], [int(x), int(y)]) return objects except: return None def delete_state(): if os.path.exists("state.txt"): os.unlink("state.txt") ... [1 more functiondefs truncated] ...
|
The missing line is: try:
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intermediate
|
testing
|
fill_in_the_blank
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Pythoncode:Python
| 3
| 0
| 1,002
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport pygame_sdl2\ndef save_state(balls):\n \"\"\"\n Saves the game state.\n \"\"\"\n stateString = \"\"\n with open(\"state.txt\", \"w\") as f:\n for ball in balls:\n stateString += \"{} {} {} {} {}\".format(ball.imageFile,\n ball.speedx,\n ball.speedy,\n ball.rect.centerx,\n ball.rect.centery)\n stateString += '\\n'\n f.write(stateString)\n\ndef load_state():\n # Complete this line\n objects = []\n with open(\"state.txt\", \"r\") as f:\n for line in f.read():\n f, sx, sy, x, y = line.split()\n objects += Ball(f, [int(sx), int(sy)], [int(x), int(y)])\n return objects\n except:\n return None\n\ndef delete_state():\n if os.path.exists(\"state.txt\"):\n os.unlink(\"state.txt\")\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n try:"}]
| false
| null | null | null |
072d38a7e1316c182e6d46a18839cb0047e95249
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from __future__ import division import math, copy import argparse from brownian import Brownian import scipy import LLRcalc class sprt: def __init__(self, alpha=0.05, beta=0.05, elo0=0, elo1=5, elo_model="logistic"): assert elo_model in ("logistic", "normalized") self.elo_model = elo_model self.a = math.log(beta / (1 - alpha)) self.b = math.log((1 - beta) / alpha) self.elo0 = elo0 self.elo1 = elo1 self.clamped = False self.LLR_drift_variance = LLRcalc.LLR_drift_variance_alt2 def elo_to_score(self, elo): """ "elo" is expressed in our current elo_model. """ if self.elo_model == "normalized": nt = elo / LLRcalc.nelo_divided_by_nt return nt * self.sigma_pg + 0.5 else: return LLRcalc.L_(elo) def lelo_to_elo(self, lelo): """ For external use. "elo" is expressed in our current elo_model. "lelo" is logistic. """ if self.elo_model == "logistic": return lelo score = LLRcalc.L_(lelo) nt = (score - 0.5) / self.sigma_pg return nt * LLRcalc.nelo_divided_by_nt def set_state(self, results): N, self.pdf = LLRcalc.results_to_pdf(results) if self.elo_model == "normalized": mu, var = LLRcalc.stats(self.pdf) # code duplication with LLRcalc if len(results) == 5: self.sigma_pg = (2 * var) ** 0.5 elif len(results) == 3: self.sigma_pg = var ** 0.5 else: assert False self.s0, self.s1 = [self.elo_to_score(elo) for elo in (self.elo0, self.elo1)] mu_LLR, var_LLR = self.LLR_drift_variance(self.pdf, self.s0, self.s1, None) # llr estimate self.llr = N * mu_LLR self.T = N # now normalize llr (if llr is not legal then the implications # of this are unclear) slope = self.llr / N if self.llr > 1.03 * self.b or self.llr < 1.03 * self.a: self.clamped = True if self.llr < self.a: self.T = self.a / slope self.llr = self.a elif self.llr > self.b: self.T = self.b / slope self.llr = self.b def outcome_prob(self, elo): """ The probability of a test with the given elo with worse outcome (faster fail, slower pass or a pass changed into a fail). """ s = LLRcalc.L_(elo) mu_LLR, var_LLR = self.LLR_drift_variance(self.pdf, self.s0, self.s1, s) sigma_LLR = math.sqrt(var_LLR) return Brownian(a=self.a, b=self.b, mu=mu_LLR, sigma=sigma_LLR).outcome_cdf( T=self.T, y=self.llr ) ... [2 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
|
testing
|
refactoring
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Pythoncode:Python
| 5
| 1
| 2,744
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom __future__ import division\nimport math, copy\nimport argparse\nfrom brownian import Brownian\nimport scipy\nimport LLRcalc\n\n\nclass sprt:\n def __init__(self, alpha=0.05, beta=0.05, elo0=0, elo1=5, elo_model=\"logistic\"):\n assert elo_model in (\"logistic\", \"normalized\")\n self.elo_model = elo_model\n self.a = math.log(beta / (1 - alpha))\n self.b = math.log((1 - beta) / alpha)\n self.elo0 = elo0\n self.elo1 = elo1\n self.clamped = False\n self.LLR_drift_variance = LLRcalc.LLR_drift_variance_alt2\n\n def elo_to_score(self, elo):\n \"\"\"\n\"elo\" is expressed in our current elo_model.\n\"\"\"\n if self.elo_model == \"normalized\":\n nt = elo / LLRcalc.nelo_divided_by_nt\n return nt * self.sigma_pg + 0.5\n else:\n return LLRcalc.L_(elo)\n\n def lelo_to_elo(self, lelo):\n \"\"\"\nFor external use. \"elo\" is expressed in our current elo_model. \n\"lelo\" is logistic.\n \"\"\"\n if self.elo_model == \"logistic\":\n return lelo\n score = LLRcalc.L_(lelo)\n nt = (score - 0.5) / self.sigma_pg\n return nt * LLRcalc.nelo_divided_by_nt\n\n def set_state(self, results):\n N, self.pdf = LLRcalc.results_to_pdf(results)\n if self.elo_model == \"normalized\":\n mu, var = LLRcalc.stats(self.pdf) # code duplication with LLRcalc\n if len(results) == 5:\n self.sigma_pg = (2 * var) ** 0.5\n elif len(results) == 3:\n self.sigma_pg = var ** 0.5\n else:\n assert False\n self.s0, self.s1 = [self.elo_to_score(elo) for elo in (self.elo0, self.elo1)]\n\n mu_LLR, var_LLR = self.LLR_drift_variance(self.pdf, self.s0, self.s1, None)\n\n # llr estimate\n self.llr = N * mu_LLR\n self.T = N\n\n # now normalize llr (if llr is not legal then the implications\n # of this are unclear)\n slope = self.llr / N\n if self.llr > 1.03 * self.b or self.llr < 1.03 * self.a:\n self.clamped = True\n if self.llr < self.a:\n self.T = self.a / slope\n self.llr = self.a\n elif self.llr > self.b:\n self.T = self.b / slope\n self.llr = self.b\n\n def outcome_prob(self, elo):\n \"\"\"\nThe probability of a test with the given elo with worse outcome\n(faster fail, slower pass or a pass changed into a fail).\n\"\"\"\n s = LLRcalc.L_(elo)\n mu_LLR, var_LLR = self.LLR_drift_variance(self.pdf, self.s0, self.s1, s)\n sigma_LLR = math.sqrt(var_LLR)\n return Brownian(a=self.a, b=self.b, mu=mu_LLR, sigma=sigma_LLR).outcome_cdf(\n T=self.T, y=self.llr\n )\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
072ddb9bbab8925228b0922af5e12f46301684b7
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you 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. # from dataclasses import dataclass import struct from binascii import unhexlify import random ############ # DEFINES ############ def get_opcode(ogf: int, ocf: int): return ((ocf & 0x03ff)|(ogf << 10)) def get_ogf_ocf(opcode: int): ogf = opcode >> 10 ocf = opcode & 0x03ff return ogf, ocf def cmd_addr_to_ba(addr_str: str): return unhexlify("".join(addr_str.split(':')))[::-1] def ba_addr_to_str(addr_ba: bytearray): addr_str = addr_ba.hex().upper() return ':'.join(addr_str[i:i+2] for i in range(len(addr_str), -2, -2))[1:] def gen_static_rand_addr(): while True: x = [random.randint(0,1) for _ in range(0,48)] if 0 in x[:-2] and 1 in x[:-2]: x[0] = 1 x[1] = 1 break addr_int = int("".join([str(x[i]) for i in range(0,len(x))]), 2) addr_hex = "{0:0{1}x}".format(addr_int, 12) addr = ":".join(addr_hex[i:i+2] for i in range(0, len(addr_hex), 2)) return addr.upper() ############
|
# GLOBAL VAR CLASSES ############ @dataclass class Suggested_Dflt_Data_Length(): status: int suggested_max_tx_octets: int suggested_max_tx_time: int def __init__(self): self.set() def set(self, status=0, suggested_max_tx_octets=0, suggested_max_tx_time=0): self.status = status self.suggested_max_tx_octets = suggested_max_tx_octets self.suggested_max_tx_time = suggested_max_tx_time @dataclass class Max_Data_Length(): status: int supported_max_tx_octets: int supported_max_tx_time: int supported_max_rx_octets: int supported_max_rx_time: int def __init__(self): self.set() def set(self, status=0, supported_max_tx_octets=0, supported_max_tx_time=0, supported_max_rx_octets=0, supported_max_rx_time=0): self.status = status self.supported_max_tx_octets = supported_max_tx_octets self.supported_max_tx_time = supported_max_tx_time self.supported_max_rx_octets = supported_max_rx_octets self.supported_max_rx_time = supported_max_rx_time @dataclass ... [63 more classdefs truncated] ...
|
advanced
|
api
|
code_completion
|
Pythoncode:Python
| 9
| 2
| 2,913
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#\n# Licensed to the Apache Software Foundation (ASF) under one\n# or more contributor license agreements. See the NOTICE file\n# distributed with this work for additional information\n# regarding copyright ownership. The ASF licenses this file\n# to you under the Apache License, Version 2.0 (the\n# \"License\"); you may not use this file except in compliance\n# with the License. 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,\n# software distributed under the License is distributed on an\n# \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY\n# KIND, either express or implied. See the License for the\n# specific language governing permissions and limitations\n# under the License.\n#\n\nfrom dataclasses import dataclass\nimport struct\nfrom binascii import unhexlify\nimport random\n\n############\n# DEFINES\n############\ndef get_opcode(ogf: int, ocf: int):\n return ((ocf & 0x03ff)|(ogf << 10))\n\ndef get_ogf_ocf(opcode: int):\n ogf = opcode >> 10\n ocf = opcode & 0x03ff\n return ogf, ocf\n\ndef cmd_addr_to_ba(addr_str: str):\n return unhexlify(\"\".join(addr_str.split(':')))[::-1]\n\ndef ba_addr_to_str(addr_ba: bytearray):\n addr_str = addr_ba.hex().upper()\n return ':'.join(addr_str[i:i+2] for i in range(len(addr_str), -2, -2))[1:]\n\ndef gen_static_rand_addr():\n while True:\n x = [random.randint(0,1) for _ in range(0,48)]\n\n if 0 in x[:-2] and 1 in x[:-2]:\n x[0] = 1\n x[1] = 1\n break\n addr_int = int(\"\".join([str(x[i]) for i in range(0,len(x))]), 2)\n addr_hex = \"{0:0{1}x}\".format(addr_int, 12)\n addr = \":\".join(addr_hex[i:i+2] for i in range(0, len(addr_hex), 2))\n return addr.upper()\n\n############"}, {"role": "assistant", "content": "\n# GLOBAL VAR CLASSES\n############\n@dataclass\nclass Suggested_Dflt_Data_Length():\n status: int\n suggested_max_tx_octets: int\n suggested_max_tx_time: int\n\n def __init__(self):\n self.set()\n\n def set(self, status=0, suggested_max_tx_octets=0, suggested_max_tx_time=0):\n self.status = status\n self.suggested_max_tx_octets = suggested_max_tx_octets\n self.suggested_max_tx_time = suggested_max_tx_time\n\n@dataclass\nclass Max_Data_Length():\n status: int\n supported_max_tx_octets: int\n supported_max_tx_time: int\n supported_max_rx_octets: int\n supported_max_rx_time: int\n\n def __init__(self):\n self.set()\n\n def set(self, status=0, supported_max_tx_octets=0, supported_max_tx_time=0,\n supported_max_rx_octets=0, supported_max_rx_time=0):\n self.status = status\n self.supported_max_tx_octets = supported_max_tx_octets\n self.supported_max_tx_time = supported_max_tx_time\n self.supported_max_rx_octets = supported_max_rx_octets\n self.supported_max_rx_time = supported_max_rx_time\n\n@dataclass\n\n ... [63 more classdefs truncated] ..."}]
| false
| null | null | null |
072e395e8cbf167e556a1f0e76894f388e49246e
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: """Simple Hail query example.""" import click import hail as hl from bokeh.io.export import get_screenshot_as_png from analysis_runner import output_path GNOMAD_HGDP_1KG_MT = ( 'gs://gcp-public-data--gnomad/release/3.1/mt/genomes/' 'gnomad.genomes.v3.1.hgdp_1kg_subset_dense.mt' ) @click.command() @click.option('--rerun', help='Whether to overwrite cached files', default=False) def query(rerun): """Query script entry point.""" hl.init(default_reference='GRCh38') sample_qc_path = output_path('sample_qc.mt') if rerun or not hl.hadoop_exists(sample_qc_path): mt = hl.read_matrix_table(GNOMAD_HGDP_1KG_MT) mt = mt.head(100, n_cols=100) mt_qc = hl.sample_qc(mt) mt_qc.write(sample_qc_path) mt_qc = hl.read_matrix_table(sample_qc_path) plot_filename = output_path('call_rate_plot.png', 'web') if rerun or not hl.hadoop_exists(plot_filename): call_rate_plot = hl.plot.histogram( mt_qc.sample_qc.call_rate, range=(0, 1), legend='Call rate' ) with hl.hadoop_open(plot_filename, 'wb') as f: get_screenshot_as_png(call_rate_plot).save(f, format='PNG') if __name__ == '__main__': query() # pylint: disable=no-value-for-parameter
|
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 23 Unexpected indentation at line 25
|
intermediate
|
database
|
debugging
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Pythoncode:Python
| 1
| 0
| 1,253
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"Simple Hail query example.\"\"\"\n\nimport click\nimport hail as hl\nfrom bokeh.io.export import get_screenshot_as_png\nfrom analysis_runner import output_path\n\n\nGNOMAD_HGDP_1KG_MT = (\n 'gs://gcp-public-data--gnomad/release/3.1/mt/genomes/'\n 'gnomad.genomes.v3.1.hgdp_1kg_subset_dense.mt'\n)\n\n\n@click.command()\n@click.option('--rerun', help='Whether to overwrite cached files', default=False)\ndef query(rerun):\n \"\"\"Query script entry point.\"\"\"\n\n hl.init(default_reference='GRCh38')\n\n sample_qc_path = output_path('sample_qc.mt')\n if rerun or not hl.hadoop_exists(sample_qc_path):\n mt = hl.read_matrix_table(GNOMAD_HGDP_1KG_MT)\n mt = mt.head(100, n_cols=100)\n mt_qc = hl.sample_qc(mt)\n mt_qc.write(sample_qc_path)\n mt_qc = hl.read_matrix_table(sample_qc_path)\n\n plot_filename = output_path('call_rate_plot.png', 'web')\n if rerun or not hl.hadoop_exists(plot_filename):\n call_rate_plot = hl.plot.histogram(\n mt_qc.sample_qc.call_rate, range=(0, 1), legend='Call rate'\n )\n with hl.hadoop_open(plot_filename, 'wb') as f:\n get_screenshot_as_png(call_rate_plot).save(f, format='PNG')\n\n\nif __name__ == '__main__':\n query() # pylint: disable=no-value-for-parameter"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 23\n Unexpected indentation at line 25"}]
| false
| null | null | null |
072e3ac42c4ae28edac6abdd5c5b9e36d1f69c84
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import uuid import time import socket import struct class PtpIpConnection(object): """docstring for PtpIP""" def __init__(self): super(PtpIpConnection, self).__init__() self.session = None self.session_events = None self.session_id = None self.cmd_queue = [] self.event_queue = [] self.object_queue = [] def open(self, host='192.168.1.1', port=15740): # Open both session, first one for for commands, second for events self.session = self.connect(host=host, port=port) self.send_recieve_ptpip_packet(PtpIpInitCmdReq(), self.session) self.session_events = self.connect(host=host, port=port) self.send_recieve_ptpip_packet(PtpIpEventReq(), self.session_events) # 0x1002 OpenSession ptip_cmd = PtpIpCmdRequest(cmd=0x1002, param1=struct.unpack('L', self.session_id)[0]) self.send_recieve_ptpip_packet(ptip_cmd, self.session) def communication_thread(self): while True: if len(self.cmd_queue) == 0: # do a ping receive a pong (same as ping) as reply to keep the connection alive # couldnt get any reply onto a propper PtpIpPing packet so i am querying the status # of the device ptpip_packet_reply = self.send_recieve_ptpip_packet(PtpIpCmdRequest(cmd=0x90C8), self.session) if isinstance(ptpip_packet_reply, PtpIpCmdResponse): time.sleep(1) continue else: # get the next command from command the queue ptip_cmd = self.cmd_queue.pop() ptpip_packet_reply = self.send_recieve_ptpip_packet(ptip_cmd, self.session) if (ptpip_packet_reply.ptp_response_code == 0x2001 and \ ptpip_packet_reply.ptp_response_code == 0x2019): print("Cmd send successfully") else: print(f"cmd reply is: {ptpip_packet_reply.ptp_response_code}") # wait 1 second before new packets are processed/send to the camera time.sleep(1) pass def send_ptpip_cmd(self, ptpip_packet): self.cmd_queue.append(ptpip_packet) def connect(self, host='192.168.1.1', port=15740): try: s = socket.socket(socket.AF_INET, socket.SOCK_STREAM) s.setsockopt(socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1) s.connect((host, port)) except socket.error as message: if s: s.close() print(f"Could not open socket: {message}") return s ... [43 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Block at line 7 has no indented body Invalid syntax at line 71: ... [43 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
|
advanced
|
api
|
debugging
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Pythoncode:Python
| 5
| 1
| 2,727
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport uuid\nimport time\nimport socket\nimport struct\n\n\nclass PtpIpConnection(object):\n\n \"\"\"docstring for PtpIP\"\"\"\n def __init__(self):\n super(PtpIpConnection, self).__init__()\n self.session = None\n self.session_events = None\n self.session_id = None\n self.cmd_queue = []\n self.event_queue = []\n self.object_queue = []\n\n def open(self, host='192.168.1.1', port=15740):\n # Open both session, first one for for commands, second for events\n self.session = self.connect(host=host, port=port)\n self.send_recieve_ptpip_packet(PtpIpInitCmdReq(), self.session)\n self.session_events = self.connect(host=host, port=port)\n self.send_recieve_ptpip_packet(PtpIpEventReq(), self.session_events)\n\n # 0x1002 OpenSession\n ptip_cmd = PtpIpCmdRequest(cmd=0x1002, param1=struct.unpack('L', self.session_id)[0])\n self.send_recieve_ptpip_packet(ptip_cmd, self.session)\n\n\n def communication_thread(self):\n while True:\n if len(self.cmd_queue) == 0:\n # do a ping receive a pong (same as ping) as reply to keep the connection alive\n # couldnt get any reply onto a propper PtpIpPing packet so i am querying the status\n # of the device\n ptpip_packet_reply = self.send_recieve_ptpip_packet(PtpIpCmdRequest(cmd=0x90C8),\n self.session)\n if isinstance(ptpip_packet_reply, PtpIpCmdResponse):\n time.sleep(1)\n continue\n else:\n # get the next command from command the queue\n ptip_cmd = self.cmd_queue.pop()\n ptpip_packet_reply = self.send_recieve_ptpip_packet(ptip_cmd, self.session)\n if (ptpip_packet_reply.ptp_response_code == 0x2001 and \\\n ptpip_packet_reply.ptp_response_code == 0x2019):\n print(\"Cmd send successfully\")\n else:\n print(f\"cmd reply is: {ptpip_packet_reply.ptp_response_code}\")\n\n # wait 1 second before new packets are processed/send to the camera\n time.sleep(1)\n pass\n\n def send_ptpip_cmd(self, ptpip_packet):\n self.cmd_queue.append(ptpip_packet)\n\n def connect(self, host='192.168.1.1', port=15740):\n try:\n s = socket.socket(socket.AF_INET, socket.SOCK_STREAM)\n s.setsockopt(socket.SOL_SOCKET, socket.SO_KEEPALIVE, 1)\n s.connect((host, port))\n except socket.error as message:\n if s:\n s.close()\n print(f\"Could not open socket: {message}\")\n return s\n\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 Block at line 7 has no indented body\n Invalid syntax at line 71: ... [43 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
072e6fc797520341c47d9f0dd007069870cb1147
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: """ How to load morphologies of certain cells from the database. """ #this is an expected failure right now, as morphology is not implemented from __future__ import absolute_import from __future__ import print_function import PyOpenWorm as P from PyOpenWorm.context import Context from PyOpenWorm.worm import Wor from six import String #Connect to database. with P.connect('default.conf') as conn: ctx = Context(ident="http://openworm.org/data", conf=conn.conf).stored #Create a new Cell object to work with. aval = ctx(Worm)().get_neuron_network().aneuron('AVAL') #Get the morphology associated with the Cell. Returns a neuroml.Morphology object. morph = aval._morphology() out = StringIO() morph.export(out, 0) # we're printing it here, but we would normally do something else with the morphology object. print(str(out.read()))
|
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Detected Errors: • Unterminated string literal at line 1 Fix: Fix indentation to match Python syntax rules
|
intermediate
|
api
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 866
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\"\nHow to load morphologies of certain cells from the database.\n\"\"\"\n#this is an expected failure right now, as morphology is not implemented\nfrom __future__ import absolute_import\nfrom __future__ import print_function\nimport PyOpenWorm as P\nfrom PyOpenWorm.context import Context\nfrom PyOpenWorm.worm import Wor\n\nfrom six import String\n\n#Connect to database.\nwith P.connect('default.conf') as conn:\n ctx = Context(ident=\"http://openworm.org/data\", conf=conn.conf).stored\n\n #Create a new Cell object to work with.\n aval = ctx(Worm)().get_neuron_network().aneuron('AVAL')\n\n #Get the morphology associated with the Cell. Returns a neuroml.Morphology object.\n morph = aval._morphology()\n out = StringIO()\n morph.export(out, 0) # we're printing it here, but we would normally do something else with the morphology object.\n print(str(out.read()))"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Detected Errors:\n \u2022 Unterminated string literal at line 1\n\n Fix: Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
072e9a202d69d5d6154bfb44a978d712661a1d52
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from __future__ import absolute_import from __future__ import unicode_literals from django.test import SimpleTestCase from corehq.apps.app_manager.const import ( class TestFormWorkflow(SimpleTestCase, TestXmlMixin): file_path = ('data', 'form_workflow') def test_basic(self): factory = AppFactory(build_version='2.9.0') m0, m0f0 = factory.new_basic_module('m0', 'frog') m1, m1f0 = factory.new_basic_module('m1', 'frog') m0f0.post_form_workflow = WORKFLOW_FORM m0f0.form_links = [ FormLink(xpath="(today() - dob) < 7", form_id=m1f0.unique_id) ] self.assertXmlPartialEqual(self.get_xml('form_link_basic'), factory.app.create_suite(), "./entry[1]") def test_with_case_management_both_update(self): factory = AppFactory(build_version='2.9.0') m0, m0f0 = factory.new_basic_module('m0', 'frog') factory.form_requires_case(m0f0) m1, m1f0 = factory.new_basic_module('m1', 'frog') factory.form_requires_case(m1f0) m0f0.post_form_workflow = WORKFLOW_FORM m0f0.form_links = [ FormLink(xpath="(today() - dob) > 7", form_id=m1f0.unique_id) ] self.assertXmlPartialEqual(self.get_xml('form_link_update_case'), factory.app.create_suite(), "./entry[1]") # Complete this line factory = AppFactory(build_version='2.9.0') m0, m0f0 = factory.new_basic_module('m0', 'frog') factory.form_opens_case(m0f0) m1, m1f0 = factory.new_basic_module('m1', 'frog') factory.form_requires_case(m1f0) m0f0.post_form_workflow = WORKFLOW_FORM m0f0.form_links = [ FormLink(xpath='true()', form_id=m1f0.unique_id) ] self.assertXmlPartialEqual(self.get_xml('form_link_create_update_case'), factory.app.create_suite(), "./entry[1]") def test_with_case_management_multiple_links(self): factory = AppFactory(build_version='2.9.0') m0, m0f0 = factory.new_basic_module('m0', 'frog') factory.form_opens_case(m0f0) m1, m1f0 = factory.new_basic_module('m1', 'frog') factory.form_requires_case(m1f0) m1f1 = factory.new_form(m1) factory.form_opens_case(m1f1) m0f0.post_form_workflow = WORKFLOW_FORM m0f0.form_links = [ FormLink(xpath="a = 1", form_id=m1f0.unique_id), FormLink(xpath="a = 2", form_id=m1f1.unique_id) ] self.assertXmlPartialEqual(self.get_xml('form_link_multiple'), factory.app.create_suite(), "./entry[1]") ... [15 more functiondefs truncated] ...
|
The missing line is: def test_with_case_management_create_update(self):
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advanced
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 4
| 1
| 2,635
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom __future__ import unicode_literals\nfrom django.test import SimpleTestCase\n\nfrom corehq.apps.app_manager.const import (\nclass TestFormWorkflow(SimpleTestCase, TestXmlMixin):\n file_path = ('data', 'form_workflow')\n\n def test_basic(self):\n factory = AppFactory(build_version='2.9.0')\n m0, m0f0 = factory.new_basic_module('m0', 'frog')\n m1, m1f0 = factory.new_basic_module('m1', 'frog')\n\n m0f0.post_form_workflow = WORKFLOW_FORM\n m0f0.form_links = [\n FormLink(xpath=\"(today() - dob) < 7\", form_id=m1f0.unique_id)\n ]\n self.assertXmlPartialEqual(self.get_xml('form_link_basic'), factory.app.create_suite(), \"./entry[1]\")\n\n def test_with_case_management_both_update(self):\n factory = AppFactory(build_version='2.9.0')\n m0, m0f0 = factory.new_basic_module('m0', 'frog')\n factory.form_requires_case(m0f0)\n m1, m1f0 = factory.new_basic_module('m1', 'frog')\n factory.form_requires_case(m1f0)\n\n m0f0.post_form_workflow = WORKFLOW_FORM\n m0f0.form_links = [\n FormLink(xpath=\"(today() - dob) > 7\", form_id=m1f0.unique_id)\n ]\n\n self.assertXmlPartialEqual(self.get_xml('form_link_update_case'), factory.app.create_suite(), \"./entry[1]\")\n\n # Complete this line\n factory = AppFactory(build_version='2.9.0')\n m0, m0f0 = factory.new_basic_module('m0', 'frog')\n factory.form_opens_case(m0f0)\n m1, m1f0 = factory.new_basic_module('m1', 'frog')\n factory.form_requires_case(m1f0)\n\n m0f0.post_form_workflow = WORKFLOW_FORM\n m0f0.form_links = [\n FormLink(xpath='true()', form_id=m1f0.unique_id)\n ]\n\n self.assertXmlPartialEqual(self.get_xml('form_link_create_update_case'), factory.app.create_suite(), \"./entry[1]\")\n\n def test_with_case_management_multiple_links(self):\n factory = AppFactory(build_version='2.9.0')\n m0, m0f0 = factory.new_basic_module('m0', 'frog')\n factory.form_opens_case(m0f0)\n m1, m1f0 = factory.new_basic_module('m1', 'frog')\n factory.form_requires_case(m1f0)\n\n m1f1 = factory.new_form(m1)\n factory.form_opens_case(m1f1)\n\n m0f0.post_form_workflow = WORKFLOW_FORM\n m0f0.form_links = [\n FormLink(xpath=\"a = 1\", form_id=m1f0.unique_id),\n FormLink(xpath=\"a = 2\", form_id=m1f1.unique_id)\n ]\n\n self.assertXmlPartialEqual(self.get_xml('form_link_multiple'), factory.app.create_suite(), \"./entry[1]\")\n\n\n ... [15 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n def test_with_case_management_create_update(self):"}]
| false
| null | null | null |
072eb9a21b6f104ebeda43ae8b0c58030a13066f
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # Copyright 2020 The TensorFlow Authors. All Rights Reserved. # # 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. # ============================================================================== def _get_concrete_tensor_shape( tensor_shape: tensor_shape_pb2.TensorShapeProto, batch_size: Optional[int] = None) -> Sequence[int]: """Gets a concrete tensor shape without dynamic dimensions.""" if tensor_shape.unknown_rank: raise ValueError("Cannot generates random tensors for unknown rank!") shape = [dim.size for dim in tensor_shape.dim] if not shape: raise ValueError("The tensor cannot have a rank of 0!") if shape[0] < 0: if batch_size is None or batch_size <= 0: raise ValueError("Must provide a valid batch size " "as the tensor has a dynamic batch size!") shape[0] = batch_size if any(filter(lambda x: x < 0, shape)): raise ValueError("Cannot have dynamic dimensions except for batch size!") return shape def _generate_random_tensor_v1(tensor_info: meta_graph_pb2.TensorInfo, batch_size: Optional[int] = None) -> np.ndarray: """Generates a random tensor based on the data type and tensor shape.""" dtype = tf_dtypes.as_dtype(tensor_info.dtype) shape = _get_concrete_tensor_shape(tensor_info.tensor_shape, batch_size) with session.Session(): return random_ops.random_uniform( shape=shape, dtype=dtype, name=tensor_info.name.split(":")[0]).eval() def _generate_random_tensor_v2( tensor: framework_ops.Tensor, batch_size: Optional[int] = None) -> framework_ops.Tensor: """Generates a random tensor based on the data type and tensor shape.""" shape = _get_concrete_tensor_shape(tensor.shape.as_proto(), batch_size) return random_ops.random_uniform( shape=shape, dtype=tensor.dtype, name=tensor.name) # Models are repeatedly loaded for different TensorRT conversion settings. # Using cache can reduce I/O. @functools.lru_cache() ... [57 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 57: ... [57 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 24 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 31 Unexpected indentation at line 35 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 41 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
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intermediate
|
api
|
code_review
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Pythoncode:Python
| 3
| 0
| 2,520
| false
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[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Copyright 2020 The TensorFlow Authors. All Rights Reserved.\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# ==============================================================================\ndef _get_concrete_tensor_shape(\n tensor_shape: tensor_shape_pb2.TensorShapeProto,\n batch_size: Optional[int] = None) -> Sequence[int]:\n \"\"\"Gets a concrete tensor shape without dynamic dimensions.\"\"\"\n if tensor_shape.unknown_rank:\n raise ValueError(\"Cannot generates random tensors for unknown rank!\")\n shape = [dim.size for dim in tensor_shape.dim]\n if not shape:\n raise ValueError(\"The tensor cannot have a rank of 0!\")\n if shape[0] < 0:\n if batch_size is None or batch_size <= 0:\n raise ValueError(\"Must provide a valid batch size \"\n \"as the tensor has a dynamic batch size!\")\n shape[0] = batch_size\n if any(filter(lambda x: x < 0, shape)):\n raise ValueError(\"Cannot have dynamic dimensions except for batch size!\")\n return shape\n\n\ndef _generate_random_tensor_v1(tensor_info: meta_graph_pb2.TensorInfo,\n batch_size: Optional[int] = None) -> np.ndarray:\n \"\"\"Generates a random tensor based on the data type and tensor shape.\"\"\"\n dtype = tf_dtypes.as_dtype(tensor_info.dtype)\n shape = _get_concrete_tensor_shape(tensor_info.tensor_shape, batch_size)\n with session.Session():\n return random_ops.random_uniform(\n shape=shape, dtype=dtype, name=tensor_info.name.split(\":\")[0]).eval()\n\n\ndef _generate_random_tensor_v2(\n tensor: framework_ops.Tensor,\n batch_size: Optional[int] = None) -> framework_ops.Tensor:\n \"\"\"Generates a random tensor based on the data type and tensor shape.\"\"\"\n shape = _get_concrete_tensor_shape(tensor.shape.as_proto(), batch_size)\n return random_ops.random_uniform(\n shape=shape, dtype=tensor.dtype, name=tensor.name)\n\n\n# Models are repeatedly loaded for different TensorRT conversion settings.\n# Using cache can reduce I/O.\n@functools.lru_cache()\n\n ... [57 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 57: ... [57 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 24\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 31\n Unexpected indentation at line 35\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 41\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
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072f5247503c271ee10d989b45781d7bce312d75
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: import numpy as np import matplotlib.pyplot as plt import pandas as pd # load dataset into Pandas DataFrame df = pd.read_csv("D:\Python_programs\ML\Iris Data\KPCA\iris.csv") #df.to_csv('iris.csv') from sklearn.preprocessing import StandardScaler features = ['sepal length', 'sepal width', 'petal length', 'petal width'] # Separating out the features x = df.loc[:, features].values # Separating out the target y = df.loc[:,['target']].values # Standardizing the features x = StandardScaler().fit_transform(x) from sklearn.decomposition import KernelPCA ## Finding the principle components # KERNELS : linear,rbf,poly # def Kernel_Pca(ker): kpca = KernelPCA(n_components=4, kernel=ker, gamma=15) x_kpca = kpca.fit_transform(x) kpca_transform = kpca.fit_transform(x) explained_variance = np.var(kpca_transform, axis=0) ev = explained_variance / np.sum(explained_variance) #--------- Bar Graph for Explained Variance Ratio ------------ plt.bar([1,2,3,4],list(ev*100),label='Principal Components',color='b') plt.legend() plt.xlabel('Principal Components ') #---------------------- n=list(ev*100) pc=[] for i in range(len(n)):
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Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Block at line 40 has no body - expected indented block • IndentationError at line 40 Fix: Add body to For block or use 'pass' statement
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intermediate
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database
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error_detection
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Pythoncode:Python
| 1
| 0
| 1,182
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport pandas as pd\n\n# load dataset into Pandas DataFrame\ndf = pd.read_csv(\"D:\\Python_programs\\ML\\Iris Data\\KPCA\\iris.csv\")\n#df.to_csv('iris.csv')\n\n\nfrom sklearn.preprocessing import StandardScaler\nfeatures = ['sepal length', 'sepal width', 'petal length', 'petal width']\n# Separating out the features\nx = df.loc[:, features].values\n# Separating out the target\ny = df.loc[:,['target']].values\n# Standardizing the features\nx = StandardScaler().fit_transform(x)\n\nfrom sklearn.decomposition import KernelPCA\n\n\n## Finding the principle components\n# KERNELS : linear,rbf,poly\n#\n\ndef Kernel_Pca(ker):\n kpca = KernelPCA(n_components=4, kernel=ker, gamma=15)\n x_kpca = kpca.fit_transform(x)\n kpca_transform = kpca.fit_transform(x)\n explained_variance = np.var(kpca_transform, axis=0)\n ev = explained_variance / np.sum(explained_variance)\n\n #--------- Bar Graph for Explained Variance Ratio ------------\n plt.bar([1,2,3,4],list(ev*100),label='Principal Components',color='b')\n plt.legend()\n plt.xlabel('Principal Components ')\n #----------------------\n n=list(ev*100)\n pc=[]\n for i in range(len(n)):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_BLOCK\n Error: IndentationError / Expected indented block\n\n Detected Errors:\n \u2022 Block at line 40 has no body - expected indented block\n \u2022 IndentationError at line 40\n\n Fix: Add body to For block or use 'pass' statement"}]
| true
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syntax
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MID_BLOCK
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HIGH
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073032049203bfdc6f84f748cd2128bbc2872806
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. from typing import List, Pattern from recognizers_text.utilities import RegExpUtility from recognizers_number.number import BaseNumberParser from recognizers_number.number.italian.extractors import ItalianIntegerExtractor, ItalianCardinalExtractor from recognizers_number.number.italian.parsers import ItalianNumberParserConfiguration from ...resources.base_date_time import BaseDateTime from ...resources.italian_date_time import ItalianDateTime from ..extractors import DateTimeExtractor from ..base_duration import BaseDurationExtractor from ..base_date import BaseDateExtractor from ..base_dateperiod import DatePeriodExtractorConfiguration, MatchedIndex from .duration_extractor_config import ItalianDurationExtractorConfiguration from .date_extractor_config import ItalianDateExtractorConfiguration from recognizers_text.extractor import Extractor from recognizers_number import ItalianOrdinalExtractor, BaseNumberExtractor, ItalianCardinalExtractor class ItalianDatePeriodExtractorConfiguration(DatePeriodExtractorConfiguration): @property def previous_prefix_regex(self) -> Pattern: return self._previous_prefix_regex @property def check_bo ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: return self._check_both_before_after @property def simple_cases_regexes(self) -> List[Pattern]: return self._simple_cases_regexes
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advanced
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oop
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incomplete_code
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Pythoncode:Python
| 18
| 1
| 1,273
| true
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[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License.\n\nfrom typing import List, Pattern\n\nfrom recognizers_text.utilities import RegExpUtility\nfrom recognizers_number.number import BaseNumberParser\nfrom recognizers_number.number.italian.extractors import ItalianIntegerExtractor, ItalianCardinalExtractor\nfrom recognizers_number.number.italian.parsers import ItalianNumberParserConfiguration\nfrom ...resources.base_date_time import BaseDateTime\nfrom ...resources.italian_date_time import ItalianDateTime\nfrom ..extractors import DateTimeExtractor\nfrom ..base_duration import BaseDurationExtractor\nfrom ..base_date import BaseDateExtractor\nfrom ..base_dateperiod import DatePeriodExtractorConfiguration, MatchedIndex\nfrom .duration_extractor_config import ItalianDurationExtractorConfiguration\nfrom .date_extractor_config import ItalianDateExtractorConfiguration\nfrom recognizers_text.extractor import Extractor\nfrom recognizers_number import ItalianOrdinalExtractor, BaseNumberExtractor, ItalianCardinalExtractor\n\n\nclass ItalianDatePeriodExtractorConfiguration(DatePeriodExtractorConfiguration):\n @property\n def previous_prefix_regex(self) -> Pattern:\n return self._previous_prefix_regex\n\n @property\n def check_bo\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 return self._check_both_before_after\n\n @property\n def simple_cases_regexes(self) -> List[Pattern]:\n return self._simple_cases_regexes"}]
| true
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syntax
|
HARD_CUT
|
CRITICAL
|
0730aed278d58141b67cbd8f8213146b99199686
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TheStack--python--000.parquet
|
Review this Pythoncode:Python code: class SQLite(Driver): """SQLite Driver connection class. Environment variables: DATABASE_URL: Database file ulr on the system. If it's an in memory database the url should be None or `:memory:` string DATABASE_COMMIT: default('false') Auto commit transaction flag :type url: :param url: Database connection url :param autocommit: Auto commit transactions """ def __init__( self, url: Optional[AnyStr] = None, autocommit: Optional[bool] = None, ): super().__init__() self.__build_connection(url, autocommit) def __build_connection( self, url: Optional[AnyStr] = None, autocommit: Optional[bool] = None, ) -> NoReturn: """Start real driver connection from parameters. :param url: Database connection url :param autocommit: Auto commit transactions """ if url is None: url = ':memory:' if autocommit is None: autocommit = False if os.getenv('DATABASE_URL', None) is not None: url = os.getenv('DATABASE_URL') if os.getenv('DATABASE_COMMIT', None) is not None: autocommit = os.getenv('DATABASE_COMMIT').lower() == "true" self.__url = url self.__conn = sqlite3.connect(url) self.__commit = autocommit @staticmethod def __execute(cursor, sql: AnyStr, *args) -> Any: """Execute query and attempt to replace with arguments. :param cursor: Connection cursor statement :param sql: Raw query to be executed :param args: List of arguments passed to be replaced in query """ if not args: return cursor.execute(sql) return cursor.execute(sql, tuple(args)) def query(self, **kwargs) -> List[Tuple]: """Execute a query and return all values. :param kwargs: Parameters to execute query statement. sql: AnyStr -> SQL query statement args: Optional[Iterable[Any]] -> Object with query replacement values :return List[Tuple]: List of tuple records found by query """ self._validate_params({'sql'}, set(kwargs.keys())) cursor = self.__conn.cursor() _ = self.__execute(cursor, kwargs['sql'], *kwargs.get('args', [])) self.__commit_transaction() res = cursor.fetchall() cursor.close() return res ... [10 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 2 Invalid syntax at line 86: ... [10 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 51 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 72 Unexpected indentation at line 75 Unexpected indentation at line 78 Unexpected indentation at line 79 ✨ Improvements: Complete the expression on the last line Add closing quote at line 2 Review syntax near the error location
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advanced
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database
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code_review
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Pythoncode:Python
| 4
| 1
| 2,503
| false
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[{"role": "user", "content": "Review this Pythoncode:Python code:\nclass SQLite(Driver):\n \"\"\"SQLite Driver connection class.\n\n Environment variables:\n DATABASE_URL: Database file ulr on the system. If it's an in memory database the url should\n be None or `:memory:` string\n\n DATABASE_COMMIT: default('false') Auto commit transaction flag\n\n :type url:\n :param url: Database connection url\n :param autocommit: Auto commit transactions\n \"\"\"\n\n def __init__(\n self,\n url: Optional[AnyStr] = None,\n autocommit: Optional[bool] = None,\n ):\n super().__init__()\n self.__build_connection(url, autocommit)\n\n def __build_connection(\n self,\n url: Optional[AnyStr] = None,\n autocommit: Optional[bool] = None,\n ) -> NoReturn:\n \"\"\"Start real driver connection from parameters.\n\n :param url: Database connection url\n :param autocommit: Auto commit transactions\n \"\"\"\n\n if url is None:\n url = ':memory:'\n\n if autocommit is None:\n autocommit = False\n\n if os.getenv('DATABASE_URL', None) is not None:\n url = os.getenv('DATABASE_URL')\n\n if os.getenv('DATABASE_COMMIT', None) is not None:\n autocommit = os.getenv('DATABASE_COMMIT').lower() == \"true\"\n\n self.__url = url\n self.__conn = sqlite3.connect(url)\n self.__commit = autocommit\n\n @staticmethod\n def __execute(cursor, sql: AnyStr, *args) -> Any:\n \"\"\"Execute query and attempt to replace with arguments.\n\n :param cursor: Connection cursor statement\n :param sql: Raw query to be executed\n :param args: List of arguments passed to be replaced in query\n \"\"\"\n\n if not args:\n return cursor.execute(sql)\n\n return cursor.execute(sql, tuple(args))\n\n def query(self, **kwargs) -> List[Tuple]:\n \"\"\"Execute a query and return all values.\n\n :param kwargs: Parameters to execute query statement.\n sql: AnyStr -> SQL query statement\n args: Optional[Iterable[Any]] -> Object with query replacement values\n\n :return List[Tuple]: List of tuple records found by query\n \"\"\"\n\n self._validate_params({'sql'}, set(kwargs.keys()))\n cursor = self.__conn.cursor()\n\n _ = self.__execute(cursor, kwargs['sql'], *kwargs.get('args', []))\n self.__commit_transaction()\n res = cursor.fetchall()\n\n cursor.close()\n\n return res\n\n\n ... [10 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 2\n Invalid syntax at line 86: ... [10 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 51\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 72\n Unexpected indentation at line 75\n Unexpected indentation at line 78\n Unexpected indentation at line 79\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 2\n Review syntax near the error location"}]
| false
| null | null | null |
0730d1a99c54c1eeab8095b4f4102da12e701b30
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: import numpy as np from PuzzleLib import Config from PuzzleLib.Backend import gpuarray, Blas from PuzzleLib.Backend.Dnn import batchNormNd, batchNormNdBackward from PuzzleLib.Variable import Variable from PuzzleLib.Modules.Module import ModuleError, Module class BatchNormND(Module): def __init__(self, nd, maps, epsilon=1e-5, initFactor=1.0, minFactor=0.1, sscale=0.01, affine=True, name=None, empty=False, inplace=False): super().__init__(name) self.inplace = inplace if inplace and Config.showWarnings: Config.getLogger().info("Warning: %s is using inplace flag", self) self.maps = maps self.epsilon = epsilon self.initFactor = initFactor self.minFactor = minFactor self.numOfProps = 0 self.affine = affine self.scale, self.bias, self.mean, self.var = None, None, None, None self.savemean, self.saveinvvar, self.scalegrad, self.biasgrad = None, None, None, None if empty: return shape = (1, maps) + self.repeat(1, nd) scale = np.random.normal(1.0, sscale if affine else 0.0, shape).astype(self.calctype) var = np.ones(shape, dtype=self.calctype) self.setVar("scale", Variable(gpuarray.to_gpu(scale))) self.setVar("bias", Variable(gpuarray.zeros(shape, dtype=self.calctype))) self.setAttr("mean", gpuarray.zeros(shape, dtype=self.calctype)) self.setAttr("var", gpuarray.to_gpu(var)) def updateData(self, data): if self.train: if self.inplace: raise ModuleError("%s: using inplace flag in train mode is prohibited" % self) self.numOfProps += 1 factor = max(self.initFactor / self.numOfProps, self.minFactor) self.data, self.savemean, self.saveinvvar = batchNormNd( data, self.scale, self.bias, self.mean, self.var, self.epsilon, factor, False ) else: self.data = batchNormNd( data, self.scale, self.bias, self.mean, self.var, self.epsilon, 0, True, out=data if self.inplace else None ) def updateGrad(self, grad): tup = batchNormNdBackward(self.inData, grad, self.scale, self.savemean, self.saveinvvar, self.epsilon) if self.affine: self.grad, self.scalegrad, self.biasgrad = tup else: self.grad, _, _ = tup def accGradParams(self, grad, scale=1.0, momentum=0.0): if self.affine: Blas.addVectorToVector( self.scalegrad.ravel(), self.vars["scale"].grad.ravel(), out=self.vars["scale"].grad.ravel(), alpha=scale, beta=momentum ) Blas.addVectorToVector( self.biasgrad.ravel(), self.vars["bias"].grad.ravel(), out=self.vars["bias"].grad.ravel(), alpha=scale, beta=momentum ) def dataShapeFrom(self, shape): return shape def gradShapeFrom(self, shape): return shape def reset(self): super().reset() self.savemean, self.saveinvvar = None, None if self.affine: self.scalegrad, self.biasgrad = None, None ... [1 more functiondefs truncated] ...
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Functions: __init__, updateData, updateGrad, accGradParams, dataShapeFrom Classes: BatchNormND This code demonstrates Pythoncode:Python programming.
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advanced
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database
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code_explanation
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Pythoncode:Python
| 7
| 1
| 2,829
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\n\nfrom PuzzleLib import Config\n\nfrom PuzzleLib.Backend import gpuarray, Blas\nfrom PuzzleLib.Backend.Dnn import batchNormNd, batchNormNdBackward\n\nfrom PuzzleLib.Variable import Variable\nfrom PuzzleLib.Modules.Module import ModuleError, Module\n\n\nclass BatchNormND(Module):\n\tdef __init__(self, nd, maps, epsilon=1e-5, initFactor=1.0, minFactor=0.1, sscale=0.01, affine=True, name=None,\n\t\t\t\t empty=False, inplace=False):\n\t\tsuper().__init__(name)\n\t\tself.inplace = inplace\n\n\t\tif inplace and Config.showWarnings:\n\t\t\tConfig.getLogger().info(\"Warning: %s is using inplace flag\", self)\n\n\t\tself.maps = maps\n\t\tself.epsilon = epsilon\n\t\tself.initFactor = initFactor\n\t\tself.minFactor = minFactor\n\t\tself.numOfProps = 0\n\n\t\tself.affine = affine\n\n\t\tself.scale, self.bias, self.mean, self.var = None, None, None, None\n\t\tself.savemean, self.saveinvvar, self.scalegrad, self.biasgrad = None, None, None, None\n\n\t\tif empty:\n\t\t\treturn\n\n\t\tshape = (1, maps) + self.repeat(1, nd)\n\n\t\tscale = np.random.normal(1.0, sscale if affine else 0.0, shape).astype(self.calctype)\n\t\tvar = np.ones(shape, dtype=self.calctype)\n\n\t\tself.setVar(\"scale\", Variable(gpuarray.to_gpu(scale)))\n\t\tself.setVar(\"bias\", Variable(gpuarray.zeros(shape, dtype=self.calctype)))\n\n\t\tself.setAttr(\"mean\", gpuarray.zeros(shape, dtype=self.calctype))\n\t\tself.setAttr(\"var\", gpuarray.to_gpu(var))\n\n\n\tdef updateData(self, data):\n\t\tif self.train:\n\t\t\tif self.inplace:\n\t\t\t\traise ModuleError(\"%s: using inplace flag in train mode is prohibited\" % self)\n\n\t\t\tself.numOfProps += 1\n\t\t\tfactor = max(self.initFactor / self.numOfProps, self.minFactor)\n\n\t\t\tself.data, self.savemean, self.saveinvvar = batchNormNd(\n\t\t\t\tdata, self.scale, self.bias, self.mean, self.var, self.epsilon, factor, False\n\t\t\t)\n\t\telse:\n\t\t\tself.data = batchNormNd(\n\t\t\t\tdata, self.scale, self.bias, self.mean, self.var, self.epsilon, 0, True,\n\t\t\t\tout=data if self.inplace else None\n\t\t\t)\n\n\n\tdef updateGrad(self, grad):\n\t\ttup = batchNormNdBackward(self.inData, grad, self.scale, self.savemean, self.saveinvvar, self.epsilon)\n\n\t\tif self.affine:\n\t\t\tself.grad, self.scalegrad, self.biasgrad = tup\n\t\telse:\n\t\t\tself.grad, _, _ = tup\n\n\n\tdef accGradParams(self, grad, scale=1.0, momentum=0.0):\n\t\tif self.affine:\n\t\t\tBlas.addVectorToVector(\n\t\t\t\tself.scalegrad.ravel(), self.vars[\"scale\"].grad.ravel(), out=self.vars[\"scale\"].grad.ravel(),\n\t\t\t\talpha=scale, beta=momentum\n\t\t\t)\n\t\t\tBlas.addVectorToVector(\n\t\t\t\tself.biasgrad.ravel(), self.vars[\"bias\"].grad.ravel(), out=self.vars[\"bias\"].grad.ravel(),\n\t\t\t\talpha=scale, beta=momentum\n\t\t\t)\n\n\n\tdef dataShapeFrom(self, shape):\n\t\treturn shape\n\n\n\tdef gradShapeFrom(self, shape):\n\t\treturn shape\n\n\n\tdef reset(self):\n\t\tsuper().reset()\n\t\tself.savemean, self.saveinvvar = None, None\n\n\t\tif self.affine:\n\t\t\tself.scalegrad, self.biasgrad = None, None\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__, updateData, updateGrad, accGradParams, dataShapeFrom\n Classes: BatchNormND\n This code demonstrates Pythoncode:Python programming."}]
| false
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07311f534338364dbf730b4dc400d2a729b73016
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: from concurrent import futures from forecaster.prophet import Forecaster as ProphetForecaster from multiprocessing import Event, Process, cpu_count from pythonjsonlogger import jsonlogger import contextlib import grpc import logging import model.api.forecast_pb2_grpc as grpc_lib import os import signal import socket import sys import time class ForecastServicer(ProphetForecaster): def __init__(self, logger): self.logger = logger def pretty_timedelta(self, seconds): seconds = int(seconds) days, seconds = divmod(seconds, 86400) hours, seconds = divmod(seconds, 3600) minutes, seconds = divmod(seconds, 60) if days > 0: return '{:d}d{:d}h{:d}m{:d}s'.format(days, hours, minutes, seconds) elif hours > 0: return '{:d}h{:d}m{:d}s'.format(hours, minutes, seconds) elif minutes > 0: return '{:d}m{:d}s'.format(minutes, seconds) else: return '{:d}s'.format(seconds) class GracefulShutdown: def __init__(self, logger): self.logger = logger self.event = Event() signal.signal(signal.SIGINT, self.handler('SIGINT')) signal.signal(signal.SIGTERM, self.handler('SIGTERM')) signal.signal(signal.SIGHUP, self.handler('SIGHUP')) def handler(self, signal_name): def fn(signal_received, frame): self.logger.info('signal received', extra={'signal': signal_name}) self.event.set() return fn class Config(object): def __init__(self): self.grpc_server_address = os.getenv('GRPC_SERVER_ADDRESS', '') self.grpc_server_key = str.encode(os.getenv('GRPC_SERVER_KEY', '')) self.grpc_server_cert = str.encode(os.getenv('GRPC_SERVER_CERT', '') self.grpc_root_ca = str.encode(os.getenv('GRPC_ROOT_CA', '')) self.gprc_server_process_num = int(os.getenv('GPRC_SERVER_PROCESS_NUM', cpu_count())) self.grpc_server_thread_num = int(os.getenv('GRPC_SERVER_THREAD_NUM', 1)) self.grpc_server_grace_period_in_secs = int(os.getenv('GRPC_SERVER_GRACE_PERIOD_IN_SECS', 2)) self.grpc_server_kill_period_in_secs = int(os.getenv('GRPC_SERVER_KILL_PERIOD_IN_SECS', 5)) class Server(object): def __init__(self, config, logger): self.config = config self.logger = logger @contextlib.contextmanager ... [4 more functiondefs truncated] ...
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Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 51 - expected ')' • SyntaxError: '(' was never closed at line 51 Fix: Add missing ')' bracket at line 51
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 7
| 4
| 2,417
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom concurrent import futures\nfrom forecaster.prophet import Forecaster as ProphetForecaster\nfrom multiprocessing import Event, Process, cpu_count\nfrom pythonjsonlogger import jsonlogger\nimport contextlib\nimport grpc\nimport logging\nimport model.api.forecast_pb2_grpc as grpc_lib\nimport os\nimport signal\nimport socket\nimport sys\nimport time\n\nclass ForecastServicer(ProphetForecaster):\n def __init__(self, logger):\n self.logger = logger\n\n def pretty_timedelta(self, seconds):\n seconds = int(seconds)\n days, seconds = divmod(seconds, 86400)\n hours, seconds = divmod(seconds, 3600)\n minutes, seconds = divmod(seconds, 60)\n if days > 0:\n return '{:d}d{:d}h{:d}m{:d}s'.format(days, hours, minutes, seconds)\n elif hours > 0:\n return '{:d}h{:d}m{:d}s'.format(hours, minutes, seconds)\n elif minutes > 0:\n return '{:d}m{:d}s'.format(minutes, seconds)\n else:\n return '{:d}s'.format(seconds)\n\nclass GracefulShutdown:\n def __init__(self, logger):\n self.logger = logger\n self.event = Event()\n signal.signal(signal.SIGINT, self.handler('SIGINT'))\n signal.signal(signal.SIGTERM, self.handler('SIGTERM'))\n signal.signal(signal.SIGHUP, self.handler('SIGHUP'))\n\n def handler(self, signal_name):\n def fn(signal_received, frame):\n self.logger.info('signal received', extra={'signal': signal_name})\n self.event.set()\n return fn\n\nclass Config(object):\n def __init__(self):\n self.grpc_server_address = os.getenv('GRPC_SERVER_ADDRESS', '')\n self.grpc_server_key = str.encode(os.getenv('GRPC_SERVER_KEY', ''))\n self.grpc_server_cert = str.encode(os.getenv('GRPC_SERVER_CERT', '')\n self.grpc_root_ca = str.encode(os.getenv('GRPC_ROOT_CA', ''))\n self.gprc_server_process_num = int(os.getenv('GPRC_SERVER_PROCESS_NUM', cpu_count()))\n self.grpc_server_thread_num = int(os.getenv('GRPC_SERVER_THREAD_NUM', 1))\n self.grpc_server_grace_period_in_secs = int(os.getenv('GRPC_SERVER_GRACE_PERIOD_IN_SECS', 2))\n self.grpc_server_kill_period_in_secs = int(os.getenv('GRPC_SERVER_KILL_PERIOD_IN_SECS', 5))\n\nclass Server(object):\n def __init__(self, config, logger):\n self.config = config\n self.logger = logger\n\n @contextlib.contextmanager\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 51 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 51\n\n Fix: Add missing ')' bracket at line 51"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0731748ca4b74185c74c8c4352a8260f73831cf9
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: def test_setupcall(): """ Test the call of the setup function """ import jupyter_libertem_proxy as jx print("\nRunning test_setupcall...") print(jx.setup_libertem()) Error: IndentationError: unexpected indent
|
Fixed Code: def test_setupcall(): """ Test the call of the setup function """ import jupyter_libertem_proxy as jx print("\nRunning test_setupcall...") print(jx.setup_libertem()) Explanation: Fix indentation to match Python syntax rules
|
beginner
|
testing
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 193
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\ndef test_setupcall():\n \"\"\"\n Test the call of the setup function\n \"\"\"\n import jupyter_libertem_proxy as jx\n\n print(\"\\nRunning test_setupcall...\")\n print(jx.setup_libertem())\n\n\n Error: IndentationError: unexpected indent"}, {"role": "assistant", "content": " Fixed Code:\n\n\ndef test_setupcall():\n \"\"\"\n Test the call of the setup function\n \"\"\"\n import jupyter_libertem_proxy as jx\n\n print(\"\\nRunning test_setupcall...\")\n print(jx.setup_libertem())\n\n\n Explanation: Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
0732a0a35499cb2f8dd3e3317232410829321054
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # Copyright 2020 DeepMind Technologies Limited. All rights reserved. # # 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. def get_worker_manager(): manager = getattr(_WORKER_MANAGERS, 'manager', None) assert manager, 'Worker manager is not available in the current thread' return manager def register_signal_handler(sig, handler): """Registers a signal handler.""" return signal.signal(sig, hand Error: SyntaxError: unterminated string literal
|
Fixed Code: # Copyright 2020 DeepMind Technologies Limited. All rights reserved. # # 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. def get_worker_manager(): manager = getattr(_WORKER_MANAGERS, 'manager', None) assert manager, 'Worker manager is not available in the current thread' return manager Explanation: Close the string literal with matching quote
|
advanced
|
testing
|
error_fixing
|
Pythoncode:Python
| 4
| 1
| 901
| false
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright 2020 DeepMind Technologies Limited. All rights reserved.\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\ndef get_worker_manager():\n manager = getattr(_WORKER_MANAGERS, 'manager', None)\n assert manager, 'Worker manager is not available in the current thread'\n return manager\n\n\ndef register_signal_handler(sig, handler):\n \"\"\"Registers a signal handler.\"\"\"\n return signal.signal(sig, hand\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright 2020 DeepMind Technologies Limited. All rights reserved.\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\ndef get_worker_manager():\n manager = getattr(_WORKER_MANAGERS, 'manager', None)\n assert manager, 'Worker manager is not available in the current thread'\n return manager\n\n\n\n Explanation: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0733497e7a5accdfb3af9d8db6169c656322604e
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # Copyright (c) OpenMMLab. All rights reserved. import ctypes import glob import logging import os def get_ops_path() -> str: """Get path of the TensorRT plugin library. Returns: str: A path of the TensorRT plugin library. """ wildcard = os.path.abspath( os.path.join( os.path.dirname(__file__), '../../../build/lib/libmmdeploy_tensorrt_ops.so')) paths = glob.glob(wildcard) lib_path = paths[0 if len(paths) > 0 else '' return lib_path def load_tensorrt_plugin() -> bool: """Load TensorRT plugins library. Returns: bool: True if TensorRT plugin library is successfully loaded. """ lib_path = get_ops_path() success = False if os.path.exists(lib_path): ctypes.CDLL(lib_path) logging.info(f'Successfully loaded tensorrt plugins from {lib_path}') success = True else: logging.warning(f'Could not load the library of tensorrt plugins. \ Because the file does not exist: {lib_path}') return success
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 9 • Unclosed '[' at line 20 - expected ']' • SyntaxError: '[' was never closed at line 20 Fixes: • Add closing quote at line 9 • Add closing ']' bracket • Review code syntax
|
intermediate
|
ui
|
syntax_repair
|
Pythoncode:Python
| 2
| 0
| 1,053
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright (c) OpenMMLab. All rights reserved.\nimport ctypes\nimport glob\nimport logging\nimport os\n\n\ndef get_ops_path() -> str:\n \"\"\"Get path of the TensorRT plugin library.\n\n Returns:\n str: A path of the TensorRT plugin library.\n \"\"\"\n wildcard = os.path.abspath(\n os.path.join(\n os.path.dirname(__file__),\n '../../../build/lib/libmmdeploy_tensorrt_ops.so'))\n\n paths = glob.glob(wildcard)\n lib_path = paths[0 if len(paths) > 0 else ''\n return lib_path\n\n\ndef load_tensorrt_plugin() -> bool:\n \"\"\"Load TensorRT plugins library.\n\n Returns:\n bool: True if TensorRT plugin library is successfully loaded.\n \"\"\"\n lib_path = get_ops_path()\n success = False\n if os.path.exists(lib_path):\n ctypes.CDLL(lib_path)\n logging.info(f'Successfully loaded tensorrt plugins from {lib_path}')\n success = True\n else:\n logging.warning(f'Could not load the library of tensorrt plugins. \\\n Because the file does not exist: {lib_path}')\n return success"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 9\n \u2022 Unclosed '[' at line 20 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 20\n\n Fixes:\n \u2022 Add closing quote at line 9\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
07340b73d70dfdc6b284b1403d39e1bbdf13bf8f
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: #!/usr/bin/env python3 # Copyright (c) Facebook, Inc. and its affiliates. All rights reserved. import logging import os import random import unittest from typing import Optional import numpy as np import pytorch_lightning as pl import torch import torch.nn as nn from parameterized import parameterized from reagent.core import types as rlt from reagent.core.parameters import ( class FakeStepPredictionNetwork(nn.Module): def __init__(self, look_ahead_steps): super().__init__() self.look_ahead_steps = look_ahead_steps def forward(self, state: torch.Tensor): """ Given the current state, predict the probability of experiencing next n steps (1 < n <= look_ahead_steps) For the test purpose, it outputs fixed fake numbers """ batch_size, _ = state.shape return torch.ones(batch_size, self.look_ahead_steps).float() class FakeSeq2RewardNetwork(nn.Module): def forward( self, state: rlt.FeatureData, action: rlt.FeatureData, valid_reward_len: Optional[torch.Tensor] = None, ): """ Mimic I/O of Seq2RewardNetwork but return fake reward Reward is the concatenation of action indices, independent of state. For example, when seq_len = 3, batch_size = 1, action_num = 2, acc_reward = tensor( [[ 0.], [ 1.], [ 10.], [ 11.], [100.], [101.], [110.], [111.]] ) Input action shape: seq_len, batch_size, num_action Output acc_reward shape: batch_size, 1 """ # pyre-fixme[9]: action has type `FeatureData`; used as `Tensor`. action = action.float_features.transpose(0, 1) action_indices = torch.argmax(action, dim=2).tolist() acc_reward = torch.tensor( list(map(lambda x: float("".join(map(str, x))), action_indices)) ).reshape(-1, 1) logger.info(f"acc_reward: {acc_reward}") return rlt.Seq2RewardOutput(acc_reward=acc_reward) ... [14 more functiondefs truncated] ...
|
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 25 Buggy code: experiencing next n steps (1 < n <= look_ahead_steps) Should be: experiencing next n steps (1 <=n <= look_ahead_steps) 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
| 3
| 2
| 2,139
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#!/usr/bin/env python3\n# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.\n\nimport logging\nimport os\nimport random\nimport unittest\nfrom typing import Optional\n\nimport numpy as np\nimport pytorch_lightning as pl\nimport torch\nimport torch.nn as nn\nfrom parameterized import parameterized\nfrom reagent.core import types as rlt\nfrom reagent.core.parameters import (\nclass FakeStepPredictionNetwork(nn.Module):\n def __init__(self, look_ahead_steps):\n super().__init__()\n self.look_ahead_steps = look_ahead_steps\n\n def forward(self, state: torch.Tensor):\n \"\"\"\n Given the current state, predict the probability of\n experiencing next n steps (1 < n <= look_ahead_steps)\n\n For the test purpose, it outputs fixed fake numbers\n \"\"\"\n batch_size, _ = state.shape\n return torch.ones(batch_size, self.look_ahead_steps).float()\n\n\nclass FakeSeq2RewardNetwork(nn.Module):\n def forward(\n self,\n state: rlt.FeatureData,\n action: rlt.FeatureData,\n valid_reward_len: Optional[torch.Tensor] = None,\n ):\n \"\"\"\n Mimic I/O of Seq2RewardNetwork but return fake reward\n Reward is the concatenation of action indices, independent\n of state.\n\n For example, when seq_len = 3, batch_size = 1, action_num = 2,\n acc_reward = tensor(\n [[ 0.],\n [ 1.],\n [ 10.],\n [ 11.],\n [100.],\n [101.],\n [110.],\n [111.]]\n )\n\n Input action shape: seq_len, batch_size, num_action\n Output acc_reward shape: batch_size, 1\n \"\"\"\n # pyre-fixme[9]: action has type `FeatureData`; used as `Tensor`.\n action = action.float_features.transpose(0, 1)\n action_indices = torch.argmax(action, dim=2).tolist()\n acc_reward = torch.tensor(\n list(map(lambda x: float(\"\".join(map(str, x))), action_indices))\n ).reshape(-1, 1)\n logger.info(f\"acc_reward: {acc_reward}\")\n return rlt.Seq2RewardOutput(acc_reward=acc_reward)\n\n\n\n ... [14 more functiondefs truncated] ..."}, {"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 25\n\n Buggy code:\n experiencing next n steps (1 < n <= look_ahead_steps)\n\n Should be:\n experiencing next n steps (1 <=n <= look_ahead_steps)\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
|
0734297119899a9bd812848f57a6fbe4c63a3822
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # MINLP written by GAMS Convert at 01/15/21 11:37:33 # # Equation counts # Total E G L N X C B # 1486 571 111 804 0 0 0 0 # # Variable counts # x b i s1s s2s sc si # Total cont binary integer sos1 sos2 scont sint # 865 685 180 0 0 0 0 0 # FX 0 0 0 0 0 0 0 0 # # Nonzero counts # Total const NL DLL # 3373 3193 180 0 # # Reformulation has removed 1 variable and 1 equation from pyomo.environ import *
|
Code analysis results: ⚠️ Warnings: Avoid 'import *' at line 20 - import specific names
|
intermediate
|
database
|
debugging
|
Pythoncode:Python
| 0
| 0
| 746
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# MINLP written by GAMS Convert at 01/15/21 11:37:33\n# \n# Equation counts\n# Total E G L N X C B\n# 1486 571 111 804 0 0 0 0\n# \n# Variable counts\n# x b i s1s s2s sc si\n# Total cont binary integer sos1 sos2 scont sint\n# 865 685 180 0 0 0 0 0\n# FX 0 0 0 0 0 0 0 0\n# \n# Nonzero counts\n# Total const NL DLL\n# 3373 3193 180 0\n# \n# Reformulation has removed 1 variable and 1 equation\n\n\nfrom pyomo.environ import *"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Avoid 'import *' at line 20 - import specific names"}]
| false
| null | null | null |
0734fb5dd4a56bdb2ef242b87aea0bcbb002a5dc
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import unittest from flask import json from tests.base_test import BaseTest from app import db, elastic_index from app.model.resource import Resource from app.model.resource_category import ResourceCategory from app.model.resource_change_log import ResourceChangeLog from app.model.user import Role class TestResources(BaseTest, unittest.TestCase): def test_resource_basics(self): self.construct_resource() r = db.session.query(Resource).first() self.assertIsNotNone(r) r_id = r.id rv = self.app.get('/api/resource/%i' % r_id, follow_redirects=True, content_type="application/json") self.assert_success(rv) response = json.loads(rv.get_data(as_text=True)) self.assertEqual(response["id"], r_id) self.assertEqual(response["title"], 'A+ Resource') self.assertEqual(response["description"], 'A del Error: SyntaxError / EOF
|
Fixed Code: import unittest from flask import json from tests.base_test import BaseTest from app import db, elastic_index from app.model.resource import Resource from app.model.resource_category import ResourceCategory from app.model.resource_change_log import ResourceChangeLog from app.model.user import Role class TestResources(BaseTest, unittest.TestCase): def test_resource_basics(self): self.construct_resource() r = db.session.query(Resource).first() self.assertIsNotNone(r) r_id = r.id rv = self.app.get('/api/resource/%i' % r_id, Explanation: Complete the truncated code structure
|
advanced
|
testing
|
error_fixing
|
Pythoncode:Python
| 3
| 1
| 935
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport unittest\n\nfrom flask import json\n\nfrom tests.base_test import BaseTest\nfrom app import db, elastic_index\nfrom app.model.resource import Resource\nfrom app.model.resource_category import ResourceCategory\nfrom app.model.resource_change_log import ResourceChangeLog\nfrom app.model.user import Role\n\n\nclass TestResources(BaseTest, unittest.TestCase):\n\n def test_resource_basics(self):\n self.construct_resource()\n r = db.session.query(Resource).first()\n self.assertIsNotNone(r)\n r_id = r.id\n rv = self.app.get('/api/resource/%i' % r_id,\n follow_redirects=True,\n content_type=\"application/json\")\n self.assert_success(rv)\n response = json.loads(rv.get_data(as_text=True))\n self.assertEqual(response[\"id\"], r_id)\n self.assertEqual(response[\"title\"], 'A+ Resource')\n self.assertEqual(response[\"description\"], 'A del\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport unittest\n\nfrom flask import json\n\nfrom tests.base_test import BaseTest\nfrom app import db, elastic_index\nfrom app.model.resource import Resource\nfrom app.model.resource_category import ResourceCategory\nfrom app.model.resource_change_log import ResourceChangeLog\nfrom app.model.user import Role\n\n\nclass TestResources(BaseTest, unittest.TestCase):\n\n def test_resource_basics(self):\n self.construct_resource()\n r = db.session.query(Resource).first()\n self.assertIsNotNone(r)\n r_id = r.id\n rv = self.app.get('/api/resource/%i' % r_id,\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07354a91e0ab5c683999d760204ed42f5952201f
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import json import logging import math import re from contextlib import contextmanager from django.core.management import call_command from django.core.management.base import CommandError from morango.models import Filter from morango.models import InstanceIDModel from morango.models import ScopeDefinition from morango.sync.controller import MorangoProfileController from ..utils import create_superuser_and_provision_device from ..utils import get_baseurl from ..utils import get_client_and_server_certs from ..utils import get_dataset_id from ..utils import get_single_user_sync_filter from ..utils import provision_single_user_device from kolibri.core.auth.constants.morango_sync import PROFILE_FACILITY_DATA from kolibri.core.auth.constants.morango_sync import ScopeDefinitions from kolibri.core.auth.constants.morango_sync import State from kolibri.core.auth.management.utils import get_facility from kolibri.core.auth.management.utils import run_once from kolibri.core.auth.models import dataset_cache from kolibri.core.logger.utils.data import bytes_for_humans from kolibri.core.tasks.exceptions import UserCancelledError from kolibri.core.tasks.management.commands.base import AsyncCommand from kolibri.core.utils.lock import db_lock from kolibri.utils import conf class Command(AsyncCommand): help = "Allow the syncing of facility data with Kolibri Data Portal or another Kolibri device." ... [17 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 36: ... [17 more functiondefs truncated] ... ✨ Improvements: Complete the expression on the last line Review syntax near the error location
|
advanced
|
machine_learning
|
code_review
|
Pythoncode:Python
| 0
| 1
| 1,456
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport json\nimport logging\nimport math\nimport re\nfrom contextlib import contextmanager\n\nfrom django.core.management import call_command\nfrom django.core.management.base import CommandError\nfrom morango.models import Filter\nfrom morango.models import InstanceIDModel\nfrom morango.models import ScopeDefinition\nfrom morango.sync.controller import MorangoProfileController\n\nfrom ..utils import create_superuser_and_provision_device\nfrom ..utils import get_baseurl\nfrom ..utils import get_client_and_server_certs\nfrom ..utils import get_dataset_id\nfrom ..utils import get_single_user_sync_filter\nfrom ..utils import provision_single_user_device\nfrom kolibri.core.auth.constants.morango_sync import PROFILE_FACILITY_DATA\nfrom kolibri.core.auth.constants.morango_sync import ScopeDefinitions\nfrom kolibri.core.auth.constants.morango_sync import State\nfrom kolibri.core.auth.management.utils import get_facility\nfrom kolibri.core.auth.management.utils import run_once\nfrom kolibri.core.auth.models import dataset_cache\nfrom kolibri.core.logger.utils.data import bytes_for_humans\nfrom kolibri.core.tasks.exceptions import UserCancelledError\nfrom kolibri.core.tasks.management.commands.base import AsyncCommand\nfrom kolibri.core.utils.lock import db_lock\nfrom kolibri.utils import conf\n\nclass Command(AsyncCommand):\n help = \"Allow the syncing of facility data with Kolibri Data Portal or another Kolibri device.\"\n\n\n ... [17 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 36: ... [17 more functiondefs truncated] ...\n\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
0735c43eb0b2d2d58ca5e330e9b0ab738257e5f2
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import math import imageio import cv2 as cv import numpy as np import transformer ... [1 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • IndentationError at line 2 Fixes: • Complete the expression on the last line • Fix indentation to match Python syntax rules
|
beginner
|
database
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 132
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport math\n import imageio\nimport cv2 as cv\nimport numpy as np\nimport transformer\n\n\n ... [1 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 IndentationError at line 2\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Fix indentation to match Python syntax rules"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
0735ef32022db6fd8f2cae3cf86a392fe7526086
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 """ A tool to grab a single BOSS image and pull a few items from its header. It is used in bin/sloan_log.py, but it could be used directly as well. """ import argparse from pathlib import Path from astropy.time import Time import fitsio class BOSSRaw: """A class to parse raw data from APOGEE. The purpose of collecting this raw data is to future-proof things that need these ouptuts in case things like autoschedulers change, which many libraries depend on. This will hopefully help SDSS-V logging""" def __init__(self, fil): self.fil = fil header = fitsio.read_header(fil) self.dither = header['MGDPOS'] if not self.dither: # This key started working instead during SDSS-V self.dither = header['POINTING'][0] self.exp_time = int(header['EXPTIME']) self.isot = Time(header['DATE-OBS']) # UTC self.plate_id = header['PLATEID'] self.cart_id = header['CARTID'] self.exp_id = int(str(fil).split('-')[-1].split('.')[0]) self.lead = header['PLATETYP'] if 'Closed' in header['HARTMANN']: self.hartmann = 'Closed' self.flavor = header['FLAVOR'].capitalize() elif 'Out' in header['HARTMANN']: self.hartmann = 'Open'
|
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Unterminated string literal at line 2 Fix: Add body to If block or use 'pass' statement
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 2
| 1
| 1,301
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\"\"\"\nA tool to grab a single BOSS image and pull a few items from its header. It is\n used in bin/sloan_log.py, but it could be used directly as well.\n\"\"\"\nimport argparse\nfrom pathlib import Path\nfrom astropy.time import Time\nimport fitsio\n\n\nclass BOSSRaw:\n \"\"\"A class to parse raw data from APOGEE. The purpose of collecting this\n raw data is to future-proof things that need these ouptuts in case\n things like autoschedulers change, which many libraries depend on. This\n will hopefully help SDSS-V logging\"\"\"\n\n def __init__(self, fil):\n self.fil = fil\n header = fitsio.read_header(fil)\n\n self.dither = header['MGDPOS']\n if not self.dither: # This key started working instead during SDSS-V\n self.dither = header['POINTING'][0]\n self.exp_time = int(header['EXPTIME'])\n self.isot = Time(header['DATE-OBS']) # UTC\n self.plate_id = header['PLATEID']\n self.cart_id = header['CARTID']\n self.exp_id = int(str(fil).split('-')[-1].split('.')[0])\n self.lead = header['PLATETYP']\n if 'Closed' in header['HARTMANN']:\n self.hartmann = 'Closed'\n self.flavor = header['FLAVOR'].capitalize()\n elif 'Out' in header['HARTMANN']:\n self.hartmann = 'Open'"}, {"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 2\n\n Fix: Add body to If block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
0736759453528b8e50d3977ed9f783e1f7d2c291
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # Altere o Programa 8.20 de forma que o usuário tenha três chances de acertar o número # O programa termina se o usuário acertar ou errar três vezes # Programa 8.20 do livro, página 184 # Programa 8.20 - Adivinhando o número # # import random # # n = random.randint(1, 10) # x = int(input('Escolha um número entre 1 e 10: ')) # if x == n: # print('Você acertou!') # else: # print('Você errou.') import random numberRandom = random.ran Error: SyntaxError: unterminated string literal
|
Fixed Code: # Altere o Programa 8.20 de forma que o usuário tenha três chances de acertar o número # O programa termina se o usuário acertar ou errar três vezes # Programa 8.20 do livro, página 184 # Programa 8.20 - Adivinhando o número # # import random # # n = random.randint(1, 10) # x = int(input('Escolha um número entre 1 e 10: ')) # if x == n: # print('Você acertou!') # else: # print('Você errou.') import random numberRandom = random.randint(1, 10) counter = 0 Explanation: Close the string literal with matching quote
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 445
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Altere o Programa 8.20 de forma que o usu\u00e1rio tenha tr\u00eas chances de acertar o n\u00famero\n# O programa termina se o usu\u00e1rio acertar ou errar tr\u00eas vezes\n\n# Programa 8.20 do livro, p\u00e1gina 184\n# Programa 8.20 - Adivinhando o n\u00famero\n#\n# import random\n#\n# n = random.randint(1, 10)\n# x = int(input('Escolha um n\u00famero entre 1 e 10: '))\n# if x == n:\n# print('Voc\u00ea acertou!')\n# else:\n# print('Voc\u00ea errou.')\n\nimport random\n\nnumberRandom = random.ran\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Altere o Programa 8.20 de forma que o usu\u00e1rio tenha tr\u00eas chances de acertar o n\u00famero\n# O programa termina se o usu\u00e1rio acertar ou errar tr\u00eas vezes\n\n# Programa 8.20 do livro, p\u00e1gina 184\n# Programa 8.20 - Adivinhando o n\u00famero\n#\n# import random\n#\n# n = random.randint(1, 10)\n# x = int(input('Escolha um n\u00famero entre 1 e 10: '))\n# if x == n:\n# print('Voc\u00ea acertou!')\n# else:\n# print('Voc\u00ea errou.')\n\nimport random\n\nnumberRandom = random.randint(1, 10)\ncounter = 0\n\n\n Explanation: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0736f9344c10dda2615d756c67d64d15dd48a036
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- """This sub module provides a global variable to check for checking if the non-interactive argument was set Exported variable: interactive -- False, if the main the non-interactive argument was set, True, if it was not set """ global interactive interactive = True;
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 3 • Block at line 5 has no indented body Fixes: • Add closing quote at line 3
|
intermediate
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 293
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n\"\"\"This sub module provides a global variable to check for checking if the non-interactive argument was set\n\nExported variable:\ninteractive -- False, if the main the non-interactive argument was set, True, if it was not set\n\"\"\"\n\nglobal interactive \ninteractive = True;"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 3\n \u2022 Block at line 5 has no indented body\n\n Fixes:\n \u2022 Add closing quote at line 3"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
0737281036977c90f04b5a6cdebc502ad5e24b6d
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: import setuptools # To use a consistent encoding from codecs import open from os import path here = path.abspath(path.dirname(__file__)) with open(path.join(here, 'README.md'), encoding='utf-8') as f: long_description = f.read() setuptools.setup( name="atm76", version="0.1.0", author="Steven H. Berguin", author_email="stevenberguin@gmail.com", description="Differentiable 1976 Atmosphere", long_description=long_description, long_description_content_type="text/markdown", url="https://github.com/shb84/ATM76.git", packages=setuptools.find_packages(), package_data={}, install_requires=["numpy>=1.16", "genn"], include_package_data=True, classifiers=[ "Programming Language :: Python :: 3", "License :: OSI Approved :: MIT License", "Operating System :: OS Independent", ], python_requires='>=3.7', )
|
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16
|
intermediate
|
api
|
debugging
|
Pythoncode:Python
| 0
| 0
| 894
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport setuptools\n\n# To use a consistent encoding\nfrom codecs import open\nfrom os import path\n\nhere = path.abspath(path.dirname(__file__))\n\nwith open(path.join(here, 'README.md'), encoding='utf-8') as f:\n long_description = f.read()\n\nsetuptools.setup(\n name=\"atm76\",\n version=\"0.1.0\",\n author=\"Steven H. Berguin\",\n author_email=\"stevenberguin@gmail.com\",\n description=\"Differentiable 1976 Atmosphere\",\n long_description=long_description,\n long_description_content_type=\"text/markdown\",\n url=\"https://github.com/shb84/ATM76.git\",\n packages=setuptools.find_packages(),\n package_data={},\n install_requires=[\"numpy>=1.16\", \"genn\"],\n include_package_data=True,\n classifiers=[\n \"Programming Language :: Python :: 3\",\n \"License :: OSI Approved :: MIT License\",\n \"Operating System :: OS Independent\",\n ],\n python_requires='>=3.7',\n)"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\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 |
0737de527d56f865ee1256abea29660c8dca454e
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import logging import asyncio from agent.check_plugins import AbstractCheckPlugin # Do khong biet dung thu vien asyncio ntn ca nen em dung thu vien request # python import requests import sys import time from datetime import datetime class Download(AbstractCheckPlugin): @asyncio.coroutine def __call__(self, client, dnode): logger.info('Test download speed : running...') start = time.clock() r = requests.get('http://{}'.format(dnode), stream=True) total_length = int(r.headers.get('content-length')) if total_length is None: logger.error("Empty file!") else: array_speed = [] start_chunk = time.clock() for chunk in r.iter_content(1024): # 1kB1024 1MB 1048576 end_chunk = time.clock() delta = end_chunk - start_chunk start_chunk = end_chunk if delta <= 0: break else: array_speed.append(1//delta) # kB / s end = time.clock() yield from self._queue.put(self.get_result(dnode, start, end, total_length, array_speed)) @asyncio.coroutine def get_result(self, url, start, end, total_length, array_speed): """Download and processing data. Args: url (str): url file download. start (float): It's time which started download. end (float): It's time which finished download. total_length (int): size of file download (Byte) array_speed (list): list download speeds for each 1024 Byte (kB/s) Returns: list with item 0 : json format for influxdb """ download_speed = total_length // (time.clock() - start) acceleration
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 39 • Block at line 12 has no indented body Fix: Complete the truncated code structure
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 3
| 1
| 1,798
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport logging\nimport asyncio\nfrom agent.check_plugins import AbstractCheckPlugin\n\n# Do khong biet dung thu vien asyncio ntn ca nen em dung thu vien request\n# python\nimport requests\nimport sys\nimport time\nfrom datetime import datetime\n\nclass Download(AbstractCheckPlugin):\n\n @asyncio.coroutine\n def __call__(self, client, dnode):\n logger.info('Test download speed : running...')\n start = time.clock()\n r = requests.get('http://{}'.format(dnode), stream=True)\n total_length = int(r.headers.get('content-length'))\n if total_length is None:\n logger.error(\"Empty file!\")\n else:\n array_speed = []\n start_chunk = time.clock()\n for chunk in r.iter_content(1024): # 1kB1024 1MB 1048576\n end_chunk = time.clock()\n delta = end_chunk - start_chunk\n start_chunk = end_chunk\n if delta <= 0:\n break\n else:\n array_speed.append(1//delta) # kB / s\n\n end = time.clock()\n yield from self._queue.put(self.get_result(dnode, start, end, total_length, array_speed))\n\n @asyncio.coroutine\n def get_result(self, url, start, end, total_length, array_speed):\n \"\"\"Download and processing data.\n\n Args:\n url (str): url file download.\n start (float): It's time which started download.\n end (float): It's time which finished download.\n total_length (int): size of file download (Byte)\n array_speed (list): list download speeds for each 1024 Byte (kB/s)\n\n Returns:\n list with item 0 : json format for influxdb\n \"\"\"\n\n download_speed = total_length // (time.clock() - start)\n acceleration"}, {"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 39\n \u2022 Block at line 12 has no indented body\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
073976d41a2a2bee70b7facb5e914072923e6d0f
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from django.urls import path from . import views Error: SyntaxError / EOF
|
Fixed Code: from django.urls import path from . import views app_name = "main" urlpatterns = [ path("",views.homepage,name="homepage") ] Explanation: Complete the truncated code structure
|
beginner
|
ui
|
error_fixing
|
Pythoncode:Python
| 0
| 0
| 50
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom django.urls import path\nfrom . import views\n\n\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom django.urls import path\nfrom . import views\n\napp_name = \"main\"\n\nurlpatterns = [\n path(\"\",views.homepage,name=\"homepage\")\n]\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
073a8f2eb2cea5666b00d9e848e53968468e9ca6
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: def get_cifar10(): """Retrieve the CIFAR dataset and process the data.""" # Set defaults. nb_classes = 10 batch_size = 64 input_shape = (3072,) # Get the data. (x_train, y_train), (x_test, y_test) = cifar10.load_data() x_train = x_train.reshape(50000, 3072) x_test = x_test.reshape(10000, 3072) x_train = x_train.astype('float32') x_test = x_test.astype('float32') x_train /= 255 x_test /= 255 # convert class vectors to binary class matrices y_train = to_categorical(y_train, nb_classes) y_test = to_categorical(y_test, nb_classes) return (nb_classes, batch_size, input_shape, x_train, x_test, y_train, y_test) def get_mnist(): """Retrieve the MNIST dataset and process the data.""" # Set defaults. nb_classes = 10 batch_size = 128 input_shape = (784,) # Get the data. (x_train, y_train), (x_test, y_test) = mnist.load_data() x_train = x_train.reshape(60000, 784) x_test = x_test.reshape(10000, 784) x_train = x_train.astype('float32') x_test = x_test.astype('float32') x_train /= 255 x_test /= 255 # convert class vectors to binary class matrices
|
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
|
intermediate
|
testing
|
error_detection
|
Pythoncode:Python
| 3
| 0
| 1,178
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\ndef get_cifar10():\n \"\"\"Retrieve the CIFAR dataset and process the data.\"\"\"\n # Set defaults.\n nb_classes = 10\n batch_size = 64\n input_shape = (3072,)\n\n # Get the data.\n (x_train, y_train), (x_test, y_test) = cifar10.load_data()\n x_train = x_train.reshape(50000, 3072)\n x_test = x_test.reshape(10000, 3072)\n x_train = x_train.astype('float32')\n x_test = x_test.astype('float32')\n x_train /= 255\n x_test /= 255\n\n # convert class vectors to binary class matrices\n y_train = to_categorical(y_train, nb_classes)\n y_test = to_categorical(y_test, nb_classes)\n\n return (nb_classes, batch_size, input_shape, x_train, x_test, y_train, y_test)\n\ndef get_mnist():\n \"\"\"Retrieve the MNIST dataset and process the data.\"\"\"\n # Set defaults.\n nb_classes = 10\n batch_size = 128\n input_shape = (784,)\n\n # Get the data.\n (x_train, y_train), (x_test, y_test) = mnist.load_data()\n x_train = x_train.reshape(60000, 784)\n x_test = x_test.reshape(10000, 784)\n x_train = x_train.astype('float32')\n x_test = x_test.astype('float32')\n x_train /= 255\n x_test /= 255\n\n # convert class vectors to binary class matrices"}, {"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
|
073aa245c28c69910b8c705ef18f357b5c9e4c5f
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from openslides.agenda.models import Item from openslides.core.models import CustomSlide from openslides.utils.test import TestCase class TestItemManager(TestCase): def test_get_root_and_children_db_queries(self): """ Test that get_root_and_children needs only one db query. """
|
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Unterminated string literal at line 8 Fix: Complete the function 'test_get_root_and_children_db_queries' body and add missing return
|
intermediate
|
testing
|
error_detection
|
Pythoncode:Python
| 1
| 1
| 308
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom openslides.agenda.models import Item\nfrom openslides.core.models import CustomSlide\nfrom openslides.utils.test import TestCase\n\n\nclass TestItemManager(TestCase):\n def test_get_root_and_children_db_queries(self):\n \"\"\"\n Test that get_root_and_children needs only one db query.\n \"\"\""}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 Unterminated string literal at line 8\n\n Fix: Complete the function 'test_get_root_and_children_db_queries' body and add missing return"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
073abd8b8de49a73d08e10cf329cea3aaaac91fa
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import weakref import os import requests import ssl from ssl import SSLContext import logging from ssl_context_builder.builder.builder import SslContextBuilder from ssl_context_builder.http_impl.requests_wrapper.ssl_adapter import SslAdapter class RequestsSecureSession: def __init__(self, ssl_context: SSLContext): """ This class create a wrapper for the requests.Session object It does the following: 1. Disable session env_vars consuming 2. Load certificates provided with the ssl_context 3. Except ssl_context to control the TLS communication @param ssl_context: SSLContext """ self.cert_file_path = self._create_cert_file(ssl_context) # see note inside the function why not using tempfile self._ssl_context = ssl_context self.session = requests.Session() self.session.trust_env = False self.session.verify = self.cert_file_path self.session.mount('https://', SslAdapter(ssl_context)) self._finalizer = weakref.finalize( self, self._cleanup, self.cert_file_path, self.session, warn_message="Implicitly cleaning up {!r}".format(self)) def __enter__(self): return self def __exit__(self, exc, value, tb): self.cleanup() def cleanup(self): # Non throw funct
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 15 • Block at line 12 has no indented body • IndentationError at line 40 Fix: Complete the truncated code structure
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 5
| 1
| 1,344
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport weakref\nimport os\nimport requests\nimport ssl\nfrom ssl import SSLContext\nimport logging\n\nfrom ssl_context_builder.builder.builder import SslContextBuilder\nfrom ssl_context_builder.http_impl.requests_wrapper.ssl_adapter import SslAdapter\n\n\nclass RequestsSecureSession:\n\n def __init__(self, ssl_context: SSLContext):\n \"\"\"\n This class create a wrapper for the requests.Session object\n It does the following:\n 1. Disable session env_vars consuming\n 2. Load certificates provided with the ssl_context\n 3. Except ssl_context to control the TLS communication\n @param ssl_context: SSLContext\n \"\"\"\n self.cert_file_path = self._create_cert_file(ssl_context) # see note inside the function why not using tempfile\n self._ssl_context = ssl_context\n self.session = requests.Session()\n self.session.trust_env = False\n self.session.verify = self.cert_file_path\n self.session.mount('https://', SslAdapter(ssl_context))\n\n self._finalizer = weakref.finalize(\n self, self._cleanup, self.cert_file_path, self.session,\n warn_message=\"Implicitly cleaning up {!r}\".format(self))\n\n def __enter__(self):\n return self\n\n def __exit__(self, exc, value, tb):\n self.cleanup()\n\n def cleanup(self): # Non throw funct"}, {"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 15\n \u2022 Block at line 12 has no indented body\n \u2022 IndentationError at line 40\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
073cf557d5c1841920fb8cd559522daa79d5440d
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: ''' Selected cifar-10. The .csv file format: class_index,data_index 3,0 8,1 8,2 ... ''' import pickle import pandas as pd file = 'E:\pycharm\LEARN\data\cifar-10\cifar-10-batches-py\\test_batch' with open(file, 'rb') as f: dict = pickle.load(f, encoding='bytes') Error: SyntaxError / EOF
|
Fixed Code: ''' Selected cifar-10. The .csv file format: class_index,data_index 3,0 8,1 8,2 ... ''' import pickle import pandas as pd file = 'E:\pycharm\LEARN\data\cifar-10\cifar-10-batches-py\\test_batch' with open(file, 'rb') as f: dict = pickle.load(f, encoding='bytes') dict.keys() Explanation: Complete the truncated code structure
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intermediate
|
testing
|
error_fixing
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Pythoncode:Python
| 0
| 0
| 270
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n'''\nSelected cifar-10. The .csv file format:\n\nclass_index,data_index\n3,0\n8,1\n8,2\n...\n\n'''\n\nimport pickle\nimport pandas as pd\n\nfile = 'E:\\pycharm\\LEARN\\data\\cifar-10\\cifar-10-batches-py\\\\test_batch'\n\nwith open(file, 'rb') as f:\n dict = pickle.load(f, encoding='bytes')\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n'''\nSelected cifar-10. The .csv file format:\n\nclass_index,data_index\n3,0\n8,1\n8,2\n...\n\n'''\n\nimport pickle\nimport pandas as pd\n\nfile = 'E:\\pycharm\\LEARN\\data\\cifar-10\\cifar-10-batches-py\\\\test_batch'\n\nwith open(file, 'rb') as f:\n dict = pickle.load(f, encoding='bytes')\n\ndict.keys()\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
073ddb35cfd257b4fe7bee31f410bb17b18b0611
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # Ghetto Fixtures from codebox import app from codebox.apps.auth.models import User from codebox.apps.snippets.models import Snippet from codebox.apps.organizations.models import Organization, OrganizationMember from flask import g client = app.test_client() _ctx = app.test_request_context() _ctx.push() app.preprocess_request() g.redis.flushdb() User.objects.create(pk=1, name='zeeg') Organization.objects.create(pk='disqus', name='DISQUS') OrganizationMember.objects.create(org='disqus', user=1) # Create sample snippets # plaintext Snippet.objects.create(org='disqus', user=1, lang='text', text = "Hello World!") # python Snippet.objects.create(org='disqus', user=1, lang='python', text = "print 'Disqus was here'") # html Snippet.objects.create(org='disqus', user=1, lang='html', text = '<h1>Look its HTML!</h1>') # javascript Snippet.objects.create(org='disqus', user=1, lang='javascript', text = "document.write('Di-squs')")
|
Code analysis results: No critical issues found Consider adding unit tests Add inline comments for complex logic
|
intermediate
|
testing
|
debugging
|
Pythoncode:Python
| 0
| 0
| 940
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# Ghetto Fixtures\n\nfrom codebox import app\nfrom codebox.apps.auth.models import User\nfrom codebox.apps.snippets.models import Snippet\nfrom codebox.apps.organizations.models import Organization, OrganizationMember\nfrom flask import g\n\nclient = app.test_client()\n_ctx = app.test_request_context()\n_ctx.push()\napp.preprocess_request()\ng.redis.flushdb()\n\nUser.objects.create(pk=1, name='zeeg')\n\nOrganization.objects.create(pk='disqus', name='DISQUS')\n\nOrganizationMember.objects.create(org='disqus', user=1)\n\n# Create sample snippets\n\n# plaintext\nSnippet.objects.create(org='disqus', user=1, lang='text', text = \"Hello World!\")\n# python\nSnippet.objects.create(org='disqus', user=1, lang='python', text = \"print 'Disqus was here'\")\n# html\nSnippet.objects.create(org='disqus', user=1, lang='html', text = '<h1>Look its HTML!</h1>')\n# javascript\nSnippet.objects.create(org='disqus', user=1, lang='javascript', text = \"document.write('Di-squs')\")"}, {"role": "assistant", "content": " Code analysis results:\n\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
| false
| null | null | null |
074082800249cdc23669711e86fb83230db924ee
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from unittest.mock import Mock, patch from django.test import SimpleTestCase from corehq.apps.domain.exceptions import DomainDoesNotExist from corehq.apps.linked_domain.exceptions import ( class LinkDomainsTests(SimpleTestCase): @classmethod def setUpClass(cls): super(LinkDomainsTests, cls).setUpClass() cls.upstream_domain = 'upstream' cls.downstream_domain = 'downstream' def test_exception_raised_if_domain_does_not_exist(self): def mock_handler(domain): return domain != self.downstream_domain with patch('corehq.apps.linked_domain.views.domain_exists') as mock_domainexists,\ self.assertRaises(DomainDoesNotExist): mock_domainexists.side_eff ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: link_domains(Mock(), self.upstream_domain, self.downstream_domain) def test_exception_raised_if_domain_link_already_exists(self): with patch('corehq.apps.linked_domain.views.domain_exists', return_value=True),\ patch('corehq.apps.linked_domain.views.get_active_domain_link', return_value=Mock()),\
|
advanced
|
testing
|
incomplete_code
|
Pythoncode:Python
| 7
| 1
| 741
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom unittest.mock import Mock, patch\n\nfrom django.test import SimpleTestCase\n\nfrom corehq.apps.domain.exceptions import DomainDoesNotExist\nfrom corehq.apps.linked_domain.exceptions import (\nclass LinkDomainsTests(SimpleTestCase):\n\n @classmethod\n def setUpClass(cls):\n super(LinkDomainsTests, cls).setUpClass()\n cls.upstream_domain = 'upstream'\n cls.downstream_domain = 'downstream'\n\n def test_exception_raised_if_domain_does_not_exist(self):\n def mock_handler(domain):\n return domain != self.downstream_domain\n\n with patch('corehq.apps.linked_domain.views.domain_exists') as mock_domainexists,\\\n self.assertRaises(DomainDoesNotExist):\n mock_domainexists.side_eff\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 link_domains(Mock(), self.upstream_domain, self.downstream_domain)\n\n def test_exception_raised_if_domain_link_already_exists(self):\n with patch('corehq.apps.linked_domain.views.domain_exists', return_value=True),\\\n patch('corehq.apps.linked_domain.views.get_active_domain_link', return_value=Mock()),\\"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0740a865caa54dd6749985e9ca6d8ad7824f4098
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: #!/usr/bin/python # # from __future__ import absolute_import import json import re import logging from .datacite import DataCiteParser class WrongPublisherException(Exception): pass class ZenodoParser(DataCiteParser): def get_references(self, r): # as of version 3.1 of datacite schema, "References" is not an # allowed description type so Lars is shoving the references # in a section labeled as "Other" as a json structure references = [] for s in self._array(r.get('descriptions', {}).get('description', [])): t = s.get('@descriptionType') c = self._text(s) if t == 'References': # XXX not supported yet, but one can only hope... references = c.split('\n') elif t == 'Other': try: j = json.loads(c) references = j.get('references', []) except ValueError: logging.warning(u'Ignoring unparsable "Other" description element: %s\n' % c) return references def get_abstract(self, r): abs = super(ZenodoParser, self).get_abstract(r) abs = re.sub(r'\s*<p>', '', abs) abs = re.sub(r'</p>\s*$', '', abs) return abs def parse(self, fp, **kwargs): """Parses Zenodo's flavor of DataCite 3.1 schema, returns ADS tagged format""" doc = super(self.__class__, self).parse(fp, **kwargs) # r = self._resource # publisher pub = doc.get('source') if pub != 'Zenodo' and pub != 'ZENODO': raise WrongPublisherException("Found publisher field of \"%s\" rather than Zenodo" % pub) else: doc['source'] = 'ZENODO' return doc # # if __name__ == "__main__": # # # allows program to print utf-8 encoded output sensibly # import codecs # sys.stdout = codecs.getwriter('utf-8')(sys.stdout) # sys.stderr = codecs.getwriter('utf-8')(sys.stderr) # # parser = ZenodoParser() # for file in sys.argv[1:]: # d = None # with open(file, 'r') as fp: # d = parser.parse(fp) # print json.dumps(d, indent=2) ... code continues ...
|
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
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advanced
|
database
|
incomplete_code
|
Pythoncode:Python
| 3
| 2
| 2,188
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/python\n#\n#\n\nfrom __future__ import absolute_import\nimport json\nimport re\nimport logging\nfrom .datacite import DataCiteParser\n\n\nclass WrongPublisherException(Exception):\n pass\n\n\nclass ZenodoParser(DataCiteParser):\n\n def get_references(self, r):\n # as of version 3.1 of datacite schema, \"References\" is not an\n # allowed description type so Lars is shoving the references\n # in a section labeled as \"Other\" as a json structure\n references = []\n for s in self._array(r.get('descriptions', {}).get('description', [])):\n t = s.get('@descriptionType')\n c = self._text(s)\n if t == 'References':\n # XXX not supported yet, but one can only hope...\n references = c.split('\\n')\n elif t == 'Other':\n try:\n j = json.loads(c)\n references = j.get('references', [])\n except ValueError:\n logging.warning(u'Ignoring unparsable \"Other\" description element: %s\\n' % c)\n return references\n\n def get_abstract(self, r):\n abs = super(ZenodoParser, self).get_abstract(r)\n abs = re.sub(r'\\s*<p>', '', abs)\n abs = re.sub(r'</p>\\s*$', '', abs)\n return abs\n\n def parse(self, fp, **kwargs):\n \"\"\"Parses Zenodo's flavor of DataCite 3.1 schema, returns ADS tagged format\"\"\"\n\n doc = super(self.__class__, self).parse(fp, **kwargs)\n # r = self._resource\n\n # publisher\n pub = doc.get('source')\n if pub != 'Zenodo' and pub != 'ZENODO':\n raise WrongPublisherException(\"Found publisher field of \\\"%s\\\" rather than Zenodo\" % pub)\n else:\n doc['source'] = 'ZENODO'\n\n return doc\n\n#\n# if __name__ == \"__main__\":\n#\n# # allows program to print utf-8 encoded output sensibly\n# import codecs\n# sys.stdout = codecs.getwriter('utf-8')(sys.stdout)\n# sys.stderr = codecs.getwriter('utf-8')(sys.stderr)\n#\n# parser = ZenodoParser()\n# for file in sys.argv[1:]:\n# d = None\n# with open(file, 'r') as fp:\n# d = parser.parse(fp)\n# print json.dumps(d, indent=2)\n\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function missing return statement\n\n To complete:\n \u2022 Add return statement to function\n\n Example continuation:"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
0740e77524f70aef71e87bb08ca6fba979752644
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import json import time from functools import lru_cache from multiprocessing import Pool, Process from threading import Thread, Timer from typing import Any, Dict, List from datetime import datetime import hashlib import inspect import requests import waitress from bottle import BaseTemplate, Bottle, request, response, static_file, template, error import utils.constants as consts from core import Block, BlockChain, SingleOutput, Transaction, TxIn, TxOut, genesis_block from authority import Authority from utils.logger import logger, iplogger from utils.storage import get_block_from_db, get_wallet_from_db, read_header_list_from_db from utils.utils import compress, decompress, dhash from wallet import Wallet def mining_thread_task(): while True: if not miner.is_mining() and not consts.NO_MINING: miner.start_mining(BLOCKCHAIN.mempool, BLOCKCHAIN.active_chain, MY_WALLET) time.sleep(consts.MINING_INTERVAL_THRESHOLD // 2) def send_to_all_peers(url, data): def request_task(peers, url, data): for peer in peers: try: requests.post(get_peer_url(peer) + url, data=data, timeout=(5, 1)) except Exception as e: logger.debug("Server: Requests: Error while sending data in process" + str(peer)) Process(target=request_task, args=(PEER_LIST, url, data), daemon=True).start() def start_mining_thread(): time.sleep(5) Thread(target=mining_thread_task, name="Miner", daemon=True).start() def fetch_peer_list() -> List[Dict[str, Any]]: try: r = requests.post(consts.SEED_SERVER_URL, data={"port": consts.MINER_SERVER_PORT}) # Complete this line return peer_list except Exception as e: logger.error("Could not connect to DNS Seed") return [] def get_peer_url(peer: Dict[str, Any]) -> str: return "http://" + str(peer["ip"]) + ":" + str(peer["port"]) def greet_peer(peer: Dict[str, Any]) -> bool: try: url = get_peer_url(peer) data = {"port": consts.MINER_SERVER_PORT, "version": consts.MINER_VERSION, "blockheight": BLOCKCHAIN.active_chain.length} # Send a POST request to the peer r = requests.post(url + "/greetpeer", data=data) data = json.loads(r.text) # Update the peer data in the peer list with the new data received from the peer. if data.get("blockheight", None): peer.update(data) else: logger.debug("Main: Peer data does not have Block Height") return False return True except Exception as e: logger.debug("Main: Could not greet peer" + str(e)) return False def receive_block_from_peer(peer: Dict[str, Any], header_hash) -> Block: r = requests.post(get_peer_url(peer) + "/getblock", data={"headerhash": header_hash}) return Block.from_json(decompress(r.text)).object() ... [37 more functiondefs truncated] ...
|
The missing line is: peer_list = json.loads(r.text)
|
advanced
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 8
| 0
| 2,949
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport json\nimport time\nfrom functools import lru_cache\nfrom multiprocessing import Pool, Process\nfrom threading import Thread, Timer\nfrom typing import Any, Dict, List\nfrom datetime import datetime\nimport hashlib\nimport inspect\nimport requests\nimport waitress\nfrom bottle import BaseTemplate, Bottle, request, response, static_file, template, error\n\nimport utils.constants as consts\nfrom core import Block, BlockChain, SingleOutput, Transaction, TxIn, TxOut, genesis_block\nfrom authority import Authority\nfrom utils.logger import logger, iplogger\nfrom utils.storage import get_block_from_db, get_wallet_from_db, read_header_list_from_db\nfrom utils.utils import compress, decompress, dhash\nfrom wallet import Wallet\n\ndef mining_thread_task():\n while True:\n if not miner.is_mining() and not consts.NO_MINING:\n miner.start_mining(BLOCKCHAIN.mempool, BLOCKCHAIN.active_chain, MY_WALLET)\n time.sleep(consts.MINING_INTERVAL_THRESHOLD // 2)\n\n\ndef send_to_all_peers(url, data):\n def request_task(peers, url, data):\n for peer in peers:\n try:\n requests.post(get_peer_url(peer) + url, data=data, timeout=(5, 1))\n except Exception as e:\n logger.debug(\"Server: Requests: Error while sending data in process\" + str(peer))\n\n Process(target=request_task, args=(PEER_LIST, url, data), daemon=True).start()\n\n\ndef start_mining_thread():\n time.sleep(5)\n Thread(target=mining_thread_task, name=\"Miner\", daemon=True).start()\n\n\ndef fetch_peer_list() -> List[Dict[str, Any]]:\n try:\n r = requests.post(consts.SEED_SERVER_URL, data={\"port\": consts.MINER_SERVER_PORT})\n # Complete this line\n return peer_list\n except Exception as e:\n logger.error(\"Could not connect to DNS Seed\")\n return []\n\n\ndef get_peer_url(peer: Dict[str, Any]) -> str:\n return \"http://\" + str(peer[\"ip\"]) + \":\" + str(peer[\"port\"])\n\n\ndef greet_peer(peer: Dict[str, Any]) -> bool:\n try:\n url = get_peer_url(peer)\n data = {\"port\": consts.MINER_SERVER_PORT, \"version\": consts.MINER_VERSION, \"blockheight\": BLOCKCHAIN.active_chain.length}\n # Send a POST request to the peer\n r = requests.post(url + \"/greetpeer\", data=data)\n data = json.loads(r.text)\n # Update the peer data in the peer list with the new data received from the peer.\n if data.get(\"blockheight\", None):\n peer.update(data)\n else:\n logger.debug(\"Main: Peer data does not have Block Height\")\n return False\n return True\n except Exception as e:\n logger.debug(\"Main: Could not greet peer\" + str(e))\n return False\n\n\ndef receive_block_from_peer(peer: Dict[str, Any], header_hash) -> Block:\n r = requests.post(get_peer_url(peer) + \"/getblock\", data={\"headerhash\": header_hash})\n return Block.from_json(decompress(r.text)).object()\n\n\n\n ... [37 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n peer_list = json.loads(r.text)"}]
| false
| null | null | null |
07421cfb41d4ae2f25674d5123c3192c8a85313e
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from __future__ import absolute_import from __future__ import division from __future__ import print_function import tensorflow as tf from tensorflow.python.framework import ops from collections import OrderedDict import warnings, logging from deepexplain.tf.v1_x import constants from deepexplain.tf.v1_x.baseClasses import GradientBasedMethod from deepexplain.tf.v1_x.methods import DeepLIFTRescale, EpsilonLRP from deepexplain.tf.v1_x.utils import original_grad from deepexplain.tf.v1_x.methods import DummyZero, Saliency, GradientXInput, IntegratedGradients, EpsilonLRP, DeepLIFTRescale, Occlusion, ShapleySampling def deepexplain_grad(op, grad): # constants._ENABLED_METHOD_CLASS, _GRAD_OVERRIDE_CHECKFLAG constants._GRAD_OVERRIDE_CHECKFLAG = 1 if constants._ENABLED_METHOD_CLASS is not None \ and issubclass(constants._ENABLED_METHOD_CLASS, GradientBasedMethod): return constants._ENABLED_METHOD_CLASS.nonlinearity_grad_override(op, grad) else: return original_grad(op, grad) class DeepExplain(object): def __init__(self, graph=None, session=tf.compat.v1.get_default_session()): self.method = None self.batch_size = None self.session = session self.graph = session.graph if graph is None else graph self.graph_context = self.graph.as_default() self.override_context = self.graph.gradient_override_map(self.get_override_map()) self.keras_phase_placeholder = None self.context_on = False if self.session is None: raise RuntimeError('DeepExplain: could not retrieve a session. Use DeepExplain(session=your_session).') def __enter__(self): # Override gradient of all ops created in context self.graph_context.__enter__() self.override_context.__enter__() self.context_on = True return self def __exit__(self, type, value, traceback): self.graph_context.__exit__(type, value, traceback) self.override_context.__exit__(type, value, traceback) self.context_on = False ... [4 more functiondefs truncated] ...
|
Functions: deepexplain_grad, __init__, __enter__, __exit__ Classes: DeepExplain This code demonstrates Pythoncode:Python programming.
|
advanced
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 4
| 1
| 2,125
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nimport tensorflow as tf\nfrom tensorflow.python.framework import ops\nfrom collections import OrderedDict\nimport warnings, logging\n\nfrom deepexplain.tf.v1_x import constants\nfrom deepexplain.tf.v1_x.baseClasses import GradientBasedMethod\nfrom deepexplain.tf.v1_x.methods import DeepLIFTRescale, EpsilonLRP\nfrom deepexplain.tf.v1_x.utils import original_grad\n\nfrom deepexplain.tf.v1_x.methods import DummyZero, Saliency, GradientXInput, IntegratedGradients, EpsilonLRP, DeepLIFTRescale, Occlusion, ShapleySampling\ndef deepexplain_grad(op, grad):\n # constants._ENABLED_METHOD_CLASS, _GRAD_OVERRIDE_CHECKFLAG\n constants._GRAD_OVERRIDE_CHECKFLAG = 1\n if constants._ENABLED_METHOD_CLASS is not None \\\n and issubclass(constants._ENABLED_METHOD_CLASS, GradientBasedMethod):\n return constants._ENABLED_METHOD_CLASS.nonlinearity_grad_override(op, grad)\n else:\n return original_grad(op, grad)\n\n\nclass DeepExplain(object):\n def __init__(self, graph=None, session=tf.compat.v1.get_default_session()):\n self.method = None\n self.batch_size = None\n self.session = session\n self.graph = session.graph if graph is None else graph\n self.graph_context = self.graph.as_default()\n self.override_context = self.graph.gradient_override_map(self.get_override_map())\n self.keras_phase_placeholder = None\n self.context_on = False\n if self.session is None:\n raise RuntimeError('DeepExplain: could not retrieve a session. Use DeepExplain(session=your_session).')\n\n def __enter__(self):\n # Override gradient of all ops created in context\n self.graph_context.__enter__()\n self.override_context.__enter__()\n self.context_on = True\n return self\n\n def __exit__(self, type, value, traceback):\n self.graph_context.__exit__(type, value, traceback)\n self.override_context.__exit__(type, value, traceback)\n self.context_on = False\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: deepexplain_grad, __init__, __enter__, __exit__\n Classes: DeepExplain\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
074273af8a268ef926e75f5dce65175c9bfb7048
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: """ Get the memory usage of a Keras model. From https://stackoverflow.com/a/46216013. """ def get_model_memory_usage(batch_size, model): """ Get the memory usage of a Keras model in GB. From https://stackoverflow.com/a/46216013. """ import numpy as np try: from keras import backend as K except ImportError: from tensorflow.keras import backend as K shapes_mem_count = 0 internal_model_mem_count = 0 for l in model.layers: layer_type = l.__class__.__name__ if layer_type == 'Model': internal_model_mem_count += get_model_memory_usage(batch_size, l) single_layer_mem = 1 out_shape = l.output_shape if isinstance(out_shape, list):
|
out_shape = out_shape[0] for s in out_shape: if s is None: continue single_layer_mem *= s shapes_mem_count += single_layer_mem trainable_count = np.sum([K.count_params(p) for p in model.trainable_weights]) non_trainable_count = np.sum([K.count_params(p) for p in model.non_trainable_weights]) number_size = 4.0 if K.floatx() == 'float16': number_size = 2.0 if K.floatx() == 'float64': number_size = 8.0 total_memory = number_size * (batch_size * shapes_mem_count + trainable_count + non_trainable_count) gbytes = np.round(total_memory / (1024.0 ** 3), 3) + internal_model_mem_count return gbytes
|
intermediate
|
api
|
code_completion
|
Pythoncode:Python
| 1
| 0
| 1,457
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"\nGet the memory usage of a Keras model.\n\nFrom https://stackoverflow.com/a/46216013.\n\"\"\"\n\ndef get_model_memory_usage(batch_size, model):\n \"\"\"\n Get the memory usage of a Keras model in GB.\n\n From https://stackoverflow.com/a/46216013.\n \"\"\"\n\n import numpy as np\n try:\n from keras import backend as K\n except ImportError:\n from tensorflow.keras import backend as K\n\n shapes_mem_count = 0\n internal_model_mem_count = 0\n for l in model.layers:\n layer_type = l.__class__.__name__\n if layer_type == 'Model':\n internal_model_mem_count += get_model_memory_usage(batch_size, l)\n single_layer_mem = 1\n out_shape = l.output_shape\n if isinstance(out_shape, list):"}, {"role": "assistant", "content": "\n out_shape = out_shape[0]\n for s in out_shape:\n if s is None:\n continue\n single_layer_mem *= s\n shapes_mem_count += single_layer_mem\n\n trainable_count = np.sum([K.count_params(p) for p in model.trainable_weights])\n non_trainable_count = np.sum([K.count_params(p) for p in model.non_trainable_weights])\n\n number_size = 4.0\n if K.floatx() == 'float16':\n number_size = 2.0\n if K.floatx() == 'float64':\n number_size = 8.0\n\n total_memory = number_size * (batch_size * shapes_mem_count + trainable_count + non_trainable_count)\n gbytes = np.round(total_memory / (1024.0 ** 3), 3) + internal_model_mem_count\n return gbytes"}]
| false
| null | null | null |
074414b6699fea23b4050feee569e12a24d49670
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import abc class DistortionABC(metaclass=abc.ABCMeta): maptype = None @abc.abstractmethod def apply(self, xy_in): # Complete this line pass @abc.abstractmethod def apply_inverse(self, xy_in): """Apply inverse distortion mapping""" pass
|
The missing line is: """Apply distortion mapping"""
|
intermediate
|
oop
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 1
| 303
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport abc\n\n\nclass DistortionABC(metaclass=abc.ABCMeta):\n\n maptype = None\n\n @abc.abstractmethod\n def apply(self, xy_in):\n # Complete this line\n pass\n\n @abc.abstractmethod\n def apply_inverse(self, xy_in):\n \"\"\"Apply inverse distortion mapping\"\"\"\n pass"}, {"role": "assistant", "content": "The missing line is:\n \"\"\"Apply distortion mapping\"\"\""}]
| false
| null | null | null |
0744b878366a1f07bc8ae64bebfadf9106c8ad3a
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import io import os from setuptools import setup def read(file_name): """Read a text file and return the content as a string."""
|
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Fix: Complete the function 'read' body and add missing return
|
intermediate
|
api
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 135
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport io\nimport os\n\nfrom setuptools import setup\n\n\ndef read(file_name):\n \"\"\"Read a text file and return the content as a string.\"\"\""}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Fix: Complete the function 'read' body and add missing return"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
0745c582ad840fd55885e6625d498a1f4e1e1d0a
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # coding=utf-8 # Copyright 2018 The Google AI Language Team 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. """BERT finetuning runner.""" from __future__ import annotations, absolute_import import os from typing import Dict, List from transformers import ( AutoTokenizer, BertTokenizer, BertForSequenceClassification, BertConfig, Trainer, TrainingArguments, PreTrainedTokenizer ) from transformers.configuration_utils import PretrainedConfig from src.schema import ( InputExample, InputFeatures, Config ) from src.data_process import ( AgNewsDataProcessor ) from config import create_logger logger = create_logger() def convert_single_example( example_index: int, example: InputExample, label2id: Dict[str, int], max_seq_length: int, tokenizer: BertTokenizer ) -> InputFeatures: """Converts a single `InputExample` into a single `InputFeatures`. example_index: 用于展示example中的前几例数据 """ parameters = { "text":example.text_a, "add_special_tokens":True, "padding":True, "max_length":max_seq_length, "return_attention_mask":True, "return_token_type_ids":True, "return_length":True, "verbose":True } if example.text_b: parameters['text_pair'] = example.text_b feature = tokenizer(**parameters) input_feature = InputFeatures( input_ids=feature['token_ids'], attention_mask=feature['attention_mask'], segment_ids=feature['token_type_ids'], label_id=label2id[example.label], is_real_example=True ) if example_index < 5: logger.info(f'*************************** Example {example_index} ***************************') logger.info(example) logger.info(input_feature) logger.info('*************************** Example End ***************************') return input_feature def create_bert_for_sequence_classification_model(config: Config): bert_config: BertConfig = BertConfig.from_pretrained(config.pretrained_model_name) bert_config.num_labels = config.num_labels model = BertForSequenceClassification(bert_config) return model def create_model(config: Config): """Creates a classification model.""" models = { "bert-for-sequence-classification": create_bert_for_sequence_classification_model, } return models[config.model_name](config) def convert_examples_to_features( examples, label_list: List[str], ... [code truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 47 • Unclosed '(' at line 95 - expected ')' Fixes: • Complete the expression on the last line • Add closing quote at line 47 • Add closing ')' bracket
|
intermediate
|
api
|
syntax_repair
|
Pythoncode:Python
| 4
| 0
| 3,035
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# coding=utf-8\n# Copyright 2018 The Google AI Language Team 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\"\"\"BERT finetuning runner.\"\"\"\n\nfrom __future__ import annotations, absolute_import\n\nimport os\nfrom typing import Dict, List\n\n\nfrom transformers import (\n AutoTokenizer, BertTokenizer, \n BertForSequenceClassification, BertConfig,\n Trainer, TrainingArguments,\n PreTrainedTokenizer\n)\nfrom transformers.configuration_utils import PretrainedConfig\n\nfrom src.schema import (\n InputExample, InputFeatures, Config\n)\nfrom src.data_process import (\n AgNewsDataProcessor\n)\n\nfrom config import create_logger\n\nlogger = create_logger()\n\n\n\ndef convert_single_example(\n example_index: int, example: InputExample, label2id: Dict[str, int], max_seq_length: int, tokenizer: BertTokenizer\n) -> InputFeatures:\n \"\"\"Converts a single `InputExample` into a single `InputFeatures`.\n\n example_index: \u7528\u4e8e\u5c55\u793aexample\u4e2d\u7684\u524d\u51e0\u4f8b\u6570\u636e\n \"\"\"\n parameters = {\n \"text\":example.text_a,\n \"add_special_tokens\":True,\n \"padding\":True,\n \"max_length\":max_seq_length,\n \"return_attention_mask\":True,\n \"return_token_type_ids\":True,\n \"return_length\":True,\n \"verbose\":True\n }\n if example.text_b:\n parameters['text_pair'] = example.text_b\n feature = tokenizer(**parameters)\n\n input_feature = InputFeatures(\n input_ids=feature['token_ids'],\n attention_mask=feature['attention_mask'],\n segment_ids=feature['token_type_ids'],\n label_id=label2id[example.label],\n is_real_example=True\n )\n \n if example_index < 5:\n logger.info(f'*************************** Example {example_index} ***************************')\n logger.info(example)\n logger.info(input_feature)\n logger.info('*************************** Example End ***************************')\n \n return input_feature\n\n\ndef create_bert_for_sequence_classification_model(config: Config):\n bert_config: BertConfig = BertConfig.from_pretrained(config.pretrained_model_name)\n bert_config.num_labels = config.num_labels\n model = BertForSequenceClassification(bert_config)\n return model\n\ndef create_model(config: Config):\n \"\"\"Creates a classification model.\"\"\"\n models = {\n \"bert-for-sequence-classification\": create_bert_for_sequence_classification_model,\n }\n return models[config.model_name](config)\n\ndef convert_examples_to_features(\n examples, label_list: List[str], \n \n\n ... [code 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 47\n \u2022 Unclosed '(' at line 95 - expected ')'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 47\n \u2022 Add closing ')' bracket"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
0745f258c3fda6d1caa28babca894afcfee11f9f
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import sqlite3 import os import psycopg2 from dotenv import load_dotenv load_dotenv() DB_NAME2 = os.getenv("DB_NAME3") DB_USER2 = os.getenv("DB_USER3") DB_PASS2 = os.getenv("DB_PASS3") DB_HOST2 = os.getenv("DB_HOST3") conn = psycopg2.connect(dbname=DB_NAME2, user=DB_USER2, password=DB_PASS2, host=DB_HOST2) cursor = conn.cursor() sl_conn = sqlite3.connect("rpg_db.sqlite3") sl_cursor = sl_conn.cursor() characters = sl_cursor.execute('SELECT * FROM charactercreator_character LIMIT 10').fetchall() print(characters) create_character_table_query = ''' CREATE TABLE IF NOT EXISTS rpg_characters ( character_id SERIAL PRIMARY KEY, name VARCHAR(30), level INT, exp INT, hp INT, strength INT, intelligence INT, dexterity INT, wisdom INT ) ''' cursor.execute(create_character_table_query) conn.commit() for character in characters: insert_query = f''' INSERT INTO rpg_characters (character_id, name, level, exp, hp, strength, intelligence, dexterity, wisdom) VALUES {character} ''' cursor.execute(insert_query) conn.commit() cursor.close() conn.close()
|
This code demonstrates Pythoncode:Python programming.
|
intermediate
|
database
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 1,174
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport sqlite3\nimport os\nimport psycopg2\nfrom dotenv import load_dotenv\n\nload_dotenv()\n\nDB_NAME2 = os.getenv(\"DB_NAME3\")\nDB_USER2 = os.getenv(\"DB_USER3\")\nDB_PASS2 = os.getenv(\"DB_PASS3\")\nDB_HOST2 = os.getenv(\"DB_HOST3\")\n\nconn = psycopg2.connect(dbname=DB_NAME2, \n user=DB_USER2,\n password=DB_PASS2, \n host=DB_HOST2)\n\ncursor = conn.cursor()\n\nsl_conn = sqlite3.connect(\"rpg_db.sqlite3\")\nsl_cursor = sl_conn.cursor()\ncharacters = sl_cursor.execute('SELECT * FROM charactercreator_character LIMIT 10').fetchall()\nprint(characters)\n\ncreate_character_table_query = '''\nCREATE TABLE IF NOT EXISTS rpg_characters (\n character_id SERIAL PRIMARY KEY,\n\tname VARCHAR(30),\n\tlevel INT,\n\texp INT,\n\thp INT,\n\tstrength INT, \n\tintelligence INT,\n\tdexterity INT,\n\twisdom INT\n)\n'''\n\ncursor.execute(create_character_table_query)\nconn.commit()\n\nfor character in characters:\n\n insert_query = f''' INSERT INTO rpg_characters \n (character_id, name, level, exp, hp, strength, intelligence, dexterity, wisdom) VALUES\n {character}\n '''\n cursor.execute(insert_query)\n\nconn.commit()\ncursor.close()\nconn.close()"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07461f1a486f88f500aad5210c29f31d3c93dac1
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import battlefy_data import battlefy_wiki_linkings from datetime import datetime from operator import itemgetter from pathlib import Path import calcup_roster_tracking def create_sidebar(data, wiki_name): sidebar = '{{Infobox league' + '\n' sidebar += '|liquipediatier=' + '\n' sidebar += '|name=' + data['name'] + '\n' sidebar += '|shortname=' + data['name'] + '\n' sidebar += '|tickername=' + data['name'] + '\n' sidebar += '|image=' + '\n' sidebar += '|icon=' + '\n' sidebar += '|series=' + '\n' sidebar += '|organizer=' + data['organization']['name'] + '\n' sidebar += '|organizer-link=' + '\n' sidebar += '|sponsor=' + '\n' sidebar += '|localcurrency=' + '\n' sidebar += '|prizepool=' + data['prizes'] + '\n' sidebar += '|type=Online' + '\n' sidebar += '|platform=' + data['platform'] + '\n' sidebar += '|country=' + '\n' sidebar += '|format=' + '\n' sidebar += '|patch=' + '\n' sidebar += '|sdate=' + datetime.strptime(data['checkInStartTime'], '%Y-%m-%dT%H:%M:%S.%fZ').strftime( Error: SyntaxError / EOF
|
Fixed Code: import battlefy_data import battlefy_wiki_linkings from datetime import datetime from operator import itemgetter from pathlib import Path import calcup_roster_tracking def create_sidebar(data, wiki_name): sidebar = '{{Infobox league' + '\n' sidebar += '|liquipediatier=' + '\n' sidebar += '|name=' + data['name'] + '\n' sidebar += '|shortname=' + data['name'] + '\n' sidebar += '|tickername=' + data['name'] + '\n' sidebar += '|image=' + '\n' sidebar += '|icon=' + '\n' sidebar += '|series=' + '\n' sidebar += '|organizer=' + data['organization']['name'] + '\n' sidebar += '|organizer-link=' + '\n' Explanation: Complete the truncated code structure
|
intermediate
|
api
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 1,064
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport battlefy_data\nimport battlefy_wiki_linkings\nfrom datetime import datetime\nfrom operator import itemgetter\nfrom pathlib import Path\n\nimport calcup_roster_tracking\n\n\ndef create_sidebar(data, wiki_name):\n sidebar = '{{Infobox league' + '\\n'\n sidebar += '|liquipediatier=' + '\\n'\n sidebar += '|name=' + data['name'] + '\\n'\n sidebar += '|shortname=' + data['name'] + '\\n'\n sidebar += '|tickername=' + data['name'] + '\\n'\n sidebar += '|image=' + '\\n'\n sidebar += '|icon=' + '\\n'\n sidebar += '|series=' + '\\n'\n sidebar += '|organizer=' + data['organization']['name'] + '\\n'\n sidebar += '|organizer-link=' + '\\n'\n sidebar += '|sponsor=' + '\\n'\n sidebar += '|localcurrency=' + '\\n'\n sidebar += '|prizepool=' + data['prizes'] + '\\n'\n sidebar += '|type=Online' + '\\n'\n sidebar += '|platform=' + data['platform'] + '\\n'\n sidebar += '|country=' + '\\n'\n sidebar += '|format=' + '\\n'\n sidebar += '|patch=' + '\\n'\n sidebar += '|sdate=' + datetime.strptime(data['checkInStartTime'], '%Y-%m-%dT%H:%M:%S.%fZ').strftime(\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport battlefy_data\nimport battlefy_wiki_linkings\nfrom datetime import datetime\nfrom operator import itemgetter\nfrom pathlib import Path\n\nimport calcup_roster_tracking\n\n\ndef create_sidebar(data, wiki_name):\n sidebar = '{{Infobox league' + '\\n'\n sidebar += '|liquipediatier=' + '\\n'\n sidebar += '|name=' + data['name'] + '\\n'\n sidebar += '|shortname=' + data['name'] + '\\n'\n sidebar += '|tickername=' + data['name'] + '\\n'\n sidebar += '|image=' + '\\n'\n sidebar += '|icon=' + '\\n'\n sidebar += '|series=' + '\\n'\n sidebar += '|organizer=' + data['organization']['name'] + '\\n'\n sidebar += '|organizer-link=' + '\\n'\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0748c347781432c41ed5dc21b2a78b229eb50e78
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: import pygame class Texto: def __init__(self, screen, text, x, y, text_size = 20, fuente = 'Calibri', italic = False, bold= False, subrayado= False, color = (250, 240, 230), bg = [] ): self.screen = screen fg = color self.coord = x, y #load font, prepare values font = pygame.font.Font(None, 80) size = font.size(text) # Font a_sys_font = pygame.font.SysFont(fuente, text_size) # Cursiva if italic == True: a_sys_font.set_bold(1) # Negritas if bold: a_sys_font.set_bold(1) # Subrayado if subrayado: a_sys_font.set_underline(1) # Construccion del texto if len(bg) > 1: # Si hay fondo de texto ren = a_sys_font.render(text, 1, fg, bg) else: # Si no, transparente ren = a_sys_font.render(text, 1, fg) # self.size = x+size[0], y self.text_rect = ren.get_rect() self.text_rect.center = (x,y) self.image = ren, (x,y) screen.blit(ren, (x, y)) # Cursiva if italic: a_sys_font.set_bold(0) # Negritas if bold: a_sys_font.set_bold(0) # Subrayado if subrayado: a_sys_font.set_underline(0) # self.image.blit(ren, self.text_rect) # self.text_rect = (x, y),ren.get_size() # text = str(self.counter) # label = self.myfont.render(text, 1, (255,0,0)) # text_rect = label.get_rect() # text_rect.center = (50,50) # self.image.blit(label, text_rect) pass def getProperties(self): return self.text_rect def redraw(self): self.screen.blit(self.image[0], self.image[1]) pass ##################### EJEMPLO DE USO ############################## # texto1 = Texto(screen, 'Hola', 10, 10) class TextArea(): ... [2 more functiondefs truncated] ...
|
Logical Error Analysis: Error Type: WRONG_COMPARISON Issue: Explicit True comparison Severity: LOW Location: Line 20 Buggy code: if italic == True: Should be: if italic: Explanation: Non-pythonic comparison - works but not idiomatic Fix: Use "is/is not" for None, avoid explicit True comparison
|
advanced
|
oop
|
logical_errors
|
Pythoncode:Python
| 3
| 2
| 2,021
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport pygame\n\nclass Texto:\n def __init__(self, screen, text, x, y, text_size = 20, fuente = 'Calibri', italic = False, bold= False, subrayado= False, color = (250, 240, 230), bg = [] ):\n \n self.screen = screen\n\n fg = color\n\n self.coord = x, y\n\n #load font, prepare values\n font = pygame.font.Font(None, 80)\n size = font.size(text)\n\n # Font\n a_sys_font = pygame.font.SysFont(fuente, text_size)\n\n # Cursiva\n if italic == True:\n a_sys_font.set_bold(1)\n # Negritas\n if bold:\n a_sys_font.set_bold(1)\n # Subrayado\n if subrayado:\n a_sys_font.set_underline(1)\n\n # Construccion del texto\n if len(bg) > 1: # Si hay fondo de texto \n ren = a_sys_font.render(text, 1, fg, bg)\n else: # Si no, transparente\n ren = a_sys_font.render(text, 1, fg)\n # self.size = x+size[0], y\n self.text_rect = ren.get_rect()\n self.text_rect.center = (x,y)\n\n self.image = ren, (x,y)\n \n screen.blit(ren, (x, y))\n\n # Cursiva\n if italic:\n a_sys_font.set_bold(0)\n # Negritas\n if bold:\n a_sys_font.set_bold(0)\n # Subrayado\n if subrayado:\n a_sys_font.set_underline(0)\n \n \n # self.image.blit(ren, self.text_rect)\n # self.text_rect = (x, y),ren.get_size()\n # text = str(self.counter)\n # label = self.myfont.render(text, 1, (255,0,0))\n # text_rect = label.get_rect()\n # text_rect.center = (50,50)\n\n # self.image.blit(label, text_rect)\n \n pass\n\n def getProperties(self):\n return self.text_rect\n \n def redraw(self):\n self.screen.blit(self.image[0], self.image[1])\n pass\n \n\n##################### EJEMPLO DE USO ##############################\n# texto1 = Texto(screen, 'Hola', 10, 10)\n\nclass TextArea():\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_COMPARISON\n Issue: Explicit True comparison\n Severity: LOW\n\n Location: Line 20\n\n Buggy code:\n if italic == True:\n\n Should be:\n if italic:\n\n Explanation: Non-pythonic comparison - works but not idiomatic\n Fix: Use \"is/is not\" for None, avoid explicit True comparison"}]
| true
|
logical
|
WRONG_COMPARISON
|
LOW
|
0748f0d589516cda25a4a57eb049a757da513fda
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # This is the code to train the xgboost model with cross-validation for each unique room in the dataset. # Models are dumped into ./models and results are dumped into two csv files in the current work directory. import argparse import json import math import os import pickle import warnings from typing import Tuple import numpy as np import pandas as pd import xgboost as xgb from hyperopt import fmin, tpe, hp, STATUS_OK, Trials from imblearn.over_sampling import SMOTE from numpy.random import RandomState from sklearn.metrics import r2_score, mean_squared_error from sklearn.model_selection import train_test_split from sklearn.utils import compute_sample_weight from tqdm import tqdm from xgboost import DMatrix, cv # Set up an argument parser to decide the metric function def RMSE(predt: np.ndarray, dtrain: DMatrix) -> Tuple[str, float]: truth_value = dtrain.get_label() root_squard_error = math.sqrt(mean_squared_error(truth_value, predt)) return "RMSE", root_squard_error def R2(predt: np.ndarray, dtrain: DMatrix) -> Tuple[str, float]: truth_value = dtrain.get_label() r2_value = r2_score(truth_value, predt) return "R2", r2_value ... [1 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 38: ... [1 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 33 Unexpected indentation at line 34 ✨ Improvements: Complete the expression on the last line Review syntax near the error location
|
intermediate
|
testing
|
code_review
|
Pythoncode:Python
| 2
| 0
| 1,221
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# This is the code to train the xgboost model with cross-validation for each unique room in the dataset.\n# Models are dumped into ./models and results are dumped into two csv files in the current work directory.\n\nimport argparse\nimport json\nimport math\nimport os\nimport pickle\nimport warnings\nfrom typing import Tuple\n\nimport numpy as np\nimport pandas as pd\nimport xgboost as xgb\nfrom hyperopt import fmin, tpe, hp, STATUS_OK, Trials\nfrom imblearn.over_sampling import SMOTE\nfrom numpy.random import RandomState\nfrom sklearn.metrics import r2_score, mean_squared_error\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.utils import compute_sample_weight\nfrom tqdm import tqdm\nfrom xgboost import DMatrix, cv\n\n# Set up an argument parser to decide the metric function\ndef RMSE(predt: np.ndarray, dtrain: DMatrix) -> Tuple[str, float]:\n truth_value = dtrain.get_label()\n root_squard_error = math.sqrt(mean_squared_error(truth_value, predt))\n return \"RMSE\", root_squard_error\n\n\ndef R2(predt: np.ndarray, dtrain: DMatrix) -> Tuple[str, float]:\n truth_value = dtrain.get_label()\n r2_value = r2_score(truth_value, predt)\n return \"R2\", r2_value\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 38: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n\n\u2728 Improvements:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
074906b7cce1eac2c3d5b9dbf7a25ead70cb372d
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import os from setuptools import setup # Read the version g = {} with open(os.path.join("editorconfig", "version.py"), "rt") as fp: exec(fp.read(), g) v = g['VERSION'] version = ".".join(str(x) for x in v[:3]) if v[3] != "final": version += "-" + v[3] setup( name='EditorConfig', version=version, author='EditorConfig Team', packages=['editorconfig'], url='http://editorconfig.org/', license='python', description='EditorConfig File Locator and Interpreter for Python', long_description=open('README.rst').read(), entry_points = { 'console_scripts': [ 'editorconfig = editorconfig.__main__:main', ] }, classifiers=[ 'License :: OSI Approved :: Python Software Foundation License', 'Operating System :: OS Independent', 'Programming Language :: Python', 'Programming Language :: Python :: 2.7', 'Programming Language :: Python :: 3', 'Programming Language :: Python :: 3.5', 'Programming Language :: Python :: 3.6', 'Programming Language :: Python :: 3.7', 'Programming Language :: Python :: 3.8', 'Programming Language :: Python :: 3.9', 'Programming Language :: Python :: Implementation :: PyPy', ], )
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This code demonstrates Pythoncode:Python programming.
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intermediate
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api
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code_explanation
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Pythoncode:Python
| 0
| 0
| 1,293
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport os\nfrom setuptools import setup\n\n# Read the version\ng = {}\nwith open(os.path.join(\"editorconfig\", \"version.py\"), \"rt\") as fp:\n exec(fp.read(), g)\n v = g['VERSION']\n version = \".\".join(str(x) for x in v[:3])\n if v[3] != \"final\":\n version += \"-\" + v[3]\n\nsetup(\n name='EditorConfig',\n version=version,\n author='EditorConfig Team',\n packages=['editorconfig'],\n url='http://editorconfig.org/',\n license='python',\n description='EditorConfig File Locator and Interpreter for Python',\n long_description=open('README.rst').read(),\n entry_points = {\n 'console_scripts': [\n 'editorconfig = editorconfig.__main__:main',\n ]\n },\n classifiers=[\n 'License :: OSI Approved :: Python Software Foundation License',\n 'Operating System :: OS Independent',\n 'Programming Language :: Python',\n 'Programming Language :: Python :: 2.7',\n 'Programming Language :: Python :: 3',\n 'Programming Language :: Python :: 3.5',\n 'Programming Language :: Python :: 3.6',\n 'Programming Language :: Python :: 3.7',\n 'Programming Language :: Python :: 3.8',\n 'Programming Language :: Python :: 3.9',\n 'Programming Language :: Python :: Implementation :: PyPy',\n ],\n)"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07494bf06325a1ec59e4ef3f00ab6c72a53bc972
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code:
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
beginner
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general
|
error_detection
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Pythoncode:Python
| 0
| 0
| 0
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:"}, {"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
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CRITICAL
|
074981b228683f09166c88b994c571524093496b
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: import re import munge def parse_interval(val): """ converts a string to float of seconds .5 = 500ms 90 = 1m30s **Arguments** - val (`str`) """ re_intv = re.compile(r"([\d\.]+)([a-zA-Z]+)") val = val.strip() total = 0.0 for match in re_intv.findall(val): unit = match[1] count = float(match[0]) if unit == "s": total += count elif unit == "m": total += count * 60 elif unit == "ms": total += count / 1000 elif unit == "h": total += count * 3600
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elif unit == "d": total += count * 86400 else: raise ValueError("unknown unit from interval string '%s'" % val) return total class Config(munge.Config): """ Vaping config manager """ defaults = { "config": { "vaping": {"home_dir": None, "pidfile": "vaping.pid", "plugin_path": [],}, }, "config_dir": "~/.vaping", "codec": "yaml", }
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advanced
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api
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code_completion
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Pythoncode:Python
| 1
| 1
| 1,042
| true
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[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport re\n\nimport munge\n\n\ndef parse_interval(val):\n \"\"\"\n converts a string to float of seconds\n .5 = 500ms\n 90 = 1m30s\n\n **Arguments**\n\n - val (`str`)\n \"\"\"\n re_intv = re.compile(r\"([\\d\\.]+)([a-zA-Z]+)\")\n val = val.strip()\n\n total = 0.0\n for match in re_intv.findall(val):\n unit = match[1]\n count = float(match[0])\n if unit == \"s\":\n total += count\n elif unit == \"m\":\n total += count * 60\n elif unit == \"ms\":\n total += count / 1000\n elif unit == \"h\":\n total += count * 3600"}, {"role": "assistant", "content": "\n elif unit == \"d\":\n total += count * 86400\n else:\n raise ValueError(\"unknown unit from interval string '%s'\" % val)\n return total\n\n\nclass Config(munge.Config):\n \"\"\"\n Vaping config manager\n \"\"\"\n\n defaults = {\n \"config\": {\n \"vaping\": {\"home_dir\": None, \"pidfile\": \"vaping.pid\", \"plugin_path\": [],},\n },\n \"config_dir\": \"~/.vaping\",\n \"codec\": \"yaml\",\n }"}]
| false
| null | null | null |
0749f9a616656fe35e1c0d2532a8c8a5e40dc4ab
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TheStack--python--000.parquet
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Fix this broken Pythoncode:Python code: # -*- coding: utf-8 -*- """Tests for sktime annotators.""" import pandas as pd import pytest from sktime.registry import all_estimators from sktime.utils._testing.estimator_checks import _make_args ALL_ANNOTATORS = all_estimators(estimator_types="series-annotator", return_names=False) @pytest.mark.parametrize("Estimator", ALL_ANNOTATORS) def test_output_type(Estimator): """Test annotator output type.""" estimator = Estimator.create_test_instance() Error: IndentationError / Incomplete Function
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Fixed Code: # -*- coding: utf-8 -*- """Tests for sktime annotators.""" import pandas as pd import pytest from sktime.registry import all_estimators from sktime.utils._testing.estimator_checks import _make_args ALL_ANNOTATORS = all_estimators(estimator_types="series-annotator", return_names=False) @pytest.mark.parametrize("Estimator", ALL_ANNOTATORS) def test_output_type(Estimator): """Test annotator output type.""" estimator = Estimator.create_test_instance() args = _make_args(estimator, "fit") estimator.fit(*args) args = _make_args(estimator, "predict") Explanation: Complete the function 'test_output_type' body and add missing return
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intermediate
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testing
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error_fixing
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Pythoncode:Python
| 1
| 0
| 465
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\"\"\"Tests for sktime annotators.\"\"\"\n\nimport pandas as pd\nimport pytest\n\nfrom sktime.registry import all_estimators\nfrom sktime.utils._testing.estimator_checks import _make_args\n\nALL_ANNOTATORS = all_estimators(estimator_types=\"series-annotator\", return_names=False)\n\n\n@pytest.mark.parametrize(\"Estimator\", ALL_ANNOTATORS)\ndef test_output_type(Estimator):\n \"\"\"Test annotator output type.\"\"\"\n estimator = Estimator.create_test_instance()\n\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# -*- coding: utf-8 -*-\n\"\"\"Tests for sktime annotators.\"\"\"\n\nimport pandas as pd\nimport pytest\n\nfrom sktime.registry import all_estimators\nfrom sktime.utils._testing.estimator_checks import _make_args\n\nALL_ANNOTATORS = all_estimators(estimator_types=\"series-annotator\", return_names=False)\n\n\n@pytest.mark.parametrize(\"Estimator\", ALL_ANNOTATORS)\ndef test_output_type(Estimator):\n \"\"\"Test annotator output type.\"\"\"\n estimator = Estimator.create_test_instance()\n\n args = _make_args(estimator, \"fit\")\n estimator.fit(*args)\n args = _make_args(estimator, \"predict\")\n\n Explanation: Complete the function 'test_output_type' body and add missing return"}]
| true
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syntax
|
MID_FUNCTION
|
HIGH
|
074b42be48178517185311cda7a91881826a6fd2
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TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: picamera import PiCamera from time import sleep import boto3 import os.path import subprocess s3 = boto3.client('s3') bucket = 'cambucket21' camera = PiCamera() #camera.resolution(1920,1080) x = 0 camerafile = x while True: if (x == 6): x = 1 else: x = x + 1 camera.start_preview() camera.start_recording('/home/pi/' + str(x) + '.h264') sleep(2) camera.stop_recording() camera.stop_preview() subprocess.Popen("MP4Box -add " + str(x) + ".h264 " + str(x) +".mp4", shell=True) sleep(1) s3.upload_file('/home/pi/' + str(x) + '.mp4',bucket,'/home/pi/' + str(x) + '.mp4')
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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ui
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refactoring
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Pythoncode:Python
| 0
| 0
| 569
| true
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[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\npicamera import PiCamera\nfrom time import sleep\nimport boto3\nimport os.path\nimport subprocess\ns3 = boto3.client('s3')\nbucket = 'cambucket21'\ncamera = PiCamera()\n#camera.resolution(1920,1080)\nx = 0\ncamerafile = x\n\nwhile True:\n\nif (x == 6):\nx = 1\nelse:\nx = x + 1\n\ncamera.start_preview()\ncamera.start_recording('/home/pi/' + str(x) + '.h264')\nsleep(2)\ncamera.stop_recording()\ncamera.stop_preview()\nsubprocess.Popen(\"MP4Box -add \" + str(x) + \".h264 \" + str(x) +\".mp4\", shell=True)\nsleep(1)\ns3.upload_file('/home/pi/' + str(x) + '.mp4',bucket,'/home/pi/' + str(x) + '.mp4')"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
074b7ef708bdd483e5b790825c69a90db600e852
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TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from datetime import datetime def run_example(): moment_in_time = datetime.fromordinal(256) print(moment_in_time) print(moment_in_time.toordinal()) print(moment_in_time.weekday()) print(moment_in_time.isoweekday()) other_moment = datetime.fromtimestamp(16_000_000) print(other_moment) print(other_moment.timestamp()) print(other_moment.isocalendar()) if __name__ == "__main__": run_example()
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Functions: run_example This code demonstrates Pythoncode:Python programming.
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intermediate
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machine_learning
|
code_explanation
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Pythoncode:Python
| 1
| 0
| 437
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom datetime import datetime\n\n\ndef run_example():\n moment_in_time = datetime.fromordinal(256)\n print(moment_in_time)\n print(moment_in_time.toordinal())\n print(moment_in_time.weekday())\n print(moment_in_time.isoweekday())\n\n other_moment = datetime.fromtimestamp(16_000_000)\n print(other_moment)\n print(other_moment.timestamp())\n print(other_moment.isocalendar())\n\n\nif __name__ == \"__main__\":\n run_example()"}, {"role": "assistant", "content": " Functions: run_example\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
074b9d7491ffbc8fda4dfce94456f63c57933830
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python from __future__ import print_function from kaldi.segmentation import NnetSAD, SegmentationProcessor from kaldi.nnet3 import NnetSimpleComputationOptions from kaldi.util.table import SequentialMatrixReader # Construct SAD model = NnetSAD.read_model("final.raw") post = NnetSAD.read_average_posteriors("post_output.vec") transform = NnetSAD.make_sad_transform(post) graph = NnetSAD.make_sad_graph() decodable_opts = NnetSimpleComputationOptions() decodable_opts.extra_left_context = 79 decodable_opts.extra_right_context = 21 decodable_opts.extra_left_context_initial = 0 decodable_opts.extra_right_context_final = 0 decodable_opts.frames_per_chunk = 150 decodable_opts.acoustic_scale = 0.3 sad = NnetSAD(model, transform, graph, decodable_opts=decodable_opts) # Complete this line # Define feature pipeline as a Kaldi rspecifier feats_rspec = "ark:compute-mfcc-feats --config=mfcc.conf scp:wav.scp ark:- |" # Segment with SequentialMatrixReader(feats_rspec) as f, open ("segments", "w") as s: for key, feats in f: out = sad.segment(feats) segments, stats = seg.process(out["alignment"]) seg.write(key, segments, s) print("segments:", segments, flush=True) print("stats:", stats, flush=True) print("global stats:", seg.stats, flush=True)
|
The missing line is: seg = SegmentationProcessor(target_labels=[2])
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intermediate
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database
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fill_in_the_blank
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Pythoncode:Python
| 0
| 0
| 1,333
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n\nfrom __future__ import print_function\n\nfrom kaldi.segmentation import NnetSAD, SegmentationProcessor\nfrom kaldi.nnet3 import NnetSimpleComputationOptions\nfrom kaldi.util.table import SequentialMatrixReader\n\n# Construct SAD\nmodel = NnetSAD.read_model(\"final.raw\")\npost = NnetSAD.read_average_posteriors(\"post_output.vec\")\ntransform = NnetSAD.make_sad_transform(post)\ngraph = NnetSAD.make_sad_graph()\ndecodable_opts = NnetSimpleComputationOptions()\ndecodable_opts.extra_left_context = 79\ndecodable_opts.extra_right_context = 21\ndecodable_opts.extra_left_context_initial = 0\ndecodable_opts.extra_right_context_final = 0\ndecodable_opts.frames_per_chunk = 150\ndecodable_opts.acoustic_scale = 0.3\nsad = NnetSAD(model, transform, graph, decodable_opts=decodable_opts)\n # Complete this line\n\n# Define feature pipeline as a Kaldi rspecifier\nfeats_rspec = \"ark:compute-mfcc-feats --config=mfcc.conf scp:wav.scp ark:- |\"\n\n# Segment\nwith SequentialMatrixReader(feats_rspec) as f, open (\"segments\", \"w\") as s:\n for key, feats in f:\n out = sad.segment(feats)\n segments, stats = seg.process(out[\"alignment\"])\n seg.write(key, segments, s)\n print(\"segments:\", segments, flush=True)\n print(\"stats:\", stats, flush=True)\nprint(\"global stats:\", seg.stats, flush=True)"}, {"role": "assistant", "content": "The missing line is:\nseg = SegmentationProcessor(target_labels=[2])"}]
| false
| null | null | null |
074c422d6b8b108e68ca3caffc0062b15b80774b
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from cProfile import label from matplotlib.pyplot import text import pandas as pd import numpy as np from tokenizers import Tokenizer import torch from torch.utils.data import Dataset, DataLoader from typing import Dict, Any, Tuple from datasets import load_dataset class DataFrameDataset(Dataset): def __init__(self, tokenizer: Tokenizer, df: pd.DataFrame, text_column: str, label_column: str, max_length: int = 256, padding: str = "max_length") -> None: super().__init__() inputs = tokenizer(df[text_column].to_list(), padding=padding, max_length=max_length, truncation=True, return_tensors="pt") self.input_ids = inputs["input_ids"] self.attention_masks = inputs["attention_mask"] dtype = np.int64 if len(df[label_column].unique()) > 2 else np.float32 self.labels = torch.from_numpy(df[label_column].values.astype(dtype)) def __len__(self): return self.input_ids.shape[0] def __getitem__(self, index: Any) -> Dict: return self.input_ids[index], self.attention_masks[index], self.labels[index] def dataloader(self, **kwargs) -> DataLoader: return DataLoader(self, **kwargs) # Complete this line class DataFrameStudentDataset(DataFrameDataset): def __init__(self, teacher_model: torch.nn.Module, teacher_tokenizer: Tokenizer, student_tokenizer: Tokenizer, df: pd.DataFrame, text_column: str, label_column: str, max_length: int = 256, padding: str = "max_length", device: str = 'cuda') -> None: super().__init__(student_tokenizer, df, text_column, label_column, max_length, padding) teacher_ds = DataFrameDataset( teacher_tokenizer, df, text_column, label_column, max_length, padding ) teacher_model = teacher_model.to(device) with torch.no_grad(): soft_labels = [self._get_soft_label(teacher_model, teacher_ds, i, device) for i in range(len(self))] self.soft_labels = torch.stack(soft_labels) def __getitem__(self, index: Any) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: return *super().__getitem__(index), self.soft_labels[index] def _get_soft_label(self, model, teacher_ds, index, device): ids, mask, _ = teacher_ds[index] ids = ids.unsqueeze(0).to(device) mask = mask.unsqueeze(0).to(device) return model(ids, mask).cpu().squeeze(0) class ApeachDataset(Dataset): ... [8 more functiondefs truncated] ...
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The missing line is:
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advanced
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machine_learning
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fill_in_the_blank
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Pythoncode:Python
| 7
| 3
| 2,796
| true
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[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom cProfile import label\nfrom matplotlib.pyplot import text\nimport pandas as pd\nimport numpy as np\nfrom tokenizers import Tokenizer\nimport torch\nfrom torch.utils.data import Dataset, DataLoader\nfrom typing import Dict, Any, Tuple\nfrom datasets import load_dataset\n\n\nclass DataFrameDataset(Dataset):\n def __init__(self,\n tokenizer: Tokenizer, \n df: pd.DataFrame,\n text_column: str,\n label_column: str,\n max_length: int = 256,\n padding: str = \"max_length\") -> None:\n super().__init__()\n inputs = tokenizer(df[text_column].to_list(), padding=padding, max_length=max_length, truncation=True, return_tensors=\"pt\")\n self.input_ids = inputs[\"input_ids\"]\n self.attention_masks = inputs[\"attention_mask\"]\n dtype = np.int64 if len(df[label_column].unique()) > 2 else np.float32\n self.labels = torch.from_numpy(df[label_column].values.astype(dtype))\n\n def __len__(self):\n return self.input_ids.shape[0]\n\n def __getitem__(self, index: Any) -> Dict:\n return self.input_ids[index], self.attention_masks[index], self.labels[index]\n\n def dataloader(self, **kwargs) -> DataLoader:\n return DataLoader(self, **kwargs)\n\n # Complete this line\n\n\nclass DataFrameStudentDataset(DataFrameDataset):\n def __init__(self,\n teacher_model: torch.nn.Module,\n teacher_tokenizer: Tokenizer,\n student_tokenizer: Tokenizer, \n df: pd.DataFrame,\n text_column: str,\n label_column: str,\n max_length: int = 256,\n padding: str = \"max_length\",\n device: str = 'cuda') -> None:\n super().__init__(student_tokenizer, df, text_column, label_column, max_length, padding)\n \n teacher_ds = DataFrameDataset(\n teacher_tokenizer,\n df,\n text_column,\n label_column,\n max_length,\n padding\n )\n\n teacher_model = teacher_model.to(device)\n with torch.no_grad():\n soft_labels = [self._get_soft_label(teacher_model, teacher_ds, i, device) \n for i in range(len(self))]\n self.soft_labels = torch.stack(soft_labels)\n\n def __getitem__(self, index: Any) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]:\n return *super().__getitem__(index), self.soft_labels[index]\n\n def _get_soft_label(self, model, teacher_ds, index, device):\n ids, mask, _ = teacher_ds[index]\n ids = ids.unsqueeze(0).to(device)\n mask = mask.unsqueeze(0).to(device)\n return model(ids, mask).cpu().squeeze(0)\n\n\nclass ApeachDataset(Dataset):\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
074c987bce7bacca56810d03a725dd7cdf352776
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/python # mp4museum.org by julius schmiedel 2019 import os import sys import glob from subprocess import Popen, PIPE import RPi.GPIO as GPIO FNULL = open(os.devnull, "w") # setup GPIO pin GPIO.setmode(GPIO.BOARD) GPIO.setup(11, GPIO.IN, pull_up_down = GPIO.PUD_DOWN) GPIO.setup(13, GPIO.IN, pull_up_down = GPIO.PUD_DOWN) # Complete this line # functions to be called by event listener def buttonPause(channel): player.stdin.write("p") def buttonNext(channel): player.stdin.write("q") # add event listener GPIO.add_event_detect(11, GPIO.FALLING, callback = buttonPause, bouncetime = 234) GPIO.add_event_detect(13, GPIO.FALLING, callback = buttonNext, bouncetime = 1234) # please do not remove my logo screen player = Popen(['omxplayer', '--adev', 'both', '/home/pi/mp4museum.mp4'],stdin=PIPE,stdout=FNULL) player.wait() # the loop while(1): for files in sorted(glob.glob(r'/media/*/*.mp4')): player = Popen(['omxplayer','--adev', 'both',files],stdin=PIPE,stdout=FNULL) player.wait()
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The missing line is:
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intermediate
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ui
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fill_in_the_blank
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Pythoncode:Python
| 2
| 0
| 987
| true
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[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/python\n\n# mp4museum.org by julius schmiedel 2019\n\nimport os\nimport sys\nimport glob\nfrom subprocess import Popen, PIPE\nimport RPi.GPIO as GPIO\n\nFNULL = open(os.devnull, \"w\")\n\n# setup GPIO pin\nGPIO.setmode(GPIO.BOARD)\nGPIO.setup(11, GPIO.IN, pull_up_down = GPIO.PUD_DOWN)\nGPIO.setup(13, GPIO.IN, pull_up_down = GPIO.PUD_DOWN)\n # Complete this line\n# functions to be called by event listener\ndef buttonPause(channel):\n\tplayer.stdin.write(\"p\")\n\ndef buttonNext(channel):\n\tplayer.stdin.write(\"q\")\n\n# add event listener\nGPIO.add_event_detect(11, GPIO.FALLING, callback = buttonPause, bouncetime = 234)\nGPIO.add_event_detect(13, GPIO.FALLING, callback = buttonNext, bouncetime = 1234)\n\n# please do not remove my logo screen\nplayer = Popen(['omxplayer', '--adev', 'both', '/home/pi/mp4museum.mp4'],stdin=PIPE,stdout=FNULL)\nplayer.wait()\n\n# the loop\nwhile(1):\n\tfor files in sorted(glob.glob(r'/media/*/*.mp4')):\n\t\tplayer = Popen(['omxplayer','--adev', 'both',files],stdin=PIPE,stdout=FNULL)\n\t\tplayer.wait()"}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
074cdaf58b71e5a0a7b4da96e1a1535d7fb91e4b
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: def generate_test_cases(pattern, length, k): """ Generates <k> test cases with text of length <length> containing <pattern> Args: pattern (str): A pattern within the text. length (int): The length of the pattern k (int): The number of test cases Returns: A list of test cases, i.e. strings that contain <pattern> """ result = [] for _ in range(k): text = pattern while len(text) < length: direction = random.choice((0, 1)) # 0 --> Left if direction == 0: text = random.choice(string.ascii_lowercase) + text # 1 --> Right else: text = text + random.choice(string.ascii_lowercase) result.append(text)
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 2 Fix: Complete the truncated code structure
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intermediate
|
testing
|
error_detection
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Pythoncode:Python
| 2
| 0
| 785
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\ndef generate_test_cases(pattern, length, k):\n \"\"\"\n Generates <k> test cases with text of length <length> containing <pattern>\n\n Args:\n pattern (str): A pattern within the text.\n length (int): The length of the pattern\n k (int): The number of test cases\n\n Returns:\n A list of test cases, i.e. strings that contain <pattern>\n \"\"\"\n result = []\n for _ in range(k):\n text = pattern\n while len(text) < length:\n direction = random.choice((0, 1))\n\n # 0 --> Left\n if direction == 0:\n text = random.choice(string.ascii_lowercase) + text\n\n # 1 --> Right\n else:\n text = text + random.choice(string.ascii_lowercase)\n\n result.append(text)"}, {"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\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
074ce069ee533cbcb1f8fc2b612416adfbbf158a
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: ans = dict() pairs = dict() def create_tree(p): if p in ans: return ans[p] else: try: res = 0 if p in pairs: for ch in pairs[p]: res += create_tree(ch) + 1 ans[p] = res return res except: pass n = int(input()) for i in range(0, n-1): child, parent = input().split() if parent in pairs: pairs[parent].append(child) else: pairs[parent] = [child] if n > 0: for k in pairs: create_tree(k) for key in sorted(ans.keys()): print(key, ans[key])
|
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 9 Unexpected indentation at line 12 Unexpected indentation at line 13 💡 Suggestions: Remove debug print() at line 27 before production
|
intermediate
|
machine_learning
|
debugging
|
Pythoncode:Python
| 1
| 0
| 616
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nans = dict()\npairs = dict()\ndef create_tree(p):\n if p in ans:\n return ans[p]\n else:\n try:\n res = 0\n if p in pairs:\n for ch in pairs[p]:\n res += create_tree(ch) + 1\n ans[p] = res\n return res\n except:\n pass\nn = int(input())\nfor i in range(0, n-1):\n child, parent = input().split()\n if parent in pairs:\n pairs[parent].append(child)\n else:\n pairs[parent] = [child]\nif n > 0:\n for k in pairs:\n create_tree(k)\n for key in sorted(ans.keys()):\n print(key, ans[key])"}, {"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 12\n Unexpected indentation at line 13\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 27 before production"}]
| false
| null | null | null |
074fa8cb751dc3e01a0d7cf156f12acfd22b5c7b
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: def italicize(s): b = False res = '' for e in s: if e == '"': if b: res += '{\\i}' + e else: res += e + '{i}' b=not b else: # Complete this line return res def main(): F=open('test_in.txt','r') X=F.read() F.close() print(italicize(X)) return if __name__ == "__main__": main()
|
The missing line is: res += e
|
intermediate
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 404
| false
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\ndef italicize(s):\n b = False\n res = ''\n for e in s:\n if e == '\"':\n if b:\n res += '{\\\\i}' + e\n else:\n res += e + '{i}'\n b=not b\n else:\n # Complete this line\n return res\n\n\ndef main():\n F=open('test_in.txt','r')\n X=F.read()\n F.close()\n print(italicize(X))\n return\n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "The missing line is:\n res += e"}]
| false
| null | null | null |
075329f4475d143e6e7eeffda251a30feb1872ce
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: import json from typing import Type, TYPE_CHECKING from django.core.exceptions import ObjectDoesNotExist from django.utils.decorators import method_decorator from django.views.decorators.cache import cache_page from rest_framework import viewsets, filters from rest_framework.exceptions import NotFound from rest_framework.negotiation import BaseContentNegotiation from rest_framework.permissions import IsAuthenticatedOrReadOnly, AllowAny from rest_framework.request import Request from rest_framework.response import Response from rest_framework.views import APIView from indicators.models import Variable, DataViz from indicators.utils import get_geog_model from indicators.views import GeoJSONRenderer from maps.models import DataLayer from maps.serializers import DataLayerSerializer, DataLayerDetailsSerializer from profiles.settings import VIEW_CACHE_TTL class DataLayerViewSet(viewsets.ModelViewSet): queryset = DataLayer.objects.all() serializer_class = DataLayerSerializer permission_classes = [IsAuthenticatedOrReadOnly, ] filter_backends = [filters.SearchFilter, ] def get_serializer_class(self): if self.action == 'list': return DataLayerSerializer return DataLayerDetailsSerializer media_type = 'application/geo+json' format = 'geojson' def render(self, data, media_type=None, renderer_context=None): return json.dumps(data) class GeoJSONContentNegotiation(BaseContentNegotiation): """ Custom content negotiation scheme for GeoJSON files. `GeoJSONRenderer` is used for downloading geojson files `JSONRenderer` is used for ajax calls. """ def select_parser(self, request, parsers): return super(GeoJSONContentNegotiation, self).select_parser(request, parsers) def select_renderer(self, request: Request, renderers, format_suffix=None): renderer = renderers[0] if request.query_params.get('download', False): renderer = GeoJSONRenderer() return renderer, renderer.media_type class GeoJSONDataLayerView(APIView): permission_classes = [AllowAny, ] content_negotiation_class = GeoJSONContentNegotiation @method_decorator(cache_page(VIEW_CACHE_TTL)) ... [1 more functiondefs truncated] ...
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Functions: get_serializer_class, render, select_parser, select_renderer Classes: DataLayerViewSet, GeoJSONContentNegotiation, GeoJSONDataLayerView This code demonstrates Pythoncode:Python programming.
|
advanced
|
api
|
code_explanation
|
Pythoncode:Python
| 4
| 3
| 2,271
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport json\nfrom typing import Type, TYPE_CHECKING\n\nfrom django.core.exceptions import ObjectDoesNotExist\nfrom django.utils.decorators import method_decorator\nfrom django.views.decorators.cache import cache_page\nfrom rest_framework import viewsets, filters\nfrom rest_framework.exceptions import NotFound\nfrom rest_framework.negotiation import BaseContentNegotiation\nfrom rest_framework.permissions import IsAuthenticatedOrReadOnly, AllowAny\nfrom rest_framework.request import Request\nfrom rest_framework.response import Response\nfrom rest_framework.views import APIView\n\nfrom indicators.models import Variable, DataViz\nfrom indicators.utils import get_geog_model\nfrom indicators.views import GeoJSONRenderer\nfrom maps.models import DataLayer\nfrom maps.serializers import DataLayerSerializer, DataLayerDetailsSerializer\nfrom profiles.settings import VIEW_CACHE_TTL\n\nclass DataLayerViewSet(viewsets.ModelViewSet):\n queryset = DataLayer.objects.all()\n serializer_class = DataLayerSerializer\n permission_classes = [IsAuthenticatedOrReadOnly, ]\n filter_backends = [filters.SearchFilter, ]\n\n def get_serializer_class(self):\n if self.action == 'list':\n return DataLayerSerializer\n return DataLayerDetailsSerializer\n\n media_type = 'application/geo+json'\n format = 'geojson'\n\n def render(self, data, media_type=None, renderer_context=None):\n return json.dumps(data)\n\n\nclass GeoJSONContentNegotiation(BaseContentNegotiation):\n \"\"\"\n Custom content negotiation scheme for GeoJSON files.\n\n `GeoJSONRenderer` is used for downloading geojson files\n `JSONRenderer` is used for ajax calls.\n \"\"\"\n\n def select_parser(self, request, parsers):\n return super(GeoJSONContentNegotiation, self).select_parser(request, parsers)\n\n def select_renderer(self, request: Request, renderers, format_suffix=None):\n renderer = renderers[0]\n if request.query_params.get('download', False):\n renderer = GeoJSONRenderer()\n return renderer, renderer.media_type\n\n\nclass GeoJSONDataLayerView(APIView):\n permission_classes = [AllowAny, ]\n content_negotiation_class = GeoJSONContentNegotiation\n\n @method_decorator(cache_page(VIEW_CACHE_TTL))\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: get_serializer_class, render, select_parser, select_renderer\n Classes: DataLayerViewSet, GeoJSONContentNegotiation, GeoJSONDataLayerView\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
07532f5a10906c237ad3a39209766e0e40d93170
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from magma import _BitType, BitType, BitsType, UIntType, SIntType class MantleImportError(RuntimeError): pass class UndefinedOperatorError(RuntimeError): pass def raise_mantle_import_error_unary(self): raise MantleImportError( "Operators are not defined until mantle has been imported") def raise_mantle_import_error_binary(self, other): raise MantleImportError( "Operators are not defined until mantle has been imported") def define_raise_undefined_operator_error(type_str, operator, type_): if type_ == "unary": def wrapped(self): raise UndefinedOperatorError( f"{operator} is undefined for {type_str}") else: assert type_ == "binary" def wrapped(self, other): raise UndefinedOperatorError( f"{operator} is undefined for {type_str}") for op in ("__eq__", "__ne__"): setattr(_BitType, op, raise_mantle_import_error_binary) for op in ( "__and__", "__or__", "__xor__", "__invert__", "__add__", "__sub__", "__mul__", "__div__", "__lt__", # __le__ skipped because it's used for assignment on inputs # "__le__", "__gt__", "__ge__" ): if op == "__invert__": setattr(_BitType, op, define_raise_undefined_operator_error("_BitType", op, "unary")) else: setattr( _BitType, op, define_raise_undefined_operator_error("_BitType", op, "binary")) for op in ("__and__", "__or__", "__xor__", "__invert__" ): if op == "__invert__": setattr(BitType, op, raise_mantle_import_error_unary) else: setattr(BitType, op, raise_mantle_import_error_binary) for op in ("__and__", "__or__", "__xor__", "__invert__", "__lshift__", "__rshift__", ): if op == "__invert__": setattr(BitsType, op, raise_mantle_import_error_unary) else: setattr(BitsType, op, raise_mantle_import_error_binary) for op in ("__add__", "__sub__", "__mul__", "__div__", "__lt__", # __le__ skipped because it's used for assignment on inputs # "__le__", "__gt__", "__ge__" ): setattr(BitsType, op, define_raise_undefined_operator_error("BitsType", op, "binary")) for op in ("__add__", "__sub__", "__mul__", "__div__", "__lt__", # __le__ skipped because it's used for assignment on inputs # "__le__", "__gt__", "__ge__" ): setattr(SIntType, op, raise_mantle_import_error_binary) setattr(UIntType, op, raise_mantle_import_error_binary)
|
Error Analysis: Error Type: INCOMPLETE_LOGIC Error: Logic Error / Incomplete Statement Detected Errors: • Unterminated string literal at line 48 Fix: Add return statement to function
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 5
| 2
| 2,918
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom magma import _BitType, BitType, BitsType, UIntType, SIntType\n\n\nclass MantleImportError(RuntimeError):\n pass\n\n\nclass UndefinedOperatorError(RuntimeError):\n pass\n\n\ndef raise_mantle_import_error_unary(self):\n raise MantleImportError(\n \"Operators are not defined until mantle has been imported\")\n\n\ndef raise_mantle_import_error_binary(self, other):\n raise MantleImportError(\n \"Operators are not defined until mantle has been imported\")\n\n\ndef define_raise_undefined_operator_error(type_str, operator, type_):\n if type_ == \"unary\":\n def wrapped(self):\n raise UndefinedOperatorError(\n f\"{operator} is undefined for {type_str}\")\n else:\n assert type_ == \"binary\"\n\n def wrapped(self, other):\n raise UndefinedOperatorError(\n f\"{operator} is undefined for {type_str}\")\n\n\nfor op in (\"__eq__\", \"__ne__\"):\n setattr(_BitType, op, raise_mantle_import_error_binary)\n\nfor op in (\n \"__and__\",\n \"__or__\",\n \"__xor__\",\n \"__invert__\",\n \"__add__\",\n \"__sub__\",\n \"__mul__\",\n \"__div__\",\n \"__lt__\",\n # __le__ skipped because it's used for assignment on inputs\n # \"__le__\", \n \"__gt__\",\n \"__ge__\"\n ):\n if op == \"__invert__\":\n setattr(_BitType, op,\n define_raise_undefined_operator_error(\"_BitType\", op, \"unary\"))\n else:\n setattr(\n _BitType, op,\n define_raise_undefined_operator_error(\"_BitType\", op, \"binary\"))\n\n\nfor op in (\"__and__\",\n \"__or__\",\n \"__xor__\",\n \"__invert__\"\n ):\n if op == \"__invert__\":\n setattr(BitType, op, raise_mantle_import_error_unary)\n else:\n setattr(BitType, op, raise_mantle_import_error_binary)\n\n\nfor op in (\"__and__\",\n \"__or__\",\n \"__xor__\",\n \"__invert__\",\n \"__lshift__\",\n \"__rshift__\",\n ):\n if op == \"__invert__\":\n setattr(BitsType, op, raise_mantle_import_error_unary)\n else:\n setattr(BitsType, op, raise_mantle_import_error_binary)\n\nfor op in (\"__add__\",\n \"__sub__\",\n \"__mul__\",\n \"__div__\",\n \"__lt__\",\n # __le__ skipped because it's used for assignment on inputs\n # \"__le__\",\n \"__gt__\",\n \"__ge__\"\n ):\n setattr(BitsType, op,\n define_raise_undefined_operator_error(\"BitsType\", op, \"binary\"))\n\nfor op in (\"__add__\",\n \"__sub__\",\n \"__mul__\",\n \"__div__\",\n \"__lt__\",\n # __le__ skipped because it's used for assignment on inputs\n # \"__le__\",\n \"__gt__\",\n \"__ge__\"\n ):\n setattr(SIntType, op, raise_mantle_import_error_binary)\n setattr(UIntType, op, raise_mantle_import_error_binary)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: INCOMPLETE_LOGIC\n Error: Logic Error / Incomplete Statement\n\n Detected Errors:\n \u2022 Unterminated string literal at line 48\n\n Fix: Add return statement to function"}]
| true
|
syntax
|
INCOMPLETE_LOGIC
|
MEDIUM
|
0754a45f518b76cfc3fadb21e0d4b383c11aeb7f
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: import subprocess import sys import time import traceback from queue import Queue from sultan.core import Base from sultan.echo import Echo from threading import Thread class Result(Base): """ Class that encompasses the result of a POpen command. """ def __init__(self, process, commands, context, streaming=False, exception=None, halt_on_nonzero=False): super(Result, self).__init__() self._process = process self._commands = commands self._context = context self._exception = exception self.__echo = Echo() self._streaming = streaming self.rc = None self._halt_on_nonzero=halt_on_nonzero if process and streaming: self.is_complete = False self.__stdout = Queue() self.__stderr = Queue() self.__stdin = Queue() self._stdout_t = Thread(target=self.read_output, args=(process.stdout, self.__stdout)) self._stderr_t = Thread(target=self.read_output, args=(process.stderr, self.__stderr)) self._stdin_t = Thread(target=self.write_input) self._wait_t = Thread(target=self.wait_on_process) for t in (self._stdout_t, self._stderr_t, self._stdin_t, self._wait_t): t.daemon = True t.start() else: self.is_complete = True try: stdout, stderr = process.communicate() except: stdout, stderr = None, None try: self.rc = process.returncode except: pass self.__stdout = stdout.strip().splitlines() if stdout else [] self.__stderr = stderr.strip().splitlines() if stderr else [] if self._halt_on_nonzero and self.rc != 0: print(self.stderr) raise subprocess.CalledProcessError(self.rc, ''.join(self._commands), self.stderr) # self.dump_exception() def read_output(self, pipe, q): for line in iter(pipe.readline, b''): if line: q.put(line.strip()) elif self.is_complete: break else: time.sleep(0.1) pipe.close() def write_input(self): for line in iter(self.__stdin.get, None): if line.endswith("\n"): self._process.stdin.write(line) else: self._process.stdin.write(line + "\n") def wait_on_process(self): self.rc = self._process.wait() self.__stdin.put(None) self.is_complete = True for t in (self._stdout_t, self._stderr_t, self._stdin_t): t.join() if self._halt_on_nonzero and self.rc != 0: self.dump_exception() sys.exit() ... [17 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
machine_learning
|
refactoring
|
Pythoncode:Python
| 4
| 1
| 2,949
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport subprocess\nimport sys\nimport time\nimport traceback\n\nfrom queue import Queue\nfrom sultan.core import Base\nfrom sultan.echo import Echo\nfrom threading import Thread\n\n\nclass Result(Base):\n \"\"\"\n Class that encompasses the result of a POpen command.\n \"\"\"\n\n def __init__(self, process, commands, context, streaming=False, exception=None, halt_on_nonzero=False):\n super(Result, self).__init__()\n self._process = process\n self._commands = commands\n self._context = context\n self._exception = exception\n self.__echo = Echo()\n self._streaming = streaming\n self.rc = None\n self._halt_on_nonzero=halt_on_nonzero\n \n if process and streaming:\n self.is_complete = False\n self.__stdout = Queue()\n self.__stderr = Queue()\n self.__stdin = Queue()\n\n self._stdout_t = Thread(target=self.read_output, args=(process.stdout, self.__stdout))\n self._stderr_t = Thread(target=self.read_output, args=(process.stderr, self.__stderr))\n self._stdin_t = Thread(target=self.write_input)\n self._wait_t = Thread(target=self.wait_on_process)\n\n for t in (self._stdout_t, self._stderr_t, self._stdin_t, self._wait_t):\n t.daemon = True\n t.start()\n\n else:\n self.is_complete = True\n try:\n stdout, stderr = process.communicate()\n except:\n stdout, stderr = None, None\n \n try:\n self.rc = process.returncode\n except:\n pass\n \n self.__stdout = stdout.strip().splitlines() if stdout else []\n self.__stderr = stderr.strip().splitlines() if stderr else []\n \n if self._halt_on_nonzero and self.rc != 0:\n print(self.stderr)\n raise subprocess.CalledProcessError(self.rc, ''.join(self._commands), self.stderr)\n # self.dump_exception()\n\n\n def read_output(self, pipe, q):\n for line in iter(pipe.readline, b''):\n if line:\n q.put(line.strip())\n elif self.is_complete:\n break\n else:\n time.sleep(0.1)\n pipe.close()\n\n\n def write_input(self):\n for line in iter(self.__stdin.get, None):\n if line.endswith(\"\\n\"):\n self._process.stdin.write(line)\n else:\n self._process.stdin.write(line + \"\\n\")\n\n\n def wait_on_process(self):\n self.rc = self._process.wait()\n self.__stdin.put(None)\n self.is_complete = True\n for t in (self._stdout_t, self._stderr_t, self._stdin_t):\n t.join()\n if self._halt_on_nonzero and self.rc != 0:\n self.dump_exception()\n sys.exit()\n \n \n\n ... [17 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
075601d812e7788a83abdb5d69e6437c29517e9c
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import os import click from .util import cli_message from great_expectations.render import DefaultJinjaPageView from great_expectations.version import __version__ as __version__ # Complete this line ... [1 more functiondefs truncated] ...
|
The missing line is:
|
intermediate
|
ui
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 228
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport os\nimport click\n\nfrom .util import cli_message\nfrom great_expectations.render import DefaultJinjaPageView\nfrom great_expectations.version import __version__ as __version__\n # Complete this line\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
07565d1f240205eff7e6a9514e645e53e8414dbd
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- class Throttle(object): """Throttle downloading by sleeping between requests to same domain.""" def __init__(self, delay): # amount of delay between downloads for each domain self.delay = delay # timestamp of when a domain was last accessed self.domains = {} def wait(self, url): domain = urllib.parse.urlparse(url).netloc last_accessed = self.domains.get(domain) if self.delay > 0 and last_accessed is not None: sleep_secs = self.delay - (datetime.now() - last_accessed).seconds if sleep_secs > 0: time.sleep(sleep_secs) self.domains[domain] = datetime.now() class Downloader(object): """Convenient download of web pages or caller to call api. Args: delay: Interval between downloads (seconds) num_retries: Number of retries when downloading errors timeout: Download timeout """ def __init__(self, delay=5, user_agent='awsl', proxies=None, num_retries=1, timeout=60, cache=None, auth=None): self.session = requests.Session() self.session.headers.update({'user-agent': user_agent}) self.session.proxies = proxies self.session.auth = auth self.throttle = Throttle(delay) self.num_retries = num_retries self.timeout = timeout self.cache = cache def get_from_cache(self, request): """Try to get the result of the request from the cache.""" result = None if self.cache: result = self.cache.get(request.url) if result and self.num_retries > 0 and 500 <= result['code'] < 600: result = None return result def prepare_request(self, url, params=None): """Build requests based on the provided url and parameters.""" request = requests.Request('GET', url, params=params) return self.session.prepare_request(request) def send_request(self, request, num_retries): """Send request and return response object.""" self.throttle.wait(request.url) try: logging.info('Downloading: %s' % request.url) response = self.session.send(request, timeout=self.timeout) response.raise_for_status() except requests.exceptions.HTTPError as e: logging.warn('Download error: %s' % e) if num_retries > 0 and 500 <= response.status_code < 600: return self.send_request(request, num_retries - 1) except requests.exceptions.RequestException: logging.error('Download faild: %s' % request.url) response = None return response ... [2 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
api
|
refactoring
|
Pythoncode:Python
| 6
| 2
| 2,832
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\r\n\r\nclass Throttle(object):\r\n \"\"\"Throttle downloading by sleeping between requests to same domain.\"\"\"\r\n def __init__(self, delay):\r\n # amount of delay between downloads for each domain\r\n self.delay = delay\r\n # timestamp of when a domain was last accessed\r\n self.domains = {}\r\n\r\n def wait(self, url):\r\n domain = urllib.parse.urlparse(url).netloc\r\n last_accessed = self.domains.get(domain)\r\n\r\n if self.delay > 0 and last_accessed is not None:\r\n sleep_secs = self.delay - (datetime.now() - last_accessed).seconds\r\n if sleep_secs > 0:\r\n time.sleep(sleep_secs)\r\n self.domains[domain] = datetime.now()\r\n\r\n\r\nclass Downloader(object):\r\n \"\"\"Convenient download of web pages or caller to call api.\r\n\r\n Args:\r\n delay: Interval between downloads (seconds)\r\n num_retries: Number of retries when downloading errors\r\n timeout: Download timeout\r\n \"\"\"\r\n def __init__(self, delay=5, user_agent='awsl', proxies=None, num_retries=1,\r\n timeout=60, cache=None, auth=None):\r\n self.session = requests.Session()\r\n self.session.headers.update({'user-agent': user_agent})\r\n self.session.proxies = proxies\r\n self.session.auth = auth\r\n self.throttle = Throttle(delay)\r\n self.num_retries = num_retries\r\n self.timeout = timeout\r\n self.cache = cache\r\n\r\n def get_from_cache(self, request):\r\n \"\"\"Try to get the result of the request from the cache.\"\"\"\r\n result = None\r\n if self.cache:\r\n result = self.cache.get(request.url)\r\n if result and self.num_retries > 0 and 500 <= result['code'] < 600:\r\n result = None\r\n return result\r\n\r\n def prepare_request(self, url, params=None):\r\n \"\"\"Build requests based on the provided url and parameters.\"\"\"\r\n request = requests.Request('GET', url, params=params)\r\n return self.session.prepare_request(request)\r\n\r\n def send_request(self, request, num_retries):\r\n \"\"\"Send request and return response object.\"\"\"\r\n self.throttle.wait(request.url)\r\n try:\r\n logging.info('Downloading: %s' % request.url)\r\n response = self.session.send(request, timeout=self.timeout)\r\n response.raise_for_status()\r\n except requests.exceptions.HTTPError as e:\r\n logging.warn('Download error: %s' % e)\r\n if num_retries > 0 and 500 <= response.status_code < 600:\r\n return self.send_request(request, num_retries - 1)\r\n except requests.exceptions.RequestException:\r\n logging.error('Download faild: %s' % request.url)\r\n response = None\r\n return response\r\n\r\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0756766e6e04859ce22940229b15353362178faa
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/python class Solution(object): def reverseWords(self, s): if s == '': return s res = [ i = len(s) - 2 while i >= -1: if s[i] == ' ' or i == -1: word = '' j = i + 1 while j < len(s) and s[j] != ' ': word += s[j] j += 1 if word: res.append(word) i -= 1 return ' '.join(res) s = Solution() print s.reverseWords('a x')
|
Syntax Analysis: Syntax Errors Found: • Unclosed '[' at line 8 - expected ']' • SyntaxError: '[' was never closed at line 8 Fixes: • Add closing ']' bracket • Review code syntax
|
advanced
|
oop
|
syntax_repair
|
Pythoncode:Python
| 1
| 1
| 535
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/python\n\n\nclass Solution(object):\n def reverseWords(self, s):\n if s == '':\n return s\n res = [\n i = len(s) - 2\n while i >= -1:\n if s[i] == ' ' or i == -1:\n word = ''\n j = i + 1\n while j < len(s) and s[j] != ' ':\n word += s[j]\n j += 1\n if word:\n res.append(word)\n i -= 1\n return ' '.join(res)\n\n\ns = Solution()\nprint s.reverseWords('a x')"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '[' at line 8 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 8\n\n Fixes:\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
07571f5303eed07dcbb7a47a5145eef3cd7c884f
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # -*- coding: utf-8 -*- # # The MIT License (MIT) # # Copyright (C) 2017 Marcos Pereira <marcospereira.mpj@gmail.com> # # Permission is hereby granted, free of charge, to any person obtaining a copy of # this software and associated documentation files (the "Software"), to deal in # the Software without restriction, including without limitation the rights to # use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of # the Software, and to permit persons to whom the Software is furnished to do so, # subject to the following conditions: # # The above copyright notice and this permission notice shall be included in all # copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS # FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR # COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER # IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN # CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. class ConnectionManager(object): """ Represents a simple server connection. :param base_url: (str) The server URL. :param headers: (dict) The header parameters of the requests to the server. :param timeout: (int) Timeout to use for requests to the server. :param verify: (bool) Verify server SSL. :param proxies: (dict) The proxies servers requests is sent by. """ def __init__(self, base_url, headers={}, timeout=60, verify=True, proxies=None): self._base_url = base_url self Error: SyntaxError / EOF
|
Fixed Code: # -*- coding: utf-8 -*- # # The MIT License (MIT) # # Copyright (C) 2017 Marcos Pereira <marcospereira.mpj@gmail.com> # # Permission is hereby granted, free of charge, to any person obtaining a copy of # this software and associated documentation files (the "Software"), to deal in # the Software without restriction, including without limitation the rights to # use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of # the Software, and to permit persons to whom the Software is furnished to do so, # subject to the following conditions: # # The above copyright notice and this permission notice shall be included in all # copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS # FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR # COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER Explanation: Complete the truncated code structure
|
advanced
|
api
|
error_fixing
|
Pythoncode:Python
| 4
| 1
| 1,704
| false
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n#\n# The MIT License (MIT)\n#\n# Copyright (C) 2017 Marcos Pereira <marcospereira.mpj@gmail.com>\n#\n# Permission is hereby granted, free of charge, to any person obtaining a copy of\n# this software and associated documentation files (the \"Software\"), to deal in\n# the Software without restriction, including without limitation the rights to\n# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of\n# the Software, and to permit persons to whom the Software is furnished to do so,\n# subject to the following conditions:\n#\n# The above copyright notice and this permission notice shall be included in all\n# copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS\n# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR\n# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER\n# IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN\n# CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\nclass ConnectionManager(object):\n \"\"\"\n Represents a simple server connection.\n\n :param base_url: (str) The server URL.\n :param headers: (dict) The header parameters of the requests to the server.\n :param timeout: (int) Timeout to use for requests to the server.\n :param verify: (bool) Verify server SSL.\n :param proxies: (dict) The proxies servers requests is sent by.\n \"\"\"\n\n def __init__(self, base_url, headers={}, timeout=60, verify=True, proxies=None):\n self._base_url = base_url\n self\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# -*- coding: utf-8 -*-\n#\n# The MIT License (MIT)\n#\n# Copyright (C) 2017 Marcos Pereira <marcospereira.mpj@gmail.com>\n#\n# Permission is hereby granted, free of charge, to any person obtaining a copy of\n# this software and associated documentation files (the \"Software\"), to deal in\n# the Software without restriction, including without limitation the rights to\n# use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of\n# the Software, and to permit persons to whom the Software is furnished to do so,\n# subject to the following conditions:\n#\n# The above copyright notice and this permission notice shall be included in all\n# copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\n# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS\n# FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR\n# COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
07573778dc31fb4c60d28d2030387a7be8144f36
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: #!venv/bin/python3 cs = [int(c) for c in open("inputs/23.in", "r").readline().strip()] def f(cs, ts): p,cc = {n: cs[(i+1)%len(cs)] for i,n in enumerate(cs)},cs[-1] for _ in range(ts): cc,dc = p[cc],p[cc]-1 if p[cc]-1 > 0 else max(p.keys()) hc,p[cc] = [p[cc], p[p[cc]], p[p[p[cc]]]],p[p[p[p[cc]]]] while dc in hc: dc -= 1 Error: IndentationError / Incomplete Function
|
Fixed Code: #!venv/bin/python3 cs = [int(c) for c in open("inputs/23.in", "r").readline().strip()] def f(cs, ts): p,cc = {n: cs[(i+1)%len(cs)] for i,n in enumerate(cs)},cs[-1] for _ in range(ts): cc,dc = p[cc],p[cc]-1 if p[cc]-1 > 0 else max(p.keys()) hc,p[cc] = [p[cc], p[p[cc]], p[p[p[cc]]]],p[p[p[p[cc]]]] while dc in hc: dc -= 1 if dc < 1: dc = max(p.keys()) p[dc],p[hc[-1]] = hc[0],p[dc] a,n = [],1 Explanation: Complete the function 'f' body and add missing return
|
intermediate
|
general
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 367
| false
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!venv/bin/python3\ncs = [int(c) for c in open(\"inputs/23.in\", \"r\").readline().strip()]\n\ndef f(cs, ts):\n p,cc = {n: cs[(i+1)%len(cs)] for i,n in enumerate(cs)},cs[-1]\n\n for _ in range(ts):\n cc,dc = p[cc],p[cc]-1 if p[cc]-1 > 0 else max(p.keys())\n hc,p[cc] = [p[cc], p[p[cc]], p[p[p[cc]]]],p[p[p[p[cc]]]]\n\n while dc in hc:\n dc -= 1\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!venv/bin/python3\ncs = [int(c) for c in open(\"inputs/23.in\", \"r\").readline().strip()]\n\ndef f(cs, ts):\n p,cc = {n: cs[(i+1)%len(cs)] for i,n in enumerate(cs)},cs[-1]\n\n for _ in range(ts):\n cc,dc = p[cc],p[cc]-1 if p[cc]-1 > 0 else max(p.keys())\n hc,p[cc] = [p[cc], p[p[cc]], p[p[p[cc]]]],p[p[p[p[cc]]]]\n\n while dc in hc:\n dc -= 1\n if dc < 1:\n dc = max(p.keys())\n p[dc],p[hc[-1]] = hc[0],p[dc]\n\n a,n = [],1\n\n Explanation: Complete the function 'f' body and add missing return"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
07577b638bc8a39bd8fcb86c2ed5cc924e43d86a
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Import the application from device_registry import app # Run the application in debug mode
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
beginner
|
general
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 93
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Import the application\nfrom device_registry import app\n\n# Run the application in debug mode"}, {"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
|
07579f83aea9f0c480c258cdf19ac53f9ebbfd10
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import yaml from ruamel.yaml import YAML from ruamel.yaml.error import YAMLError try: from yaml import CSafeLoader as SafeLoader except ImportError: from yaml import SafeLoader from dvc.exceptions import StageFileCorruptedError from dvc.utils.compat import open def load_stage_file(path): with open(path, "r", encoding="utf-8") as fd: return parse_stage(fd.read(), path) def parse_stage(text, path): try: return yaml.load(text, Loader=SafeLoader) or {} except yaml.error.YAMLError as exc: raise StageFileCorruptedError(path, cause=exc def parse_stage_for_update(text, path): """Parses text into Python structure. Unlike `parse_stage()` this returns ordered dicts, values have special attributes to store comments and line breaks. This allows us to preserve all of those upon dump. This one is, however, several times slower than simple `parse_stage()`. """ try: yaml = YAML() return yaml.load(text) or {} except YAMLError as exc: raise StageFileCorruptedError(path, cause=exc) def dump_stage_file(path, data): with open(path, "w", encoding="utf-8") as fd: yaml = YAML() yaml.default_flow_style = False yaml.dump(data, fd)
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 27 • Unclosed '(' at line 23 - expected ')' • SyntaxError: '(' was never closed at line 23 Fixes: • Add closing quote at line 27 • Add closing ')' bracket • Review code syntax
|
intermediate
|
machine_learning
|
syntax_repair
|
Pythoncode:Python
| 4
| 0
| 1,262
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport yaml\nfrom ruamel.yaml import YAML\nfrom ruamel.yaml.error import YAMLError\n\ntry:\n from yaml import CSafeLoader as SafeLoader\nexcept ImportError:\n from yaml import SafeLoader\n\nfrom dvc.exceptions import StageFileCorruptedError\nfrom dvc.utils.compat import open\n\n\ndef load_stage_file(path):\n with open(path, \"r\", encoding=\"utf-8\") as fd:\n return parse_stage(fd.read(), path)\n\n\ndef parse_stage(text, path):\n try:\n return yaml.load(text, Loader=SafeLoader) or {}\n except yaml.error.YAMLError as exc:\n raise StageFileCorruptedError(path, cause=exc\n\n\ndef parse_stage_for_update(text, path):\n \"\"\"Parses text into Python structure.\n\n Unlike `parse_stage()` this returns ordered dicts, values have special\n attributes to store comments and line breaks. This allows us to preserve\n all of those upon dump.\n\n This one is, however, several times slower than simple `parse_stage()`.\n \"\"\"\n try:\n yaml = YAML()\n return yaml.load(text) or {}\n except YAMLError as exc:\n raise StageFileCorruptedError(path, cause=exc)\n\n\ndef dump_stage_file(path, data):\n with open(path, \"w\", encoding=\"utf-8\") as fd:\n yaml = YAML()\n yaml.default_flow_style = False\n yaml.dump(data, fd)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 27\n \u2022 Unclosed '(' at line 23 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 23\n\n Fixes:\n \u2022 Add closing quote at line 27\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0758c8b4614be9ea14ff7452e9accfcfb90b432b
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import numpy as np from pyad.nn import NeuralNet from sklearn.datasets import load_breast_cancer from sklearn.model_selection import train_test_split np.random.seed(0) data = load_breast_cancer() X_train, X_test, y_train, y_test = train_test_split( data.data, data.target, train_size=0.8, random_state=0 ) nn = NeuralNet(loss_fn='cross_entropy') nn.add_layer(X_train.shape[1], 100, activation='linear') nn.add_layer(100, 100, activation='logistic')
|
nn.add_layer(100, 1 + np.max(y_train), activation='linear') nn.train( X_train, y_train, X_test, y_test, batch_size=1, learning_rate=1e-3, epochs=20 ) print('Predictions:', nn.predict(X_test))
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 0
| 0
| 659
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport numpy as np\nfrom pyad.nn import NeuralNet\nfrom sklearn.datasets import load_breast_cancer\nfrom sklearn.model_selection import train_test_split\n\nnp.random.seed(0)\ndata = load_breast_cancer()\n\nX_train, X_test, y_train, y_test = train_test_split(\n data.data, data.target, train_size=0.8, random_state=0\n)\n\nnn = NeuralNet(loss_fn='cross_entropy')\nnn.add_layer(X_train.shape[1], 100, activation='linear')\nnn.add_layer(100, 100, activation='logistic')"}, {"role": "assistant", "content": "\nnn.add_layer(100, 1 + np.max(y_train), activation='linear')\n\nnn.train(\n X_train, y_train, X_test, y_test,\n batch_size=1, learning_rate=1e-3, epochs=20\n)\n\n\nprint('Predictions:', nn.predict(X_test))"}]
| false
| null | null | null |
075a46f6df538e13d87e3247bc8ca4b6d54f0b7b
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from microbit import * I2CADR = 0x0E DIE_TEMP = 0x0F while True: i2c.write(I2CADR, bytearray([DIE_TEMP])) d = i2c.read(I2CADR, 1)
|
x = d[0] if x >=128: x -= 256 x += 10 print(x) sleep(500)
|
intermediate
|
general
|
code_completion
|
Pythoncode:Python
| 0
| 0
| 226
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom microbit import *\n\nI2CADR = 0x0E\nDIE_TEMP = 0x0F\n\nwhile True:\n i2c.write(I2CADR, bytearray([DIE_TEMP]))\n d = i2c.read(I2CADR, 1)"}, {"role": "assistant", "content": "\n x = d[0]\n if x >=128:\n x -= 256\n x += 10\n print(x)\n sleep(500)"}]
| false
| null | null | null |
075c40bff74b1c9ad80e482ccef0c574552a2c97
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import ssl import nltk from textblob import TextBlob from nltk.corpus import stopwords # set SSL try: _create_unverified_https_context = ssl._create_unverified_context except AttributeError: pass else: # Complete this line # download noun data (if required) nltk.download('brown') nltk.download('punkt') nltk.download('stopwords') def extract_nouns(sentence): """Extract the nouns from a sentence using the 'textblob' library.""" blob = TextBlob(sentence) return blob.noun_phrases def remove_stopwords(sentence): """Remove stopwords from a sentence and return the list of words.""" blob = TextBlob(sentence) return [word for word in blob.words if word not in stopwords.words('english') and len(word)>2]
|
The missing line is: ssl._create_default_https_context = _create_unverified_https_context
|
intermediate
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 793
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport ssl\n\nimport nltk\nfrom textblob import TextBlob\nfrom nltk.corpus import stopwords\n\n\n# set SSL\ntry:\n _create_unverified_https_context = ssl._create_unverified_context\nexcept AttributeError:\n pass\nelse:\n # Complete this line\n\n# download noun data (if required)\nnltk.download('brown')\nnltk.download('punkt')\nnltk.download('stopwords')\n\ndef extract_nouns(sentence):\n \"\"\"Extract the nouns from a sentence using the 'textblob' library.\"\"\"\n blob = TextBlob(sentence)\n return blob.noun_phrases\n\ndef remove_stopwords(sentence):\n \"\"\"Remove stopwords from a sentence and return the list of words.\"\"\"\n blob = TextBlob(sentence)\n return [word for word in blob.words if word not in stopwords.words('english') and len(word)>2]"}, {"role": "assistant", "content": "The missing line is:\n ssl._create_default_https_context = _create_unverified_https_context"}]
| false
| null | null | null |
075cb80186092395148f9c03498c024c22cfd0b5
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from django_celery_beat.models import PeriodicTask, IntervalSchedule from django.core.management.base import BaseCommand from django.db import IntegrityError class Command(BaseCommand): def handle(self, *args, **options): try: schedule_channel, created = IntervalSchedule.objects.get_or_create( every=4, period=IntervalSchedule.HOURS, ) except IntegrityError as e: pass try: schedule_video, created = IntervalSchedule.objects.get_or_create( every=6, period=IntervalSchedule.HOURS, ) except IntegrityError as e: pass try: PeriodicTask.objects.create(
|
interval=schedule_channel, name='Scrape Channels', task='toolbox.scraper.tasks.scrape_youtube_channels', ) except IntegrityError as e: pass try: PeriodicTask.objects.create( interval=schedule_video, name='Scrape Videos', task='toolbox.scraper.tasks.scrape_youtube_videos', ) except IntegrityError as e: pass
|
advanced
|
machine_learning
|
code_completion
|
Pythoncode:Python
| 1
| 1
| 1,418
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\nfrom django_celery_beat.models import PeriodicTask, IntervalSchedule\nfrom django.core.management.base import BaseCommand\nfrom django.db import IntegrityError\n\n\nclass Command(BaseCommand):\n def handle(self, *args, **options):\n try:\n schedule_channel, created = IntervalSchedule.objects.get_or_create(\n every=4,\n period=IntervalSchedule.HOURS,\n )\n except IntegrityError as e:\n pass\n\n try:\n schedule_video, created = IntervalSchedule.objects.get_or_create(\n every=6,\n period=IntervalSchedule.HOURS,\n )\n except IntegrityError as e:\n pass\n\n try:\n PeriodicTask.objects.create("}, {"role": "assistant", "content": "\n interval=schedule_channel, \n name='Scrape Channels', \n task='toolbox.scraper.tasks.scrape_youtube_channels', \n )\n except IntegrityError as e:\n pass\n\n try:\n PeriodicTask.objects.create(\n interval=schedule_video, \n name='Scrape Videos', \n task='toolbox.scraper.tasks.scrape_youtube_videos', \n )\n except IntegrityError as e:\n pass"}]
| false
| null | null | null |
075cf0dd079f839e7d44c9491837f8a19123cdd5
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # 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. from ppcls.data.preprocess.ops.autoaugment import ImageNetPolicy as RawImageNetPolicy from ppcls.data.preprocess.ops.randaugment import RandAugment as RawRandAugment from ppcls.data.preprocess.ops.timm_autoaugment import RawTimmAutoAugment from ppcls.data.preprocess.ops.cutout import Cutout from ppcls.data.preprocess.ops.hide_and_seek import HideAndSeek from ppcls.data.preprocess.ops.random_erasing import RandomErasing from ppcls.data.preprocess.ops.grid import GridMask from ppcls.data.preprocess.ops.operators import DecodeImage from ppcls.data.preprocess.ops.operators import ResizeImage from ppcls.data.preprocess.ops.operators import CropImage from ppcls.data.preprocess.ops.operators import RandCropImage from ppcls.data.preprocess.ops.operators import RandFlipImage from ppcls.data.preprocess.ops.operators import NormalizeImage from ppcls.data.preprocess.ops.operators import ToCHWImage from ppcls.data.preprocess.ops.operators import AugMix from ppcls.data.preprocess.batch_ops.batch_operators import MixupOperator, CutmixOperator, OpSampler, FmixOperator import numpy as np from PIL import Image def transform(data, ops=[]): """ transform """ for op in ops: data = op(data) return data class AutoAugment(RawImageNetPolicy): """ ImageNetPolicy wrapper to auto fit different img types """ def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) def __call__(self, img): if not isinstance(img, Image.Image): img = np.ascontiguousarray(img) img = Image.fromarray(img) img = super().__call__(img) if isinstance(img, Image.Image): img = np.asarray(img) return img class RandAugment(RawRandAugment): """ RandAugment wrapper to auto fit different img types """ def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) def __call__(self, img): if not isinstance(img, Image.Image): img = np.ascontiguousarray(img) img = Image.fromarray(img) img = super().__call__(img) if isinstance(img, Image.Image): img = np.asarray(img) return img class TimmAutoAugment(RawTimmAutoAugment): """ TimmAutoAugment wrapper to auto fit different img tyeps. """ ... [2 more functiondefs truncated] ...
|
Functions: transform, __init__, __call__, __init__, __call__ Classes: AutoAugment, RandAugment, TimmAutoAugment This code demonstrates Pythoncode:Python programming.
|
advanced
|
api
|
code_explanation
|
Pythoncode:Python
| 5
| 3
| 2,957
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.\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\nfrom ppcls.data.preprocess.ops.autoaugment import ImageNetPolicy as RawImageNetPolicy\nfrom ppcls.data.preprocess.ops.randaugment import RandAugment as RawRandAugment\nfrom ppcls.data.preprocess.ops.timm_autoaugment import RawTimmAutoAugment\nfrom ppcls.data.preprocess.ops.cutout import Cutout\n\nfrom ppcls.data.preprocess.ops.hide_and_seek import HideAndSeek\nfrom ppcls.data.preprocess.ops.random_erasing import RandomErasing\nfrom ppcls.data.preprocess.ops.grid import GridMask\n\nfrom ppcls.data.preprocess.ops.operators import DecodeImage\nfrom ppcls.data.preprocess.ops.operators import ResizeImage\nfrom ppcls.data.preprocess.ops.operators import CropImage\nfrom ppcls.data.preprocess.ops.operators import RandCropImage\nfrom ppcls.data.preprocess.ops.operators import RandFlipImage\nfrom ppcls.data.preprocess.ops.operators import NormalizeImage\nfrom ppcls.data.preprocess.ops.operators import ToCHWImage\nfrom ppcls.data.preprocess.ops.operators import AugMix\n\nfrom ppcls.data.preprocess.batch_ops.batch_operators import MixupOperator, CutmixOperator, OpSampler, FmixOperator\n\nimport numpy as np\nfrom PIL import Image\n\n\ndef transform(data, ops=[]):\n \"\"\" transform \"\"\"\n for op in ops:\n data = op(data)\n return data\n\n\nclass AutoAugment(RawImageNetPolicy):\n \"\"\" ImageNetPolicy wrapper to auto fit different img types \"\"\"\n\n def __init__(self, *args, **kwargs):\n super().__init__(*args, **kwargs)\n\n def __call__(self, img):\n if not isinstance(img, Image.Image):\n img = np.ascontiguousarray(img)\n img = Image.fromarray(img)\n\n img = super().__call__(img)\n\n if isinstance(img, Image.Image):\n img = np.asarray(img)\n\n return img\n\n\nclass RandAugment(RawRandAugment):\n \"\"\" RandAugment wrapper to auto fit different img types \"\"\"\n\n def __init__(self, *args, **kwargs):\n super().__init__(*args, **kwargs)\n\n def __call__(self, img):\n if not isinstance(img, Image.Image):\n img = np.ascontiguousarray(img)\n img = Image.fromarray(img)\n\n img = super().__call__(img)\n\n if isinstance(img, Image.Image):\n img = np.asarray(img)\n\n return img\n\n\nclass TimmAutoAugment(RawTimmAutoAugment):\n \"\"\" TimmAutoAugment wrapper to auto fit different img tyeps. \"\"\"\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: transform, __init__, __call__, __init__, __call__\n Classes: AutoAugment, RandAugment, TimmAutoAugment\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
075ee89278e2e099ce3c9cbc108dfe159e2012f2
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # required modules import numpy as np import matplotlib.pyplot as plt import matplotlib.gridspec as gridspec from matplotlib import cm from matplotlib.colors import Normalize from mpl_toolkits.mplot3d import Axes3D from matplotlib.animation import FuncAnimation # two-dimesional version def plot_mse_loss_surface_2d(fig, ax, x, y, v=0.0, l2=0.0, w1_range=(-2, 2), w2_range=(2, -2)): # create weight space n_w = 100 w1 = np.linspace(w1_range[0], w1_range[1], num=n_w) # weight 1 w2 = np.linspace(w2_range[0], w2_range[1], num=n_w) # weight 2 ws_x, ws_y = np.meshgrid(w1, w2) cost_ws = np.zeros((n_w, n_w)) # initialize cost matrix # Fill the cost matrix for each combination of weights
|
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
|
intermediate
|
database
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 718
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# required modules\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport matplotlib.gridspec as gridspec\nfrom matplotlib import cm\nfrom matplotlib.colors import Normalize\nfrom mpl_toolkits.mplot3d import Axes3D\nfrom matplotlib.animation import FuncAnimation\n\n\n# two-dimesional version\ndef plot_mse_loss_surface_2d(fig, ax, x, y, v=0.0, l2=0.0, w1_range=(-2, 2), w2_range=(2, -2)):\n # create weight space\n n_w = 100\n w1 = np.linspace(w1_range[0], w1_range[1], num=n_w) # weight 1\n w2 = np.linspace(w2_range[0], w2_range[1], num=n_w) # weight 2\n ws_x, ws_y = np.meshgrid(w1, w2)\n cost_ws = np.zeros((n_w, n_w)) # initialize cost matrix\n\n # Fill the cost matrix for each combination of weights"}, {"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
|
075fafdab69c5858ee27f6483fe78f36b26b216c
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Copyright 2019 Google LLC # # # 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 # Complete this line # 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. # ============================================================================== ... [2 more functiondefs truncated] ...
|
The missing line is: #
|
intermediate
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 0
| 0
| 704
| false
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Copyright 2019 Google LLC\n#\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 # Complete this line\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# ==============================================================================\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n#"}]
| false
| null | null | null |
075fc7c73e1c7b1fe3355a9a233cd8869299a19e
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from typing import Optional, List, TypeVar, Generic, Callable import discord.ui from .item import Item from .select_option import SelectOption from .custom import CustomSelect def _default_check(_: discord.Interaction) -> bool: return True C = TypeVar("C", bound=discord.ui.Select) class Select(Item, Generic[C]): def __init__( self, placeholder: Optional[str] = None, min_values: int = 1, max_values: int = 1, options: Optional[list] = None, cls: C = CustomSelect, custom_id: Optional[str] = None, ) -> None: self._placeholder: Optional[str] = placeholder self._min_values: int = min_values self._max_values: int = max_values self._options: list = [] if options is None else options self._row: Optional[int] = None self.cls: C = cls self._custom_id: Optional[str] = custom_id self.func: Optional[Callable] = None self.check_func: Callable[[discord.Interaction], bool] = _default_check def placeholder(self, placeholder: str) -> 'Select': self._placeholder = placeholder return self def min_values(self, min_values: int) -> 'Select': self._min_values = min_values return self def max_values(self, max_values: int) -> 'Select': self._max_values = max_values return self def options(self, options: List[Select ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: self._options = options return self def row(self, row: int) -> 'Select': self._row = row
|
advanced
|
ui
|
incomplete_code
|
Pythoncode:Python
| 11
| 1
| 1,452
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom typing import Optional, List, TypeVar, Generic, Callable\n\nimport discord.ui\n\nfrom .item import Item\nfrom .select_option import SelectOption\nfrom .custom import CustomSelect\n\n\ndef _default_check(_: discord.Interaction) -> bool:\n return True\n\n\nC = TypeVar(\"C\", bound=discord.ui.Select)\n\n\nclass Select(Item, Generic[C]):\n def __init__(\n self,\n placeholder: Optional[str] = None,\n min_values: int = 1,\n max_values: int = 1,\n options: Optional[list] = None,\n cls: C = CustomSelect,\n custom_id: Optional[str] = None,\n ) -> None:\n self._placeholder: Optional[str] = placeholder\n self._min_values: int = min_values\n self._max_values: int = max_values\n self._options: list = [] if options is None else options\n self._row: Optional[int] = None\n self.cls: C = cls\n self._custom_id: Optional[str] = custom_id\n\n self.func: Optional[Callable] = None\n self.check_func: Callable[[discord.Interaction], bool] = _default_check\n\n def placeholder(self, placeholder: str) -> 'Select':\n self._placeholder = placeholder\n return self\n\n def min_values(self, min_values: int) -> 'Select':\n self._min_values = min_values\n return self\n\n def max_values(self, max_values: int) -> 'Select':\n self._max_values = max_values\n return self\n\n def options(self, options: List[Select\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 self._options = options\n return self\n\n def row(self, row: int) -> 'Select':\n self._row = row"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
076073f7df321e46ea5bd065cc9331746695ec1f
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: """This module contains the general information for StorageScsiLunRef ManagedObject.""" from ...ucscmo import ManagedObject from ...ucsccoremeta import UcscVersion, MoPropertyMeta, MoMeta from ...ucscmeta import VersionMeta class StorageScsiLunRefConsts(): pass class StorageScsiLunRef(ManagedObject): """This is StorageScsiLunRef class.""" consts = StorageScsiLunRefConsts() naming_props = set([u'id']) mo_meta = MoMeta("StorageScsiLunRef", "storageScsiLunRef", "scsi-lun-ref-[id]", VersionMeta.Version131a, "InputOutput", 0x1f, [], ["read-only"], [u'storageLunReplica', u'storageLunSnapshot', u'storageScsiLun', u'storageVirtualDrive'], [], ["Get"]) prop_meta = { "child_action": MoPropertyMeta("child_action", "childAction", "string", VersionMeta.Version131a, MoPropertyMeta.INTERNAL, None, None, None, r"""((deleteAll|ignore|deleteNonPresent),){0,2}(deleteAll|ignore|deleteNonPresent){0,1}""", [], []), "dn": MoPropertyMeta("dn", "dn", "string", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, 0x2, 0, 256, None, [], []), "id": MoPropertyMeta("id", "id", "uint", VersionMeta.Version131a, MoPropertyMeta.NAMING, 0x4, None, None, None, [], []), "ls_dn": MoPropertyMeta("ls_dn", "lsDn", "string", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, None, 0, 256, None, [], []), "lun_name": MoPropertyMeta("lun_name", "lunName", "string", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, None, None, None, r"""[\-\.:_a-zA-Z0-9]{0,16}""", [], []), "pn_dn": MoPropertyMeta("pn_dn", "pnDn", "string", VersionMeta.Version141a, MoPropertyMeta.READ_ONLY, None, 0, 256, None, [], []), "profile_dn": MoPropertyMeta("profile_dn", "profileDn", "string", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, None, 0, 256, None, [], []), "rn": MoPropertyMeta("rn", "rn", "string", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, 0x8, 0, 256, None, [], []), "status": MoPropertyMeta("status", "status", "string", VersionMeta.Version131a, MoPropertyMeta.READ_WRITE, 0x10, None, None, r"""((removed|created|modified|deleted),){0,3}(removed|created|modified|deleted){0,1}""", [], []), } prop_map = { "childAction": "child_action",
|
"dn": "dn", "id": "id", "lsDn": "ls_dn", "lunName": "lun_name", "pnDn": "pn_dn", "profileDn": "profile_dn", "rn": "rn", "status": "status", } def __init__(self, parent_mo_or_dn, id, **kwargs): self._dirty_mask = 0 self.id = id self.child_action = None self.ls_dn = None self.lun_name = None self.pn_dn = None self.profile_dn = None self.status = None ManagedObject.__init__(self, "StorageScsiLunRef", parent_mo_or_dn, **kwargs)
|
advanced
|
database
|
code_completion
|
Pythoncode:Python
| 1
| 2
| 2,834
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"This module contains the general information for StorageScsiLunRef ManagedObject.\"\"\"\n\nfrom ...ucscmo import ManagedObject\nfrom ...ucsccoremeta import UcscVersion, MoPropertyMeta, MoMeta\nfrom ...ucscmeta import VersionMeta\n\n\nclass StorageScsiLunRefConsts():\n pass\n\n\nclass StorageScsiLunRef(ManagedObject):\n \"\"\"This is StorageScsiLunRef class.\"\"\"\n\n consts = StorageScsiLunRefConsts()\n naming_props = set([u'id'])\n\n mo_meta = MoMeta(\"StorageScsiLunRef\", \"storageScsiLunRef\", \"scsi-lun-ref-[id]\", VersionMeta.Version131a, \"InputOutput\", 0x1f, [], [\"read-only\"], [u'storageLunReplica', u'storageLunSnapshot', u'storageScsiLun', u'storageVirtualDrive'], [], [\"Get\"])\n\n prop_meta = {\n \"child_action\": MoPropertyMeta(\"child_action\", \"childAction\", \"string\", VersionMeta.Version131a, MoPropertyMeta.INTERNAL, None, None, None, r\"\"\"((deleteAll|ignore|deleteNonPresent),){0,2}(deleteAll|ignore|deleteNonPresent){0,1}\"\"\", [], []), \n \"dn\": MoPropertyMeta(\"dn\", \"dn\", \"string\", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, 0x2, 0, 256, None, [], []), \n \"id\": MoPropertyMeta(\"id\", \"id\", \"uint\", VersionMeta.Version131a, MoPropertyMeta.NAMING, 0x4, None, None, None, [], []), \n \"ls_dn\": MoPropertyMeta(\"ls_dn\", \"lsDn\", \"string\", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, None, 0, 256, None, [], []), \n \"lun_name\": MoPropertyMeta(\"lun_name\", \"lunName\", \"string\", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, None, None, None, r\"\"\"[\\-\\.:_a-zA-Z0-9]{0,16}\"\"\", [], []), \n \"pn_dn\": MoPropertyMeta(\"pn_dn\", \"pnDn\", \"string\", VersionMeta.Version141a, MoPropertyMeta.READ_ONLY, None, 0, 256, None, [], []), \n \"profile_dn\": MoPropertyMeta(\"profile_dn\", \"profileDn\", \"string\", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, None, 0, 256, None, [], []), \n \"rn\": MoPropertyMeta(\"rn\", \"rn\", \"string\", VersionMeta.Version131a, MoPropertyMeta.READ_ONLY, 0x8, 0, 256, None, [], []), \n \"status\": MoPropertyMeta(\"status\", \"status\", \"string\", VersionMeta.Version131a, MoPropertyMeta.READ_WRITE, 0x10, None, None, r\"\"\"((removed|created|modified|deleted),){0,3}(removed|created|modified|deleted){0,1}\"\"\", [], []), \n }\n\n prop_map = {\n \"childAction\": \"child_action\","}, {"role": "assistant", "content": "\n \"dn\": \"dn\", \n \"id\": \"id\", \n \"lsDn\": \"ls_dn\", \n \"lunName\": \"lun_name\", \n \"pnDn\": \"pn_dn\", \n \"profileDn\": \"profile_dn\", \n \"rn\": \"rn\", \n \"status\": \"status\", \n }\n\n def __init__(self, parent_mo_or_dn, id, **kwargs):\n self._dirty_mask = 0\n self.id = id\n self.child_action = None\n self.ls_dn = None\n self.lun_name = None\n self.pn_dn = None\n self.profile_dn = None\n self.status = None\n\n ManagedObject.__init__(self, \"StorageScsiLunRef\", parent_mo_or_dn, **kwargs)"}]
| false
| null | null | null |
0760aecd744d04b7a42ae02e90ca8b423ee0a619
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from __future__ import print_function, absolute_import, division from sys import stdout as _stdout from time import time as _time import numpy as np try: import pyfftw pyfftw.interfaces.cache.enable() pyfftw.interfaces.cache.set_keepalive_time(10) rfftn = pyfftw.interfaces.numpy_fft.rfftn irfftn = pyfftw.interfaces.numpy_fft.irfftn except ImportError: from numpy.fft import rfftn, irfftn from disvis import volume from disvis.points import dilate_points from disvis.libdisvis import (rotate_image3d, dilate_points_add, longest_distance) from powerfit.solutions import Solutions from saxstools.saxs_curve import scattering_curve, create_fifj_lookup_table from saxstools.helpers import coarse_grain from saxstools.libsaxstools import calc_chi2 from saxstools.kernels import Kernels as saxs_Kernels try: import pyopencl as cl import pyopencl.array as cl_array import disvis.pyclfft from disvis.kernels import Kernels from disvis import pyclfft except ImportError: pass class FullSAXS(object): def __init__(self): # parameters to be defined self._receptor = None self._ligand = None Error: SyntaxError / EOF
|
Fixed Code: from __future__ import print_function, absolute_import, division from sys import stdout as _stdout from time import time as _time import numpy as np try: import pyfftw pyfftw.interfaces.cache.enable() pyfftw.interfaces.cache.set_keepalive_time(10) rfftn = pyfftw.interfaces.numpy_fft.rfftn irfftn = pyfftw.interfaces.numpy_fft.irfftn except ImportError: from numpy.fft import rfftn, irfftn from disvis import volume from disvis.points import dilate_points from disvis.libdisvis import (rotate_image3d, dilate_points_add, longest_distance) from powerfit.solutions import Solutions Explanation: Complete the truncated code structure
|
advanced
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 13
| 1
| 1,172
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom __future__ import print_function, absolute_import, division\nfrom sys import stdout as _stdout\nfrom time import time as _time\n\nimport numpy as np\n\ntry:\n import pyfftw\n pyfftw.interfaces.cache.enable()\n pyfftw.interfaces.cache.set_keepalive_time(10)\n rfftn = pyfftw.interfaces.numpy_fft.rfftn\n irfftn = pyfftw.interfaces.numpy_fft.irfftn\n\nexcept ImportError:\n from numpy.fft import rfftn, irfftn\n\nfrom disvis import volume\nfrom disvis.points import dilate_points\nfrom disvis.libdisvis import (rotate_image3d, dilate_points_add, longest_distance)\nfrom powerfit.solutions import Solutions\nfrom saxstools.saxs_curve import scattering_curve, create_fifj_lookup_table\nfrom saxstools.helpers import coarse_grain\nfrom saxstools.libsaxstools import calc_chi2\nfrom saxstools.kernels import Kernels as saxs_Kernels\n \ntry:\n import pyopencl as cl\n import pyopencl.array as cl_array\n import disvis.pyclfft\n from disvis.kernels import Kernels\n from disvis import pyclfft\nexcept ImportError:\n pass\n\n\nclass FullSAXS(object):\n\n def __init__(self):\n # parameters to be defined\n self._receptor = None\n self._ligand = None\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom __future__ import print_function, absolute_import, division\nfrom sys import stdout as _stdout\nfrom time import time as _time\n\nimport numpy as np\n\ntry:\n import pyfftw\n pyfftw.interfaces.cache.enable()\n pyfftw.interfaces.cache.set_keepalive_time(10)\n rfftn = pyfftw.interfaces.numpy_fft.rfftn\n irfftn = pyfftw.interfaces.numpy_fft.irfftn\n\nexcept ImportError:\n from numpy.fft import rfftn, irfftn\n\nfrom disvis import volume\nfrom disvis.points import dilate_points\nfrom disvis.libdisvis import (rotate_image3d, dilate_points_add, longest_distance)\nfrom powerfit.solutions import Solutions\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0761a4f4179e9679d7d567a51af6174207abac78
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python3 import os import sys import time sys.path.append(os.getcwd()+'/lib') import random from dataclasses import dataclass, field from ObsInfo import ObsInfo def generate_random_obs(num_obs: int, size_list: list, config_data): """ config_file_name = "config.json" json_file = open(config_file_name) config_data = json.load(json_file) size_list = [length, width, height] """ ObsList = [ if (num_obs > 0.5): for i in range(0, num_obs): # random center center = [random.uniform(config_data["LAB_SPACE_LIMIT"]["LIMIT_X"][0], config_data["LAB_SPACE_LIMIT"]["LIMIT_X"][1]), \ random.uniform(config_data["LAB_SPACE_LIMIT"]["LIMIT_Y"][0], config_data["LAB_SPACE_LIMIT"]["LIMIT_Y"][1]), \ random.uniform(config_data["LAB_SPACE_LIMIT"]["LIMIT_Z"][0], config_data["LAB_SPACE_LIMIT"]["LIMIT_Z"][1])] ObsList.append( ObsInfo(center, size_list) ) return ObsList
|
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 12 • Unclosed '[' at line 21 - expected ']' • SyntaxError: '[' was never closed at line 21 Fixes: • Add closing quote at line 12 • Add closing ']' bracket • Review code syntax
|
intermediate
|
database
|
syntax_repair
|
Pythoncode:Python
| 1
| 0
| 984
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\nimport os\nimport sys\nimport time\nsys.path.append(os.getcwd()+'/lib')\nimport random\nfrom dataclasses import dataclass, field\nfrom ObsInfo import ObsInfo\n\n\ndef generate_random_obs(num_obs: int, size_list: list, config_data):\n \"\"\"\n config_file_name = \"config.json\"\n json_file = open(config_file_name)\n config_data = json.load(json_file)\n\n size_list = [length, width, height]\n\n \"\"\"\n\n ObsList = [\n\n if (num_obs > 0.5):\n for i in range(0, num_obs):\n # random center\n center = [random.uniform(config_data[\"LAB_SPACE_LIMIT\"][\"LIMIT_X\"][0], config_data[\"LAB_SPACE_LIMIT\"][\"LIMIT_X\"][1]), \\\n random.uniform(config_data[\"LAB_SPACE_LIMIT\"][\"LIMIT_Y\"][0], config_data[\"LAB_SPACE_LIMIT\"][\"LIMIT_Y\"][1]), \\\n random.uniform(config_data[\"LAB_SPACE_LIMIT\"][\"LIMIT_Z\"][0], config_data[\"LAB_SPACE_LIMIT\"][\"LIMIT_Z\"][1])]\n\n ObsList.append( ObsInfo(center, size_list) )\n\n return ObsList"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 12\n \u2022 Unclosed '[' at line 21 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 21\n\n Fixes:\n \u2022 Add closing quote at line 12\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0762390f8b5995d6cf171f62842c5c4b8e02141e
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # TG-UserBot - A modular Telegram UserBot script for Python. # Copyright (C) 2019 Kandarp <https://github.com/kandnub> # # TG-UserBot 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 of the License, or # (at your option) any later version. # # TG-UserBot 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 TG-UserBot. If not, see <https://www.gnu.org/licenses/>. from typing import Tuple, Union from telethon.tl import types from ..utils.client import UserBotClient from ..utils.helpers import get_chat_link
|
Syntax Analysis:
|
intermediate
|
api
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 924
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# TG-UserBot - A modular Telegram UserBot script for Python.\r\n# Copyright (C) 2019 Kandarp <https://github.com/kandnub>\r\n#\r\n# TG-UserBot is free software: you can redistribute it and/or modify\r\n# it under the terms of the GNU General Public License as published by\r\n# the Free Software Foundation, either version 3 of the License, or\r\n# (at your option) any later version.\r\n#\r\n# TG-UserBot is distributed in the hope that it will be useful,\r\n# but WITHOUT ANY WARRANTY; without even the implied warranty of\r\n# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\r\n# GNU General Public License for more details.\r\n #\r\n# You should have received a copy of the GNU General Public License\r\n# along with TG-UserBot. If not, see <https://www.gnu.org/licenses/>.\r\n\r\nfrom typing import Tuple, Union\r\n\r\nfrom telethon.tl import types\r\n\r\nfrom ..utils.client import UserBotClient\r\nfrom ..utils.helpers import get_chat_link"}, {"role": "assistant", "content": " Syntax Analysis:"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
07629f29c3ccce164edffac5aaf1f19ce3ce8456
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: import numpy as np def get_n_from_txt(filepath, points=None, lambda_min=400, lambda_max=700, complex_n=True): ntxt = np.loadtxt(filepath) if np.min(np.abs(ntxt[:, 0] - lambda_min)) >= 25 or np.min(np.abs(ntxt[:, 0] - lambda_max)) > 25: print('No measurement data for refractive indicies are available within 25 nm in \n' + filepath) if points is None: points = lambda_max - lambda_min + 1 idxmin = np.argmin(np.abs(ntxt[:, 0] - lambda_min)) idxmax = np.argmin(np.abs(ntxt[:, 0] - lambda_max)) if idxmax == idxmin: if complex_n: indicies = np.vectorize(complex)(np.array([ntxt[idxmin, 1]]), np.array([ntxt[idxmin, 2]])) else: indicies = np.array([ntxt[idxmin, 1]]) else: xp = ntxt[idxmin:idxmax, 0] fpn = ntxt[idxmin:idxmax, 1] n = np.interp(np.linspace(lambda_min, lambda_max, points), xp, fpn) if complex_n: fpk = ntxt[idxmin:idxmax, 2].squeeze() k = np.interp(np.linspace(lambda_min, lambda_max, points), xp, fpk) indicies = np.vectorize(complex)(n, k) else: indicies = n return indicies def get_N(path_list, lambda_min, lambda_max, points=None, complex_n=False): n = [] for path in path_list: n.append(get_n_from_txt(path, points, lambda_min=lambda_min, lambda_max=lambda_max, complex_n=complex_n)) return np.vstack((n))
|
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Wrong inequality operator Severity: CRITICAL Location: Line 5 Buggy code: if np.min(np.abs(ntxt[:, 0] - lambda_min)) >= 25 or np.min(np.abs(ntxt[:, 0] - lambda_max)) > 25: Should be: if np.min(np.abs(ntxt[:, 0] - lambda_min)) > 25 or np.min(np.abs(ntxt[:, 0] - lambda_max)) > 25: Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
|
intermediate
|
machine_learning
|
logical_errors
|
Pythoncode:Python
| 2
| 0
| 1,422
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\nimport numpy as np\n\ndef get_n_from_txt(filepath, points=None, lambda_min=400, lambda_max=700, complex_n=True):\n ntxt = np.loadtxt(filepath)\n if np.min(np.abs(ntxt[:, 0] - lambda_min)) >= 25 or np.min(np.abs(ntxt[:, 0] - lambda_max)) > 25:\n print('No measurement data for refractive indicies are available within 25 nm in \\n' + filepath)\n if points is None:\n points = lambda_max - lambda_min + 1\n idxmin = np.argmin(np.abs(ntxt[:, 0] - lambda_min))\n idxmax = np.argmin(np.abs(ntxt[:, 0] - lambda_max))\n if idxmax == idxmin:\n if complex_n:\n indicies = np.vectorize(complex)(np.array([ntxt[idxmin, 1]]), np.array([ntxt[idxmin, 2]]))\n else:\n indicies = np.array([ntxt[idxmin, 1]])\n else:\n xp = ntxt[idxmin:idxmax, 0]\n fpn = ntxt[idxmin:idxmax, 1]\n n = np.interp(np.linspace(lambda_min, lambda_max, points), xp, fpn)\n if complex_n:\n fpk = ntxt[idxmin:idxmax, 2].squeeze()\n k = np.interp(np.linspace(lambda_min, lambda_max, points), xp, fpk)\n indicies = np.vectorize(complex)(n, k)\n else:\n indicies = n\n return indicies\n\ndef get_N(path_list, lambda_min, lambda_max, points=None, complex_n=False):\n n = []\n for path in path_list:\n n.append(get_n_from_txt(path, points, lambda_min=lambda_min, lambda_max=lambda_max, complex_n=complex_n))\n return np.vstack((n))"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Wrong inequality operator\n Severity: CRITICAL\n\n Location: Line 5\n\n Buggy code:\n if np.min(np.abs(ntxt[:, 0] - lambda_min)) >= 25 or np.min(np.abs(ntxt[:, 0] - lambda_max)) > 25:\n\n Should be:\n if np.min(np.abs(ntxt[:, 0] - lambda_min)) > 25 or np.min(np.abs(ntxt[:, 0] - lambda_max)) > 25:\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
| true
|
logical
|
WRONG_OPERATOR
|
CRITICAL
|
0763811316d721bd61d00c534d919a140fb4b71a
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: __package_name__ = "pyrocco" __version__ = "0.1.0" __author__ = "João Palmeiro" __author_email__ = "jm.palmeiro@campus.fc
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 4 • Unterminated string literal at line 4 Fixes: • Complete the expression on the last line • Add closing quote at line 4 • Add closing quote to string literal
|
intermediate
|
api
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 121
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n__package_name__ = \"pyrocco\"\n__version__ = \"0.1.0\"\n__author__ = \"Jo\u00e3o Palmeiro\"\n__author_email__ = \"jm.palmeiro@campus.fc"}, {"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 4\n \u2022 Unterminated string literal at line 4\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 4\n \u2022 Add closing quote to string literal"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0765d0b1f7f6046c9a5ec38c71317e234a345a45
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: class Machine(): def __init__(self): self.pointer = 0 self.accum = 0 self.visited = [] def run(self,program): salir = False while (salir == False): if (self.pointer in self.visited): return False if (self.pointer >= len(program)): return True self.visited.append(self.pointer) incremento = 1 if (program[self.pointer][0] == "acc"): self.accum += program[self.pointer][1] if (program[self.pointer][0] == "jmp"): incremento = program[self.pointer][1] self.pointer += incremento return True def getVisited(self): return self.visited def getAccum(self): return self.accum
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
oop
|
refactoring
|
Pythoncode:Python
| 4
| 1
| 850
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nclass Machine():\n\n def __init__(self):\n self.pointer = 0\n self.accum = 0\n self.visited = []\n \n def run(self,program):\n salir = False\n while (salir == False):\n if (self.pointer in self.visited):\n return False\n\n if (self.pointer >= len(program)):\n return True\n\n self.visited.append(self.pointer)\n incremento = 1 \n\n if (program[self.pointer][0] == \"acc\"):\n self.accum += program[self.pointer][1]\n \n if (program[self.pointer][0] == \"jmp\"):\n incremento = program[self.pointer][1]\n \n self.pointer += incremento\n\n \n return True\n\n def getVisited(self):\n return self.visited\n\n def getAccum(self):\n return self.accum"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0768b4de117d71513a10b4439456e7226bc8f05f
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: """ Round a number -------------- Input (float) A floating point number (int) Number of decimals Default value is: 0 Output (float) Rounded number (int) Whether using the default decimals value, the return number will be the nearest integer """ number = 103.14159 # Rounding with 2 decimals number_rounded = round(number, 2) print('Rounding with 2 decimals') print('original number: {}, rounded: {}, type of rounded: {}' .format(number, number_rounded, type(number_rounded))) # Rounding with -2 decimals number_rounded = round(number, -2) print('\nRounding with -2 decimals') print('original number: {}, rounded: {}, type of rounded: {}' .format(number, number_rounded, type(number_rounded))) # Rounding with 0 decimals number_rounded = round(number, 0) print('\nRounding with 0 decimals') print('original number: {}, rounded: {}, type of rounded: {}' .format(number, number_rounded, type(number_rounded))) # Rounding with default # Result will be integer (!) number_rounded = round(number) print('\nRounding with default') print('original number: {}, rounded: {}, type of rounded: {}' .format(number, number_rounded, type(number_rounded)))
|
Code analysis results: 🔴 Errors found: Unterminated string literal at line 1 ⚠️ Warnings: Unexpected indentation at line 5 Unexpected indentation at line 6 Unexpected indentation at line 8 Unexpected indentation at line 9 💡 Suggestions: Add closing quote at line 1 Remove debug print() at line 16 before production Remove debug print() at line 17 before production
|
intermediate
|
database
|
debugging
|
Pythoncode:Python
| 0
| 0
| 1,286
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n\"\"\"\r\nRound a number\r\n--------------\r\nInput (float) A floating point number\r\n (int) Number of decimals\r\n Default value is: 0\r\nOutput (float) Rounded number\r\n (int) Whether using the default decimals value, the return number\r\n will be the nearest integer\r\n\"\"\"\r\n\r\nnumber = 103.14159\r\n\r\n# Rounding with 2 decimals\r\nnumber_rounded = round(number, 2)\r\nprint('Rounding with 2 decimals')\r\nprint('original number: {}, rounded: {}, type of rounded: {}'\r\n .format(number, number_rounded, type(number_rounded)))\r\n\r\n# Rounding with -2 decimals\r\nnumber_rounded = round(number, -2)\r\nprint('\\nRounding with -2 decimals')\r\nprint('original number: {}, rounded: {}, type of rounded: {}'\r\n .format(number, number_rounded, type(number_rounded)))\r\n\r\n# Rounding with 0 decimals\r\nnumber_rounded = round(number, 0)\r\nprint('\\nRounding with 0 decimals')\r\nprint('original number: {}, rounded: {}, type of rounded: {}'\r\n .format(number, number_rounded, type(number_rounded)))\r\n\r\n# Rounding with default\r\n# Result will be integer (!)\r\nnumber_rounded = round(number)\r\nprint('\\nRounding with default')\r\nprint('original number: {}, rounded: {}, type of rounded: {}'\r\n .format(number, number_rounded, type(number_rounded)))"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 1\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 1\n Remove debug print() at line 16 before production\n Remove debug print() at line 17 before production"}]
| false
| null | null | null |
076975f577d6632b0b1b26b10892f5123c387c67
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python3 import RPi.GPIO as GPIO from mfrc522 import SimpleMFRC522 import play import time class TagPlayer(object): def __init__(self): self._current = None self.reader = SimpleMFRC522() self._failed = 0 def step(self): id, text = self.reader.read_no_block() print(id,text) if id: self._failed = 0 if text != self._current: stripped_text = text.strip() # Complete this line play.play(stripped_text) self._current = text elif self._current: self._failed += 1 if self._failed > 2: self._current = None print("Stopping") play.stop() time.sleep(1) def main(): try: player = TagPlayer() while 1: player.step() finally: GPIO.cleanup() if __name__ == "__main__": main()
|
The missing line is: print("Read text: \"{}\"".format(stripped_text))
|
advanced
|
database
|
fill_in_the_blank
|
Pythoncode:Python
| 3
| 1
| 992
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nimport RPi.GPIO as GPIO\nfrom mfrc522 import SimpleMFRC522\n\nimport play\nimport time\n\n\nclass TagPlayer(object):\n def __init__(self):\n self._current = None\n self.reader = SimpleMFRC522()\n self._failed = 0\n\n def step(self):\n id, text = self.reader.read_no_block()\n print(id,text)\n if id:\n self._failed = 0\n if text != self._current:\n stripped_text = text.strip()\n # Complete this line\n play.play(stripped_text)\n self._current = text\n elif self._current:\n self._failed += 1\n if self._failed > 2:\n self._current = None\n print(\"Stopping\")\n play.stop()\n time.sleep(1)\n\ndef main():\n try:\n player = TagPlayer()\n while 1:\n player.step()\n finally:\n GPIO.cleanup()\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "The missing line is:\n print(\"Read text: \\\"{}\\\"\".format(stripped_text))"}]
| false
| null | null | null |
076ab2cb67c5bd176123d8332c42ca379bbe81d8
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import os MYPY = False if MYPY: from typing_extensions import Final PYTHON2_VERSION = (2, 7) # type: Final PYTHON3_VERSION = (3, 6) # type: Final PYTHON3_VERSION_MIN = (3, 4) # type: Final CACHE_DIR = '.mypy_cache' # type: Final CONFIG_FILE = 'mypy.ini' # type: Final SHARED_CONFIG_FILES = ['setup.cfg', ] # type: Final USER_CONFIG_FILES = ['~/.config/mypy/config', '~/.mypy.ini', ] # type: Final if os.environ.get('XDG_CONFIG_HOME'): USER_CONFIG_FILES.insert(0, os.path.join(os.environ['XDG_CONFIG_HOME'], 'mypy/config')) CONFIG_FILES = [CONFIG_FILE, ] + SHARED_CONFIG_FILES + USER_CONFIG_FILES # type: Final # This must include all reporters defined in mypy.report. This is defined here # to make reporter names available without importing mypy.report -- this speeds # up startup. REPORTER_NAMES = ['linecount', 'any-exprs', 'linecoverage', 'memory-xml', 'cobertura-xml', 'xml', 'xslt-html', 'xslt-txt', 'html', 'txt'] # type: Final
|
Code Review: ⚠️ Code quality: Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 27 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31
|
intermediate
|
machine_learning
|
code_review
|
Pythoncode:Python
| 0
| 0
| 1,118
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport os\n\nMYPY = False\nif MYPY:\n from typing_extensions import Final\n\nPYTHON2_VERSION = (2, 7) # type: Final\nPYTHON3_VERSION = (3, 6) # type: Final\nPYTHON3_VERSION_MIN = (3, 4) # type: Final\nCACHE_DIR = '.mypy_cache' # type: Final\nCONFIG_FILE = 'mypy.ini' # type: Final\nSHARED_CONFIG_FILES = ['setup.cfg', ] # type: Final\nUSER_CONFIG_FILES = ['~/.config/mypy/config', '~/.mypy.ini', ] # type: Final\nif os.environ.get('XDG_CONFIG_HOME'):\n USER_CONFIG_FILES.insert(0, os.path.join(os.environ['XDG_CONFIG_HOME'], 'mypy/config'))\n\nCONFIG_FILES = [CONFIG_FILE, ] + SHARED_CONFIG_FILES + USER_CONFIG_FILES # type: Final\n\n# This must include all reporters defined in mypy.report. This is defined here\n# to make reporter names available without importing mypy.report -- this speeds\n# up startup.\nREPORTER_NAMES = ['linecount',\n 'any-exprs',\n 'linecoverage',\n 'memory-xml',\n 'cobertura-xml',\n 'xml',\n 'xslt-html',\n 'xslt-txt',\n 'html',\n 'txt'] # type: Final"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31"}]
| false
| null | null | null |
076b099ed1e8933339bc07b3aea99e064efdee24
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # License: BSD-3 (https://tldrlegal.com/license/bsd-3-clause-license-(revised)) # Copyright (c) 2016-2021, Cabral, Juan; Luczywo, Nadia # All rights reserved. # ============================================================================= # DOCS # ============================================================================= def push_negatives(arr, axis): r"""Increment the array until all the valuer are sean >= 0. If an array has negative values this function increment the values proportionally to made all the array positive along an axis. .. math:: \overline{X}_{ij} = \begin{cases} X_{ij} + min_{X_{ij}} & \text{if } X_{ij} < 0\\ X_{ij} & \text{otherwise} \end{cases} Parameters ---------- arr: :py:class:`numpy.ndarray` like. A array with values axis : :py:class:`int` optional Axis along which to operate. By default, flattened input is used. Returns ------- :py:class:`numpy.ndarray` array with all values >= 0. Examples -------- .. code-block:: pycon >>> from skcriteria.preprocess import push_negatives >>> mtx = [[1, 2], [3, 4]] >>> mtx_lt0 = [[-1, 2], [3, 4]] # has a negative value >>> push_negatives(mtx) # array without negatives don't be affected array([[1, 2], [3, 4]]) # all the array is incremented by 1 to eliminate the negative >>> push_negatives(mtx_lt0) array([[0, 3], [4, 5]]) # by column only the first one (with the negative value) is affected >>> push_negatives(mtx_lt0, axis=0) array([[0, 2], [4, 4]]) # by row only the first row (with the negative value) is affected >>> push_negatives(mtx_lt0, axis=1) array([[0, 3], [3, 4]]) """ arr = np.asarray(arr) mins = np.min(arr, axis=axis, keepdims=True) delta = (mins < 0) * mins return arr - delta class PushNegatives(SKCMatrixAndWeightTransformerABC): r"""Increment the matrix/weights until all the valuer are sean >= 0. If the matrix/weights has negative values this function increment the values proportionally to made all the matrix/weights positive along an axis. .. math:: \overline{X}_{ij} = \begin{cases} X_{ij} + min_{X_{ij}} & \text{if } X_{ij} < 0\\ X_{ij} & \text{otherwise} \end{cases} """ @doc_inherit(SKCMatrixAndWeightTransformerABC._transform_weights) def _transform_weights(self, weights): return push_negatives(weights, axis=None) @doc_inherit(SKCMatrixAndWeightTransformerABC._transform_matrix) def _transform_matrix(self, matrix): return push_negatives(matrix, axis=0)
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
advanced
|
api
|
refactoring
|
Pythoncode:Python
| 3
| 1
| 2,908
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n# License: BSD-3 (https://tldrlegal.com/license/bsd-3-clause-license-(revised))\n# Copyright (c) 2016-2021, Cabral, Juan; Luczywo, Nadia\n# All rights reserved.\n\n# =============================================================================\n# DOCS\n# =============================================================================\n\ndef push_negatives(arr, axis):\n r\"\"\"Increment the array until all the valuer are sean >= 0.\n\n If an array has negative values this function increment the values\n proportionally to made all the array positive along an axis.\n\n .. math::\n\n \\overline{X}_{ij} =\n \\begin{cases}\n X_{ij} + min_{X_{ij}} & \\text{if } X_{ij} < 0\\\\\n X_{ij} & \\text{otherwise}\n \\end{cases}\n\n Parameters\n ----------\n arr: :py:class:`numpy.ndarray` like.\n A array with values\n axis : :py:class:`int` optional\n Axis along which to operate. By default, flattened input is used.\n\n Returns\n -------\n :py:class:`numpy.ndarray`\n array with all values >= 0.\n\n Examples\n --------\n .. code-block:: pycon\n\n >>> from skcriteria.preprocess import push_negatives\n >>> mtx = [[1, 2], [3, 4]]\n >>> mtx_lt0 = [[-1, 2], [3, 4]] # has a negative value\n\n >>> push_negatives(mtx) # array without negatives don't be affected\n array([[1, 2],\n [3, 4]])\n\n # all the array is incremented by 1 to eliminate the negative\n >>> push_negatives(mtx_lt0)\n array([[0, 3],\n [4, 5]])\n\n # by column only the first one (with the negative value) is affected\n >>> push_negatives(mtx_lt0, axis=0)\n array([[0, 2],\n [4, 4]])\n # by row only the first row (with the negative value) is affected\n >>> push_negatives(mtx_lt0, axis=1)\n array([[0, 3],\n [3, 4]])\n\n \"\"\"\n arr = np.asarray(arr)\n mins = np.min(arr, axis=axis, keepdims=True)\n delta = (mins < 0) * mins\n return arr - delta\n\n\nclass PushNegatives(SKCMatrixAndWeightTransformerABC):\n r\"\"\"Increment the matrix/weights until all the valuer are sean >= 0.\n\n If the matrix/weights has negative values this function increment the\n values proportionally to made all the matrix/weights positive along an\n axis.\n\n .. math::\n\n \\overline{X}_{ij} =\n \\begin{cases}\n X_{ij} + min_{X_{ij}} & \\text{if } X_{ij} < 0\\\\\n X_{ij} & \\text{otherwise}\n \\end{cases}\n\n \"\"\"\n\n @doc_inherit(SKCMatrixAndWeightTransformerABC._transform_weights)\n def _transform_weights(self, weights):\n return push_negatives(weights, axis=None)\n\n @doc_inherit(SKCMatrixAndWeightTransformerABC._transform_matrix)\n def _transform_matrix(self, matrix):\n return push_negatives(matrix, axis=0)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
4aca7d77d6d130f3025fa754e718e7148f830e41
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # # This class was auto-generated from the API references found at # https://support.direct.ingenico.com/documentation/api/reference/ # from ingenico.direct.sdk.data_object import DataObject from ingenico.direct.sdk.domain.address import Address from ingenico.direct.sdk.domain.company_information import CompanyInformation from ingenico.direct.sdk.domain.personal_information_token import PersonalInformationToken class CustomerToken(DataObject): __billing_address = None __company_information = None __personal_information = None @property def billing_address(self) -> Address: """ | Object containing billing address details Type: :class:`ingenico.direct.sdk.domain.address.Address` """ return self.__billing_address @billing_address.setter def billing_address(self, value: Address: self.__billing_address = value @property def company_information(self) -> CompanyInformation: """ | Object containing company information Type: :class:`ingenico.direct.sdk.domain.company_information.CompanyInformation` """ return self.__company_information @company_information.setter def company_information(self, value: CompanyInformation): self.__company_information = value @property def personal_information(self) -> PersonalInformationToken: """ Type: :class:`ingenico.direct.sdk.domain.personal_information_token.PersonalInformationToken` """ return self.__personal_information @personal_information.setter def personal_information(self, value: PersonalInformationToken): self.__personal_information = value def to_dictionary(self): dictionary = super(CustomerToken, self).to_dictionary() if self.billing_address is not None: dictionary['billingAddress'] = self.billing_address.to_dictionary() if self.company_information is not None: dictionary['companyInformation'] = self.company_information.to_dictionary() if self.personal_information is not None: dictionary['personalInformation'] = self.personal_information.to_dictionary() return dictionary ... [1 more functiondefs truncated] ...
|
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 20 • Unclosed '(' at line 28 - expected ')' Fix: Add missing ')' bracket at line 28
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 7
| 1
| 2,302
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n#\n# This class was auto-generated from the API references found at\n# https://support.direct.ingenico.com/documentation/api/reference/\n#\nfrom ingenico.direct.sdk.data_object import DataObject\nfrom ingenico.direct.sdk.domain.address import Address\nfrom ingenico.direct.sdk.domain.company_information import CompanyInformation\nfrom ingenico.direct.sdk.domain.personal_information_token import PersonalInformationToken\n\n\nclass CustomerToken(DataObject):\n\n __billing_address = None\n __company_information = None\n __personal_information = None\n\n @property\n def billing_address(self) -> Address:\n \"\"\"\n | Object containing billing address details\n\n Type: :class:`ingenico.direct.sdk.domain.address.Address`\n \"\"\"\n return self.__billing_address\n\n @billing_address.setter\n def billing_address(self, value: Address:\n self.__billing_address = value\n\n @property\n def company_information(self) -> CompanyInformation:\n \"\"\"\n | Object containing company information\n\n Type: :class:`ingenico.direct.sdk.domain.company_information.CompanyInformation`\n \"\"\"\n return self.__company_information\n\n @company_information.setter\n def company_information(self, value: CompanyInformation):\n self.__company_information = value\n\n @property\n def personal_information(self) -> PersonalInformationToken:\n \"\"\"\n Type: :class:`ingenico.direct.sdk.domain.personal_information_token.PersonalInformationToken`\n \"\"\"\n return self.__personal_information\n\n @personal_information.setter\n def personal_information(self, value: PersonalInformationToken):\n self.__personal_information = value\n\n def to_dictionary(self):\n dictionary = super(CustomerToken, self).to_dictionary()\n if self.billing_address is not None:\n dictionary['billingAddress'] = self.billing_address.to_dictionary()\n if self.company_information is not None:\n dictionary['companyInformation'] = self.company_information.to_dictionary()\n if self.personal_information is not None:\n dictionary['personalInformation'] = self.personal_information.to_dictionary()\n return dictionary\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 20\n \u2022 Unclosed '(' at line 28 - expected ')'\n\n Fix: Add missing ')' bracket at line 28"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
4acaa4e6a8b6fa3eb236788a62a84f44c80e376f
|
TheStack--python--000.parquet
|
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