prompt
large_stringlengths
34
628k
completion
large_stringlengths
0
24.1k
difficulty
large_stringclasses
3 values
topic
large_stringclasses
8 values
variant
large_stringclasses
11 values
language
large_stringclasses
1 value
num_functions
int64
0
100
num_classes
int64
0
72
code_length
int64
0
629k
has_imports
bool
2 classes
messages
large_stringlengths
144
630k
has_error
bool
2 classes
error_category
large_stringclasses
2 values
error_type
large_stringclasses
17 values
severity
large_stringclasses
5 values
original_id
large_stringlengths
40
40
source_file
large_stringclasses
11 values
Repair the syntax errors in this Pythoncode:Python code: #! /usr/bin/env python # encoding: utf-8 # harald at klimachs.de import re from waflib import Utils,Errors from waflib.Tools import fc,fc_config,fc_scan from waflib.Configure import conf from waflib.Tools.compiler_fc import fc_compiler fc_compiler['aix'].insert(0, 'fc_xlf') @conf def find_xlf(conf): """Find the xlf program (will look in the environment variable 'FC')""" fc = conf.find_program(['xlf2003_r', 'xlf2003', 'xlf95_r', 'xlf95', 'xlf90_r', 'xlf90', 'xlf_r', 'xlf'], var='FC') fc = conf.cmd_to_list(fc) conf.get_xlf_version(fc) conf.env.FC_NAME='XLF' @conf def xlf_flags(conf): v = conf.env v['FCDEFINES_ST'] = '-WF,-D%s' v['FCFLAGS_fcshlib'] = ['-qpic=small'] v['FCFLAGS_DEBUG'] = ['-qhalt=w'] v['LINKFLAGS_fcshlib'] = ['-Wl,-shared'] @conf def xlf_modifier_platform(conf): dest_os = conf.env['DEST_OS'] or Utils.unversioned_sys_platform() xlf_modifier_func = getattr(conf, 'xlf_modifier_' + dest_os, None) if xlf_modifier_func: xlf_modifier_func() @conf def get_xlf_version(conf, fc): """Get the compiler version""" cmd = fc + ['-qversion'] try: out, err = conf.cmd_and_log(cmd, output=0) except Errors.WafError: conf.fatal('Could not find xlf %r' % cmd) for v in (r"IBM XL Fortran.* V(?P<major>\d*)\.(?P<minor>\d*)",): version_re = re.compile(v, re.I).search match = version_re(out or err) if match: k = match.groupdict() conf.env['FC_VERSION'] = (k['major'], k['minor']) break else: conf.fatal('C
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 55 • Unclosed '(' at line 55 - expected ')' • Unterminated string literal at line 55 Fixes: • Add closing quote at line 55 • Add closing ')' bracket • Add closing quote to string literal
intermediate
database
syntax_repair
Pythoncode:Python
5
0
1,462
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#! /usr/bin/env python\n# encoding: utf-8\n# harald at klimachs.de\n\nimport re\nfrom waflib import Utils,Errors\nfrom waflib.Tools import fc,fc_config,fc_scan\nfrom waflib.Configure import conf\n\nfrom waflib.Tools.compiler_fc import fc_compiler\nfc_compiler['aix'].insert(0, 'fc_xlf')\n\n@conf\ndef find_xlf(conf):\n\t\"\"\"Find the xlf program (will look in the environment variable 'FC')\"\"\"\n\n\tfc = conf.find_program(['xlf2003_r', 'xlf2003', 'xlf95_r', 'xlf95', 'xlf90_r', 'xlf90', 'xlf_r', 'xlf'], var='FC')\n\tfc = conf.cmd_to_list(fc)\n\tconf.get_xlf_version(fc)\n\tconf.env.FC_NAME='XLF'\n\n@conf\ndef xlf_flags(conf):\n\tv = conf.env\n\tv['FCDEFINES_ST'] = '-WF,-D%s'\n\tv['FCFLAGS_fcshlib'] = ['-qpic=small']\n\tv['FCFLAGS_DEBUG'] = ['-qhalt=w']\n\tv['LINKFLAGS_fcshlib'] = ['-Wl,-shared']\n\n@conf\ndef xlf_modifier_platform(conf):\n\tdest_os = conf.env['DEST_OS'] or Utils.unversioned_sys_platform()\n\txlf_modifier_func = getattr(conf, 'xlf_modifier_' + dest_os, None)\n\tif xlf_modifier_func:\n\t\txlf_modifier_func()\n\n@conf\ndef get_xlf_version(conf, fc):\n\t\"\"\"Get the compiler version\"\"\"\n\n\tcmd = fc + ['-qversion']\n\ttry:\n\t\tout, err = conf.cmd_and_log(cmd, output=0)\n\texcept Errors.WafError:\n\t\tconf.fatal('Could not find xlf %r' % cmd)\n\n\tfor v in (r\"IBM XL Fortran.* V(?P<major>\\d*)\\.(?P<minor>\\d*)\",):\n\t\tversion_re = re.compile(v, re.I).search\n\t\tmatch = version_re(out or err)\n\t\tif match:\n\t\t\tk = match.groupdict()\n\t\t\tconf.env['FC_VERSION'] = (k['major'], k['minor'])\n\t\t\tbreak\n\telse:\n\t\tconf.fatal('C"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 55\n \u2022 Unclosed '(' at line 55 - expected ')'\n \u2022 Unterminated string literal at line 55\n\n Fixes:\n \u2022 Add closing quote at line 55\n \u2022 Add closing ')' bracket\n \u2022 Add closing quote to string literal"}]
true
syntax
MID_STRING
CRITICAL
fc4a04571ae8ad033810ff66b391deb8c9d55bed
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: #!/usr/bin/python3 # -*- coding:utf-8 -*- # __author__ = '__MeGustas__' from django.test import TestCase from django.db import connection from tutorials.create_table.models i ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: # Create your tests here.
intermediate
testing
incomplete_code
Pythoncode:Python
0
1
176
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/python3\n# -*- coding:utf-8 -*-\n# __author__ = '__MeGustas__'\n\nfrom django.test import TestCase\nfrom django.db import connection\n\nfrom tutorials.create_table.models i\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\n\n# Create your tests here."}]
true
syntax
HARD_CUT
CRITICAL
fc4af8f087c68aec19d9b595aee4bd3178dfeac2
TheStack--python--000.parquet
Review this Pythoncode:Python code: import copy from web3 import Web3 from .utils import utils as hero_utils def block_explorer_link(txid): return 'https://explorer.harmony.one/tx/' + str(txid) def transfer(hero_id, owner_private_key, owner_nonce, receiver_address, gas_price_gwei, rpc_address, logger): w3 = Web3(Web3.HTTPProvider(rpc_address)) account = w3.eth.account.privateKeyToAccount(owner_private_key) w3.eth.default_account = account.address contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS) contract = w3.eth.contract(contract_address, abi=ABI) owner = contract.functions.ownerOf(hero_id).call() logger.info("Hero's owner " + str(owner)) if owner != account.address: raise Exception("Owner mismatch") tx = contract.functions.transferFrom(owner, receiver_address, hero_id).buildTransaction( {'gasPrice': w3.toWei(gas_price_gwei, 'gwei'), 'nonce': owner_nonce}) logger.debug("Signing transaction") signed_tx = w3.eth.account.sign_transaction(tx, private_key=owner_private_key) logger.debug("Sending transaction " + str(tx)) ret = w3.eth.send_raw_transaction(signed_tx.rawTransaction) logger.debug("Transaction successfully sent !") logger.info("Waiting for transaction " + block_explorer_link(signed_tx.hash.hex()) + " to be mined") tx_receipt = w3.eth.wait_for_transaction_receipt(transaction_hash=signed_tx.hash, timeout=24 * 3600, poll_latency=3) logger.info("Transaction mined !") logger.info(str(tx_receipt)) def get_owner(hero_id, rpc_address): w3 = Web3(Web3.HTTPProvider(rpc_address)) contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS) contract = w3.eth.contract(contract_address, abi=ABI) return str(contract.functions.ownerOf(hero_id).call()) def get_users_heroes(user_address, rpc_address): w3 = Web3(Web3.HTTPProvider(rpc_address)) contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS) contract = w3.eth.contract(contract_address, abi=ABI) return contract.functions.getUserHeroes(Web3.toChecksumAddress(user_address)).call() def is_approved_for_all(owner, operator, rpc_address): w3 = Web3(Web3.HTTPProvider(rpc_address)) contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS) contract = w3.eth.contract(contract_address, abi=ABI) return contract.functions.isApprovedForAll(Web3.toChecksumAddress(owner), Web3.toChecksumAddress(operator)).call() ... [2 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 18 Invalid syntax at line 65: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 15 Unexpected indentation at line 18 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 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 41 Unexpected indentation at line 50 Unexpected indentation at line 59 ✨ Improvements: Complete the expression on the last line Add closing quote at line 18 Review syntax near the error location
intermediate
api
code_review
Pythoncode:Python
5
0
2,521
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport copy\nfrom web3 import Web3\nfrom .utils import utils as hero_utils\n\ndef block_explorer_link(txid):\n return 'https://explorer.harmony.one/tx/' + str(txid)\n\n\ndef transfer(hero_id, owner_private_key, owner_nonce, receiver_address, gas_price_gwei, rpc_address, logger):\n w3 = Web3(Web3.HTTPProvider(rpc_address))\n account = w3.eth.account.privateKeyToAccount(owner_private_key)\n w3.eth.default_account = account.address\n\n contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS)\n contract = w3.eth.contract(contract_address, abi=ABI)\n\n owner = contract.functions.ownerOf(hero_id).call()\n logger.info(\"Hero's owner \" + str(owner))\n\n if owner != account.address:\n raise Exception(\"Owner mismatch\")\n\n tx = contract.functions.transferFrom(owner, receiver_address, hero_id).buildTransaction(\n {'gasPrice': w3.toWei(gas_price_gwei, 'gwei'), 'nonce': owner_nonce})\n logger.debug(\"Signing transaction\")\n signed_tx = w3.eth.account.sign_transaction(tx, private_key=owner_private_key)\n logger.debug(\"Sending transaction \" + str(tx))\n ret = w3.eth.send_raw_transaction(signed_tx.rawTransaction)\n logger.debug(\"Transaction successfully sent !\")\n logger.info(\"Waiting for transaction \" + block_explorer_link(signed_tx.hash.hex()) + \" to be mined\")\n tx_receipt = w3.eth.wait_for_transaction_receipt(transaction_hash=signed_tx.hash, timeout=24 * 3600,\n poll_latency=3)\n logger.info(\"Transaction mined !\")\n logger.info(str(tx_receipt))\n\n\ndef get_owner(hero_id, rpc_address):\n w3 = Web3(Web3.HTTPProvider(rpc_address))\n\n contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS)\n contract = w3.eth.contract(contract_address, abi=ABI)\n\n return str(contract.functions.ownerOf(hero_id).call())\n\n\ndef get_users_heroes(user_address, rpc_address):\n w3 = Web3(Web3.HTTPProvider(rpc_address))\n\n contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS)\n contract = w3.eth.contract(contract_address, abi=ABI)\n\n return contract.functions.getUserHeroes(Web3.toChecksumAddress(user_address)).call()\n\n\ndef is_approved_for_all(owner, operator, rpc_address):\n w3 = Web3(Web3.HTTPProvider(rpc_address))\n\n contract_address = Web3.toChecksumAddress(CONTRACT_ADDRESS)\n contract = w3.eth.contract(contract_address, abi=ABI)\n\n return contract.functions.isApprovedForAll(Web3.toChecksumAddress(owner), Web3.toChecksumAddress(operator)).call()\n\n\n\n ... [2 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 18\n Invalid syntax at line 65: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n Unexpected indentation at line 18\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\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 41\n Unexpected indentation at line 50\n Unexpected indentation at line 59\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 18\n Review syntax near the error location"}]
false
null
null
null
fc4b846e57d2910c0d4eb0a932e3548a8ac421c6
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import unicode_literals from tipi import tipi as _tipi tipi = lambda s: _tipi(s, lang='fr') def test_double_quotes(): assert tipi('''"brutal" "quote's"''') == ( '''«brutal» «quote's»''' ) def test_single_quotes(): assert tipi("""'brutal' 'quote's'""") == ( """‹brutal› ‹quote's›""" )
Functions: test_double_quotes, test_single_quotes This code demonstrates Pythoncode:Python programming.
intermediate
testing
code_explanation
Pythoncode:Python
2
0
364
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__ import unicode_literals\n\n\nfrom tipi import tipi as _tipi\n\n\ntipi = lambda s: _tipi(s, lang='fr')\n\n\ndef test_double_quotes():\n assert tipi('''\"brutal\" \"quote's\"''') == (\n '''\u00abbrutal\u00bb \u00abquote's\u00bb'''\n )\n\n\ndef test_single_quotes():\n assert tipi(\"\"\"'brutal' 'quote's'\"\"\") == (\n \"\"\"\u2039brutal\u203a \u2039quote's\u203a\"\"\"\n )"}, {"role": "assistant", "content": " Functions: test_double_quotes, test_single_quotes\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc4c938deecee815416606c1468c7d127f759b88
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: from django.db import models VEHICLE_CHOICES = ( ('OASISSB', 'OASIS Small Business'), ('OASIS', 'OASIS Unrestricted') ) STATUS_CHOICES = ( ('P', 'In Progress'), ('C', 'Completed'), ('F', 'Cancelled') ) class Vendor(models.Model): name = models.CharField(max_length=128) duns = models.CharField(max_length=9, unique=True) duns_4 = models.CharField(max_length=13, unique=True) cage = models.CharField(max_length=15, null=True) sam_address = models.CharField(null=True, max_length=128) sam_citystate = models.CharField(null=True, max_length=128) cm_name = models.CharField(null=True, max_length=128) cm_email = models.CharField(null=True, max_length=128) cm_phone = models.CharField(null=True, max_length=128) pm_name = models.CharField(null=True, max_length=128) pm_email = models.CharField(null=True, max_length=128) pm_phone = models.CharField(null=True, max_length=128) pools = models.ManyToManyField('Pool', through='PoolPIID') setasides = models.ManyToManyField('SetAside', null=True, blank=True) sam_status = models.CharField(null=True, max_length=128) sam_activation_date = models.DateTimeField(null=True) sam_expiration_date = models.DateTimeField(null=True sam_exclusion = models.NullBooleanField(null=True) sam_url = models.URLField(null=True) annual_revenue = models.BigIntegerField(null=True) number_of_employees = models.IntegerField(null=True) def __str__(self): return self.name class Pool(models.Model): id = models.CharField(primary_key=True, max_length=128) name = models.CharField(max_length=128, default='Pool') number = models.CharField(max_length=128) vehicle = models.CharField(choices=VEHICLE_CHOICES, max_length=7) naics = models.ManyToManyField('Naics') threshold = models.CharField(null=True, max_length=128) def __str__(self): return "Pool {0} - {1}".format(self.number, self.get_vehicle_display()) class PoolPIID(models.Model): vendor = models.ForeignKey('Vendor') pool = models.ForeignKey('Pool') piid = models.CharField(max_length=128) def __str__(self): return "{0} - {1} - {2}".format(self.vendor.name, self.pool.id, self.piid) class SetAside(models.Model): code = models.CharField(unique=True, max_length=128) short_name = models.CharField(max_length=128) abbreviation = models.CharField(max_length=10, null=True) far_order = models.IntegerField(null=True) def __str__(self): return self.short_name class Naics(models.Model): code = models.CharField(max_length=128) description = models.TextField() short_code = models.CharField(unique=True, max_length=25) def __str__(self): return "{0} - {1}".format(self.code, self.description) class SamLoad(models.Model): sam_load = models.DateField()
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 33 - expected ')' • Block at line 15 has no indented body • IndentationError at line 21 Fixes: • Add closing ')' bracket • Fix indentation to match Python syntax rules
advanced
database
syntax_repair
Pythoncode:Python
5
6
2,875
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom django.db import models\n\nVEHICLE_CHOICES = (\n ('OASISSB', 'OASIS Small Business'),\n ('OASIS', 'OASIS Unrestricted')\n)\n\nSTATUS_CHOICES = (\n ('P', 'In Progress'),\n ('C', 'Completed'), \n ('F', 'Cancelled') \n)\n\n\nclass Vendor(models.Model):\n\n name = models.CharField(max_length=128)\n duns = models.CharField(max_length=9, unique=True)\n duns_4 = models.CharField(max_length=13, unique=True)\n cage = models.CharField(max_length=15, null=True)\n sam_address = models.CharField(null=True, max_length=128)\n sam_citystate = models.CharField(null=True, max_length=128)\n cm_name = models.CharField(null=True, max_length=128)\n cm_email = models.CharField(null=True, max_length=128)\n cm_phone = models.CharField(null=True, max_length=128)\n pm_name = models.CharField(null=True, max_length=128)\n pm_email = models.CharField(null=True, max_length=128)\n pm_phone = models.CharField(null=True, max_length=128)\n pools = models.ManyToManyField('Pool', through='PoolPIID')\n setasides = models.ManyToManyField('SetAside', null=True, blank=True)\n sam_status = models.CharField(null=True, max_length=128)\n sam_activation_date = models.DateTimeField(null=True)\nsam_expiration_date = models.DateTimeField(null=True\n sam_exclusion = models.NullBooleanField(null=True)\n sam_url = models.URLField(null=True)\n annual_revenue = models.BigIntegerField(null=True)\n number_of_employees = models.IntegerField(null=True)\n\n\n def __str__(self):\n return self.name\n\n\nclass Pool(models.Model):\n id = models.CharField(primary_key=True, max_length=128)\n name = models.CharField(max_length=128, default='Pool')\n number = models.CharField(max_length=128)\n vehicle = models.CharField(choices=VEHICLE_CHOICES, max_length=7)\n naics = models.ManyToManyField('Naics')\n threshold = models.CharField(null=True, max_length=128)\n\n def __str__(self):\n return \"Pool {0} - {1}\".format(self.number, self.get_vehicle_display())\n\n\nclass PoolPIID(models.Model):\n vendor = models.ForeignKey('Vendor')\n pool = models.ForeignKey('Pool')\n piid = models.CharField(max_length=128)\n\n def __str__(self):\n return \"{0} - {1} - {2}\".format(self.vendor.name, self.pool.id, self.piid)\n\n\nclass SetAside(models.Model):\n code = models.CharField(unique=True, max_length=128)\n short_name = models.CharField(max_length=128)\n abbreviation = models.CharField(max_length=10, null=True)\n far_order = models.IntegerField(null=True)\n\n def __str__(self):\n return self.short_name\n\n\nclass Naics(models.Model):\n code = models.CharField(max_length=128)\n description = models.TextField()\n short_code = models.CharField(unique=True, max_length=25)\n\n def __str__(self):\n return \"{0} - {1}\".format(self.code, self.description)\n\nclass SamLoad(models.Model):\n sam_load = models.DateField()"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 33 - expected ')'\n \u2022 Block at line 15 has no indented body\n \u2022 IndentationError at line 21\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
fc50f97ead454f81e6290dc083d27cd62ab11353
TheStack--python--000.parquet
Explain this Pythoncode:Python code: """ Contains the QuantumCircuit class boom. """ class QuantumCircuit(object): # pylint: disable=useless-object-inheritance """ Implements a quantum circuit. - - - WRITE DOCUMENTATION HERE - - - """ def __init__(self): """ Initialise a QuantumCircuit object """ pass def add_gate(self, gate): """ Add a gate to the circuit """ pass def run_circuit(self, register): """ Run the circuit on a given quantum register """ pass def __call__(self, register): """ Run the circuit on a given quantum register """ pass
Functions: __init__, add_gate, run_circuit, __call__ Classes: QuantumCircuit This code demonstrates Pythoncode:Python programming.
advanced
ui
code_explanation
Pythoncode:Python
4
1
610
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"\nContains the QuantumCircuit class\nboom.\n\"\"\"\n\nclass QuantumCircuit(object): # pylint: disable=useless-object-inheritance\n \"\"\" Implements a quantum circuit.\n\n - - - WRITE DOCUMENTATION HERE - - -\n \"\"\"\n def __init__(self):\n \"\"\" Initialise a QuantumCircuit object \"\"\"\n pass\n\n def add_gate(self, gate):\n \"\"\" Add a gate to the circuit \"\"\"\n pass\n\n def run_circuit(self, register):\n \"\"\" Run the circuit on a given quantum register \"\"\"\n pass\n\n def __call__(self, register):\n \"\"\" Run the circuit on a given quantum register \"\"\"\n pass"}, {"role": "assistant", "content": " Functions: __init__, add_gate, run_circuit, __call__\n Classes: QuantumCircuit\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc515ce56fd34f4315010ae886d6091f5950eab2
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import sys sys.path.append("..") # change environment to see tools from make_hydrodem import bathymetricGradient result = workspace + 1 # BUG: using before init workspace = r"" # path to geodatabase to use as a workspace snapGrid = r"" # path to snapping grid hucPoly = r"" # path to local folder polygon hydrographyArea = r"" # path to NHD area feature class hydrographyFlowline = r"" # path to NHD flowline feature class hydrographyWaterbody = r"" # path to NHD water body feature class cellsize = '' # cell size bathymetricGradient(workspace, snapGrid, hucPoly, hydrographyArea, hydrographyFlowline, hydrographyWaterbody,cellsize)
Error Analysis: Error Type: UNINITIALIZED_VAR Error: UNINITIALIZED_VAR Fix: Initialize variable before using it
intermediate
database
error_detection
Pythoncode:Python
0
0
651
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport sys\r\nsys.path.append(\"..\") # change environment to see tools\r\nfrom make_hydrodem import bathymetricGradient\r\n\r\nresult = workspace + 1 # BUG: using before init\nworkspace = r\"\" # path to geodatabase to use as a workspace\r\nsnapGrid = r\"\" # path to snapping grid\r\nhucPoly = r\"\" # path to local folder polygon\r\nhydrographyArea = r\"\" # path to NHD area feature class\r\nhydrographyFlowline = r\"\" # path to NHD flowline feature class\r\nhydrographyWaterbody = r\"\" # path to NHD water body feature class\r\ncellsize = '' # cell size\r\n\r\nbathymetricGradient(workspace, snapGrid, hucPoly, hydrographyArea,\r\n\thydrographyFlowline, hydrographyWaterbody,cellsize)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: UNINITIALIZED_VAR\n Error: UNINITIALIZED_VAR\n\n Fix: Initialize variable before using it"}]
true
logical
UNINITIALIZED_VAR
CRITICAL
fc519cd073372b79ff5e315d6c117f1de77e8ef5
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # This is the OpenGL context for drawing flow calculation lines from Context import * from primitives import Vector2, Segment from OpenGL.GL import * from copy import deepcopy class GLFlowSegment( Segment ): '''The OpenGL representation of a flow line. Basically a segment with a direciton indicator. The direction indicator shows which way flow is expected to cross the line. The flow direction is to the RIGHT of the segment. The forward direction is the direction from p1 to p2.''' def __init__( self, p1, p2 ): '''Constructor. @param p1 An instance of Vector2. The start point of the segment. @param p2 An instance of Vector2. The end point of the segment. ''' Segment.__init__( self, p1, p2 ) def __str__( self ): return "GLFlowSegment (%s, %s)" % ( self.p1, self.p2 ) def __rep
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unterminated string literal at line 8 • Invalid syntax at line 25: def __rep Fix: Close the string literal with matching quote
advanced
database
error_detection
Pythoncode:Python
5
2
897
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# This is the OpenGL context for drawing flow calculation lines\nfrom Context import *\nfrom primitives import Vector2, Segment\nfrom OpenGL.GL import *\nfrom copy import deepcopy\n\nclass GLFlowSegment( Segment ):\n '''The OpenGL representation of a flow line. Basically a segment\n with a direciton indicator. The direction indicator shows which\n way flow is expected to cross the line. The flow direction is to\n the RIGHT of the segment. The forward direction is the direction\n from p1 to p2.'''\n \n def __init__( self, p1, p2 ):\n '''Constructor.\n\n @param p1 An instance of Vector2. The start point of the segment.\n @param p2 An instance of Vector2. The end point of the segment.\n '''\n Segment.__init__( self, p1, p2 )\n\n def __str__( self ):\n return \"GLFlowSegment (%s, %s)\" % ( self.p1, self.p2 )\n\n def __rep"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Unterminated string literal at line 8\n \u2022 Invalid syntax at line 25: def __rep\n\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
fc52596785d1ffc33b3982ed9e7fa9443b9fefb7
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- # @Time: 2020/11/8 23:47 # @Author: GraceKoo # @File: test.py # @Desc: from threading import Thread def print_numbers(): time.sleep(0.2) print("子线程结束") if __name__ == "__main__": t1 = Thread(target=print_numbers) t1.setDaemon(True) t1.start() # print("主线程结束")
Error Analysis: Error Type: MISSING_IMPORTS Error: NameError: name is not defined Detected Errors: • Block at line 5 has no indented body Fix: Add missing imports: import time
intermediate
testing
error_detection
Pythoncode:Python
1
0
312
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# @Time: 2020/11/8 23:47\n# @Author: GraceKoo\n# @File: test.py\n# @Desc:\nfrom threading import Thread\n\n\ndef print_numbers():\n time.sleep(0.2)\n print(\"\u5b50\u7ebf\u7a0b\u7ed3\u675f\")\n\n\nif __name__ == \"__main__\":\n t1 = Thread(target=print_numbers)\n t1.setDaemon(True)\n t1.start()\n # print(\"\u4e3b\u7ebf\u7a0b\u7ed3\u675f\")"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_IMPORTS\n Error: NameError: name is not defined\n\n Detected Errors:\n \u2022 Block at line 5 has no indented body\n\n Fix: Add missing imports: import time"}]
true
syntax
MISSING_IMPORTS
LOW
fc5346e19911a49d8686625f457f771311d07483
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code:
Error Analysis: Error Type: UNKNOWN Error: Unknown error
beginner
general
error_detection
Pythoncode:Python
0
0
0
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: UNKNOWN\n Error: Unknown error"}]
true
syntax
UNKNOWN
UNKNOWN
fc534b79cb83ef68a1a71a69fd50a17561f7b0a3
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import asyncio # from aiorpcgrid.client import Client from aiorpcgrid.task import AsyncTask, State class AsyncClient: _provider = None _method = None _requests: dict = {} _running = True _request_queue: asyncio.Queue = asyncio.Queue() _loop = None def __init__(self, provider, loop=None): self._provider = provider if loop is None: loop = asyncio.get_event_loop() self._loop = loop async def open(self): await self._provider.open() asyncio.ensure_future(self.request_loop(), loop=self._loop) asyncio.ensure_future(self.run(), loop=self._loop) return self async def close(self): self._running = False await self._provider.close() await self._request_queue.put(None) async def request_loop(self): while self._running: task = await self._request_queue.get() if task is not None: await self.provider.call_method(task) task.status = State.RUNNING if self._request_queue.empty(): self._request_queue.task_done() async def run(self): while self._running: responses = await self._provider.recv() if responses is not None: for response in responses: if response.id in self._requests: task = self._requests[response.id] task.result = response.result task.error = response.error if task.error is None: self._requests[ response.id ].status = State.COMPLETED else: self._requests[response.id].status = State.FAILED task.event.set() del self._requests[response.id] if task._callback is not None: asyncio.ensure_future( task.callback(task), loop=self._loop ) def __call__(self, *args, **kwargs): if not self.provider.is_connected(): raise ConnectionError(f'Connection lost. {self._provider}') task = AsyncTask().create(self._method, *args, **kwargs) if 'parallel' in kwargs: task._parallel = kwargs['parallel'] self._method = None task.status = State.PENDING self._requests[task.id] = task self._request_queue.put_nowait(self._requests[task.id]) Error: Logic Error / Incomplete Statement
Fixed Code: import asyncio # from aiorpcgrid.client import Client from aiorpcgrid.task import AsyncTask, State class AsyncClient: _provider = None _method = None _requests: dict = {} _running = True _request_queue: asyncio.Queue = asyncio.Queue() _loop = None def __init__(self, provider, loop=None): self._provider = provider if loop is None: loop = asyncio.get_event_loop() self._loop = loop Explanation: Add return statement to function
advanced
api
error_fixing
Pythoncode:Python
2
1
2,618
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport asyncio\n\n# from aiorpcgrid.client import Client\nfrom aiorpcgrid.task import AsyncTask, State\n\n\nclass AsyncClient:\n _provider = None\n _method = None\n _requests: dict = {}\n _running = True\n _request_queue: asyncio.Queue = asyncio.Queue()\n _loop = None\n\n def __init__(self, provider, loop=None):\n self._provider = provider\n if loop is None:\n loop = asyncio.get_event_loop()\n self._loop = loop\n\n async def open(self):\n await self._provider.open()\n asyncio.ensure_future(self.request_loop(), loop=self._loop)\n asyncio.ensure_future(self.run(), loop=self._loop)\n return self\n\n async def close(self):\n self._running = False\n await self._provider.close()\n await self._request_queue.put(None)\n\n async def request_loop(self):\n while self._running:\n task = await self._request_queue.get()\n if task is not None:\n await self.provider.call_method(task)\n task.status = State.RUNNING\n if self._request_queue.empty():\n self._request_queue.task_done()\n\n async def run(self):\n while self._running:\n responses = await self._provider.recv()\n if responses is not None:\n for response in responses:\n if response.id in self._requests:\n task = self._requests[response.id]\n task.result = response.result\n task.error = response.error\n if task.error is None:\n self._requests[\n response.id\n ].status = State.COMPLETED\n else:\n self._requests[response.id].status = State.FAILED\n task.event.set()\n del self._requests[response.id]\n if task._callback is not None:\n asyncio.ensure_future(\n task.callback(task), loop=self._loop\n )\n\n def __call__(self, *args, **kwargs):\n if not self.provider.is_connected():\n raise ConnectionError(f'Connection lost. {self._provider}')\n\n task = AsyncTask().create(self._method, *args, **kwargs)\n if 'parallel' in kwargs:\n task._parallel = kwargs['parallel']\n\n self._method = None\n task.status = State.PENDING\n self._requests[task.id] = task\n self._request_queue.put_nowait(self._requests[task.id])\n\n\n Error: Logic Error / Incomplete Statement"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport asyncio\n\n# from aiorpcgrid.client import Client\nfrom aiorpcgrid.task import AsyncTask, State\n\n\nclass AsyncClient:\n _provider = None\n _method = None\n _requests: dict = {}\n _running = True\n _request_queue: asyncio.Queue = asyncio.Queue()\n _loop = None\n\n def __init__(self, provider, loop=None):\n self._provider = provider\n if loop is None:\n loop = asyncio.get_event_loop()\n self._loop = loop\n\n\n Explanation: Add return statement to function"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
fc545ada34aef15e72804247df9cc885de6ee820
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Copyright 2020, OpenTelemetry Authors # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # TODO: usage class AwsLambdaInstrumentor(BaseInstrumentor): def _instrument(self, **kwargs): self._tracer = get_tracer(__name__, __version__, kwargs.get("tracer_provider")) self._tracer_provider = get_tracer_provider() lambda_handler = os.environ.get("ORIG_HANDLER", os.environ.get("_HANDLER")) wrapped_names = lambda_handler.rsplit(".", 1) self._wrapped_module_name = wrapped_names[0] self._wrapped_function_name = wrapped_names[1] wrap_function_wrapper( self._wrapped_module_name, self._wrapped_function_name, self._functionPatch, ) def _uninstrument(self, **kwargs): unwrap( import_module(self._wrapped_module_name), self._wrapped_function_name, ) def _functionPatch(self, original_func, instance, args, kwargs): lambda_context = args[1]
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
advanced
api
error_detection
Pythoncode:Python
3
1
1,493
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright 2020, OpenTelemetry Authors\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\");\n# you may not use this file except in compliance with the License.\n# You may obtain a copy of the License at\n#\n# http://www.apache.org/licenses/LICENSE-2.0\n#\n# Unless required by applicable law or agreed to in writing, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n# See the License for the specific language governing permissions and\n# limitations under the License.\n\n# TODO: usage\nclass AwsLambdaInstrumentor(BaseInstrumentor):\n def _instrument(self, **kwargs):\n self._tracer = get_tracer(__name__, __version__, kwargs.get(\"tracer_provider\"))\n\n self._tracer_provider = get_tracer_provider()\n\n lambda_handler = os.environ.get(\"ORIG_HANDLER\", os.environ.get(\"_HANDLER\"))\n wrapped_names = lambda_handler.rsplit(\".\", 1)\n self._wrapped_module_name = wrapped_names[0]\n self._wrapped_function_name = wrapped_names[1]\n\n wrap_function_wrapper(\n self._wrapped_module_name,\n self._wrapped_function_name,\n self._functionPatch,\n )\n\n def _uninstrument(self, **kwargs):\n unwrap(\n import_module(self._wrapped_module_name),\n self._wrapped_function_name,\n )\n\n def _functionPatch(self, original_func, instance, args, kwargs):\n lambda_context = args[1]"}, {"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
fc557f84938097fbd8c0d95d4d05c57f1ad0bde0
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Generated by Django 4.0.2 on 2022-04-01 16:09 from django.db import migrations, models class Migration(migrations.Migration): dependencies = [ ('instructors', '0020_alter_user_description_alter_user_title'), ] operations
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 6 has no indented body Fix: Complete the truncated code structure
intermediate
machine_learning
error_detection
Pythoncode:Python
0
1
247
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Generated by Django 4.0.2 on 2022-04-01 16:09\n\nfrom django.db import migrations, models\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('instructors', '0020_alter_user_description_alter_user_title'),\n ]\n\n operations"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Block at line 6 has no indented body\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fc572a69e6a41f7d2d8f4eb6c221dcaa2427e9e3
TheStack--python--000.parquet
Explain this Pythoncode:Python code: import numpy as np import torch import random from .odenet_mnist.layers import MetaNODE def fix_seeds(seed=502): np.random.seed(seed) random.seed(seed) torch.manual_seed(seed) torch.cuda.manual_seed_all(seed) torch.set_printoptions(precision=10) torch.backends.cudnn.deterministic = True torch.backends.cudnn.benchmark = False class RunningAverageMeter(object): """Computes and stores the average and current value""" def __init__(self, momentum=0.99): self.momentum = momentum self.reset() def reset(self): self.val = None self.avg = 0 def update(self, val): if self.val is None: self.avg = val else: self.avg = self.avg * self.momentum + val * (1 - self.momentum) self.val = val def load_model(path): (_, state_dict), (_, model_args), (_, slover_id) = torch.load(path, map_location='cpu').items() is_odenet = model_args.network == 'odenet' if not hasattr(model_args, 'in_channels'): model_args.in_channels = 1 model = MetaNODE(downsampling_method=model_args.downsampling_method, is_odenet=is_odenet, in_channels=model_args.in_channels) model.load_state_dict(state_dict) return model, model_args
Functions: fix_seeds, __init__, reset, update, load_model Classes: RunningAverageMeter This code demonstrates Pythoncode:Python programming.
advanced
machine_learning
code_explanation
Pythoncode:Python
5
1
1,348
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\nimport torch\nimport random\n\nfrom .odenet_mnist.layers import MetaNODE\n \ndef fix_seeds(seed=502):\n np.random.seed(seed)\n random.seed(seed)\n torch.manual_seed(seed)\n torch.cuda.manual_seed_all(seed)\n torch.set_printoptions(precision=10)\n \n torch.backends.cudnn.deterministic = True\n torch.backends.cudnn.benchmark = False\n \nclass RunningAverageMeter(object):\n \"\"\"Computes and stores the average and current value\"\"\"\n\n def __init__(self, momentum=0.99):\n self.momentum = momentum\n self.reset()\n\n def reset(self):\n self.val = None\n self.avg = 0\n\n def update(self, val):\n if self.val is None:\n self.avg = val\n else:\n self.avg = self.avg * self.momentum + val * (1 - self.momentum)\n self.val = val\n \n \ndef load_model(path):\n (_, state_dict), (_, model_args), (_, slover_id) = torch.load(path, map_location='cpu').items()\n\n is_odenet = model_args.network == 'odenet'\n \n if not hasattr(model_args, 'in_channels'):\n model_args.in_channels = 1\n \n model = MetaNODE(downsampling_method=model_args.downsampling_method,\n is_odenet=is_odenet,\n in_channels=model_args.in_channels)\n model.load_state_dict(state_dict) \n \n return model, model_args"}, {"role": "assistant", "content": " Functions: fix_seeds, __init__, reset, update, load_model\n Classes: RunningAverageMeter\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc58e1c32b322dbf5e028fbcbb5c81a4dc6ff07a
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: """ Module: 'ubinascii' on esp32 1.10.0 """ # MCU: (sysname='esp32', nodename='esp32', release='1.10.0', version='v1.10 on 2019-01-25', machine='ESP32 module with ESP32') Error: SyntaxError / EOF
Fixed Code: """ Module: 'ubinascii' on esp32 1.10.0 """ # MCU: (sysname='esp32', nodename='esp32', release='1.10.0', version='v1.10 on 2019-01-25', machine='ESP32 module with ESP32') # Stubber: 1.2.0 def a2b_base64(): pass def b2a_base64(): pass Explanation: Complete the truncated code structure
intermediate
general
error_fixing
Pythoncode:Python
5
0
171
false
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\"\"\"\nModule: 'ubinascii' on esp32 1.10.0\n\"\"\"\n# MCU: (sysname='esp32', nodename='esp32', release='1.10.0', version='v1.10 on 2019-01-25', machine='ESP32 module with ESP32')\n\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\"\"\"\nModule: 'ubinascii' on esp32 1.10.0\n\"\"\"\n# MCU: (sysname='esp32', nodename='esp32', release='1.10.0', version='v1.10 on 2019-01-25', machine='ESP32 module with ESP32')\n# Stubber: 1.2.0\ndef a2b_base64():\n pass\n\ndef b2a_base64():\n pass\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fc5ae40661fc1b76d02d932d2ea414f59839b072
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: def _new_solution(jv, f, grp): "gets new solution and updates data file" V = _solve_via_vfi(jv) write_array(f, grp, V, v_nm) return V def _solve_via_vfi(jv): "compute policy rules via value function iteration" v_init = jv.x_grid * 0.6 V = compute_fixed_point(jv.bellman_operator, v_init, max_iter=3000, error_tol=1e-5) return V def _get_vf_guess(jv, force_new=False): with get_h5_data_file() as f: # See if the jv group already exists group_existed = True try: jv_group = f.getNode("/jv") except: # doesn't exist group_existed = False jv_group = f.create_group("/", "jv", "data for jv.py tests") if force_new or not group_existed: # group doesn't exist, or forced to create new data. # This function updates f in place and returns v_vfi, c_vfi, c_pfi V = _new_solution(jv, f, jv_group) return V # if we made it here, the group exists and we should try to read # existing solutions try: # Try reading vfi if sys.version_info[0] == 2: V = jv_group.V[:] else: # python 3 V = jv_group.V_py3[:] except: # doesn't exist. Let's create it V = _new_solution(jv, f, jv_group) return V class TestJvWorkder(unittest.TestCase): @classmethod def setUpClass(cls): jv = JvWorker(A=A, alpha=alpha, beta=beta, grid_size=grid_size) cls.jv = jv # compute solution v_init = _get_vf_guess(jv) cls.V = compute_fixed_point(jv.bellman_operator, v_init) cls.s_pol, cls.phi_pol = jv.bellman_operator(cls.V * 0.999, return_policies=True) def test_low_x_prefer_s(self): "jv: s preferred to phi with low x?" # low x is an early index self.assertGreaterEqual(self.s_pol[0], self.phi_pol[0]) def test_high_x_prefer_phi(self): "jv: phi preferred to s with high x?" # low x is an early index self.assertGreaterEqual(self.phi_pol[-1], self.s_pol[-1]) def test_policy_sizes(self): "jv: policies correct size" n = self.jv.x_grid.size self.assertEqual(self.s_pol.size, n) self.assertEqual(self.phi_pol.size, n) def test_bellman_sol_fixed_point(self): "jv: solution to bellman is fixed point" new_V = self.jv.bellman_operator(self.V) self.assertLessEqual(max_abs_diff(new_V, self.V), 1e-4)
Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 26 • Block at line 19 has no indented body • Block at line 53 has no indented body Fixes: • Add closing quote at line 26 • Fix indentation to match Python syntax rules
advanced
testing
syntax_repair
Pythoncode:Python
8
1
2,658
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef _new_solution(jv, f, grp):\n \"gets new solution and updates data file\"\n V = _solve_via_vfi(jv)\n write_array(f, grp, V, v_nm)\n\n return V\n\n\ndef _solve_via_vfi(jv):\n \"compute policy rules via value function iteration\"\n v_init = jv.x_grid * 0.6\n V = compute_fixed_point(jv.bellman_operator, v_init,\n max_iter=3000,\n error_tol=1e-5)\n return V\n\n\ndef _get_vf_guess(jv, force_new=False):\n with get_h5_data_file() as f:\n\n # See if the jv group already exists\n group_existed = True\n try:\n jv_group = f.getNode(\"/jv\")\n except:\n # doesn't exist\n group_existed = False\n jv_group = f.create_group(\"/\", \"jv\", \"data for jv.py tests\")\n\n if force_new or not group_existed:\n # group doesn't exist, or forced to create new data.\n # This function updates f in place and returns v_vfi, c_vfi, c_pfi\n V = _new_solution(jv, f, jv_group)\n\n return V\n\n # if we made it here, the group exists and we should try to read\n # existing solutions\n try:\n # Try reading vfi\n if sys.version_info[0] == 2:\n V = jv_group.V[:]\n else: # python 3\n V = jv_group.V_py3[:]\n\n except:\n # doesn't exist. Let's create it\n V = _new_solution(jv, f, jv_group)\n\n return V\n\n\nclass TestJvWorkder(unittest.TestCase):\n\n @classmethod\n def setUpClass(cls):\n jv = JvWorker(A=A, alpha=alpha, beta=beta, grid_size=grid_size)\n cls.jv = jv\n\n # compute solution\n v_init = _get_vf_guess(jv)\n cls.V = compute_fixed_point(jv.bellman_operator, v_init)\n cls.s_pol, cls.phi_pol = jv.bellman_operator(cls.V * 0.999,\n return_policies=True)\n\n def test_low_x_prefer_s(self):\n \"jv: s preferred to phi with low x?\"\n # low x is an early index\n self.assertGreaterEqual(self.s_pol[0], self.phi_pol[0])\n\n def test_high_x_prefer_phi(self):\n \"jv: phi preferred to s with high x?\"\n # low x is an early index\n self.assertGreaterEqual(self.phi_pol[-1], self.s_pol[-1])\n\n def test_policy_sizes(self):\n \"jv: policies correct size\"\n n = self.jv.x_grid.size\n self.assertEqual(self.s_pol.size, n)\n self.assertEqual(self.phi_pol.size, n)\n\n def test_bellman_sol_fixed_point(self):\n \"jv: solution to bellman is fixed point\"\n new_V = self.jv.bellman_operator(self.V)\n self.assertLessEqual(max_abs_diff(new_V, self.V), 1e-4)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 26\n \u2022 Block at line 19 has no indented body\n \u2022 Block at line 53 has no indented body\n\n Fixes:\n \u2022 Add closing quote at line 26\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
fc5b4e12e35ec5a1123e4672989f9b50567b330a
TheStack--python--000.parquet
Review this Pythoncode:Python code: def disp(msg): """Wrapper around sys.stdout.write which is meant to behave as the print function but it does not add the newline character. """ sys.stdout.write(msg) def _replacer(*key_val): """Helper function for replace. Source: <http://stackoverflow.com/a/15221068/788553> """ replace_dict = dict(key_val) replacement_function = lambda match: replace_dict[match.group(0)] pattern = re.compile("|".join([re.escape(k) for k, _ in key_val]), re.M) return lambda string: pattern.sub(replacement_function, string) def replace(string, *key_val): """Replacement of strings done in one pass. Example: >>> replace("a < b && b < c", ('<', '&lt;'), ('&', '&amp;')) 'a &lt; b &amp;&amp; b &lt; c' Source: <http://stackoverflow.com/a/15221068/788553> """ return _replacer(*key_val)(string) class ConfigDispAction(argparse.Action): # pylint: disable=R0903 """Derived argparse Action class to use when displaying the configuration file and location.""" def __call__(self, parser, namespace, values, option_string=None): try: read_config(namespace) except IOError: disp('xcpp.config not found in %r\n' % namespace.cfg) else: disp('path to xcpp.config: "%s"\n' % namespace.cfg) with open('%s/xcpp.config' % namespace.cfg, 'r') as _fp: disp(_fp.read()) exit(0) def add_parser(subp, raw): "Add a parser to the main subparser. " tmpp = subp.add_parser('config', help='configure excentury', formatter_class=raw, description=textwrap.dedent(DESC)) tmpp.add_argument('var', type=str, nargs='?', default=None, help='Must be in the form of sec.key') tmpp.add_argument('-v', action='store_true', help='print config file location') tmpp.add_argument('--print', action=ConfigDispAction, nargs=0, help='print config file and exit') ... [9 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 2 Block at line 19 has no indented body Invalid syntax at line 60: ... [9 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 3 Unexpected indentation at line 4 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 22 Unexpected indentation at line 27 Unexpected indentation at line 31 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 36 Unexpected indentation at line 38 Unexpected indentation at line 40 Unexpected indentation at line 42 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 ✨ Improvements: Complete the expression on the last line Add closing quote at line 2 Review syntax near the error location
advanced
api
code_review
Pythoncode:Python
5
1
2,110
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\ndef disp(msg):\n \"\"\"Wrapper around sys.stdout.write which is meant to behave as\n the print function but it does not add the newline character. \"\"\"\n sys.stdout.write(msg)\n\n\ndef _replacer(*key_val):\n \"\"\"Helper function for replace.\n\n Source: <http://stackoverflow.com/a/15221068/788553>\n \"\"\"\n replace_dict = dict(key_val)\n replacement_function = lambda match: replace_dict[match.group(0)]\n pattern = re.compile(\"|\".join([re.escape(k) for k, _ in key_val]), re.M)\n return lambda string: pattern.sub(replacement_function, string)\n\n\ndef replace(string, *key_val):\n \"\"\"Replacement of strings done in one pass. Example:\n\n >>> replace(\"a < b && b < c\", ('<', '&lt;'), ('&', '&amp;'))\n 'a &lt; b &amp;&amp; b &lt; c'\n\n Source: <http://stackoverflow.com/a/15221068/788553>\n\n \"\"\"\n return _replacer(*key_val)(string)\n\n\nclass ConfigDispAction(argparse.Action): # pylint: disable=R0903\n \"\"\"Derived argparse Action class to use when displaying the\n configuration file and location.\"\"\"\n def __call__(self, parser, namespace, values, option_string=None):\n try:\n read_config(namespace)\n except IOError:\n disp('xcpp.config not found in %r\\n' % namespace.cfg)\n else:\n disp('path to xcpp.config: \"%s\"\\n' % namespace.cfg)\n with open('%s/xcpp.config' % namespace.cfg, 'r') as _fp:\n disp(_fp.read())\n exit(0)\n\n\ndef add_parser(subp, raw):\n \"Add a parser to the main subparser. \"\n tmpp = subp.add_parser('config', help='configure excentury',\n formatter_class=raw,\n description=textwrap.dedent(DESC))\n tmpp.add_argument('var', type=str, nargs='?', default=None,\n help='Must be in the form of sec.key')\n tmpp.add_argument('-v', action='store_true',\n help='print config file location')\n tmpp.add_argument('--print', action=ConfigDispAction,\n nargs=0,\n help='print config file and exit')\n\n\n\n ... [9 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 Block at line 19 has no indented body\n Invalid syntax at line 60: ... [9 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 3\n Unexpected indentation at line 4\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 22\n Unexpected indentation at line 27\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 36\n Unexpected indentation at line 38\n Unexpected indentation at line 40\n Unexpected indentation at line 42\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\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
fc5bfb461089e67c5b2c46ef4db3208ad1a8b352
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- class TestUrls(baseUnitTest): def setUp(self, redirect_logs=True): super().setUp() proxy_on = False if proxy_on: urls.session.proxies.update({'http': 'proxy1.wipro.com:8080'}) def runTest(self): for key in TestUrls.__dict__.keys(): if key.find('test') == 0: TestUrls.__dict__[key](self) def test_get_symbol_count(self): count = get_symbol_count(symbol='SBIN') self.assertEqual(count, '1') force_count = get_symbol_count(symbol='SBIN', force_refresh=True) self.assertEqual(force_count, '1') def test_equity_history_url(self): sym_count = get_symbol_count(symbol='SBIN') txt = 'Data for SBIN - EQ' resp = equity_history_url(symbol='SBIN', symbolCount=sym_count, series='EQ', fromDate='01-01-2000', toDate='10-01-2000', dateRange='') self.assertGreaterEqual(resp.text.find(txt), 0, resp.text) def test_nse_intraday_url(self): txt = 'date|g1_o|g1_h|g1_l|g1_c|g2|g2_CUMVOL' #'<columns><column>date</column><column>pltp</column><column>nltp</column><column>previousclose</column><column>allltp</column>' resp = nse_intraday_url(CDSymbol='SBIN', Periodicity='1') self.assertIn(txt, resp.text) def test_price_list_url(self): resp = price_list_url('2019', 'DEC', '31DEC2019') csv = unzip_str(resp.content) self.assertGreaterEqual(csv.find('SBIN'), 0) def tests_daily_volatility_url(self): resp = daily_volatility_url('19112015') self.assertGreaterEqual(resp.text.find('SBIN'), 0) def test_pr_price_list_zipped_url(self): resp = pr_price_list_zipped_url('191115') csv = unzip_str(resp.content) def test_index_history_url(self): resp = index_history_url(indexType='NIFTY 50', fromDate='01-01-2015', toDate='10-01-2015') self.assertGreaterEqual(resp.text.find('High'), 0) self.assertGreaterEqual(resp.text.find('Low'), 0) def test_index_daily_snapshot_url(self): resp = index_daily_snapshot_url('06012020') csv = str(resp.content) self.assertGreaterEqual(csv.find('Nifty 50'), 0) self.assertGreaterEqual(csv.find('Nifty IT'), 0) self.assertGreaterEqual(csv.find('Nifty Bank'), 0) self.assertGreaterEqual(csv.find('Nifty Next 50'), 0) def test_index_pe_history_url(self): resp = index_pe_history_url(fromDate='01-01-2015', toDate='10-01-2015', indexName='NIFTY 50') self.assertGreaterEqual(resp.text.find('<th>P/E'), 0) self.assertGreaterEqual(resp.text.find('<th>P/B'), 0) def test_index_vix_history_url(self): resp = index_vix_history_url(fromDate='01-Jan-2015', toDate='10-Jan-2015', ) self.assertGreaterEqual(resp.text.find('VIX'), 0) self.assertGreaterEqual(resp.text.find('Change'), 0) ... [4 more functiondefs truncated] ...
Functions: setUp, runTest, test_get_symbol_count, test_equity_history_url, test_nse_intraday_url Classes: TestUrls This code demonstrates Pythoncode:Python programming.
advanced
testing
code_explanation
Pythoncode:Python
12
1
2,952
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nclass TestUrls(baseUnitTest):\n def setUp(self, redirect_logs=True):\n super().setUp()\n proxy_on = False\n if proxy_on:\n urls.session.proxies.update({'http': 'proxy1.wipro.com:8080'})\n\n def runTest(self):\n for key in TestUrls.__dict__.keys():\n if key.find('test') == 0:\n TestUrls.__dict__[key](self)\n\n def test_get_symbol_count(self):\n count = get_symbol_count(symbol='SBIN')\n self.assertEqual(count, '1')\n force_count = get_symbol_count(symbol='SBIN', force_refresh=True)\n self.assertEqual(force_count, '1')\n\n def test_equity_history_url(self):\n sym_count = get_symbol_count(symbol='SBIN')\n txt = 'Data for SBIN - EQ'\n resp = equity_history_url(symbol='SBIN',\n symbolCount=sym_count,\n series='EQ',\n fromDate='01-01-2000',\n toDate='10-01-2000',\n dateRange='')\n self.assertGreaterEqual(resp.text.find(txt), 0, resp.text)\n\n def test_nse_intraday_url(self):\n txt = 'date|g1_o|g1_h|g1_l|g1_c|g2|g2_CUMVOL' #'<columns><column>date</column><column>pltp</column><column>nltp</column><column>previousclose</column><column>allltp</column>'\n resp = nse_intraday_url(CDSymbol='SBIN', Periodicity='1')\n self.assertIn(txt, resp.text)\n\n def test_price_list_url(self):\n resp = price_list_url('2019', 'DEC', '31DEC2019')\n csv = unzip_str(resp.content)\n self.assertGreaterEqual(csv.find('SBIN'), 0)\n\n def tests_daily_volatility_url(self):\n resp = daily_volatility_url('19112015')\n self.assertGreaterEqual(resp.text.find('SBIN'), 0)\n\n def test_pr_price_list_zipped_url(self):\n resp = pr_price_list_zipped_url('191115')\n csv = unzip_str(resp.content)\n\n def test_index_history_url(self):\n resp = index_history_url(indexType='NIFTY 50',\n fromDate='01-01-2015',\n toDate='10-01-2015')\n self.assertGreaterEqual(resp.text.find('High'), 0)\n self.assertGreaterEqual(resp.text.find('Low'), 0)\n\n def test_index_daily_snapshot_url(self):\n resp = index_daily_snapshot_url('06012020')\n csv = str(resp.content)\n self.assertGreaterEqual(csv.find('Nifty 50'), 0)\n self.assertGreaterEqual(csv.find('Nifty IT'), 0)\n self.assertGreaterEqual(csv.find('Nifty Bank'), 0)\n self.assertGreaterEqual(csv.find('Nifty Next 50'), 0)\n\n def test_index_pe_history_url(self):\n resp = index_pe_history_url(fromDate='01-01-2015',\n toDate='10-01-2015',\n indexName='NIFTY 50')\n self.assertGreaterEqual(resp.text.find('<th>P/E'), 0)\n self.assertGreaterEqual(resp.text.find('<th>P/B'), 0)\n\n def test_index_vix_history_url(self):\n resp = index_vix_history_url(fromDate='01-Jan-2015',\n toDate='10-Jan-2015',\n )\n self.assertGreaterEqual(resp.text.find('VIX'), 0)\n self.assertGreaterEqual(resp.text.find('Change'), 0)\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: setUp, runTest, test_get_symbol_count, test_equity_history_url, test_nse_intraday_url\n Classes: TestUrls\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc5d1f91e8b522de235f963587514841692890ab
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from django import forms from .models import Account from common.models import Comment, Attachments from leads.models import Lead from contacts.models import Contact from django.db.models import Q class AccountForm(forms.ModelForm): def __init__(self, *args, **kwargs): account_view = kwargs.pop('account', False) request_user = kwargs.pop('request_user', None) super(AccountForm, self).__init__(*args, **kwargs) for field in self.fields.values(): field.widget.attrs = {"class": "form-control"} self.fields['description'].widget.attrs.update({'rows': '8'}) self.fields['status'].choices = [ (each[0 + 1], each[1]) for each in Account.ACCOUNT_STATUS_CHOICE] self.fields['status'].required = False for key, value in self.fields.items(): if key == 'phone': value.widget.attrs['placeholder'] = "+91-123-456-7890" else: value.widget.attrs['placeholder'] = value.label self.fields['billing_address_line'].widget.attrs.update({ 'placeholder': 'Address Line'}) self.fields['billing_street'].widget.attrs.update({ 'placeholder': 'Street'}) self.fields['billing_city'].widget.attrs.update({ 'placeholder': 'City'}) self.fields['billing_state'].widget.attrs.update({ 'placeholder': 'State'}) self.fields['billing_postcode'].widget.attrs.update({ 'placeholder': 'Postcode'}) self.fields["billing_country"].choices = [ ("", "--Country--"), ] + list(self.fields["billing_country"].choices)[1:] self.fields["lead"].queryset = Lead.objects.all( ).exclude(status='closed') if request_user: self.fields["lead"].queryset = Lead.objects.filter( Q(assigned_to__in=[request_user]) | Q(created_by=request_user)).exclude(status='closed') self.fields["contacts"].queryset = Contact.objects.filter( Q(assigned_to__in=[request_user]) | Q(created_by=request_user)) if account_view: self.fields['billing_address_line'].required = True self.fields['billing_street'].required = True self.fields['billing_city'].required = True self.fields['billing_state'].required = True self.fields['billing_postcode'].required = True self.fields['billing_country'].required = True class Meta: model = Account fields = ('name', 'phone', 'email', 'website', 'industry', 'description', 'status', 'billing_address_line', 'billing_street', 'billing_city', 'billing_state', 'billing_postcode', 'billing_country', 'lead', 'contacts') class AccountCommentForm(forms.ModelForm): comment = forms.CharField(max_length=64, required=True) ... [3 more classdefs truncated] ...
Error Analysis: Error Type: OFF_BY_ONE Error: OFF_BY_ONE Detected Errors: • Code truncated in middle of expression - unexpected EOF • Block at line 9 has no indented body • Invalid syntax at line 68: ... [3 more classdefs truncated] ... Fix: Check loop bounds and array indices carefully
advanced
api
error_detection
Pythoncode:Python
1
3
2,958
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django import forms\nfrom .models import Account\nfrom common.models import Comment, Attachments\nfrom leads.models import Lead\nfrom contacts.models import Contact\nfrom django.db.models import Q\n\n\nclass AccountForm(forms.ModelForm):\n\n def __init__(self, *args, **kwargs):\n account_view = kwargs.pop('account', False)\n request_user = kwargs.pop('request_user', None)\n super(AccountForm, self).__init__(*args, **kwargs)\n for field in self.fields.values():\n field.widget.attrs = {\"class\": \"form-control\"}\n self.fields['description'].widget.attrs.update({'rows': '8'})\n self.fields['status'].choices = [\n (each[0 + 1], each[1]) for each in Account.ACCOUNT_STATUS_CHOICE]\n self.fields['status'].required = False\n for key, value in self.fields.items():\n if key == 'phone':\n value.widget.attrs['placeholder'] = \"+91-123-456-7890\"\n else:\n value.widget.attrs['placeholder'] = value.label\n\n self.fields['billing_address_line'].widget.attrs.update({\n 'placeholder': 'Address Line'})\n self.fields['billing_street'].widget.attrs.update({\n 'placeholder': 'Street'})\n self.fields['billing_city'].widget.attrs.update({\n 'placeholder': 'City'})\n self.fields['billing_state'].widget.attrs.update({\n 'placeholder': 'State'})\n self.fields['billing_postcode'].widget.attrs.update({\n 'placeholder': 'Postcode'})\n self.fields[\"billing_country\"].choices = [\n (\"\", \"--Country--\"), ] + list(self.fields[\"billing_country\"].choices)[1:]\n self.fields[\"lead\"].queryset = Lead.objects.all(\n ).exclude(status='closed')\n if request_user:\n self.fields[\"lead\"].queryset = Lead.objects.filter(\n Q(assigned_to__in=[request_user]) | Q(created_by=request_user)).exclude(status='closed')\n self.fields[\"contacts\"].queryset = Contact.objects.filter(\n Q(assigned_to__in=[request_user]) | Q(created_by=request_user))\n\n if account_view:\n self.fields['billing_address_line'].required = True\n self.fields['billing_street'].required = True\n self.fields['billing_city'].required = True\n self.fields['billing_state'].required = True\n self.fields['billing_postcode'].required = True\n self.fields['billing_country'].required = True\n\n class Meta:\n model = Account\n fields = ('name', 'phone', 'email', 'website', 'industry',\n 'description', 'status',\n 'billing_address_line', 'billing_street',\n 'billing_city', 'billing_state',\n 'billing_postcode', 'billing_country', 'lead', 'contacts')\n\n\nclass AccountCommentForm(forms.ModelForm):\n comment = forms.CharField(max_length=64, required=True)\n\n\n ... [3 more classdefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: OFF_BY_ONE\n Error: OFF_BY_ONE\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Block at line 9 has no indented body\n \u2022 Invalid syntax at line 68: ... [3 more classdefs truncated] ...\n\n\n Fix: Check loop bounds and array indices carefully"}]
true
logical
OFF_BY_ONE
MEDIUM
fc5d4359e9534912a4f50ac4cf894cf8797005d0
TheStack--python--000.parquet
Debug this Pythoncode:Python code: # # Copyright 2018 PyWren Team # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # import time import logging import random from pywren_ibm_cloud.cf_connector import CloudFunctions logger = logging.getLogger(__name__) class IBMCloudFunctionsInvoker: def __init__(self, cf_config, retry_config): self.namespace = cf_config['namespace'] self.endpoint = cf_config['endpoint'] self.cf_action_name = cf_config['action_name'] # Runtime self.invocation_retry = retry_config['invocation_retry'] self.retry_sleeps = retry_config['retry_sleeps'] self.retries = retry_config['retries'] self.client = CloudFunctions(cf_config) log_msg = 'IBM Cloud Functions init for {}'.format(self.cf_action_name) logger.info(log_msg) if(logger.getEffectiveLevel() == logging.WARNING): print(log_msg) def invoke(self, payload): """ Invoke -- return information about this invocation """ act_id = self.client.invoke(self.cf_action_name, payload) attempts = 1 while not act_id and self.invocation_retry and attempts < self.retries: attempts += 1 selected_sleep = random.choice(self.retry_sleeps) exec_id = payload['executor_id'] call_id = payload['call_id'] log_msg = ('Executor ID {} Function {} - Invocation failed - retry {} in {} seconds'.format(exec_id, call_id, attempts, selected_sleep)) logger.debug(log_msg) time.sleep(selected_sleep) act_id = self.client.invoke(self.cf_action_name, payload) return act_id def config(self): """ Return config dict """ return {'cf_action_name': self.cf_action_name, 'cf_namespace': self.namespace, 'cf_endpoint': self.endpoint}
Code analysis results: 🔴 Errors found: Unterminated string literal at line 42 Block at line 25 has no indented body ⚠️ Warnings: Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 32 💡 Suggestions: Add closing quote at line 42 Add docstring to class 'IBMCloudFunctionsInvoker' Add docstring to function '__init__'
advanced
api
debugging
Pythoncode:Python
3
1
2,408
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n#\n# Copyright 2018 PyWren Team\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#\n\nimport time\nimport logging\nimport random\nfrom pywren_ibm_cloud.cf_connector import CloudFunctions\n\nlogger = logging.getLogger(__name__)\n\n\nclass IBMCloudFunctionsInvoker:\n\n def __init__(self, cf_config, retry_config):\n self.namespace = cf_config['namespace']\n self.endpoint = cf_config['endpoint']\n self.cf_action_name = cf_config['action_name'] # Runtime\n self.invocation_retry = retry_config['invocation_retry']\n self.retry_sleeps = retry_config['retry_sleeps']\n self.retries = retry_config['retries']\n self.client = CloudFunctions(cf_config)\n\n log_msg = 'IBM Cloud Functions init for {}'.format(self.cf_action_name)\n logger.info(log_msg)\n if(logger.getEffectiveLevel() == logging.WARNING):\n print(log_msg)\n\n def invoke(self, payload):\n \"\"\"\n Invoke -- return information about this invocation\n \"\"\" \n act_id = self.client.invoke(self.cf_action_name, payload)\n attempts = 1\n \n while not act_id and self.invocation_retry and attempts < self.retries:\n attempts += 1\n selected_sleep = random.choice(self.retry_sleeps)\n exec_id = payload['executor_id']\n call_id = payload['call_id']\n \n log_msg = ('Executor ID {} Function {} - Invocation failed - retry {} in {} seconds'.format(exec_id, call_id, attempts, selected_sleep))\n logger.debug(log_msg)\n \n time.sleep(selected_sleep)\n act_id = self.client.invoke(self.cf_action_name, payload)\n\n return act_id\n\n def config(self):\n \"\"\"\n Return config dict\n \"\"\"\n return {'cf_action_name': self.cf_action_name,\n 'cf_namespace': self.namespace,\n 'cf_endpoint': self.endpoint}"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 42\n Block at line 25 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 32\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 42\n Add docstring to class 'IBMCloudFunctionsInvoker'\n Add docstring to function '__init__'"}]
false
null
null
null
fc5dc71b519a1377907665d2b2ecee494faf08a3
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import os import random def findPossibleIndex(toParse): toReturn = [] for current in range(0,len(toParse)): if toParse[current] == " ": # Complete this line toReturn.append(len(toParse)) return toReturn ... [1 more functiondefs truncated] ...
The missing line is: toReturn.append(current)
intermediate
data_processing
fill_in_the_blank
Pythoncode:Python
1
0
292
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport os\nimport random\n\ndef findPossibleIndex(toParse):\n toReturn = []\n for current in range(0,len(toParse)):\n if toParse[current] == \" \":\n # Complete this line\n toReturn.append(len(toParse))\n return toReturn\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n toReturn.append(current)"}]
false
null
null
null
fc5f5a1b908ccb47f94225746e71f15650a97363
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python # -*- coding: utf-8 -*- # This file is part of the Kramers-Kronig Calculator software package. # # Copyright (c) 2013 Benjamin Watts, Daniel J. Lauk # # The software is licensed under the terms of the zlib/libpng license. # For details see LICENSE.txt def calc_relativistic_correction(stoichiometry): """Calculate the relativistic correction to the Kramers-Kronig transform. Parameters: ----------- stoichiometry : array of integer/float pairs Each pair in the list consists of an atomic number and the relative proportion of that element. Returns ------- This function returns a ``float`` holding the relativistic corection to the Kramers-Kronig transform. """ correction = 0 for z, n in stoichiometry: correction += (z - (z/82.5)**2.37) * n return correction ... [4 more functiondefs truncated] ...
Error Analysis: Error Type: BROKEN_INDENTATION Error: IndentationError: unexpected indent Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 12 • Invalid syntax at line 32: ... [4 more functiondefs truncated] ... Fix: Fix indentation to match Python syntax rules
intermediate
database
error_detection
Pythoncode:Python
1
0
857
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding: utf-8 -*-\n\n# This file is part of the Kramers-Kronig Calculator software package.\n#\n# Copyright (c) 2013 Benjamin Watts, Daniel J. Lauk\n#\n# The software is licensed under the terms of the zlib/libpng license.\n# For details see LICENSE.txt\n\ndef calc_relativistic_correction(stoichiometry):\n\t\"\"\"Calculate the relativistic correction to the Kramers-Kronig transform.\n\n \tParameters:\n\t-----------\n\tstoichiometry : array of integer/float pairs\n\t\tEach pair in the list consists of an atomic number and the relative proportion of that element.\n\n\tReturns\n\t-------\n \tThis function returns a ``float`` holding the relativistic\n\tcorection to the Kramers-Kronig transform.\n\n\t\"\"\"\n\tcorrection = 0\n\tfor z, n in stoichiometry:\n\t\tcorrection += (z - (z/82.5)**2.37) * n\n\treturn correction\n\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: BROKEN_INDENTATION\n Error: IndentationError: unexpected indent\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 12\n \u2022 Invalid syntax at line 32: ... [4 more functiondefs truncated] ...\n\n\n Fix: Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
fc61f699dd50ec363bb2a766f77f3f5058fefd54
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from PIL import ImageDraw, Image from math import cos,sin,radians from random import randint import sys a = "a0A1b2B3c4C5d6D7e8E9f!F,g.G/h?H<i>I:j;J'k\"K\\l|L/m M\nn\tN@o#O$p%P^q&Q*r(R)s_S-t+T=u{U}v[V]w W x X y Y z Z" if len(a) > 128: print("TOO MANY CHARACTERS") sys.exit(1) # for i in a: # print("%s -> %d %d %d %d %d %d %d "%(i, # 1 if a.index(i) & 1 == 1 else 0, # 1 if a.index(i) & 2 == 2 else 0, # 1 if a.index(i) & 4 == 4 else 0, # 1 if a.index(i) & 8 == 8 else 0, # 1 if a.index(i) & 16 == 16 else 0, # 1 if a.index(i) & 32 == 32 else 0, # 1 if a.index(i) & 64 == 64 else 0, # )) # sys.exit(0)
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 6 • Block at line 11 has no indented body Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
2
0
680
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom PIL import ImageDraw, Image\nfrom math import cos,sin,radians\nfrom random import randint\nimport sys\n\na = \"a0A1b2B3c4C5d6D7e8E9f!F,g.G/h?H<i>I:j;J'k\\\"K\\\\l|L/m M\\nn\\tN@o#O$p%P^q&Q*r(R)s_S-t+T=u{U}v[V]w W x X y Y z Z\"\nif len(a) > 128:\n print(\"TOO MANY CHARACTERS\")\n sys.exit(1)\n\n# for i in a:\n# print(\"%s -> %d %d %d %d %d %d %d \"%(i,\n# 1 if a.index(i) & 1 == 1 else 0,\n# 1 if a.index(i) & 2 == 2 else 0,\n# 1 if a.index(i) & 4 == 4 else 0,\n# 1 if a.index(i) & 8 == 8 else 0,\n# 1 if a.index(i) & 16 == 16 else 0,\n# 1 if a.index(i) & 32 == 32 else 0,\n# 1 if a.index(i) & 64 == 64 else 0,\n# ))\n\n# sys.exit(0)"}, {"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 6\n \u2022 Block at line 11 has no indented body\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fc62c8d6aa28b5a801e73fa4abc1d1fe577304dd
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: import math from collections import defaultdict from typing import List, Dict, Any from nonebot import on_command, on_message, on_notice, on_regex, get_driver from nonebot.log import logger from nonebot.permission import Permission from nonebot.typing import T_State from nonebot.adapters import Event, Bot from nonebot.adapters.cqhttp import Message, MessageSegment, GroupMessageEvent, PrivateMessageEvent from src.libraries.maimaidx_guess import GuessObject from src.libraries.tool import hash from src.libraries.maimaidx_music import * from src.libraries.image import * from src.libraries.maimai_best_40 import generate import requests import json import random import tim import re from urllib import parse def _(): logger.info("Load help text successfully") help_text: dict = get_driver().config.help_text help_text['mai'] = ('查看舞萌相关功能', """桜千雪です、よろしく。 可用命令如下: 今日舞萌 查看今天的舞萌运势 XXXmaimaiXXX什么 随机一首歌 随个[dx/标准][绿黄红紫白]<难度> 随机一首指定条件的乐曲 查歌<乐曲标题的一部分> 查询符合条件的乐曲 [绿黄红紫白]id<歌曲编号> 查询乐曲信息或谱面信息 <歌曲别名>是什么歌 查询乐曲别名对应的乐曲 定数查歌 <定数> 查询定数对应 定数查歌 <定数下限> <定数上限> 分数线 <难度+歌曲id> <分数线> 详情请输入“分数线 帮助”查看" def song_txt(music: Music): return Message([ { "type": "text", "data": { "text": f"{music.id}. {music.title}\n" } }, { "type": "image", "data": { "file": f"https://www.diving-fish.com/covers/{music.id}.jpg" } }, { "type": "text", "data": { "text": f"\n{'/'.join(music.level)}" } } ]) ... [1 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 28 • Unclosed '(' at line 28 - expected ')' Fixes: • Complete the expression on the last line • Add closing quote at line 28 • Add closing ')' bracket
intermediate
api
syntax_repair
Pythoncode:Python
2
0
1,646
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport math\nfrom collections import defaultdict\nfrom typing import List, Dict, Any\n\nfrom nonebot import on_command, on_message, on_notice, on_regex, get_driver\nfrom nonebot.log import logger\nfrom nonebot.permission import Permission\nfrom nonebot.typing import T_State\nfrom nonebot.adapters import Event, Bot\nfrom nonebot.adapters.cqhttp import Message, MessageSegment, GroupMessageEvent, PrivateMessageEvent\nfrom src.libraries.maimaidx_guess import GuessObject\n\nfrom src.libraries.tool import hash\nfrom src.libraries.maimaidx_music import *\nfrom src.libraries.image import *\nfrom src.libraries.maimai_best_40 import generate\nimport requests\nimport json\nimport random\nimport tim\nimport re\nfrom urllib import parse\n\n\ndef _():\n logger.info(\"Load help text successfully\")\n help_text: dict = get_driver().config.help_text\n help_text['mai'] = ('\u67e5\u770b\u821e\u840c\u76f8\u5173\u529f\u80fd', \"\"\"\u685c\u5343\u96ea\u3067\u3059\u3001\u3088\u308d\u3057\u304f\u3002\n\u53ef\u7528\u547d\u4ee4\u5982\u4e0b\uff1a\n\u4eca\u65e5\u821e\u840c \u67e5\u770b\u4eca\u5929\u7684\u821e\u840c\u8fd0\u52bf\nXXXmaimaiXXX\u4ec0\u4e48 \u968f\u673a\u4e00\u9996\u6b4c\n\u968f\u4e2a[dx/\u6807\u51c6][\u7eff\u9ec4\u7ea2\u7d2b\u767d]<\u96be\u5ea6> \u968f\u673a\u4e00\u9996\u6307\u5b9a\u6761\u4ef6\u7684\u4e50\u66f2\n\u67e5\u6b4c<\u4e50\u66f2\u6807\u9898\u7684\u4e00\u90e8\u5206> \u67e5\u8be2\u7b26\u5408\u6761\u4ef6\u7684\u4e50\u66f2\n[\u7eff\u9ec4\u7ea2\u7d2b\u767d]id<\u6b4c\u66f2\u7f16\u53f7> \u67e5\u8be2\u4e50\u66f2\u4fe1\u606f\u6216\u8c31\u9762\u4fe1\u606f\n<\u6b4c\u66f2\u522b\u540d>\u662f\u4ec0\u4e48\u6b4c \u67e5\u8be2\u4e50\u66f2\u522b\u540d\u5bf9\u5e94\u7684\u4e50\u66f2\n\u5b9a\u6570\u67e5\u6b4c <\u5b9a\u6570> \u67e5\u8be2\u5b9a\u6570\u5bf9\u5e94\n\u5b9a\u6570\u67e5\u6b4c <\u5b9a\u6570\u4e0b\u9650> <\u5b9a\u6570\u4e0a\u9650>\n\u5206\u6570\u7ebf <\u96be\u5ea6+\u6b4c\u66f2id> <\u5206\u6570\u7ebf> \u8be6\u60c5\u8bf7\u8f93\u5165\u201c\u5206\u6570\u7ebf \u5e2e\u52a9\u201d\u67e5\u770b\"\n\n\ndef song_txt(music: Music):\n return Message([\n {\n \"type\": \"text\",\n \"data\": {\n \"text\": f\"{music.id}. {music.title}\\n\"\n }\n },\n {\n \"type\": \"image\",\n \"data\": {\n \"file\": f\"https://www.diving-fish.com/covers/{music.id}.jpg\"\n }\n },\n {\n \"type\": \"text\",\n \"data\": {\n \"text\": f\"\\n{'/'.join(music.level)}\"\n }\n }\n ])\n\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 Unterminated string literal at line 28\n \u2022 Unclosed '(' at line 28 - expected ')'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 28\n \u2022 Add closing ')' bracket"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
fc63326e97a96ff49b392fe1692ec3ec3a6b80ad
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # Copyright 2021 Research Institute of Systems Planning, Inc. # # 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 typing import List, Optional from abc import ABCMeta, abstractmethod from trace_analysis.callback import CallbackBase from trace_analysis.communication import VariablePassing, Communication from trace_analysis.node import Node UNDEFINED_STR = "UNDEFINED" class PathAlias: def __init__(self, alias: str, callback_names: List[str]): self.path_name = alias self.callback_names = callback_names class ArchitectureInterface(metaclass=ABCMeta): @property @abstractmethod def nodes(self) -> List[Node]: pass @property @abstractmethod def path_aliases(self) -> List[PathAlias]: pass @property @abstractmethod def communications(self) -> List[Communication]: pass @property @abstractmethod def variable_passings(self) -> List[VariablePassing]: pass class ArchitectureImporter(ArchitectureInterface): @abstractmethod def __init__(self) -> None: pass @abstractmethod def exec(self, path: str, ignore_topics: Optional[List[str]] = None) -> None: pass class ArchitectureExporter(metaclass=ABCMeta): @abstractmethod def exec(self, architecture: ArchitectureInterface, path) -> None: pass
Functions: __init__, nodes, path_aliases, communications, variable_passings Classes: PathAlias, ArchitectureInterface, ArchitectureImporter This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
8
4
1,853
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright 2021 Research Institute of Systems Planning, Inc.\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 typing import List, Optional\n\n\nfrom abc import ABCMeta, abstractmethod\n\nfrom trace_analysis.callback import CallbackBase\nfrom trace_analysis.communication import VariablePassing, Communication\nfrom trace_analysis.node import Node\n\n\nUNDEFINED_STR = \"UNDEFINED\"\n\n\nclass PathAlias:\n def __init__(self, alias: str, callback_names: List[str]):\n self.path_name = alias\n self.callback_names = callback_names\n\n\nclass ArchitectureInterface(metaclass=ABCMeta):\n @property\n @abstractmethod\n def nodes(self) -> List[Node]:\n pass\n\n @property\n @abstractmethod\n def path_aliases(self) -> List[PathAlias]:\n pass\n\n @property\n @abstractmethod\n def communications(self) -> List[Communication]:\n pass\n\n @property\n @abstractmethod\n def variable_passings(self) -> List[VariablePassing]:\n pass\n\n\nclass ArchitectureImporter(ArchitectureInterface):\n @abstractmethod\n def __init__(self) -> None:\n pass\n\n @abstractmethod\n def exec(self, path: str, ignore_topics: Optional[List[str]] = None) -> None:\n pass\n\n\nclass ArchitectureExporter(metaclass=ABCMeta):\n @abstractmethod\n def exec(self, architecture: ArchitectureInterface, path) -> None:\n pass"}, {"role": "assistant", "content": " Functions: __init__, nodes, path_aliases, communications, variable_passings\n Classes: PathAlias, ArchitectureInterface, ArchitectureImporter\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc63dea630bc5c4125015a5d1d443364d31e7cfa
TheStack--python--000.parquet
Review this Pythoncode:Python code: import torch import torch.nn as nn import torch.nn.functional as F import dgl.function as fn class GINLayer(nn.Module): """ [!] code adapted from dgl implementation of GINConv Parameters ---------- apply_func : callable activation function/layer or None If not None, apply this function to the updated node feature, the :math:`f_\Theta` in the formula. aggr_type : Aggregator type to use (``sum``, ``max`` or ``mean``). out_dim : Rquired for batch norm layer; should match out_dim of apply_func if not None. dropout : Required for dropout of output features. graph_norm : boolean flag for output features normalization w.r.t. graph sizes. batch_norm : boolean flag for batch_norm layer. residual : boolean flag for using residual connection. init_eps : optional Initial :math:`\epsilon` value, default: ``0``. learn_eps : bool, optional If True, :math:`\epsilon` will be a learnable parameter. """ def __init__(self, apply_func, aggr_type, dropout, graph_norm, batch_norm, residual=False, init_eps=0, learn_eps=False): super().__init__() self.apply_func = apply_func if aggr_type == 'sum': self._reducer = fn.sum elif aggr_type == 'max': self._reducer = fn.max elif aggr_type == 'mean': self._reducer = fn.mean else: raise KeyError('Aggregator type {} not recognized.'.format(aggr_type)) self.graph_norm = graph_norm self.batch_norm = batch_norm self.residual = residual self.dropout = dropout in_dim = apply_func.mlp.input_dim out_dim = apply_func.mlp.output_dim if in_dim != out_dim: self.residual = False # to specify whether eps is trainable or not. if learn_eps: self.eps = torch.nn.Parameter(torch.FloatTensor([init_eps])) else: self.register_buffer('eps', torch.FloatTensor([init_eps])) self.bn_node_h = nn.BatchNorm1d(out_dim) ... [7 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 7 Invalid syntax at line 66: ... [7 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 8 Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 13 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 17 Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 23 Unexpected indentation at line 25 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 Unexpected indentation at line 33 Unexpected indentation at line 35 Unexpected indentation at line 36 Unexpected indentation at line 39 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 45 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 56 Unexpected indentation at line 58 Unexpected indentation at line 60 Unexpected indentation at line 62 ✨ Improvements: Complete the expression on the last line Add closing quote at line 7 Review syntax near the error location
advanced
database
code_review
Pythoncode:Python
1
1
2,217
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport dgl.function as fn\n\nclass GINLayer(nn.Module):\n \"\"\"\n [!] code adapted from dgl implementation of GINConv\n\n Parameters\n ----------\n apply_func : callable activation function/layer or None\n If not None, apply this function to the updated node feature,\n the :math:`f_\\Theta` in the formula.\n aggr_type :\n Aggregator type to use (``sum``, ``max`` or ``mean``).\n out_dim :\n Rquired for batch norm layer; should match out_dim of apply_func if not None.\n dropout :\n Required for dropout of output features.\n graph_norm : \n boolean flag for output features normalization w.r.t. graph sizes.\n batch_norm :\n boolean flag for batch_norm layer.\n residual :\n boolean flag for using residual connection.\n init_eps : optional\n Initial :math:`\\epsilon` value, default: ``0``.\n learn_eps : bool, optional\n If True, :math:`\\epsilon` will be a learnable parameter.\n \n \"\"\"\n def __init__(self, apply_func, aggr_type, dropout, graph_norm, batch_norm, residual=False, init_eps=0, learn_eps=False):\n super().__init__()\n self.apply_func = apply_func\n \n if aggr_type == 'sum':\n self._reducer = fn.sum\n elif aggr_type == 'max':\n self._reducer = fn.max\n elif aggr_type == 'mean':\n self._reducer = fn.mean\n else:\n raise KeyError('Aggregator type {} not recognized.'.format(aggr_type))\n \n self.graph_norm = graph_norm\n self.batch_norm = batch_norm\n self.residual = residual\n self.dropout = dropout\n \n in_dim = apply_func.mlp.input_dim\n out_dim = apply_func.mlp.output_dim\n \n if in_dim != out_dim:\n self.residual = False\n \n # to specify whether eps is trainable or not.\n if learn_eps:\n self.eps = torch.nn.Parameter(torch.FloatTensor([init_eps]))\n else:\n self.register_buffer('eps', torch.FloatTensor([init_eps]))\n \n self.bn_node_h = nn.BatchNorm1d(out_dim)\n\n\n ... [7 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 7\n Invalid syntax at line 66: ... [7 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 8\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 13\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 17\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 23\n Unexpected indentation at line 25\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\n Unexpected indentation at line 33\n Unexpected indentation at line 35\n Unexpected indentation at line 36\n Unexpected indentation at line 39\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 45\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 56\n Unexpected indentation at line 58\n Unexpected indentation at line 60\n Unexpected indentation at line 62\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 7\n Review syntax near the error location"}]
false
null
null
null
fc66871c7a70ed30f6605efa0e99f0abf3ceaa25
TheStack--python--000.parquet
Explain this Pythoncode:Python code: """ *mus . it . dia* The simple diatonic intervals. """ from .second import MinorSecond from .second import MajorSecond from .third import MinorThird from .third import MajorThird from .fourth import PerfectFourth from .fifth import Tritone from .fifth import PerfectFifth from .sixth import MinorSixth from .sixth import MajorSixth from .seventh import MinorSeventh from .seventh import MajorSeventh from .eighth import Octave __all__ = [ "MinorSecond", "MajorSecond", "MinorThird", "MajorThird", "PerfectFourth", "Tritone", "PerfectFifth", "MinorSixth", "MajorSixth", "MinorSeventh", "MajorSeventh", "Octave", ]
This code demonstrates Pythoncode:Python programming.
intermediate
general
code_explanation
Pythoncode:Python
0
0
673
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"\n\n *mus . it . dia*\n\n The simple diatonic intervals.\n\n\"\"\"\n\nfrom .second import MinorSecond\nfrom .second import MajorSecond\nfrom .third import MinorThird\nfrom .third import MajorThird\nfrom .fourth import PerfectFourth\nfrom .fifth import Tritone\nfrom .fifth import PerfectFifth\nfrom .sixth import MinorSixth\nfrom .sixth import MajorSixth\nfrom .seventh import MinorSeventh\nfrom .seventh import MajorSeventh\nfrom .eighth import Octave\n\n__all__ = [\n \"MinorSecond\",\n \"MajorSecond\",\n \"MinorThird\",\n \"MajorThird\",\n \"PerfectFourth\",\n \"Tritone\",\n \"PerfectFifth\",\n \"MinorSixth\",\n \"MajorSixth\",\n \"MinorSeventh\",\n \"MajorSeventh\",\n \"Octave\",\n]"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc66cd08fbbe334f7cc1e76eb76063eb07e5b49e
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # this file holds some common testing functions from selenium.webdriver.support.wait import WebDriverWait from selenium.webdriver.support import expected_conditions as EC from selenium.webdriver.common.by import By depurl = "localhost:3000" def getElement(driver, xpath): def login(driver, username, password): driver.get(depurl) elem = getElement(driver, "//input[@id='username']") elem.clear() elem.send_keys(username) elem = getElement(driver, "//input[@id='password']") elem.clear() elem.send_keys(password) elem.send_keys(Keys.RETURN) def logout(driver): elem = getElement(driver, "//a[text()='Logout']") elem.click()
Error Analysis: Error Type: INCOMPLETE_LOGIC Error: Logic Error / Incomplete Statement Detected Errors: • Block at line 8 has no indented body • IndentationError at line 10 Fix: Add return statement to function
intermediate
testing
error_detection
Pythoncode:Python
3
0
666
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# this file holds some common testing functions\nfrom selenium.webdriver.support.wait import WebDriverWait\nfrom selenium.webdriver.support import expected_conditions as EC\nfrom selenium.webdriver.common.by import By\n\ndepurl = \"localhost:3000\"\n\ndef getElement(driver, xpath):\n\ndef login(driver, username, password):\n driver.get(depurl)\n elem = getElement(driver, \"//input[@id='username']\")\n elem.clear()\n elem.send_keys(username)\n elem = getElement(driver, \"//input[@id='password']\")\n elem.clear()\n elem.send_keys(password)\n elem.send_keys(Keys.RETURN)\n\ndef logout(driver):\n elem = getElement(driver, \"//a[text()='Logout']\")\n elem.click()"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: INCOMPLETE_LOGIC\n Error: Logic Error / Incomplete Statement\n\n Detected Errors:\n \u2022 Block at line 8 has no indented body\n \u2022 IndentationError at line 10\n\n Fix: Add return statement to function"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
fc6780fb69ebe4416f273d6821ceb9f2cb3226e8
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: #-- coding: utf-8 -- import sys def geticonfname(code, drawNight=False): l = code_2_icono[code] dname = os.path.join(os.path.dirname(__file__), "resources", "weather_icons_mod") if len(l) > 1 and drawNight: cur_hour = time.localtime().tm_hour is_night = cur_hour < 5 or cur_hour > 18 if is_night: return os.path.join(dname, l[1] + '.png') else: return os.path.join(dname, l[0] + '.png') else: return os.path.join(dname, l[0] + '.png') BLACK = 0 WHITE = 1 class PapirusRenderer: """Renderer for Papirus HAT""" def __init__(self, rotate=0, font_path=None): if font_path: self.font_path = font_path else: self.font_path = "/usr/share/fonts/truetype/freefont/FreeMono.ttf" print("rotate:",rotate) try: from papirus import Papirus self.papirus = Papirus(rotate=rotate) self.canvas_size = self.papirus.size print("papirus size : %s"%str(self.canvas_size)) except ImportError: print("papirus import failed") self.papirus = None self.canvas_size = (264,176) def render(self, weather, weather_forecast): canvas = Image.new('1', self.canvas_size, WHITE) print("font_path:",self.font_path) fname = geticonfname(weather.weather_code, drawNight=True) print("file:",fname) self._drawImage(canvas, fname, 20,10,(100,100)) print("cur desc : %s"%str(weather.weather_desc)) print("cur airq : %s"%str(weather.air_quality)) temperature = str(weather.cur_temperature).split('.')[0] + u" \u2103" self._drawText(canvas, temperature, 70,115, font_size=20, center_horizontal=True) translated = kor_2_eng[weather.air_quality][0] print("cur airq translated: %s"%translated) self._drawText(canvas, translated, 70,140, font_size=20, center_horizontal=True) base_x,base_y = 145,5 for i,w in enumerate(weather_forecast): fname = geticonfname(w.weather_code) self._drawImage(canvas, fname, base_x, base_y+55*i, (50,50)) temperature = str(w.min_temperature + " / " + str(w.max_temperature) self._drawText(canvas, temperature, base_x+80, base_y+28+55*i, font_size=14, center_horizontal=True) # update time self._drawText(canvas, time.strftime("%Y-%m-%d %H:%M",time.localtime()), 136, 165, font_size=9, center_horizontal=True) if self.papirus == None: # save a image for debugging purpose with open("result.jpg", "wb") as fp: canvas.save(fp) print("result file saved") else: self.papirus.display(canvas) self.papirus.update() ... [2 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 66 - expected ')' • SyntaxError: '(' was never closed at line 66 Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
advanced
api
syntax_repair
Pythoncode:Python
3
1
2,889
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#-- coding: utf-8 --\n\nimport sys\ndef geticonfname(code, drawNight=False):\n l = code_2_icono[code]\n dname = os.path.join(os.path.dirname(__file__), \"resources\", \"weather_icons_mod\")\n if len(l) > 1 and drawNight:\n cur_hour = time.localtime().tm_hour\n is_night = cur_hour < 5 or cur_hour > 18\n if is_night:\n return os.path.join(dname, l[1] + '.png')\n else:\n return os.path.join(dname, l[0] + '.png')\n else:\n return os.path.join(dname, l[0] + '.png')\n\n\nBLACK = 0\nWHITE = 1\n\n\n\nclass PapirusRenderer:\n \"\"\"Renderer for Papirus HAT\"\"\"\n\n def __init__(self, rotate=0, font_path=None):\n if font_path:\n self.font_path = font_path\n else:\n self.font_path = \"/usr/share/fonts/truetype/freefont/FreeMono.ttf\"\n\n print(\"rotate:\",rotate)\n\n try:\n from papirus import Papirus\n self.papirus = Papirus(rotate=rotate)\n self.canvas_size = self.papirus.size\n print(\"papirus size : %s\"%str(self.canvas_size))\n except ImportError:\n print(\"papirus import failed\")\n self.papirus = None\n self.canvas_size = (264,176)\n\n \n def render(self, weather, weather_forecast):\n \n canvas = Image.new('1', self.canvas_size, WHITE)\n\n print(\"font_path:\",self.font_path)\n\n fname = geticonfname(weather.weather_code, drawNight=True)\n print(\"file:\",fname)\n self._drawImage(canvas, fname, 20,10,(100,100))\n print(\"cur desc : %s\"%str(weather.weather_desc))\n print(\"cur airq : %s\"%str(weather.air_quality))\n temperature = str(weather.cur_temperature).split('.')[0] + u\" \\u2103\"\n self._drawText(canvas, temperature, 70,115, font_size=20, center_horizontal=True)\n translated = kor_2_eng[weather.air_quality][0]\n print(\"cur airq translated: %s\"%translated)\n self._drawText(canvas, translated, 70,140, font_size=20, center_horizontal=True)\n \n base_x,base_y = 145,5\n for i,w in enumerate(weather_forecast):\n fname = geticonfname(w.weather_code)\n self._drawImage(canvas, fname, base_x, base_y+55*i, (50,50))\n temperature = str(w.min_temperature + \" / \" + str(w.max_temperature)\n self._drawText(canvas, temperature, base_x+80, base_y+28+55*i, font_size=14, center_horizontal=True)\n\n # update time\n self._drawText(canvas, time.strftime(\"%Y-%m-%d %H:%M\",time.localtime()), 136, 165, font_size=9, center_horizontal=True)\n\n if self.papirus == None:\n # save a image for debugging purpose\n with open(\"result.jpg\", \"wb\") as fp:\n canvas.save(fp)\n print(\"result file saved\")\n else:\n self.papirus.display(canvas)\n self.papirus.update()\n\n\n\n ... [2 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 Unclosed '(' at line 66 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 66\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MISSING_BRACKETS
MEDIUM
fc68e0edf30588586dedbfe1358fdf97ab01598d
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # # (C) Copyright 1996- ECMWF. # # This software is licensed under the terms of the Apache Licence Version 2.0 # which can be obtained at http://www.apache.org/licenses/LICENSE-2.0. # In applying this licence, ECMWF does not waive the privileges and immunities # granted to it by virtue of its status as an intergovernmental organisation # nor does it submit to any jurisdiction. # import os import numpy as np import argparse import keras import keras2onnx if __name__ == "__main__":
Error Analysis: Error Type: MID_BLOCK Error: IndentationError / Expected indented block Detected Errors: • Block at line 18 has no body - expected indented block • IndentationError at line 18 Fix: Add body to If block or use 'pass' statement
intermediate
api
error_detection
Pythoncode:Python
0
0
487
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#\n# (C) Copyright 1996- ECMWF.\n#\n# This software is licensed under the terms of the Apache Licence Version 2.0\n# which can be obtained at http://www.apache.org/licenses/LICENSE-2.0.\n# In applying this licence, ECMWF does not waive the privileges and immunities\n# granted to it by virtue of its status as an intergovernmental organisation\n# nor does it submit to any jurisdiction.\n#\n\nimport os\nimport numpy as np\nimport argparse\nimport keras\nimport keras2onnx\n\n\nif __name__ == \"__main__\":"}, {"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 18 has no body - expected indented block\n \u2022 IndentationError at line 18\n\n Fix: Add body to If block or use 'pass' statement"}]
true
syntax
MID_BLOCK
HIGH
fc69e76506c689aa4c8cc54b37cd338453f7483a
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # Copyright (C) 2022 Intel Corporation # SPDX-License-Identifier: BSD-3-Clause class Assistant: """Assistant that bundles training, validation and testing workflow. Parameters ---------- net : torch.nn.Module network to train. error : object or lambda an error object or a lambda function that evaluates error. It is expected to take ``(output, target)`` | ``(output, label)`` as it's argument and return a scalar value. optimizer : torch optimizer the learning optimizer. stats : slayer.utils.stats learning stats logger. If None, stats will not be logged. Defaults to None. classifier : slayer.classifier or lambda classifier object or lambda function that takes output and returns the network prediction. None means regression mode. Classification steps are bypassed. Defaults to None. count_log : bool flag to enable count log. Defaults to False. lam : float lagrangian to merge network layer based loss. None means no such additional loss. If not None, net is expected to return the accumulated loss as second argument. It is intended to be used with layer wise sparsity loss. Defaults to None. Attributes ---------- net error optimizer stats classifier count_log lam device : torch.device or None the main device memory where network is placed. It is not at start and gets initialized on the first call. """ def __init__( self, net, error, optimizer, stats=None, classifier=None, count_log=False, lam=None : self.net = net self.error = error self.optimizer = optimizer self.classifier = classifier self.stats = stats self.count_log = count_log self.lam = lam self.device = None def reduce_lr(self, factor=10 / 3): """Reduces the learning rate of the optimizer by ``factor``. Parameters ---------- factor : float learning rate reduction factor. Defaults to 10/3. Returns ------- """ for param_group in self.optimizer.param_groups: print('\nLearning rate reduction from', param_group['lr']) param_group['lr'] /= factor ... [3 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 5 • Unclosed '(' at line 47 - expected ')' Fixes: • Complete the expression on the last line • Add closing quote at line 5 • Add closing ')' bracket
advanced
testing
syntax_repair
Pythoncode:Python
2
1
2,423
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright (C) 2022 Intel Corporation\n# SPDX-License-Identifier: BSD-3-Clause\n\nclass Assistant:\n \"\"\"Assistant that bundles training, validation and testing workflow.\n\n Parameters\n ----------\n net : torch.nn.Module\n network to train.\n error : object or lambda\n an error object or a lambda function that evaluates error.\n It is expected to take ``(output, target)`` | ``(output, label)``\n as it's argument and return a scalar value.\n optimizer : torch optimizer\n the learning optimizer.\n stats : slayer.utils.stats\n learning stats logger. If None, stats will not be logged.\n Defaults to None.\n classifier : slayer.classifier or lambda\n classifier object or lambda function that takes output and\n returns the network prediction. None means regression mode.\n Classification steps are bypassed.\n Defaults to None.\n count_log : bool\n flag to enable count log. Defaults to False.\n lam : float\n lagrangian to merge network layer based loss.\n None means no such additional loss.\n If not None, net is expected to return the accumulated loss as second\n argument. It is intended to be used with layer wise sparsity loss.\n Defaults to None.\n\n Attributes\n ----------\n net\n error\n optimizer\n stats\n classifier\n count_log\n lam\n device : torch.device or None\n the main device memory where network is placed. It is not at start and\n gets initialized on the first call.\n \"\"\"\n def __init__(\n self,\n net, error, optimizer,\n stats=None, classifier=None, count_log=False,\n lam=None\n :\n self.net = net\n self.error = error\n self.optimizer = optimizer\n self.classifier = classifier\n self.stats = stats\n self.count_log = count_log\n self.lam = lam\n self.device = None\n\n def reduce_lr(self, factor=10 / 3):\n \"\"\"Reduces the learning rate of the optimizer by ``factor``.\n\n Parameters\n ----------\n factor : float\n learning rate reduction factor. Defaults to 10/3.\n\n Returns\n -------\n\n \"\"\"\n for param_group in self.optimizer.param_groups:\n print('\\nLearning rate reduction from', param_group['lr'])\n param_group['lr'] /= factor\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 5\n \u2022 Unclosed '(' at line 47 - expected ')'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 5\n \u2022 Add closing ')' bracket"}]
true
syntax
MISSING_BRACKETS
MEDIUM
fc6ae61e76507e8c85be28c293840912ca2612a4
TheStack--python--000.parquet
Review this Pythoncode:Python code: """ Inspired by example from https://github.com/Vict0rSch/deep_learning/tree/master/keras/recurrent Uses the TensorFlow backend The basic idea is to detect anomalies in a time-series. """ import matplotlib.pyplot as plt import numpy as np import time from keras.layers.core import Dense, Activation, Dropout from keras.layers.recurrent import LSTM from keras.models import Sequential from numpy import arange, sin, pi, random np.random.seed(1234) # Global hyper-parameters sequence_length = 100 random_data_dup = 10 # each sample randomly duplicated between 0 and 9 times, see dropin function epochs = 1 batch_size = 50 def dropin(X, y): """ The name suggests the inverse of dropout, i.e. adding more samples. See Data Augmentation section at http://simaaron.github.io/Estimating-rainfall-from-weather-radar-readings-using-recurrent-neural-networks/ :param X: Each row is a training sequence :param y: Tne target we train and will later predict :return: new augmented X, y """ print("X shape:", X.shape) print("y shape:", y.shape) X_hat = [] y_hat = [] for i in range(0, len(X)): for j in range(0, np.random.random_integers(0, random_data_dup)): X_hat.append(X[i, :]) y_hat.append(y[i]) return np.asarray(X_hat), np.asarray(y_hat) def gen_wave(): """ Generate a synthetic wave by adding up a few sine waves and some noise :return: the final wave """ t = np.arange(0.0, 10.0, 0.01) wave1 = sin(2 * 2 * pi * t) noise = random.normal(0, 0.1, len(t)) wave1 = wave1 + noise print("wave1", len(wave1)) wave2 = sin(2 * pi * t) print("wave2", len(wave2)) t_rider = arange(0.0, 0.5, 0.01) wave3 = sin(10 * pi * t_rider) print("wave3", len(wave3)) insert = round(0.8 * len(t)) wave1[insert:insert + 50] = wave1[insert:insert + 50] + wave3 return wave1 + wave2 def z_norm(result): result_mean = result.mean() result_std = result.std() result -= result_mean result /= result_std return result, result_mean def get_split_prep_data(train_start, train_end, test_start, test_end): data = gen_wave() print("Length of Data", len(data)) # train data print "Creating train data..." result = [] for index in range(train_start, train_end - sequence_length): result.append(data[index: index + sequence_length]) result = np.array(result) # shape (samples, sequence_length) result, result_mean = z_norm(result) print "Mean of train data : ", result_mean print "Train data shape : ", result.shape train = result[train_start:train_end, :] np.random.shuffle(train) # shuffles in-place X_train = train[:, :-1] y_train = train[:, -1] X_train, y_train = dropin(X_train, y_train) # test data print "Creating test data..." result = [] for index in range(test_start, test_end - sequence_length): result.append(data[index: index + se ... [code truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 1 Unclosed '(' at line 96 - expected ')' Unclosed '[' at line 96 - expected ']' SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 74 ⚠️ Code quality: 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 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 69 Unexpected indentation at line 71 Unexpected indentation at line 74 Unexpected indentation at line 77 Unexpected indentation at line 79 Unexpected indentation at line 80 Unexpected indentation at line 83 Unexpected indentation at line 86 Unexpected indentation at line 87 Unexpected indentation at line 88 Unexpected indentation at line 89 Unexpected indentation at line 92 Unexpected indentation at line 95 ✨ Improvements: Complete the expression on the last line Add closing quote at line 1 Add closing ')' bracket Add closing ']' bracket Review code syntax
intermediate
testing
code_review
Pythoncode:Python
4
0
3,033
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n\"\"\" Inspired by example from\nhttps://github.com/Vict0rSch/deep_learning/tree/master/keras/recurrent\nUses the TensorFlow backend\nThe basic idea is to detect anomalies in a time-series.\n\"\"\"\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport time\nfrom keras.layers.core import Dense, Activation, Dropout\nfrom keras.layers.recurrent import LSTM\nfrom keras.models import Sequential\nfrom numpy import arange, sin, pi, random\n\nnp.random.seed(1234)\n\n# Global hyper-parameters\nsequence_length = 100\nrandom_data_dup = 10 # each sample randomly duplicated between 0 and 9 times, see dropin function\nepochs = 1\nbatch_size = 50\n\n\ndef dropin(X, y):\n \"\"\" The name suggests the inverse of dropout, i.e. adding more samples. See Data Augmentation section at\n http://simaaron.github.io/Estimating-rainfall-from-weather-radar-readings-using-recurrent-neural-networks/\n :param X: Each row is a training sequence\n :param y: Tne target we train and will later predict\n :return: new augmented X, y\n \"\"\"\n print(\"X shape:\", X.shape)\n print(\"y shape:\", y.shape)\n X_hat = []\n y_hat = []\n for i in range(0, len(X)):\n for j in range(0, np.random.random_integers(0, random_data_dup)):\n X_hat.append(X[i, :])\n y_hat.append(y[i])\n return np.asarray(X_hat), np.asarray(y_hat)\n\n\ndef gen_wave():\n \"\"\" Generate a synthetic wave by adding up a few sine waves and some noise\n :return: the final wave\n \"\"\"\n t = np.arange(0.0, 10.0, 0.01)\n wave1 = sin(2 * 2 * pi * t)\n noise = random.normal(0, 0.1, len(t))\n wave1 = wave1 + noise\n print(\"wave1\", len(wave1))\n wave2 = sin(2 * pi * t)\n print(\"wave2\", len(wave2))\n t_rider = arange(0.0, 0.5, 0.01)\n wave3 = sin(10 * pi * t_rider)\n print(\"wave3\", len(wave3))\n insert = round(0.8 * len(t))\n wave1[insert:insert + 50] = wave1[insert:insert + 50] + wave3\n return wave1 + wave2\n\n\ndef z_norm(result):\n result_mean = result.mean()\n result_std = result.std()\n result -= result_mean\n result /= result_std\n return result, result_mean\n\n\ndef get_split_prep_data(train_start, train_end,\n test_start, test_end):\n data = gen_wave()\n print(\"Length of Data\", len(data))\n\n # train data\n print \"Creating train data...\"\n\n result = []\n for index in range(train_start, train_end - sequence_length):\n result.append(data[index: index + sequence_length])\n result = np.array(result) # shape (samples, sequence_length)\n result, result_mean = z_norm(result)\n\n print \"Mean of train data : \", result_mean\n print \"Train data shape : \", result.shape\n\n train = result[train_start:train_end, :]\n np.random.shuffle(train) # shuffles in-place\n X_train = train[:, :-1]\n y_train = train[:, -1]\n X_train, y_train = dropin(X_train, y_train)\n\n # test data\n print \"Creating test data...\"\n\n result = []\n for index in range(test_start, test_end - sequence_length):\n result.append(data[index: index + se\n\n ... [code 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 1\n Unclosed '(' at line 96 - expected ')'\n Unclosed '[' at line 96 - expected ']'\n SyntaxError: Missing parentheses in call to 'print'. Did you mean print(...)? at line 74\n\n\u26a0\ufe0f Code quality:\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\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 69\n Unexpected indentation at line 71\n Unexpected indentation at line 74\n Unexpected indentation at line 77\n Unexpected indentation at line 79\n Unexpected indentation at line 80\n Unexpected indentation at line 83\n Unexpected indentation at line 86\n Unexpected indentation at line 87\n Unexpected indentation at line 88\n Unexpected indentation at line 89\n Unexpected indentation at line 92\n Unexpected indentation at line 95\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 1\n Add closing ')' bracket\n Add closing ']' bracket\n Review code syntax"}]
false
null
null
null
fc6bbad5b323947c5f4946373831830060872620
TheStack--python--000.parquet
Review this Pythoncode:Python code: # -*- coding: utf-8 -*- from __future__ import unicode_literals from django.db import models, migrations import datetime class Migration(migrations.Migration): dependencies = [ ('historias', '0006_auto_20150413_0001'), ] operations = [ migrations.AlterField( model_name='historias', name='fecha_ingreso', field=models.DateField(default=datetime.datetime(2015, 4, 25, 14, 59, 14, 468359), help_text='Formato: dd/mm/yyyy', verbose_name='Fecha de Ingreso'), preserve_default=True, ), migrations.AlterField( model_name='historias', name='hora_ingreso', field=models.TimeField(default=datetime.datetime(2015, 4, 25, 14, 59, 14, 468307), help_text='Formato: hh:mm', verbose_name='Hora de Ingreso'), preserve_default=True, ), migrations.AlterField( model_name='ubicaciones', name='sala', field=models.CharField(max_length=10, choices=[(b'SALA 1', b'SALA 1'), (b'SALA 2', b'SALA 2'), (b'SALA 3', b'SALA 3'), (b'SALA 4', b'SALA 4'), (b'SALA 5', b'SALA 5'), (b'GAURDIA', b'GAURDIA'), (b'NEO', b'NEO'), (b'UTI', b'UTI'), (b'UCO', b'UCO'), (b'PRE PARTO', b'PRE PARTO')]), preserve_default=True, ), ]
Code Review: ❌ Critical issues: Block at line 8 has no indented body ⚠️ Code quality: Unexpected indentation at line 11 Unexpected indentation at line 12 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 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 Unexpected indentation at line 32 Unexpected indentation at line 33 ✨ Improvements: Add docstring to class 'Migration' Line 18 too long (161 chars) - break into multiple lines Line 24 too long (155 chars) - break into multiple lines Line 30 too long (290 chars) - break into multiple lines
advanced
database
code_review
Pythoncode:Python
0
1
1,309
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nfrom __future__ import unicode_literals\n\nfrom django.db import models, migrations\nimport datetime\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('historias', '0006_auto_20150413_0001'),\n ]\n\n operations = [\n migrations.AlterField(\n model_name='historias',\n name='fecha_ingreso',\n field=models.DateField(default=datetime.datetime(2015, 4, 25, 14, 59, 14, 468359), help_text='Formato: dd/mm/yyyy', verbose_name='Fecha de Ingreso'),\n preserve_default=True,\n ),\n migrations.AlterField(\n model_name='historias',\n name='hora_ingreso',\n field=models.TimeField(default=datetime.datetime(2015, 4, 25, 14, 59, 14, 468307), help_text='Formato: hh:mm', verbose_name='Hora de Ingreso'),\n preserve_default=True,\n ),\n migrations.AlterField(\n model_name='ubicaciones',\n name='sala',\n field=models.CharField(max_length=10, choices=[(b'SALA 1', b'SALA 1'), (b'SALA 2', b'SALA 2'), (b'SALA 3', b'SALA 3'), (b'SALA 4', b'SALA 4'), (b'SALA 5', b'SALA 5'), (b'GAURDIA', b'GAURDIA'), (b'NEO', b'NEO'), (b'UTI', b'UTI'), (b'UCO', b'UCO'), (b'PRE PARTO', b'PRE PARTO')]),\n preserve_default=True,\n ),\n ]"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Block at line 8 has no indented body\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 11\n Unexpected indentation at line 12\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\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\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n\n\u2728 Improvements:\n Add docstring to class 'Migration'\n Line 18 too long (161 chars) - break into multiple lines\n Line 24 too long (155 chars) - break into multiple lines\n Line 30 too long (290 chars) - break into multiple lines"}]
false
null
null
null
fc6bfc96896fcc886f4088ddc53f2aa20f638760
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: __title__ = 'har2case' __description__ = 'Convert HAR(HTTP Archive) to YAML/JSON testcases for HttpRunner.' ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: __url__ = 'https://github.com/HttpRunner/har2case' __version__ = '0.2.0' __author__ = 'debugtalk' __author_email__ = 'mail@debugtalk.com' __license__ = 'Apache-2.0'
intermediate
testing
incomplete_code
Pythoncode:Python
0
0
107
false
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n__title__ = 'har2case'\n__description__ = 'Convert HAR(HTTP Archive) to YAML/JSON testcases for HttpRunner.'\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__url__ = 'https://github.com/HttpRunner/har2case'\n__version__ = '0.2.0'\n__author__ = 'debugtalk'\n__author_email__ = 'mail@debugtalk.com'\n__license__ = 'Apache-2.0'"}]
true
syntax
HARD_CUT
CRITICAL
fc6d62eed45d350cb72c202ceedfb98394117cd4
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import os from pathlib import Path from data_utils import get_data_path, get_image_data_path, get_image_extension def app_id_to_image_filename(app_id, is_horizontal_banner=False): image_data_path = get_image_data_path(is_horizontal_banner) image_filename = image_data_path + str(app_id) + get_image_extension() return image_filename def image_filename_to_app_id(image_filename): base_name = os.path.basename(image_filename) app_id = base_name.strip(get_image_extension()) return app_id def list_app_ids(is_horizontal_banner=False): image_data_path = get_image_data_path(is_horizontal_banner) image_filenames = Path(image_data_path).glob("*" + get_image_extension()) app_ids = [image_filename_to_app_id(filename) for filename in image_filenames] app_ids = sorted(app_ids, key=int) return app_ids def get_frozen_app_ids_filename(): frozen_app_ids_filename = get_data_path() + "frozen_app_ids.txt" return frozen_app_ids_filename def freeze_app_ids(app_ids, output_file_name=None): if output_file_name is None: output_file_name = get_frozen_app_ids_filename() with open(output_file_name, "w", encoding="utf8") as f: for app_id in app_ids: f.write("{}\n".format(app_id)) return def load_frozen_app_ids(input_file_name=None): if input_file_name is None: input_file_name = get_frozen_app_ids_filename() with open(input_file_name, "r", encoding="utf8") as f: # Do not convert to a set object, or any other conversion, because we want to keep the list order as it is. # Just read the list from the file. That is all there is to do. Otherwise, appIDs will be scrambled! frozen_app_ids = [app_id.strip() for app_id in f.readlines()] return frozen_app_ids def get_frozen_app_ids(is_horizontal_banner=False): try: frozen_app_ids = load_frozen_app_ids() except FileNotFoundError: print("Creating {}".format(get_frozen_app_ids_filename())) frozen_app_ids = list_app_ids(is_horizontal_banner=is_horizontal_banner) freeze_app_ids(frozen_app_ids) return frozen_app_ids
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 67 Unexpected indentation at line 69 💡 Suggestions: Add docstring to function 'list_app_ids' Remove debug print() at line 68 before production
advanced
database
debugging
Pythoncode:Python
7
0
2,160
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport os\nfrom pathlib import Path\n\nfrom data_utils import get_data_path, get_image_data_path, get_image_extension\n\n\ndef app_id_to_image_filename(app_id, is_horizontal_banner=False):\n image_data_path = get_image_data_path(is_horizontal_banner)\n\n image_filename = image_data_path + str(app_id) + get_image_extension()\n\n return image_filename\n\n\ndef image_filename_to_app_id(image_filename):\n base_name = os.path.basename(image_filename)\n\n app_id = base_name.strip(get_image_extension())\n\n return app_id\n\n\ndef list_app_ids(is_horizontal_banner=False):\n image_data_path = get_image_data_path(is_horizontal_banner)\n\n image_filenames = Path(image_data_path).glob(\"*\" + get_image_extension())\n\n app_ids = [image_filename_to_app_id(filename) for filename in image_filenames]\n\n app_ids = sorted(app_ids, key=int)\n\n return app_ids\n\n\ndef get_frozen_app_ids_filename():\n frozen_app_ids_filename = get_data_path() + \"frozen_app_ids.txt\"\n\n return frozen_app_ids_filename\n\n\ndef freeze_app_ids(app_ids, output_file_name=None):\n if output_file_name is None:\n output_file_name = get_frozen_app_ids_filename()\n\n with open(output_file_name, \"w\", encoding=\"utf8\") as f:\n for app_id in app_ids:\n f.write(\"{}\\n\".format(app_id))\n\n return\n\n\ndef load_frozen_app_ids(input_file_name=None):\n if input_file_name is None:\n input_file_name = get_frozen_app_ids_filename()\n\n with open(input_file_name, \"r\", encoding=\"utf8\") as f:\n # Do not convert to a set object, or any other conversion, because we want to keep the list order as it is.\n # Just read the list from the file. That is all there is to do. Otherwise, appIDs will be scrambled!\n frozen_app_ids = [app_id.strip() for app_id in f.readlines()]\n\n return frozen_app_ids\n\n\ndef get_frozen_app_ids(is_horizontal_banner=False):\n try:\n frozen_app_ids = load_frozen_app_ids()\n except FileNotFoundError:\n print(\"Creating {}\".format(get_frozen_app_ids_filename()))\n frozen_app_ids = list_app_ids(is_horizontal_banner=is_horizontal_banner)\n freeze_app_ids(frozen_app_ids)\n\n return frozen_app_ids"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 67\n Unexpected indentation at line 69\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'list_app_ids'\n Remove debug print() at line 68 before production"}]
false
null
null
null
fc6eb694558519bbe4bb770c6ebebf2c2317f744
TheStack--python--000.parquet
Explain this Pythoncode:Python code: #!/usr/bin/env python import boto3 import random import os BUCKET=os.environ.get('EXPORT_S3_BUCKET_URL') if (BUCKET != None): s3 = boto3.client('s3') with open("maze.txt", "rb") as f: s3.upload_fileobj(f, BUCKET, "maze"+str(random.randrange(100000))+".txt") else: print("EXPORT_S3_BUCKET_URL was not set so not uploading file")
This code demonstrates Pythoncode:Python programming.
intermediate
general
code_explanation
Pythoncode:Python
0
0
348
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n#!/usr/bin/env python\nimport boto3\nimport random\nimport os\nBUCKET=os.environ.get('EXPORT_S3_BUCKET_URL')\nif (BUCKET != None):\n s3 = boto3.client('s3')\n with open(\"maze.txt\", \"rb\") as f:\n s3.upload_fileobj(f, BUCKET, \"maze\"+str(random.randrange(100000))+\".txt\")\nelse:\n print(\"EXPORT_S3_BUCKET_URL was not set so not uploading file\")"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc6f65558ddc1ad343876953a1a42d3ab2c832a9
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: import sys from typing import Any from argparse import ArgumentParser from zerver.models import Realm from zerver.lib.management import ZulipBaseCommand class Command(ZulipBaseCommand): help = """List realms in the server and it's configuration settings(optional). Usage examples: ./manage.py list_realms ./manage.py list_realms --all""" def add_arguments(self, parser: ArgumentParser) -> None: parser.add_argument("--all", dest="all", action="store_true", default=False, help="Print all the configuration settings of the realms.") def handle(self, *args: Any, **options: Any) -> None: realms = Realm.objects.all() outer_format = "%-5s %-40s %-40s" inner_format = "%-40s %s" deactivated = False if not options["all"]: print(outer_format % ("id", "string_id", "name")) print(outer_format % ("--", "---------", "----")) for realm in realms: if realm.deactivated: print(self.style.ERROR(outer_format % (realm.id, realm.string_id, realm.name))) deactivated = True else: print(outer_format % (realm.id, realm.string_id, realm.name)) if deactivated: print(self.style.WARNING("\nRed rows represent deactivated realms.")) sys.exit(0) # The remaining code path is the --all case. identifier_attributes = ["id", "name", "string_id"] for realm in realms: # Start with just all the fields on the object, which is # hacky but doesn't require any work to maintain. realm_dict = realm.__dict__ # Remove a field that is confusingly useless del realm_dict['_state'] # Fix the one bitfield to display useful data realm_dict['authentication_methods'] = str(realm.authentication_methods_dict()) for key in identifier_attributes: if realm.deactivated: print(self.style.ERROR(inner_format % (key, realm_dict[key]))) deactivated = True else: ... code continues ...
Completion: Missing: If statement incomplete - else clause truncated To complete: • Complete if-else statement Example continuation: print(inner_format % (key, realm_dict[key])) for key, value in sorted(realm_dict.iteritems()): if key not in identifier_attributes: if realm.deactivated:
advanced
database
incomplete_code
Pythoncode:Python
2
1
2,263
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\nimport sys\n\nfrom typing import Any\nfrom argparse import ArgumentParser\n\nfrom zerver.models import Realm\nfrom zerver.lib.management import ZulipBaseCommand\n\nclass Command(ZulipBaseCommand):\n help = \"\"\"List realms in the server and it's configuration settings(optional).\n\nUsage examples:\n\n./manage.py list_realms\n./manage.py list_realms --all\"\"\"\n\n def add_arguments(self, parser: ArgumentParser) -> None:\n parser.add_argument(\"--all\",\n dest=\"all\",\n action=\"store_true\",\n default=False,\n help=\"Print all the configuration settings of the realms.\")\n\n def handle(self, *args: Any, **options: Any) -> None:\n realms = Realm.objects.all()\n\n outer_format = \"%-5s %-40s %-40s\"\n inner_format = \"%-40s %s\"\n deactivated = False\n\n if not options[\"all\"]:\n print(outer_format % (\"id\", \"string_id\", \"name\"))\n print(outer_format % (\"--\", \"---------\", \"----\"))\n\n for realm in realms:\n if realm.deactivated:\n print(self.style.ERROR(outer_format % (realm.id, realm.string_id, realm.name)))\n deactivated = True\n else:\n print(outer_format % (realm.id, realm.string_id, realm.name))\n if deactivated:\n print(self.style.WARNING(\"\\nRed rows represent deactivated realms.\"))\n sys.exit(0)\n\n # The remaining code path is the --all case.\n identifier_attributes = [\"id\", \"name\", \"string_id\"]\n for realm in realms:\n # Start with just all the fields on the object, which is\n # hacky but doesn't require any work to maintain.\n realm_dict = realm.__dict__\n # Remove a field that is confusingly useless\n del realm_dict['_state']\n # Fix the one bitfield to display useful data\n realm_dict['authentication_methods'] = str(realm.authentication_methods_dict())\n\n for key in identifier_attributes:\n if realm.deactivated:\n print(self.style.ERROR(inner_format % (key, realm_dict[key])))\n deactivated = True\n else:\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 print(inner_format % (key, realm_dict[key]))\n\n for key, value in sorted(realm_dict.iteritems()):\n if key not in identifier_attributes:\n if realm.deactivated:"}]
true
syntax
INCOMPLETE_LOGIC
MEDIUM
fc709a454475435a2a06bba2371531a53e2d11c0
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: # Copyright (c) 2006-2010 Mitch Garnaat http://garnaat.org/ # Copyright (c) 2009, Eucalyptus Systems, Inc. # All rights reserved. # # 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, dis- # tribute, sublicense, and/or sell copies of the Software, and to permit # persons to whom the Software is furnished to do so, subject to the fol- # lowing 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 MERCHANTABIL- # ITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT # SHALL THE AUTHOR BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, # WHETHER IN AN ACTION OF CONTRACT, TORT OR O Error: SyntaxError / EOF
Fixed Code: # Copyright (c) 2006-2010 Mitch Garnaat http://garnaat.org/ # Copyright (c) 2009, Eucalyptus Systems, Inc. # All rights reserved. # # 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, dis- # tribute, sublicense, and/or sell copies of the Software, and to permit # persons to whom the Software is furnished to do so, subject to the fol- # lowing 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 MERCHANTABIL- # ITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT # SHALL THE AUTHOR BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, # WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, Explanation: Complete the truncated code structure
advanced
testing
error_fixing
Pythoncode:Python
2
1
1,057
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright (c) 2006-2010 Mitch Garnaat http://garnaat.org/\n# Copyright (c) 2009, Eucalyptus Systems, Inc.\n# All rights reserved.\n#\n# Permission is hereby granted, free of charge, to any person obtaining a\n# copy of this software and associated documentation files (the\n# \"Software\"), to deal in the Software without restriction, including\n# without limitation the rights to use, copy, modify, merge, publish, dis-\n# tribute, sublicense, and/or sell copies of the Software, and to permit\n# persons to whom the Software is furnished to do so, subject to the fol-\n# lowing conditions:\n#\n# The above copyright notice and this permission notice shall be included\n# in all copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS\n# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABIL-\n# ITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT\n# SHALL THE AUTHOR BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\n# WHETHER IN AN ACTION OF CONTRACT, TORT OR O\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright (c) 2006-2010 Mitch Garnaat http://garnaat.org/\n# Copyright (c) 2009, Eucalyptus Systems, Inc.\n# All rights reserved.\n#\n# Permission is hereby granted, free of charge, to any person obtaining a\n# copy of this software and associated documentation files (the\n# \"Software\"), to deal in the Software without restriction, including\n# without limitation the rights to use, copy, modify, merge, publish, dis-\n# tribute, sublicense, and/or sell copies of the Software, and to permit\n# persons to whom the Software is furnished to do so, subject to the fol-\n# lowing conditions:\n#\n# The above copyright notice and this permission notice shall be included\n# in all copies or substantial portions of the Software.\n#\n# THE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS\n# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABIL-\n# ITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT\n# SHALL THE AUTHOR BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY,\n# WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fc7137abb720c86400bb993740cb9e14c54237f5
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # coding: utf-8 class ConditionalRecipientRuleFilter(object): """NOTE: This class is auto generated by the swagger code generator program. Do not edit the class manually. """ """ Attributes: swagger_types (dict): The key is attribute name and the value is attribute type. attribute_map (dict): The key is attribute name and the value is json key in definition. """ swagger_types = { 'operator': 'str', 'recipient_id': 'str', 'scope': 'str', 'tab_id': 'str', 'tab_label': 'str', 'tab_type': 'str', 'value': 'str' } attribute_map = { 'operator': 'operator', 'recipient_id': 'recipientId', 'scope': 'scope', 'tab_id': 'tabId', 'tab_label': 'tabLabel', 'tab_type': 'tabType', 'value': 'value' } def __init__(self, _configuration=None, **kwargs): # noqa: E501 """ConditionalRecipientRuleFilter - a model defined in Swagger""" # noqa: E501 if _configuration is None: _configuration = Configuration() self._configuration = _configuration self._operator = None self._recipient_id = None self._scope = None self._tab_id = None self._tab_label = None self._tab_type = None self._value = None self.discriminator = None
setattr(self, "_{}".format('operator'), kwargs.get('operator', None)) setattr(self, "_{}".format('recipient_id'), kwargs.get('recipient_id', None)) setattr(self, "_{}".format('scope'), kwargs.get('scope', None)) setattr(self, "_{}".format('tab_id'), kwargs.get('tab_id', None)) setattr(self, "_{}".format('tab_label'), kwargs.get('tab_label', None)) setattr(self, "_{}".format('tab_type'), kwargs.get('tab_type', None)) setattr(self, "_{}".format('value'), kwargs.get('value', None)) @property def operator(self): """Gets the operator of this ConditionalRecipientRuleFilter. # noqa: E501 # noqa: E501 :return: The operator of this ConditionalRecipientRuleFilter. # noqa: E501 :rtype: str """ return self._operator @operator.setter def operator(self, operator): """Sets the operator of this ConditionalRecipientRuleFilter. # noqa: E501 :param operator: The operator of this ConditionalRecipientRuleFilter. # noqa: E501 :type: str """ self._operator = operator @property ... [17 more functiondefs truncated] ...
advanced
database
code_completion
Pythoncode:Python
3
1
2,645
false
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# coding: utf-8\n\nclass ConditionalRecipientRuleFilter(object):\n \"\"\"NOTE: This class is auto generated by the swagger code generator program.\n\n Do not edit the class manually.\n \"\"\"\n\n \"\"\"\n Attributes:\n swagger_types (dict): The key is attribute name\n and the value is attribute type.\n attribute_map (dict): The key is attribute name\n and the value is json key in definition.\n \"\"\"\n swagger_types = {\n 'operator': 'str',\n 'recipient_id': 'str',\n 'scope': 'str',\n 'tab_id': 'str',\n 'tab_label': 'str',\n 'tab_type': 'str',\n 'value': 'str'\n }\n\n attribute_map = {\n 'operator': 'operator',\n 'recipient_id': 'recipientId',\n 'scope': 'scope',\n 'tab_id': 'tabId',\n 'tab_label': 'tabLabel',\n 'tab_type': 'tabType',\n 'value': 'value'\n }\n\n def __init__(self, _configuration=None, **kwargs): # noqa: E501\n \"\"\"ConditionalRecipientRuleFilter - a model defined in Swagger\"\"\" # noqa: E501\n if _configuration is None:\n _configuration = Configuration()\n self._configuration = _configuration\n\n self._operator = None\n self._recipient_id = None\n self._scope = None\n self._tab_id = None\n self._tab_label = None\n self._tab_type = None\n self._value = None\n self.discriminator = None"}, {"role": "assistant", "content": "\n setattr(self, \"_{}\".format('operator'), kwargs.get('operator', None))\n setattr(self, \"_{}\".format('recipient_id'), kwargs.get('recipient_id', None))\n setattr(self, \"_{}\".format('scope'), kwargs.get('scope', None))\n setattr(self, \"_{}\".format('tab_id'), kwargs.get('tab_id', None))\n setattr(self, \"_{}\".format('tab_label'), kwargs.get('tab_label', None))\n setattr(self, \"_{}\".format('tab_type'), kwargs.get('tab_type', None))\n setattr(self, \"_{}\".format('value'), kwargs.get('value', None))\n\n @property\n def operator(self):\n \"\"\"Gets the operator of this ConditionalRecipientRuleFilter. # noqa: E501\n\n # noqa: E501\n\n :return: The operator of this ConditionalRecipientRuleFilter. # noqa: E501\n :rtype: str\n \"\"\"\n return self._operator\n\n @operator.setter\n def operator(self, operator):\n \"\"\"Sets the operator of this ConditionalRecipientRuleFilter.\n\n # noqa: E501\n\n :param operator: The operator of this ConditionalRecipientRuleFilter. # noqa: E501\n :type: str\n \"\"\"\n\n self._operator = operator\n\n @property\n\n ... [17 more functiondefs truncated] ..."}]
false
null
null
null
fc719b76ab94dd3be6cc776d78a4aa8bbc400d47
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from django.apps import AppConfig from django.core.checks import register from . import checks class RouteConfig(AppConfig): """The AppConfig for conman routes.""" name = 'conman.routes'
def ready(self): """Register checks for conman routes.""" register(checks.polymorphic_installed) register(checks.subclasses_available) register(checks.subclasses_in_admin)
intermediate
machine_learning
code_completion
Pythoncode:Python
1
1
407
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom django.apps import AppConfig\nfrom django.core.checks import register\n\nfrom . import checks\n\n\nclass RouteConfig(AppConfig):\n \"\"\"The AppConfig for conman routes.\"\"\"\n name = 'conman.routes'"}, {"role": "assistant", "content": "\n\n def ready(self):\n \"\"\"Register checks for conman routes.\"\"\"\n register(checks.polymorphic_installed)\n register(checks.subclasses_available)\n register(checks.subclasses_in_admin)"}]
false
null
null
null
fc72be3f56a4f14c061f7d67ae504148f309762b
TheStack--python--000.parquet
Explain this Pythoncode:Python code: """ Get all TM1 transactions for all cubes starting to a specific date. """ import configparser config = configparser.ConfigParser() config.read('..\config.ini') from datetime import datetime from TM1py.Services import TM1Service with TM1Service(**config['tm1srv01']) as tm1: # Timestamp for Message-Log parsing timestamp = datetime(year=2018, month=2, day=15, hour=16, minute=2, second=0) # Get all entries since timestamp entries = tm1.server.get_transaction_log_entries(since=timestamp) # loop through entries for entry in entries: # Do stuff print(entry['TimeStamp'], entry)
This code demonstrates Pythoncode:Python programming.
intermediate
data_processing
code_explanation
Pythoncode:Python
0
0
627
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"\nGet all TM1 transactions for all cubes starting to a specific date.\n\"\"\"\n\nimport configparser\nconfig = configparser.ConfigParser()\nconfig.read('..\\config.ini')\n\nfrom datetime import datetime\n\nfrom TM1py.Services import TM1Service\n\n\nwith TM1Service(**config['tm1srv01']) as tm1:\n\n # Timestamp for Message-Log parsing\n timestamp = datetime(year=2018, month=2, day=15, hour=16, minute=2, second=0)\n\n # Get all entries since timestamp\n entries = tm1.server.get_transaction_log_entries(since=timestamp)\n\n # loop through entries\n for entry in entries:\n # Do stuff\n print(entry['TimeStamp'], entry)"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc72c71783ded10cb6bea92ec124528a890dca34
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import logging import numpy as np from scipy.stats import entropy from patteRNA.Transcript import Transcript from patteRNA import filelib class Dataset: def __init__(self, fp_observations, fp_sequences=None, fp_references=None): self.fp_obs = fp_observations self.fp_fasta = fp_sequences self.fp_refs = fp_references self.rnas = dict() self.stats = dict() def load_rnas(self, log_flag=False): observations_dict = filelib.parse_observations(self.fp_obs) observations_rnas = set(observations_dict.keys()) dataset_rnas = observations_rnas sequences_dict = None if self.fp_fasta: sequences_dict = filelib.parse_fasta(self.fp_fasta) sequences_rnas = set(sequences_dict.keys()) # Cross reference input files to confirm all transcripts for rna in observations_rnas.difference(sequences_rnas): print('WARNING - No sequence found for RNA: {}'.format(rna)) sequences_dict[rna] = ''.join(['N'] * len(observations_dict[rna]))
for rna in sequences_rnas.difference(observations_rnas): print('WARNING - No probing data found for RNA: {}'.format(rna)) observations_dict[rna] = np.tile(np.nan, len(sequences_dict[rna])) dataset_rnas.update(sequences_rnas) for rna_name in dataset_rnas: if self.fp_fasta: self.rnas[rna_name] = Transcript(rna_name, sequences_dict[rna_name], observations_dict[rna_name]) else: self.rnas[rna_name] = Transcript(rna_name, 'N' * len(observations_dict[rna_name]), observations_dict[rna_name]) if log_flag: for rna in self.rnas: self.rnas[rna].log_transform() self.compute_stats() ... [7 more functiondefs truncated] ...
advanced
database
code_completion
Pythoncode:Python
2
1
1,930
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport logging\nimport numpy as np\nfrom scipy.stats import entropy\nfrom patteRNA.Transcript import Transcript\nfrom patteRNA import filelib\n\nclass Dataset:\n def __init__(self, fp_observations, fp_sequences=None, fp_references=None):\n self.fp_obs = fp_observations\n self.fp_fasta = fp_sequences\n self.fp_refs = fp_references\n self.rnas = dict()\n self.stats = dict()\n\n def load_rnas(self, log_flag=False):\n\n observations_dict = filelib.parse_observations(self.fp_obs)\n observations_rnas = set(observations_dict.keys())\n\n dataset_rnas = observations_rnas\n\n sequences_dict = None\n if self.fp_fasta:\n sequences_dict = filelib.parse_fasta(self.fp_fasta)\n sequences_rnas = set(sequences_dict.keys())\n\n # Cross reference input files to confirm all transcripts\n for rna in observations_rnas.difference(sequences_rnas):\n print('WARNING - No sequence found for RNA: {}'.format(rna))\n sequences_dict[rna] = ''.join(['N'] * len(observations_dict[rna]))"}, {"role": "assistant", "content": "\n for rna in sequences_rnas.difference(observations_rnas):\n print('WARNING - No probing data found for RNA: {}'.format(rna))\n observations_dict[rna] = np.tile(np.nan, len(sequences_dict[rna]))\n\n dataset_rnas.update(sequences_rnas)\n\n for rna_name in dataset_rnas:\n if self.fp_fasta:\n self.rnas[rna_name] = Transcript(rna_name, sequences_dict[rna_name], observations_dict[rna_name])\n else:\n self.rnas[rna_name] = Transcript(rna_name, 'N' * len(observations_dict[rna_name]),\n observations_dict[rna_name])\n\n if log_flag:\n for rna in self.rnas:\n self.rnas[rna].log_transform()\n\n self.compute_stats()\n\n\n ... [7 more functiondefs truncated] ..."}]
false
null
null
null
fc73faf5f8cb49244c505ccd988f122eb6b59c66
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import library import json def init(args): model = [[9.2, 0.21, 0.21], [8.2, 0.22, 0.21], [7.2, 1.21, 2.41], [1.2, 2.21, 0.29]] library.put("model", model) ROUND = 0 library.put("ROUND", ROUND) alpha = 0.2 library.put("alpha", alpha) @library.export def clientUpload(args): # get client model client = json.loads(args["data"]) # client round k = "round" + str(client["round"]) # save model to buckets library.put_bucket(k, client["model"]) # if enough models if library.count_bucket(k) > 20: ROUND = library.get("ROUND")
# check client rounds == current rounds if ROUND != client["round"]: return False # set round to -1 to prevent clients uploading to this bucket library.put("ROUND", -1) model = library.get("model") list_weights = library.get_bucket(k) model = updateModel(model, list_weights) # save calculated model and restore round library.put("model", model) library.put("ROUND", ROUND+1) return True ... [3 more functiondefs truncated] ...
intermediate
machine_learning
code_completion
Pythoncode:Python
2
0
1,166
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport library\nimport json\n\ndef init(args):\n model = [[9.2, 0.21, 0.21],\n [8.2, 0.22, 0.21],\n [7.2, 1.21, 2.41],\n [1.2, 2.21, 0.29]]\n library.put(\"model\", model)\n ROUND = 0\n library.put(\"ROUND\", ROUND)\n alpha = 0.2\n library.put(\"alpha\", alpha)\n\n@library.export\ndef clientUpload(args):\n # get client model\n client = json.loads(args[\"data\"])\n\n # client round\n k = \"round\" + str(client[\"round\"])\n\n # save model to buckets\n library.put_bucket(k, client[\"model\"])\n\n # if enough models\n if library.count_bucket(k) > 20:\n ROUND = library.get(\"ROUND\")"}, {"role": "assistant", "content": "\n\n # check client rounds == current rounds\n if ROUND != client[\"round\"]:\n return False\n\n # set round to -1 to prevent clients uploading to this bucket\n library.put(\"ROUND\", -1)\n\n model = library.get(\"model\")\n\n list_weights = library.get_bucket(k)\n model = updateModel(model, list_weights)\n\n # save calculated model and restore round\n library.put(\"model\", model)\n library.put(\"ROUND\", ROUND+1)\n return True\n\n\n ... [3 more functiondefs truncated] ..."}]
false
null
null
null
fc74cac1c4d460520f828712a631b873e6f7c8d7
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from molecule import api def test_driver_is_detected(): driver_name = __name__.split(".")[0].split("_")[-1] a
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
beginner
testing
error_detection
Pythoncode:Python
1
0
119
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom molecule import api\n\n\ndef test_driver_is_detected():\n driver_name = __name__.split(\".\")[0].split(\"_\")[-1]\n a"}, {"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
fc75b91ed00a53eb686038762f01dc7958ac5d5b
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import numpy as np from coffeine.covariance_transformers import ( ... [4 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
beginner
database
refactoring
Pythoncode:Python
0
0
113
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport numpy as np\nfrom coffeine.covariance_transformers import (\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fc7738cdaacc95969a1834885a266a49c73d4c6b
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from games import Game from math import nan, isnan from queue import PriorityQueue from copy import deepcopy from utils import isnumber from grading.util import print_table class GameState: def __init__(self, to_move, position, board, label=None): self.to_move = to_move self.position = position self.board = board self.label = label self.scores = {'H': 0, 'V': 0} def __str__(self): if self.label == None: return super(GameState, self).__str__() return self.label class Move: def __init__(self, r, c, v): self.row = r self.col = c self.value = v def rcv(self): return self.row, self.col, self.value def __lt__(self, other): return self.value > other.value def q2list(mq): list = [] while not mq.empty(): list.append(mq.get(1).rcv()) return list def movesInRow(board, r): mQueue = PriorityQueue() row = board[r] for c in range(len(row)): if isnan(row[c]): continue v = row[c] move = Move(r, c, v) mQueue.put(move) return q2list(mQueue) def movesInCol(board, c): mQueue = PriorityQueue() for r in range(len(board)): if isnan(board[r][c]): continue v = board[r][c] move = Move(r, c, v) mQueue.put(move) return q2list(mQueue) class ThinkAhead(Game): """ An implementation of ThinkAhead """
def __init__(self, state): self.initial = state def actions(self, state): "Legal moves are any square not yet taken." r, c = state.position if state.to_move == 'H': moves = movesInRow(state.board, r) return moves if state.to_move == 'V': moves = movesInCol(state.board, c) return moves return [] # defines the order of play def opponent(self, player): if player == 'H': return 'V' if player == 'V': return 'H' return None def result(self, state, move): r, c, v = move assert state.board[r][c] == v currMover = state.to_move nextMover = self.opponent(currMover) newState = deepcopy(state) newState.to_move = nextMover newState.position = r, c newState.board[r][c] = nan newState.scores[currMover] += v return newState def utility(self, state, player): "Player relative score" opponent = self.opponent(player) return state.scores[player] - state.scores[opponent] def terminal_test(self, state): "A state is terminal if it is won or there are no empty squares." return len(self.actions(state)) == 0 ... [16 more functiondefs truncated] ...
advanced
testing
code_completion
Pythoncode:Python
14
3
2,823
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom games import Game\nfrom math import nan, isnan\nfrom queue import PriorityQueue\nfrom copy import deepcopy\nfrom utils import isnumber\nfrom grading.util import print_table\n\n\nclass GameState:\n def __init__(self, to_move, position, board, label=None):\n self.to_move = to_move\n self.position = position\n self.board = board\n self.label = label\n self.scores = {'H': 0, 'V': 0}\n\n def __str__(self):\n if self.label == None:\n return super(GameState, self).__str__()\n return self.label\n\n\nclass Move:\n def __init__(self, r, c, v):\n self.row = r\n self.col = c\n self.value = v\n\n def rcv(self):\n return self.row, self.col, self.value\n\n def __lt__(self, other):\n return self.value > other.value\n\n\ndef q2list(mq):\n list = []\n while not mq.empty():\n list.append(mq.get(1).rcv())\n return list\n\n\ndef movesInRow(board, r):\n mQueue = PriorityQueue()\n row = board[r]\n for c in range(len(row)):\n if isnan(row[c]):\n continue\n v = row[c]\n move = Move(r, c, v)\n mQueue.put(move)\n return q2list(mQueue)\n\n\ndef movesInCol(board, c):\n mQueue = PriorityQueue()\n for r in range(len(board)):\n if isnan(board[r][c]):\n continue\n v = board[r][c]\n move = Move(r, c, v)\n mQueue.put(move)\n return q2list(mQueue)\n\n\nclass ThinkAhead(Game):\n \"\"\"\n An implementation of ThinkAhead\n \"\"\""}, {"role": "assistant", "content": "\n def __init__(self, state):\n self.initial = state\n\n def actions(self, state):\n \"Legal moves are any square not yet taken.\"\n r, c = state.position\n\n if state.to_move == 'H':\n moves = movesInRow(state.board, r)\n return moves\n if state.to_move == 'V':\n moves = movesInCol(state.board, c)\n return moves\n return []\n\n # defines the order of play\n def opponent(self, player):\n if player == 'H':\n return 'V'\n if player == 'V':\n return 'H'\n return None\n\n def result(self, state, move):\n r, c, v = move\n assert state.board[r][c] == v\n currMover = state.to_move\n nextMover = self.opponent(currMover)\n\n newState = deepcopy(state)\n newState.to_move = nextMover\n newState.position = r, c\n newState.board[r][c] = nan\n newState.scores[currMover] += v\n return newState\n\n def utility(self, state, player):\n \"Player relative score\"\n opponent = self.opponent(player)\n return state.scores[player] - state.scores[opponent]\n\n def terminal_test(self, state):\n \"A state is terminal if it is won or there are no empty squares.\"\n return len(self.actions(state)) == 0\n\n\n ... [16 more functiondefs truncated] ..."}]
false
null
null
null
fc78a988ef549d86a9021df34f1480ea70a43721
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import os import df2img import disnake import numpy as np import pandas as pd from menus.menu import Menu from PIL import Image import discordbot.config_discordbot as cfg from discordbot.config_discordbot import gst_imgur, logger from discordbot.helpers import autocrop_image from gamestonk_terminal.stocks.options import yfinance_model
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
machine_learning
refactoring
Pythoncode:Python
0
0
340
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport os\n\nimport df2img\nimport disnake\nimport numpy as np\nimport pandas as pd\nfrom menus.menu import Menu\nfrom PIL import Image\n\nimport discordbot.config_discordbot as cfg\nfrom discordbot.config_discordbot import gst_imgur, logger\nfrom discordbot.helpers import autocrop_image\nfrom gamestonk_terminal.stocks.options import yfinance_model"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fc798568d1c4c7d74cc7db30deace979155e8ddb
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #%% import packages import numpy as np import pandas as pd import multiprocessing from time import time import json from premiumFinance.constants import ( MORTALITY_TABLE_CLEANED_PATH, PROCESSED_PROFITABILITY_PATH, ) from premiumFinance.financing import calculate_lender_profit, yield_curve mortality_experience = pd.read_excel(MORTALITY_TABLE_CLEANED_PATH) #%% calculate profit rate def get_average_profitability( is_level_premium=True, lapse_assumption=True, policyholder_rate=yield_curve, statutory_interest=0.035, premium_markup=0.0, cash_interest=0.001, lender_coc=0.01, data_frame=mortality_experience, ): profit_columns = data_frame.apply( lambda row: calculate_lender_profit( row=row, is_level_premium=is_level_premium, lapse_assumption=lapse_assumption, policyholder_rate=policyholder_rate, statutory_interest=statutory_interest, premium_markup=premium_markup, cash_interest=cash_interest, lender_coc=lender_coc, ), axis=1, # Complete this line ) data_frame[["Breakeven Loan rate", "Lender profit"]] = profit_columns data_frame["Dollar profit"] = ( data_frame["Lender profit"] * data_frame["Amount Exposed"] ) average_profitability = ( data_frame["Dollar profit"].sum() / data_frame["Amount Exposed"].sum() ) return average_profitability, data_frame def tempfunc_t(x): a, _ = get_average_profitability(lender_coc=x, lapse_assumption=True) return a def tempfunc_f(x): a, _ = get_average_profitability(lender_coc=x, lapse_assumption=False) return a lender_coc_value = np.arange(start=0.01, stop=0.2, step=0.01) #%% tbd if __name__ == "__main__": pool = multiprocessing.Pool() start_time = time() foo = [] for tempfunc in (tempfunc_t, tempfunc_f): foo.append( pool.map( tempfunc, lender_coc_value, ) ) print(f"it took {time() - start_time}") lender_profitability = { "lender_coc": lender_coc_value.tolist(), "profitability": foo, } with open(PROCESSED_PROFITABILITY_PATH, "w") as outfile: json.dump(lender_profitability, outfile)
The missing line is: result_type="expand",
intermediate
machine_learning
fill_in_the_blank
Pythoncode:Python
3
0
2,312
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#%% import packages\n\nimport numpy as np\nimport pandas as pd\nimport multiprocessing\nfrom time import time\nimport json\n\nfrom premiumFinance.constants import (\n MORTALITY_TABLE_CLEANED_PATH,\n PROCESSED_PROFITABILITY_PATH,\n)\nfrom premiumFinance.financing import calculate_lender_profit, yield_curve\n\nmortality_experience = pd.read_excel(MORTALITY_TABLE_CLEANED_PATH)\n\n#%% calculate profit rate\ndef get_average_profitability(\n is_level_premium=True,\n lapse_assumption=True,\n policyholder_rate=yield_curve,\n statutory_interest=0.035,\n premium_markup=0.0,\n cash_interest=0.001,\n lender_coc=0.01,\n data_frame=mortality_experience,\n):\n profit_columns = data_frame.apply(\n lambda row: calculate_lender_profit(\n row=row,\n is_level_premium=is_level_premium,\n lapse_assumption=lapse_assumption,\n policyholder_rate=policyholder_rate,\n statutory_interest=statutory_interest,\n premium_markup=premium_markup,\n cash_interest=cash_interest,\n lender_coc=lender_coc,\n ),\n axis=1,\n # Complete this line\n )\n data_frame[[\"Breakeven Loan rate\", \"Lender profit\"]] = profit_columns\n\n data_frame[\"Dollar profit\"] = (\n data_frame[\"Lender profit\"] * data_frame[\"Amount Exposed\"]\n )\n\n average_profitability = (\n data_frame[\"Dollar profit\"].sum() / data_frame[\"Amount Exposed\"].sum()\n )\n return average_profitability, data_frame\n\n\ndef tempfunc_t(x):\n a, _ = get_average_profitability(lender_coc=x, lapse_assumption=True)\n return a\n\n\ndef tempfunc_f(x):\n a, _ = get_average_profitability(lender_coc=x, lapse_assumption=False)\n return a\n\n\nlender_coc_value = np.arange(start=0.01, stop=0.2, step=0.01)\n\n\n#%% tbd\nif __name__ == \"__main__\":\n pool = multiprocessing.Pool()\n\n start_time = time()\n foo = []\n for tempfunc in (tempfunc_t, tempfunc_f):\n foo.append(\n pool.map(\n tempfunc,\n lender_coc_value,\n )\n )\n print(f\"it took {time() - start_time}\")\n lender_profitability = {\n \"lender_coc\": lender_coc_value.tolist(),\n \"profitability\": foo,\n }\n with open(PROCESSED_PROFITABILITY_PATH, \"w\") as outfile:\n json.dump(lender_profitability, outfile)"}, {"role": "assistant", "content": "The missing line is:\n result_type=\"expand\","}]
false
null
null
null
fc7a203231a6818121284acfef4c18f0b9192863
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: # Copyright 2018 The Chromium Authors. All rights reserved. # Use of this source code is governed by a BSD-style license that can be # found in the LICENSE file. class CachedPickledString(ndb.Model): value = ndb.BlobProperty() expire_time = ndb.DateTimeProperty() @classmethod def NamespacedKey(cls, key, namespace): return ndb.Key(cls.__name__, namespaced_stored_object.NamespaceKey(key, namespace)) @classmethod def GetExpiredKeys(cls): """Gets keys of expired entities. Returns: List of keys for items which are expired. """ current_time = datetime.datetime.now() query = cls.query(cls.expire_time < current_time) query = query.filter(cls.expire_time != None) return query.fetch(keys_only=True) def Get(key): """Gets the value from the datastore.""" if key is None: return None namespaced_key = namespaced_stored_object.NamespaceKey(key) entity = ndb.Key('CachedPickledString', namespaced_key).get(read_policy=ndb.EVENTUAL_CONSISTENCY) if entity: return cPickle.loads(entity.value) return stored_object.Get(key) def GetExternal(key): """Gets the value from the datastore for the externally namespaced key.""" if key is None: return None namespaced_key = namespaced_stored_object.NamespaceKey( key, datastore_hooks.EXTERNAL) # Complete this line namespaced_key).get(read_policy=ndb.EVENTUAL_CONSISTENCY) if entity: return cPickle.loads(entity.value) return stored_object.Get(key) def Set(key, value, days_to_keep=None, namespace=None): """Sets the value in the datastore. Args: key: The key name, which will be namespaced. value: The value to set. days_to_keep: Number of days to keep entity in datastore, default is None. Entity will not expire when this value is 0 or None. namespace: Optional namespace, otherwise namespace will be retrieved using datastore_hooks.GetNamespace(). """ # When number of days to keep is given, calculate expiration time for # the entity and store it in datastore. # Once the entity expires, it will be deleted from the datastore. expire_time = None if days_to_keep: expire_time = datetime.datetime.now() + datetime.timedelta( days=days_to_keep) namespaced_key = namespaced_stored_object.NamespaceKey(key, namespace) try: CachedPickledString( id=namespaced_key, value=cPickle.dumps(value), expire_time=expire_time).put() except datastore_errors.BadRequestError as e: logging.warning('BadRequestError for key %s: %s', key, e) except apiproxy_errors.RequestTooLargeError as e: stored_object.Set(key, value) ... [4 more functiondefs truncated] ...
The missing line is: entity = ndb.Key('CachedPickledString',
advanced
api
fill_in_the_blank
Pythoncode:Python
5
1
2,763
false
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Copyright 2018 The Chromium Authors. All rights reserved.\n# Use of this source code is governed by a BSD-style license that can be\n# found in the LICENSE file.\nclass CachedPickledString(ndb.Model):\n value = ndb.BlobProperty()\n expire_time = ndb.DateTimeProperty()\n\n @classmethod\n def NamespacedKey(cls, key, namespace):\n return ndb.Key(cls.__name__,\n namespaced_stored_object.NamespaceKey(key, namespace))\n\n @classmethod\n def GetExpiredKeys(cls):\n \"\"\"Gets keys of expired entities.\n\n Returns:\n List of keys for items which are expired.\n \"\"\"\n current_time = datetime.datetime.now()\n query = cls.query(cls.expire_time < current_time)\n query = query.filter(cls.expire_time != None)\n return query.fetch(keys_only=True)\n\n\ndef Get(key):\n \"\"\"Gets the value from the datastore.\"\"\"\n if key is None:\n return None\n namespaced_key = namespaced_stored_object.NamespaceKey(key)\n entity = ndb.Key('CachedPickledString',\n namespaced_key).get(read_policy=ndb.EVENTUAL_CONSISTENCY)\n if entity:\n return cPickle.loads(entity.value)\n return stored_object.Get(key)\n\n\ndef GetExternal(key):\n \"\"\"Gets the value from the datastore for the externally namespaced key.\"\"\"\n if key is None:\n return None\n namespaced_key = namespaced_stored_object.NamespaceKey(\n key, datastore_hooks.EXTERNAL)\n # Complete this line\n namespaced_key).get(read_policy=ndb.EVENTUAL_CONSISTENCY)\n if entity:\n return cPickle.loads(entity.value)\n return stored_object.Get(key)\n\n\ndef Set(key, value, days_to_keep=None, namespace=None):\n \"\"\"Sets the value in the datastore.\n\n Args:\n key: The key name, which will be namespaced.\n value: The value to set.\n days_to_keep: Number of days to keep entity in datastore, default is None.\n Entity will not expire when this value is 0 or None.\n namespace: Optional namespace, otherwise namespace will be retrieved\n using datastore_hooks.GetNamespace().\n \"\"\"\n # When number of days to keep is given, calculate expiration time for\n # the entity and store it in datastore.\n # Once the entity expires, it will be deleted from the datastore.\n expire_time = None\n if days_to_keep:\n expire_time = datetime.datetime.now() + datetime.timedelta(\n days=days_to_keep)\n namespaced_key = namespaced_stored_object.NamespaceKey(key, namespace)\n\n try:\n CachedPickledString(\n id=namespaced_key, value=cPickle.dumps(value),\n expire_time=expire_time).put()\n except datastore_errors.BadRequestError as e:\n logging.warning('BadRequestError for key %s: %s', key, e)\n except apiproxy_errors.RequestTooLargeError as e:\n stored_object.Set(key, value)\n\n\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n entity = ndb.Key('CachedPickledString',"}]
false
null
null
null
fc7acbb33a6b536b7d8fb8f0b3208c55dac034b1
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding:utf-8 -*- """ """ import cudf from hypergbm import make_experiment from hypernets.tabular import get_tool_box from hypernets.tabular.datasets import dsutils def main(target='y', dtype=None, max_trials=3, drift_detection=False, clear_cache=True, **kwargs): tb = get_tool_box(cudf.DataFrame) assert isinstance(tb, type) and tb.__name__ == 'CumlToolBox' print("preparing...") df = dsutils.load_bank() if dtype is not None: df[target] = df[target].astype(dtype) df, = tb.from_local(df) assert isinstance(df, cudf.DataFrame) df_train, df_test = tb.train_test_split(df, test_size=0.5, random_state=123) X_test = df_test y_test = X_test.pop(target) exp = make_experiment(df_train, target=target, test_data=X_test.copy(), max_trials=max_trials, drift_detection=drift_detection, clear_cache=clear_cache, **kwargs)
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • Unterminated string literal at line 2 Fix: Complete the function 'main' body and add missing return
intermediate
testing
error_detection
Pythoncode:Python
1
0
1,007
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding:utf-8 -*-\n\"\"\"\n\n\"\"\"\n\nimport cudf\n\nfrom hypergbm import make_experiment\nfrom hypernets.tabular import get_tool_box\nfrom hypernets.tabular.datasets import dsutils\n\n\ndef main(target='y', dtype=None, max_trials=3, drift_detection=False, clear_cache=True, **kwargs):\n tb = get_tool_box(cudf.DataFrame)\n assert isinstance(tb, type) and tb.__name__ == 'CumlToolBox'\n\n print(\"preparing...\")\n df = dsutils.load_bank()\n if dtype is not None:\n df[target] = df[target].astype(dtype)\n df, = tb.from_local(df)\n assert isinstance(df, cudf.DataFrame)\n\n df_train, df_test = tb.train_test_split(df, test_size=0.5, random_state=123)\n X_test = df_test\n y_test = X_test.pop(target)\n\n exp = make_experiment(df_train, target=target,\n test_data=X_test.copy(),\n max_trials=max_trials,\n drift_detection=drift_detection,\n clear_cache=clear_cache,\n **kwargs)"}, {"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 2\n\n Fix: Complete the function 'main' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
fc7af78333f9477d4091f8e1379313d34cf45c32
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: def pictureInserter(og,address,list): j=0 for i in og: file1 = open(address+'/'+i, "a") x="\ncover::https://image.tmdb
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 5 • Unterminated string literal at line 5 Fixes: • Complete the expression on the last line • Add closing quote at line 5 • Add closing quote to string literal
intermediate
api
syntax_repair
Pythoncode:Python
1
0
146
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef pictureInserter(og,address,list):\r\n j=0\r\n for i in og:\r\n file1 = open(address+'/'+i, \"a\")\r\n x=\"\\ncover::https://image.tmdb"}, {"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 5\n \u2022 Unterminated string literal at line 5\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 5\n \u2022 Add closing quote to string literal"}]
true
syntax
MID_STRING
CRITICAL
fc7dad2207dc0af9eee6f35c716072b33850e1f6
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # Copyright (c) Facebook, Inc. and its affiliates. # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. import concurrent.futures import numpy as np import os from PIL import Image import torchvision from datasets import base from platforms.platform import get_platform def _get_samples(root, y_name, y_num): y_dir = os.path.join(root, y_name) if not get_platform().isdir(y_dir): return [] output = [(os.path.join(y_dir, f), y_num) for f in get_platform().listdir(y_dir) if f.lower().endswith('jpeg')] return output class Dataset(base.ImageDataset): """ImageNet""" def __init__(self, loc: str, image_transforms): # Load the data. classes = sorted(get_platform().listdir(loc)) samples = [] if get_platform().num_workers > 0: executor = concurrent.futures.ThreadPoolExecutor(max_workers=get_platform().num_workers) futures = [executor.submit(_get_samples, loc, y_name, y_num) for y_num, y_name in enumerate(classes)] for d in concurrent.futures.wait(futures)[0]: samples += d.result() else: for y_num, y_name in enumerate(classes): samples += _get_samples(loc, y_name, y_num) examples, labels = zip(*samples) super(Dataset, self).__init__( np.array(examples), np.array(labels), image_transforms, [torchvision.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])]) @staticmethod def num_train_examples(): return str(1281167) @staticmethod def num_test_examples(): return 50000 @staticmethod def num_classes(): return 1000 @staticmethod def _augment_transforms(): return [ torchvision.transforms.RandomResizedCrop(224, scale=(0.1, 1.0), ratio=(0.8, 1.25)), torchvision.transforms.RandomHorizontalFlip() ] @staticmethod def _transforms(): return [torchvision.transforms.Resize(256), torchvision.transforms.CenterCrop(224)] @staticmethod def get_train_set(use_augmentation, resize): transforms = Dataset._augment_transforms() if use_augmentation else Dataset._transforms() return Dataset(os.path.join(get_platform().imagenet_root, 'train'), transforms) @staticmethod def get_test_set(resize): return Dataset(os.path.join(get_platform().imagenet_root, 'val'), Dataset._transforms()) @staticmethod def example_to_image(example): with get_platform().open(example, 'rb') as fp: return Image.open(fp).convert('RGB') DataLoader = base.DataLoader
Error Analysis: Error Type: TYPE_MISMATCH Error: TYPE_MISMATCH Fix: Ensure types are compatible in operations
advanced
testing
error_detection
Pythoncode:Python
10
1
2,663
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Copyright (c) Facebook, Inc. and its affiliates.\n\n# This source code is licensed under the MIT license found in the\n# LICENSE file in the root directory of this source tree.\n\nimport concurrent.futures\nimport numpy as np\nimport os\nfrom PIL import Image\nimport torchvision\n\nfrom datasets import base\nfrom platforms.platform import get_platform\n\n\ndef _get_samples(root, y_name, y_num):\n y_dir = os.path.join(root, y_name)\n if not get_platform().isdir(y_dir): return []\n output = [(os.path.join(y_dir, f), y_num) for f in get_platform().listdir(y_dir) if f.lower().endswith('jpeg')]\n return output\n\n\nclass Dataset(base.ImageDataset):\n \"\"\"ImageNet\"\"\"\n\n def __init__(self, loc: str, image_transforms):\n # Load the data.\n classes = sorted(get_platform().listdir(loc))\n samples = []\n\n if get_platform().num_workers > 0:\n executor = concurrent.futures.ThreadPoolExecutor(max_workers=get_platform().num_workers)\n futures = [executor.submit(_get_samples, loc, y_name, y_num) for y_num, y_name in enumerate(classes)]\n for d in concurrent.futures.wait(futures)[0]: samples += d.result()\n else:\n for y_num, y_name in enumerate(classes):\n samples += _get_samples(loc, y_name, y_num)\n\n examples, labels = zip(*samples)\n super(Dataset, self).__init__(\n np.array(examples), np.array(labels), image_transforms,\n [torchvision.transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])])\n\n @staticmethod\n def num_train_examples(): return str(1281167)\n\n @staticmethod\n def num_test_examples(): return 50000\n\n @staticmethod\n def num_classes(): return 1000\n\n @staticmethod\n def _augment_transforms():\n return [\n torchvision.transforms.RandomResizedCrop(224, scale=(0.1, 1.0), ratio=(0.8, 1.25)),\n torchvision.transforms.RandomHorizontalFlip()\n ]\n\n @staticmethod\n def _transforms():\n return [torchvision.transforms.Resize(256), torchvision.transforms.CenterCrop(224)]\n\n @staticmethod\n def get_train_set(use_augmentation, resize):\n transforms = Dataset._augment_transforms() if use_augmentation else Dataset._transforms()\n return Dataset(os.path.join(get_platform().imagenet_root, 'train'), transforms)\n\n @staticmethod\n def get_test_set(resize):\n return Dataset(os.path.join(get_platform().imagenet_root, 'val'), Dataset._transforms())\n\n @staticmethod\n def example_to_image(example):\n with get_platform().open(example, 'rb') as fp:\n return Image.open(fp).convert('RGB')\n\n\nDataLoader = base.DataLoader"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: TYPE_MISMATCH\n Error: TYPE_MISMATCH\n\n Fix: Ensure types are compatible in operations"}]
true
logical
TYPE_MISMATCH
HIGH
fc7fb355e0004487d0ead15c251476f2cd39193b
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python # -*- encoding: utf-8 -*- class CryptSM4(object): def __init__(self): self.rk = [] def T(self, A, L_func): """合成置换函数T T(.) = L(\tau(.)) Args: A (int): 输入数据 L_func (function): 线性变换L Returns: int: 输出数据 """ B = [S_BOX[(A >> i) & (0x000000ff)] for i in range(0, 32, 8)] B = [B[i] << (i * 8) for i in range(4)] C = L_func(sum(B)) return C def L(self, input): """线性变换L,用于轮函数中 L(B) = B ^ (B <<< 2) ^ (B <<< 10) ^ (B <<< 18) ^ (B <<< 24) Args: input (int): 输入数据 Returns: int: 输出数据 """ return input ^ rotl(input, 2) ^ rotl(input, 10) ^ rotl( input, 18) ^ rotl(input, 24) def L_prime(self, input): """线性变换L',用于密钥扩展算法 L'(B) = B ^ (B <<< 13) ^ (B <<< 23) Args: input (int): 输入数据 Returns: int: 输出数据 """ return input ^ rotl(input, 13) ^ rotl(input, 23) def check_key_iv(self, key_iv): """检验key或iv的合法性并转换成字节串 Args: key_iv (int, str or bytes): key或iv Raises: TypeError: 密钥或初始化向量类型错误 ValueError: 密钥或初始化向量长度过长 Returns: bytes: key或iv """ if isinstance(key_iv, str): key_iv = key_iv.encode(encoding='UTF8') elif isinstance(key_iv, int): print(len(num2hex(key_iv, width=32))) key_iv = unhexlify(num2hex(key_iv, width=32)) elif not isinstance(key_iv, bytes): raise TypeError("密钥或初始化向量类型错误") if len(key_iv) > BLOCK_BYTE: raise ValueError('密钥或初始化向量长度不能大于{}'.format(BLOCK_BYTE)) return unhexlify('00') * (BLOCK_BYTE - len(key_iv)) + key_iv def set_key(self, key): """设置key Args: key (int, str or bytes): 密钥 """ key = self.check_key_iv(key) input = bytes_to_list(hexlify(key), BLOCK_HEX / 4) input = [int(i, 16) for i in input] K = [input[i] ^ FK[i] for i in range(4)] # 存储轮密钥 for i in range(32): # 密钥扩展算法 K.append(K[i] ^ self.T(K[i + 1] ^ K[i + 2] ^ K[i + 3] ^ CK[i], self.L_prime)) self.rk = K[4:] def F(self, X, i): """轮函数F F = X_0 ^ T(X_1 ^ X_2 ^ X_3 ^ rk) 其中输入为(X_0, X_1, X_2, X_3),轮密钥为rk Args: X (list): 输入 i (int): 轮密钥的下标 Returns: int: 输出 """ return X[0] ^ self.T(X[1] ^ X[2] ^ X[3] ^ self.rk[i], self.L) ... [9 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 8 • IndentationError at line 7 Fixes: • Complete the expression on the last line • Add closing quote at line 8 • Fix indentation to match Python syntax rules
advanced
database
syntax_repair
Pythoncode:Python
7
1
2,691
false
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- encoding: utf-8 -*-\nclass CryptSM4(object):\n def __init__(self):\n self.rk = []\n\n def T(self, A, L_func):\n \"\"\"\u5408\u6210\u7f6e\u6362\u51fd\u6570T\n T(.) = L(\\tau(.))\n\n Args:\n A (int): \u8f93\u5165\u6570\u636e\n L_func (function): \u7ebf\u6027\u53d8\u6362L\n\n Returns:\n int: \u8f93\u51fa\u6570\u636e\n \"\"\"\n B = [S_BOX[(A >> i) & (0x000000ff)] for i in range(0, 32, 8)]\n B = [B[i] << (i * 8) for i in range(4)]\n C = L_func(sum(B))\n return C\n\n def L(self, input):\n \"\"\"\u7ebf\u6027\u53d8\u6362L\uff0c\u7528\u4e8e\u8f6e\u51fd\u6570\u4e2d\n L(B) = B ^ (B <<< 2) ^ (B <<< 10) ^ (B <<< 18) ^ (B <<< 24)\n\n Args:\n input (int): \u8f93\u5165\u6570\u636e\n\n Returns:\n int: \u8f93\u51fa\u6570\u636e\n \"\"\"\n return input ^ rotl(input, 2) ^ rotl(input, 10) ^ rotl(\n input, 18) ^ rotl(input, 24)\n\n def L_prime(self, input):\n \"\"\"\u7ebf\u6027\u53d8\u6362L'\uff0c\u7528\u4e8e\u5bc6\u94a5\u6269\u5c55\u7b97\u6cd5\n L'(B) = B ^ (B <<< 13) ^ (B <<< 23)\n\n Args:\n input (int): \u8f93\u5165\u6570\u636e\n\n Returns:\n int: \u8f93\u51fa\u6570\u636e\n \"\"\"\n return input ^ rotl(input, 13) ^ rotl(input, 23)\n\n def check_key_iv(self, key_iv):\n \"\"\"\u68c0\u9a8ckey\u6216iv\u7684\u5408\u6cd5\u6027\u5e76\u8f6c\u6362\u6210\u5b57\u8282\u4e32\n\n Args:\n key_iv (int, str or bytes): key\u6216iv\n\n Raises:\n TypeError: \u5bc6\u94a5\u6216\u521d\u59cb\u5316\u5411\u91cf\u7c7b\u578b\u9519\u8bef\n ValueError: \u5bc6\u94a5\u6216\u521d\u59cb\u5316\u5411\u91cf\u957f\u5ea6\u8fc7\u957f\n\n Returns:\n bytes: key\u6216iv\n \"\"\"\n if isinstance(key_iv, str):\n key_iv = key_iv.encode(encoding='UTF8')\n elif isinstance(key_iv, int):\n print(len(num2hex(key_iv, width=32)))\n key_iv = unhexlify(num2hex(key_iv, width=32))\n elif not isinstance(key_iv, bytes):\n raise TypeError(\"\u5bc6\u94a5\u6216\u521d\u59cb\u5316\u5411\u91cf\u7c7b\u578b\u9519\u8bef\")\n if len(key_iv) > BLOCK_BYTE:\n raise ValueError('\u5bc6\u94a5\u6216\u521d\u59cb\u5316\u5411\u91cf\u957f\u5ea6\u4e0d\u80fd\u5927\u4e8e{}'.format(BLOCK_BYTE))\n return unhexlify('00') * (BLOCK_BYTE - len(key_iv)) + key_iv\n\n def set_key(self, key):\n \"\"\"\u8bbe\u7f6ekey\n\n Args:\n key (int, str or bytes): \u5bc6\u94a5\n \"\"\"\n key = self.check_key_iv(key)\n input = bytes_to_list(hexlify(key), BLOCK_HEX / 4)\n input = [int(i, 16) for i in input]\n K = [input[i] ^ FK[i] for i in range(4)] # \u5b58\u50a8\u8f6e\u5bc6\u94a5\n for i in range(32): # \u5bc6\u94a5\u6269\u5c55\u7b97\u6cd5\n K.append(K[i] ^ self.T(K[i + 1] ^ K[i + 2] ^ K[i + 3]\n ^ CK[i], self.L_prime))\n self.rk = K[4:]\n\n def F(self, X, i):\n \"\"\"\u8f6e\u51fd\u6570F\n F = X_0 ^ T(X_1 ^ X_2 ^ X_3 ^ rk)\n \u5176\u4e2d\u8f93\u5165\u4e3a(X_0, X_1, X_2, X_3)\uff0c\u8f6e\u5bc6\u94a5\u4e3ark\n\n Args:\n X (list): \u8f93\u5165\n i (int): \u8f6e\u5bc6\u94a5\u7684\u4e0b\u6807\n\n Returns:\n int: \u8f93\u51fa\n \"\"\"\n return X[0] ^ self.T(X[1] ^ X[2] ^ X[3] ^ self.rk[i], self.L)\n\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 8\n \u2022 IndentationError at line 7\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 8\n \u2022 Fix indentation to match Python syntax rules"}]
true
syntax
BROKEN_INDENTATION
MEDIUM
fc80bac77478aab3a7595a594bb0b4822d3d20bb
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import json import requests from random import randint class sendotp: def __init__(self, key, msg): self.baseUrl = "http://control.msg91.com" self.authkey = key try: msg except NameError: self.msg = "Your otp is {{otp}}. Please do not share it with anybody" else: self.msg = msg def actionURLBuilder(self, actionurl): # print self.baseUrl + '/api/' +str(actionurl) print (actionurl) return self.baseUrl + '/api/' + str(actionurl) def generateOtp(self): return randint(1000, 9999) def send(self, contactNumber, senderId, otp): values = { 'authkey': self.authkey, 'mobile': contactNumber, 'message': self.msg.replace("{{otp}}", str(otp)), 'sender': senderId, 'otp': otp } print (self.call('sendotp.php', values)) return otp def retry(self, contactNumber, retrytype='voice'): values = { 'authkey': self.authkey, 'mobile': contactNumber, 'retrytype': retrytype } print (values) response = self.call('retryotp.php', values) return; def verify(self, contactNumber, otp): values = { 'authkey': self.authkey, 'mobile': contactNumber, 'otp': otp } response = self.call('verifyRequestOTP.php', values) return response; def call(self, actionurl, args): url = self.actionURLBuilder(actionurl) print (url) payload = (args) response = requests.post(url, data=payload, verify=False) print (response.text) return response.status_code
Code analysis results: 🔴 Errors found: Block at line 6 has no indented body Block at line 8 has no indented body ⚠️ Warnings: Unexpected indentation at line 11 Unexpected indentation at line 15 Unexpected indentation at line 17 Unexpected indentation at line 22 💡 Suggestions: Add docstring to class 'sendotp' Add docstring to function 'retry' Add docstring to function 'call'
advanced
api
debugging
Pythoncode:Python
7
1
1,750
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport json\nimport requests\nfrom random import randint\n\n\nclass sendotp:\n\n def __init__(self, key, msg):\n\n self.baseUrl = \"http://control.msg91.com\"\n self.authkey = key\n\n try:\n msg\n except NameError:\n self.msg = \"Your otp is {{otp}}. Please do not share it with anybody\"\n else:\n self.msg = msg\n\n def actionURLBuilder(self, actionurl):\n # print self.baseUrl + '/api/' +str(actionurl)\n print (actionurl)\n return self.baseUrl + '/api/' + str(actionurl)\n\n def generateOtp(self):\n return randint(1000, 9999)\n\n def send(self, contactNumber, senderId, otp):\n values = {\n 'authkey': self.authkey,\n 'mobile': contactNumber,\n 'message': self.msg.replace(\"{{otp}}\", str(otp)),\n 'sender': senderId,\n 'otp': otp\n }\n print (self.call('sendotp.php', values))\n return otp\n\n def retry(self, contactNumber, retrytype='voice'):\n values = {\n 'authkey': self.authkey,\n 'mobile': contactNumber,\n 'retrytype': retrytype\n }\n print (values)\n response = self.call('retryotp.php', values)\n return;\n\n def verify(self, contactNumber, otp):\n values = {\n 'authkey': self.authkey,\n 'mobile': contactNumber,\n 'otp': otp\n }\n response = self.call('verifyRequestOTP.php', values)\n return response;\n\n def call(self, actionurl, args):\n url = self.actionURLBuilder(actionurl)\n print (url)\n payload = (args)\n\n response = requests.post(url, data=payload, verify=False)\n print (response.text)\n return response.status_code"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 6 has no indented body\n Block at line 8 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 11\n Unexpected indentation at line 15\n Unexpected indentation at line 17\n Unexpected indentation at line 22\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'sendotp'\n Add docstring to function 'retry'\n Add docstring to function 'call'"}]
false
null
null
null
fc80de56a04c7ef4be7293dbeb997c760a19a788
TheStack--python--000.parquet
Review this Pythoncode:Python code: class Solution: def removeOuterParentheses(self, s: str) -> str: ans = [] ct = 0 for ch in s: if ch == '(': ct += 1 if ct != 1: ans.append(ch) else: ct -= 1 if ct != 0: ans.append(ch) return ''.join(ans) if __name__ == '__main__': # s = '(()())(())' # s = '(()())(())(()(()))' s = '()()' ret = Solution().removeOuterParentheses(s) print(ret)
Code Review: ❌ Critical issues: Unclosed '(' at line 6 - expected ')' ⚠️ Code quality: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 8 Unexpected indentation at line 10 Unexpected indentation at line 12 Unexpected indentation at line 14 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 ✨ Improvements: Add closing ')' bracket Add docstring to class 'Solution' Add docstring to function 'removeOuterParentheses' Remove debug print() at line 22 before production
advanced
machine_learning
code_review
Pythoncode:Python
1
1
528
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\nclass Solution:\n def removeOuterParentheses(self, s: str) -> str:\n ans = []\n ct = 0\n for ch in s:\n if ch == '(':\n ct += 1\n if ct != 1:\n ans.append(ch)\n else:\n ct -= 1\n if ct != 0:\n ans.append(ch)\n return ''.join(ans)\n\n\nif __name__ == '__main__':\n # s = '(()())(())'\n # s = '(()())(())(()(()))'\n s = '()()'\n ret = Solution().removeOuterParentheses(s)\n print(ret)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unclosed '(' at line 6 - expected ')'\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 8\n Unexpected indentation at line 10\n Unexpected indentation at line 12\n Unexpected indentation at line 14\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n\n\u2728 Improvements:\n Add closing ')' bracket\n Add docstring to class 'Solution'\n Add docstring to function 'removeOuterParentheses'\n Remove debug print() at line 22 before production"}]
false
null
null
null
fc8179bb642e9880741040dd5588b31584a47da9
TheStack--python--000.parquet
Debug this Pythoncode:Python code: n = int(input('Digite um número para ver sua tabuada: ')) for c in range(0, 11): print(f'{n} * {c} = {n * c}')
Code analysis results: 💡 Suggestions: Remove debug print() at line 3 before production No critical issues found Consider adding unit tests Add inline comments for complex logic
beginner
general
debugging
Pythoncode:Python
0
0
115
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nn = int(input('Digite um n\u00famero para ver sua tabuada: '))\nfor c in range(0, 11):\n print(f'{n} * {c} = {n * c}')"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udca1 Suggestions:\n Remove debug print() at line 3 before production\n\n No critical issues found\n\n Consider adding unit tests\n Add inline comments for complex logic"}]
false
null
null
null
fc8204c97c600cb469a44cb790b0f13a27763c8c
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: # coding=utf-8 from .translators import translate_js, DEFAULT_HEADER from .es6 import js6_to_js5 import sys import time import json import six import os import hashlib import codecs def disable_pyimport(): import pyjsparser.parser pyjsparser.parser.ENABLE_PYIMPORT = False def path_as_local(path): if os.path.isabs(path): return path # relative to cwd return os.path.join(os.getcwd(), path) def import_js(path, lib_name, globals): """Imports from javascript source file. globals is your globals()""" ... code continues ...
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: with codecs.open(path_as_local(path), "r", "utf-8") as f: js = f.read() e = EvalJs() e.execute(js) var = e.context['var']
advanced
machine_learning
incomplete_code
Pythoncode:Python
7
0
542
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# coding=utf-8\nfrom .translators import translate_js, DEFAULT_HEADER\nfrom .es6 import js6_to_js5\nimport sys\nimport time\nimport json\nimport six\nimport os\nimport hashlib\nimport codecs\n\ndef disable_pyimport():\n import pyjsparser.parser\n pyjsparser.parser.ENABLE_PYIMPORT = False\n\n\ndef path_as_local(path):\n if os.path.isabs(path):\n return path\n # relative to cwd\n return os.path.join(os.getcwd(), path)\n\n\ndef import_js(path, lib_name, globals):\n \"\"\"Imports from javascript source file.\n globals is your globals()\"\"\"\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 with codecs.open(path_as_local(path), \"r\", \"utf-8\") as f:\n js = f.read()\n e = EvalJs()\n e.execute(js)\n var = e.context['var']"}]
true
syntax
HARD_CUT
CRITICAL
fc821cb035c84e746a53eb83ce1e63b3b5c31ae6
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/python3 from setuptools import setup, find_packages setup( package_dir = { '': 'src' }, packages = find_packages( where='src' )
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 5 - expected ')' • SyntaxError: '(' was never closed at line 5 Fixes: • Add closing ')' bracket • Review code syntax
beginner
general
syntax_repair
Pythoncode:Python
0
0
148
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/python3\n\nfrom setuptools import setup, find_packages\n\nsetup(\n package_dir = { '': 'src' },\n packages = find_packages( where='src' )"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 5 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 5\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
true
syntax
MID_STRING
CRITICAL
fc82e467705d5e2af949a070febf617a72de9774
TheStack--python--000.parquet
Complete this Pythoncode:Python code: #!/usr/bin/env python # # Copyright (C) 2018 The Android Open Source Project # # 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 print_function import logging import os.path import shlex import struct import common import sparse_img from rangelib import RangeSet class BuildVerityImageError(Exception): """An Exception raised during verity image building.""" def __init__(self, message): Exception.__init__(self, message) def GetVerityFECSize(image_size): cmd = ["fec", "-s", str(image_size)] output = common.RunAndCheckOutput(cmd, verbose=False) return int(output) def GetVerityTreeSize(image_size): cmd = ["build_verity_tree", "-s", str(image_size)] output = common.RunAndCheckOutput(cmd, verbose=False) return int(output) def GetVerityMetadataSize(image_size): cmd = ["build_verity_metadata", "size", str(image_size)] output = common.RunAndCheckOutput(cmd, verbose=False) return int(output) def GetVeritySize(image_size, fec_supported): verity_tree_size = GetVerityTreeSize(image_size)
verity_metadata_size = GetVerityMetadataSize(image_size) verity_size = verity_tree_size + verity_metadata_size if fec_supported: fec_size = GetVerityFECSize(image_size + verity_size) return verity_size + fec_size return verity_size def GetSimgSize(image_file): simg = sparse_img.SparseImage(image_file, build_map=False) return simg.blocksize * simg.total_blocks def ZeroPadSimg(image_file, pad_size): blocks = pad_size // BLOCK_SIZE logger.info("Padding %d blocks (%d bytes)", blocks, pad_size) simg = sparse_img.SparseImage(image_file, mode="r+b", build_map=False) simg.AppendFillChunk(0, blocks) def BuildVerityFEC(sparse_image_path, verity_path, verity_fec_path, padding_size): cmd = ["fec", "-e", "-p", str(padding_size), sparse_image_path, verity_path, verity_fec_path] common.RunAndCheckOutput(cmd) def BuildVerityTree(sparse_image_path, verity_image_path): cmd = ["build_verity_tree", "-A", FIXED_SALT, sparse_image_path, verity_image_path] output = common.RunAndCheckOutput(cmd) root, salt = output.split() return root, salt ... [38 more functiondefs truncated] ...
advanced
api
code_completion
Pythoncode:Python
9
1
2,716
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python\n#\n# Copyright (C) 2018 The Android Open Source Project\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 print_function\n\nimport logging\nimport os.path\nimport shlex\nimport struct\n\nimport common\nimport sparse_img\nfrom rangelib import RangeSet\n\nclass BuildVerityImageError(Exception):\n \"\"\"An Exception raised during verity image building.\"\"\"\n\n def __init__(self, message):\n Exception.__init__(self, message)\n\n\ndef GetVerityFECSize(image_size):\n cmd = [\"fec\", \"-s\", str(image_size)]\n output = common.RunAndCheckOutput(cmd, verbose=False)\n return int(output)\n\n\ndef GetVerityTreeSize(image_size):\n cmd = [\"build_verity_tree\", \"-s\", str(image_size)]\n output = common.RunAndCheckOutput(cmd, verbose=False)\n return int(output)\n\n\ndef GetVerityMetadataSize(image_size):\n cmd = [\"build_verity_metadata\", \"size\", str(image_size)]\n output = common.RunAndCheckOutput(cmd, verbose=False)\n return int(output)\n\n\ndef GetVeritySize(image_size, fec_supported):\n verity_tree_size = GetVerityTreeSize(image_size)"}, {"role": "assistant", "content": "\n verity_metadata_size = GetVerityMetadataSize(image_size)\n verity_size = verity_tree_size + verity_metadata_size\n if fec_supported:\n fec_size = GetVerityFECSize(image_size + verity_size)\n return verity_size + fec_size\n return verity_size\n\n\ndef GetSimgSize(image_file):\n simg = sparse_img.SparseImage(image_file, build_map=False)\n return simg.blocksize * simg.total_blocks\n\n\ndef ZeroPadSimg(image_file, pad_size):\n blocks = pad_size // BLOCK_SIZE\n logger.info(\"Padding %d blocks (%d bytes)\", blocks, pad_size)\n simg = sparse_img.SparseImage(image_file, mode=\"r+b\", build_map=False)\n simg.AppendFillChunk(0, blocks)\n\n\ndef BuildVerityFEC(sparse_image_path, verity_path, verity_fec_path,\n padding_size):\n cmd = [\"fec\", \"-e\", \"-p\", str(padding_size), sparse_image_path,\n verity_path, verity_fec_path]\n common.RunAndCheckOutput(cmd)\n\n\ndef BuildVerityTree(sparse_image_path, verity_image_path):\n cmd = [\"build_verity_tree\", \"-A\", FIXED_SALT, sparse_image_path,\n verity_image_path]\n output = common.RunAndCheckOutput(cmd)\n root, salt = output.split()\n return root, salt\n\n\n\n ... [38 more functiondefs truncated] ..."}]
false
null
null
null
fc836898d52446a26166934c5d0c314e5b3ac86f
TheStack--python--000.parquet
Review this Pythoncode:Python code: #!/usr/bin/env python def rootname_from_archive_olpath(node): """ Find rootname from ARCHIVE_OLPATH property. Return None if not found. """ olpath = node.get_property('ARCHIVE_OLPATH') if olpath: olpathlist = olpath.split('/', 1) if len(olpathlist) > 1: (rootname, dummy) = olpathlist else: rootname = olpath return rootname return None def find_rootname(node): """ Find rootname given node """ rootname = rootname_from_archive_olpath(node) if not rootname: n = node p = node.parent while not p.is_root(): n = p p = p.parent # n is root node rootname = rootname_from_archive_olpath(n) or n.heading return rootname def key_row_from_node(node): """ Return three tuple (key, row) whose elemens are key object for sorting table and dictionary which has following keywords: heading, closed, scheduled, effort, clocksum, rootname. """ heading = node.heading # find rootname rootname = find_rootname(node) if heading == rootname: rootname = "" # calc clocksum if CLOCK exists clocksum = '' clocklist = node.clock if clocklist: clocksum = sum([total_minutes(c.duration) for c in clocklist]) closed = node.closed scheduled = node.scheduled effort = node.get_property('Effort') row = dict( heading=heading, closed=closed and closed.start.strftime('%a %d %b %H:%M'), scheduled=scheduled and scheduled.start.strftime('%a %d %b %H:%M'), effort=effort and minutestr(effort), clocksum=clocksum and minutestr(clocksum), rootname=rootname, ) return (closed.start if closed else None, row) def unique_name_from_paths(pathlist): namelist = [] for path in pathlist: name = os.path.basename(path) if name in namelist: name_orig = name i = 1 while name not in namelist: name = "%s <%d>" % (name_orig, i) i += 1 namelist.append(name) return namelist def sameday(dt1, dt2): return (isinstance(dt1, datetime.date) and isinstance(dt2, datetime.date) and dt1.year == dt2.year and dt1.month == dt2.month and dt1.day == dt2.day) def table_add_oddday(key_table): """ Add oddday key in each rows of key_table *IN PLACE*. Note that key should be a ``datetime.date`` object. """ previous = None odd = True for (key, row) in key_table: this = key if not sameday(this, previous): odd = not odd row['oddday'] = odd previous = this ... [1 more functiondefs truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 3 Invalid syntax at line 102: ... [1 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 4 Unexpected indentation at line 5 Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 10 Unexpected indentation at line 12 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 28 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 50 Unexpected indentation at line 51 Unexpected indentation at line 52 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 61 Unexpected indentation at line 66 Unexpected indentation at line 68 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 73 Unexpected indentation at line 74 Unexpected indentation at line 75 Unexpected indentation at line 80 Unexpected indentation at line 81 Unexpected indentation at line 82 Unexpected indentation at line 83 Unexpected indentation at line 88 Unexpected indentation at line 89 Unexpected indentation at line 90 Unexpected indentation at line 91 Unexpected indentation at line 92 Unexpected indentation at line 93 Unexpected indentation at line 95 Unexpected indentation at line 97 Unexpected indentation at line 98 ✨ Improvements: Complete the expression on the last line Add closing quote at line 3 Review syntax near the error location
advanced
testing
code_review
Pythoncode:Python
6
0
2,798
false
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/env python\ndef rootname_from_archive_olpath(node):\n \"\"\"\n Find rootname from ARCHIVE_OLPATH property.\n Return None if not found.\n \"\"\"\n olpath = node.get_property('ARCHIVE_OLPATH')\n if olpath:\n olpathlist = olpath.split('/', 1)\n if len(olpathlist) > 1:\n (rootname, dummy) = olpathlist\n else:\n rootname = olpath\n return rootname\n return None\n\n\ndef find_rootname(node):\n \"\"\"\n Find rootname given node\n \"\"\"\n rootname = rootname_from_archive_olpath(node)\n if not rootname:\n n = node\n p = node.parent\n while not p.is_root():\n n = p\n p = p.parent\n # n is root node\n rootname = rootname_from_archive_olpath(n) or n.heading\n return rootname\n\n\ndef key_row_from_node(node):\n \"\"\"\n Return three tuple (key, row) whose elemens are\n key object for sorting table and dictionary which has following\n keywords: heading, closed, scheduled, effort, clocksum, rootname.\n \"\"\"\n heading = node.heading\n # find rootname\n rootname = find_rootname(node)\n if heading == rootname:\n rootname = \"\"\n # calc clocksum if CLOCK exists\n clocksum = ''\n clocklist = node.clock\n if clocklist:\n clocksum = sum([total_minutes(c.duration) for c in clocklist])\n closed = node.closed\n scheduled = node.scheduled\n effort = node.get_property('Effort')\n row = dict(\n heading=heading,\n closed=closed and closed.start.strftime('%a %d %b %H:%M'),\n scheduled=scheduled and scheduled.start.strftime('%a %d %b %H:%M'),\n effort=effort and minutestr(effort),\n clocksum=clocksum and minutestr(clocksum),\n rootname=rootname,\n )\n return (closed.start if closed else None, row)\n\n\ndef unique_name_from_paths(pathlist):\n namelist = []\n for path in pathlist:\n name = os.path.basename(path)\n if name in namelist:\n name_orig = name\n i = 1\n while name not in namelist:\n name = \"%s <%d>\" % (name_orig, i)\n i += 1\n namelist.append(name)\n return namelist\n\n\ndef sameday(dt1, dt2):\n return (isinstance(dt1, datetime.date) and\n isinstance(dt2, datetime.date) and\n dt1.year == dt2.year and\n dt1.month == dt2.month and\n dt1.day == dt2.day)\n\n\ndef table_add_oddday(key_table):\n \"\"\"\n Add oddday key in each rows of key_table *IN PLACE*.\n Note that key should be a ``datetime.date`` object.\n \"\"\"\n previous = None\n odd = True\n for (key, row) in key_table:\n this = key\n if not sameday(this, previous):\n odd = not odd\n row['oddday'] = odd\n previous = this\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 Unterminated string literal at line 3\n Invalid syntax at line 102: ... [1 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 4\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 10\n Unexpected indentation at line 12\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 25\n Unexpected indentation at line 26\n Unexpected indentation at line 28\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 50\n Unexpected indentation at line 51\n Unexpected indentation at line 52\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n Unexpected indentation at line 60\n Unexpected indentation at line 61\n Unexpected indentation at line 66\n Unexpected indentation at line 68\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 73\n Unexpected indentation at line 74\n Unexpected indentation at line 75\n Unexpected indentation at line 80\n Unexpected indentation at line 81\n Unexpected indentation at line 82\n Unexpected indentation at line 83\n Unexpected indentation at line 88\n Unexpected indentation at line 89\n Unexpected indentation at line 90\n Unexpected indentation at line 91\n Unexpected indentation at line 92\n Unexpected indentation at line 93\n Unexpected indentation at line 95\n Unexpected indentation at line 97\n Unexpected indentation at line 98\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 3\n Review syntax near the error location"}]
false
null
null
null
fc840d0dac6246e96ea6db4d9f0daf705ae65cf7
TheStack--python--000.parquet
Debug 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. import json import tvm @tvm.tag_scope(tag="conv") def compute_conv(data, weight): N, IC, H, W = data.shape OC, IC, KH, KW = weight.shape OH = H - KH + 1 OW = W - KW + 1 ic = tvm.reduce_axis((0, IC), name='ic') dh = tvm.reduce_axis((0, KH), name='dh') dw = tvm.reduce_axis((0, KW), name='dw') return tvm.compute((N, OC, OH, OW), lambda i, oc, h, w: \ tvm.sum(data[i, ic, h+dh, w+dw] * weight[oc, ic, dh, dw], axis=[ic, dh, dw])) def test_with(): n = tvm.size_var('n') m = tvm.size_var('m') l = tvm.size_var('l') A = tvm.placeholder((n, l), name='A') B = tvm.placeholder((m, l), name='B') with tvm.tag_scope(tag="gemm"): k = tvm.reduce_axis((0, l), name='k') C = tvm.compute((n, m), lambda i, j: tvm.sum(A[i, k] * B[j, k], axis=k), attrs={"hello" : 1, "arr": [10, 12]}) assert C.op.tag == 'gemm' assert "hello" in C.op.attrs assert "xx" not in C.op.attrs assert C.op.attrs["hello"].value == 1 CC = tvm.load_json(tvm.save_json(C)) assert CC.op.attrs["hello"].value == 1 assert CC.op.attrs["arr"][0].value == 10 # str format happened to be json compatible assert json.loads(str(CC.op.attrs))["arr"][1] == 12 def test_decorator(): n = tvm.size_var('n') c = tvm.size_var('c') h = tvm.size_var('h') w = tvm.size_var('w') kh = tvm.size_var('kh') kw = tvm.size_var('kw') A = tvm.placeholder((n, c, h, w), name='A') B = tvm.placeholder((c, c, kh, kw), name='B') C = compute_conv(A, B) assert C.op.tag == 'conv' assert len(C.op.attrs) == 0 def test_nested(): n = tvm.size_var('n') c = tvm.size_var('c') h = tvm.size_var('h') w = tvm.size_var('w') kh = tvm.size_var('kh') kw = tvm.size_var('kw') A = tvm.placeholder((n, c, h, w), name='A') B = tvm.placeholder((c, c, kh, kw), name='B') try: with tvm.tag_scope(tag='conv'): C = compute_conv(A, B) assert False except ValueError: pass if __name__ == "__main__": test_with() test_decorator() test_nested()
Code analysis results: ⚠️ Warnings: Unexpected indentation at line 23 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 28 💡 Suggestions: Add docstring to function 'compute_conv' Add docstring to function 'test_with' Add docstring to function 'test_decorator'
intermediate
testing
debugging
Pythoncode:Python
4
0
2,927
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\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.\nimport json\nimport tvm\n\n@tvm.tag_scope(tag=\"conv\")\ndef compute_conv(data, weight):\n N, IC, H, W = data.shape\n OC, IC, KH, KW = weight.shape\n OH = H - KH + 1\n OW = W - KW + 1\n\n ic = tvm.reduce_axis((0, IC), name='ic')\n dh = tvm.reduce_axis((0, KH), name='dh')\n dw = tvm.reduce_axis((0, KW), name='dw')\n\n return tvm.compute((N, OC, OH, OW), lambda i, oc, h, w: \\\n tvm.sum(data[i, ic, h+dh, w+dw] * weight[oc, ic, dh, dw],\n axis=[ic, dh, dw]))\n\ndef test_with():\n n = tvm.size_var('n')\n m = tvm.size_var('m')\n l = tvm.size_var('l')\n\n A = tvm.placeholder((n, l), name='A')\n B = tvm.placeholder((m, l), name='B')\n with tvm.tag_scope(tag=\"gemm\"):\n k = tvm.reduce_axis((0, l), name='k')\n C = tvm.compute((n, m), lambda i, j: tvm.sum(A[i, k] * B[j, k], axis=k),\n attrs={\"hello\" : 1, \"arr\": [10, 12]})\n\n assert C.op.tag == 'gemm'\n assert \"hello\" in C.op.attrs\n assert \"xx\" not in C.op.attrs\n assert C.op.attrs[\"hello\"].value == 1\n CC = tvm.load_json(tvm.save_json(C))\n assert CC.op.attrs[\"hello\"].value == 1\n assert CC.op.attrs[\"arr\"][0].value == 10\n # str format happened to be json compatible\n assert json.loads(str(CC.op.attrs))[\"arr\"][1] == 12\n\n\ndef test_decorator():\n n = tvm.size_var('n')\n c = tvm.size_var('c')\n h = tvm.size_var('h')\n w = tvm.size_var('w')\n kh = tvm.size_var('kh')\n kw = tvm.size_var('kw')\n\n A = tvm.placeholder((n, c, h, w), name='A')\n B = tvm.placeholder((c, c, kh, kw), name='B')\n C = compute_conv(A, B)\n assert C.op.tag == 'conv'\n assert len(C.op.attrs) == 0\n\ndef test_nested():\n n = tvm.size_var('n')\n c = tvm.size_var('c')\n h = tvm.size_var('h')\n w = tvm.size_var('w')\n kh = tvm.size_var('kh')\n kw = tvm.size_var('kw')\n\n A = tvm.placeholder((n, c, h, w), name='A')\n B = tvm.placeholder((c, c, kh, kw), name='B')\n try:\n with tvm.tag_scope(tag='conv'):\n C = compute_conv(A, B)\n assert False\n except ValueError:\n pass\n\n\nif __name__ == \"__main__\":\n test_with()\n test_decorator()\n test_nested()"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 23\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 28\n\n\ud83d\udca1 Suggestions:\n Add docstring to function 'compute_conv'\n Add docstring to function 'test_with'\n Add docstring to function 'test_decorator'"}]
false
null
null
null
fc884ea5bc9215fa52b9d78882591e5166747f7f
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: """ MIT License Copyright (c) 2019 Simon Olofsson 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. """ import numpy as np from scipy.integrate import odeint from ..continuous_time import MSFB2014 """ A. Mesbah, S. Streif, R. Findeisen and R. D. Braatz (2014) "Active fault diagnosis for nonlinear systems with probabilistic uncertainties" IFAC Proceedings (2014): 7079-7084 """ class Model (MSFB2014.Model): def __init__ (self, name): super().__init__(name) def __call__ (self, x, u, p): f = lambda x,t: self._ode_func(x,u,p) t = np.linspace(0, self.dt, 51) X = odeint(f, x, t) return X[-1] class M1 (Model): """ Nominal scenario (no fault) """ def __init__ (self): super().__init__('M1') self._ode_func = MSFB2014.M1() self.p0 = self._ode_func.p0 class M2 (Model): """ Error: SyntaxError / EOF
Fixed Code: """ MIT License Copyright (c) 2019 Simon Olofsson 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, Explanation: Complete the truncated code structure
advanced
machine_learning
error_fixing
Pythoncode:Python
8
5
1,785
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\"\"\"\nMIT License\n\nCopyright (c) 2019 Simon Olofsson\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n\"\"\"\n\nimport numpy as np \nfrom scipy.integrate import odeint\n\nfrom ..continuous_time import MSFB2014\n\n\"\"\"\nA. Mesbah, S. Streif, R. Findeisen and R. D. Braatz (2014)\n\"Active fault diagnosis for nonlinear systems with probabilistic uncertainties\"\nIFAC Proceedings (2014): 7079-7084\n\"\"\"\n\nclass Model (MSFB2014.Model):\n\tdef __init__ (self, name):\n\t\tsuper().__init__(name)\n\n\tdef __call__ (self, x, u, p):\n\t\tf = lambda x,t: self._ode_func(x,u,p)\n\t\tt = np.linspace(0, self.dt, 51)\n\t\tX = odeint(f, x, t)\n\t\treturn X[-1]\n\n\nclass M1 (Model):\n\t\"\"\"\n\tNominal scenario (no fault)\n\t\"\"\"\n\tdef __init__ (self):\n\t\tsuper().__init__('M1')\n\t\tself._ode_func = MSFB2014.M1()\n\t\tself.p0 = self._ode_func.p0\n\n\nclass M2 (Model):\n\t\"\"\"\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\"\"\"\nMIT License\n\nCopyright (c) 2019 Simon Olofsson\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\n\n Explanation: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fc8877ba165d31590d2a4b69afb04a74049c312a
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: #!/usr/bin/env python class Orientation3D(object): """Reads out all sensor data from either a local or remote Pozyx""" def __init__(self, pozyx, osc_udp_client, anchors, algorithm=POZYX_POS_ALG_UWB_ONLY, dimension=POZYX_3D, height=1000, remote_id=None): self.pozyx = pozyx self.osc_udp_client = osc_udp_client self.anchors = anchors self.algorithm = algorithm self.dimension = dimension self.height = height self.remote_id = remote_id def setup(self): """There is no specific setup functionality""" self.current_time = time() """Sets up the Pozyx for positioning by calibrating its anchor list.""" print("------------POZYX POSITIONING V1.0 -------------") print("NOTES: ") print("- No parameters required.") print() print("- System will auto start configuration") print() print("- System will auto start positioning") print("------------POZYX POSITIONING V1.0 --------------") print() print("START Ranging: ") self.pozyx.clearDevices(self.remote_id) self.setAnchorsManual() self.printPublishConfigurationResult() def loop(self): """Gets new IMU sensor data""" # check sensor data status sensor_data = SensorData() calibration_status = SingleRegister() if self.remote_id is not None or self.pozyx.checkForFlag(POZYX_INT_MASK_IMU, 0.01) == POZYX_SUCCESS: status = self.pozyx.getAllSensorData(sensor_data, self.remote_id) status &= self.pozyx.getCalibrationStatus(calibration_status, self.remote_id) if status == POZYX_SUCCESS: # check position status position = Coordinates() status = self.pozyx.doPositioning( position, self.dimension, self.height, self.algorithm, remote_id=self.remote_id) if status == POZYX_SUCCESS: # self.print_publish_position(position) self.publishSensorData(sensor_data, calibration_status) return sensor_data, position else: pass # self.print_publish_error_code("positioning") return "Error, no data to print for this line" def publishSensorData(self, sensor_data, calibration_status): """Makes the OSC sensor data package and publishes it""" self.msg_builder = OscMessageBuilder("/sensordata") self.msg_builder.add_arg(int(1000 * (time() - self.current_time))) current_time = time() self.addSensorData(sensor_data) self.addCalibrationStatus(calibration_status) self.osc_udp_client.send(self.msg_builder.build()) ... [6 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
ui
refactoring
Pythoncode:Python
4
1
2,852
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#!/usr/bin/env python\nclass Orientation3D(object):\n \"\"\"Reads out all sensor data from either a local or remote Pozyx\"\"\"\n\n def __init__(self, pozyx, osc_udp_client, anchors, algorithm=POZYX_POS_ALG_UWB_ONLY,\n dimension=POZYX_3D, height=1000, remote_id=None):\n self.pozyx = pozyx\n self.osc_udp_client = osc_udp_client\n\n self.anchors = anchors\n self.algorithm = algorithm\n self.dimension = dimension\n self.height = height\n self.remote_id = remote_id\n\n def setup(self):\n \"\"\"There is no specific setup functionality\"\"\"\n self.current_time = time()\n \"\"\"Sets up the Pozyx for positioning by calibrating its anchor list.\"\"\"\n print(\"------------POZYX POSITIONING V1.0 -------------\")\n print(\"NOTES: \")\n print(\"- No parameters required.\")\n print()\n print(\"- System will auto start configuration\")\n print()\n print(\"- System will auto start positioning\")\n print(\"------------POZYX POSITIONING V1.0 --------------\")\n print()\n print(\"START Ranging: \")\n self.pozyx.clearDevices(self.remote_id)\n self.setAnchorsManual()\n self.printPublishConfigurationResult()\n\n def loop(self):\n \"\"\"Gets new IMU sensor data\"\"\"\n # check sensor data status\n sensor_data = SensorData()\n calibration_status = SingleRegister()\n if self.remote_id is not None or self.pozyx.checkForFlag(POZYX_INT_MASK_IMU, 0.01) == POZYX_SUCCESS:\n status = self.pozyx.getAllSensorData(sensor_data, self.remote_id)\n status &= self.pozyx.getCalibrationStatus(calibration_status, self.remote_id)\n if status == POZYX_SUCCESS:\n # check position status\n position = Coordinates()\n status = self.pozyx.doPositioning(\n position, self.dimension, self.height, self.algorithm, remote_id=self.remote_id)\n if status == POZYX_SUCCESS:\n # self.print_publish_position(position)\n self.publishSensorData(sensor_data, calibration_status)\n return sensor_data, position\n else:\n pass\n # self.print_publish_error_code(\"positioning\")\n\n return \"Error, no data to print for this line\"\n\n def publishSensorData(self, sensor_data, calibration_status):\n \"\"\"Makes the OSC sensor data package and publishes it\"\"\"\n self.msg_builder = OscMessageBuilder(\"/sensordata\")\n self.msg_builder.add_arg(int(1000 * (time() - self.current_time)))\n current_time = time()\n self.addSensorData(sensor_data)\n self.addCalibrationStatus(calibration_status)\n self.osc_udp_client.send(self.msg_builder.build())\n\n\n ... [6 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fc88c81b50b3710bc62276602ff44a775a8cb6eb
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: #!/usr/bin/env python # -*- coding=utf-8 -*- # # Author: huangnj # Time: 2019/09/27 import traceback from functools import wraps from hdfs_kernel.constants import EXPECTED_ERROR_MSG, INTERNAL_ERROR_MSG from hdfs.util import HdfsError # == EXCEPTIONS == class SessionManagementException(Exception): pass class CommandNotAllowedException(Exception): pass class CommandExecuteException(Exception): pass # option parse Error class OptionParsingError(RuntimeError): pass class OptionParsingExit(Exception): def __init__(self, status, msg): self.msg = msg self.status = status # == DECORATORS FOR EXCEPTION HANDLING == EXPECTED_EXCEPTIONS = [HdfsError, SessionManagementException, CommandNotAllowedException, CommandExecuteException, OptionParsingExit, OptionParsingError] def handle_expected_exceptions(f): """A decorator that handles expected exceptions. Self can be any object with an "ipython_display" attribute. Usage: @handle_expected_exceptions def fn(self, ...): etc...""" exceptions_to_handle = tuple(EXPECTED_EXCEPTIONS) # Notice that we're NOT handling e.DataFrameParseException here. That's because DataFrameParseException # is an internal error that suggests something is wrong with LivyClientLib's implementation. @wraps(f) def wrapped(self, *args, **kwargs): try: out = f(self, *args, **kwargs) except exceptions_to_handle as err: Error: IndentationError / Incomplete Function
Fixed Code: #!/usr/bin/env python # -*- coding=utf-8 -*- # # Author: huangnj # Time: 2019/09/27 import traceback from functools import wraps from hdfs_kernel.constants import EXPECTED_ERROR_MSG, INTERNAL_ERROR_MSG from hdfs.util import HdfsError # == EXCEPTIONS == class SessionManagementException(Exception): pass class CommandNotAllowedException(Exception): pass class CommandExecuteException(Exception): pass Explanation: Complete the function 'wrapped' body and add missing return
advanced
api
error_fixing
Pythoncode:Python
7
5
1,487
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#!/usr/bin/env python\n# -*- coding=utf-8 -*-\n#\n# Author: huangnj\n# Time: 2019/09/27\n\nimport traceback\nfrom functools import wraps\nfrom hdfs_kernel.constants import EXPECTED_ERROR_MSG, INTERNAL_ERROR_MSG\nfrom hdfs.util import HdfsError\n\n# == EXCEPTIONS ==\nclass SessionManagementException(Exception):\n pass\n\nclass CommandNotAllowedException(Exception):\n pass\n\nclass CommandExecuteException(Exception):\n pass\n\n\n# option parse Error\nclass OptionParsingError(RuntimeError):\n pass\n\nclass OptionParsingExit(Exception):\n\n def __init__(self, status, msg):\n self.msg = msg\n self.status = status\n\n\n# == DECORATORS FOR EXCEPTION HANDLING ==\nEXPECTED_EXCEPTIONS = [HdfsError, SessionManagementException, CommandNotAllowedException,\n CommandExecuteException, OptionParsingExit, OptionParsingError]\n\n\ndef handle_expected_exceptions(f):\n \"\"\"A decorator that handles expected exceptions. Self can be any object with\n an \"ipython_display\" attribute.\n Usage:\n @handle_expected_exceptions\n def fn(self, ...):\n etc...\"\"\"\n exceptions_to_handle = tuple(EXPECTED_EXCEPTIONS)\n\n # Notice that we're NOT handling e.DataFrameParseException here. That's because DataFrameParseException\n # is an internal error that suggests something is wrong with LivyClientLib's implementation.\n @wraps(f)\n def wrapped(self, *args, **kwargs):\n try:\n out = f(self, *args, **kwargs)\n except exceptions_to_handle as err:\n\n Error: IndentationError / Incomplete Function"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#!/usr/bin/env python\n# -*- coding=utf-8 -*-\n#\n# Author: huangnj\n# Time: 2019/09/27\n\nimport traceback\nfrom functools import wraps\nfrom hdfs_kernel.constants import EXPECTED_ERROR_MSG, INTERNAL_ERROR_MSG\nfrom hdfs.util import HdfsError\n\n# == EXCEPTIONS ==\nclass SessionManagementException(Exception):\n pass\n\nclass CommandNotAllowedException(Exception):\n pass\n\nclass CommandExecuteException(Exception):\n pass\n\n Explanation: Complete the function 'wrapped' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
fc8903dace15225a2f4484e8807d8da8761b6a96
TheStack--python--000.parquet
Repair the syntax errors in this Pythoncode:Python code: # Copyright 2017 Red Hat, Inc. # 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 mock import patch from fixture import DjangoFixture from fixture.style import NamedDataStyle from fixture.django_testcase import FixtureTestCase from dashboard.managers.inventory import InventoryManager from dashboard.models import Product from dashboard.tests.testdata.db_fixtures import ( class InventoryManagerTest(FixtureTestCase): inventory_manager = InventoryManager() fixture = db_fixture datasets = [LanguageData, LanguageSetData, PlatformData, ProductData, ReleaseData] def test_get_locales(self): """ Test get_locales """ japanese_locale = self.inventory_manager.get_locales(pick_locales=['ja_JP']) self.assertEqual(len(japanese_locale), 1) self.assertEqual(japanese_locale[0].lang_name, 'Japanese') self.assertEqual(japanese_locale[0].locale_alias, 'ja') self.assertEqual(japanese_locale[0.locale_script, 'Hani') def test_get_active_locales_count(self): """ Test get_active_locales_count """ active_locales = self.inventory_manager.get_active_locales_count() self.assertEqual(active_locales, 3) def test_get_locale_alias(self): """ Test get_locale_alias """ locale_alias = self.inventory_manager.get_locale_alias('fr_FR') self.assertEqual(locale_alias, 'fr') locale_alias = self.inventory_manager.get_locale_alias('de_DE') self.assertEqual(locale_alias, 'de_DE') def test_get_alias_locale(self): """ Test get_alias_locale """ alias_locale = self.inventory_manager.get_alias_locale('fr') self.assertEqual(alias_locale, 'fr_FR') alias_locale = self.inventory_manager.get_alias_locale('de_DE') self.assertEqual(alias_locale, 'de_DE') def test_get_locales_set(self): """ Test get_locales_set """ active_locales, inactive_locales, aliases = \ self.inventory_manager.get_locales_set() self.assertEqual(len(active_locales), 3) self.assertEqual(len(inactive_locales), 1) self.assertEqual(len(aliases), 4) ... [14 more functiondefs truncated] ...
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 31 • Unmatched closing bracket ')' at line 38 Fixes: • Complete the expression on the last line • Add closing quote at line 31 • Add closing ')' bracket
advanced
testing
syntax_repair
Pythoncode:Python
5
1
2,784
true
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# Copyright 2017 Red Hat, Inc.\n# All Rights Reserved.\n#\n# Licensed under the Apache License, Version 2.0 (the \"License\"); you may\n# not use this file except in compliance with the License. You may obtain\n# 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, WITHOUT\n# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the\n# License for the specific language governing permissions and limitations\n# under the License.\n\nfrom mock import patch\nfrom fixture import DjangoFixture\nfrom fixture.style import NamedDataStyle\nfrom fixture.django_testcase import FixtureTestCase\n\nfrom dashboard.managers.inventory import InventoryManager\nfrom dashboard.models import Product\nfrom dashboard.tests.testdata.db_fixtures import (\nclass InventoryManagerTest(FixtureTestCase):\n\n inventory_manager = InventoryManager()\n fixture = db_fixture\n datasets = [LanguageData, LanguageSetData, PlatformData, ProductData, ReleaseData]\n\n def test_get_locales(self):\n \"\"\"\n Test get_locales\n \"\"\"\n japanese_locale = self.inventory_manager.get_locales(pick_locales=['ja_JP'])\n self.assertEqual(len(japanese_locale), 1)\n self.assertEqual(japanese_locale[0].lang_name, 'Japanese')\n self.assertEqual(japanese_locale[0].locale_alias, 'ja')\n self.assertEqual(japanese_locale[0.locale_script, 'Hani')\n\n def test_get_active_locales_count(self):\n \"\"\"\n Test get_active_locales_count\n \"\"\"\n active_locales = self.inventory_manager.get_active_locales_count()\n self.assertEqual(active_locales, 3)\n\n def test_get_locale_alias(self):\n \"\"\"\n Test get_locale_alias\n \"\"\"\n locale_alias = self.inventory_manager.get_locale_alias('fr_FR')\n self.assertEqual(locale_alias, 'fr')\n\n locale_alias = self.inventory_manager.get_locale_alias('de_DE')\n self.assertEqual(locale_alias, 'de_DE')\n\n def test_get_alias_locale(self):\n \"\"\"\n Test get_alias_locale\n \"\"\"\n alias_locale = self.inventory_manager.get_alias_locale('fr')\n self.assertEqual(alias_locale, 'fr_FR')\n\n alias_locale = self.inventory_manager.get_alias_locale('de_DE')\n self.assertEqual(alias_locale, 'de_DE')\n\n def test_get_locales_set(self):\n \"\"\"\n Test get_locales_set\n \"\"\"\n active_locales, inactive_locales, aliases = \\\n self.inventory_manager.get_locales_set()\n self.assertEqual(len(active_locales), 3)\n self.assertEqual(len(inactive_locales), 1)\n self.assertEqual(len(aliases), 4)\n\n\n ... [14 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 31\n \u2022 Unmatched closing bracket ')' at line 38\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 31\n \u2022 Add closing ')' bracket"}]
true
syntax
MISSING_BRACKETS
MEDIUM
fc898bad2efa60cee2c4ef24696c39c99d84411b
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # Copyright 2020 The FedLearner 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. # coding: utf-8 # pylint: disable=broad-except, cyclic-import import logging import threading from concurrent import futures import grpc from fedlearner_webconsole.proto import ( class RPCServerServicer(service_pb2_grpc.WebConsoleV2ServiceServicer): def __init__(self, server): self._server = server def CheckConnection(self, request, context): try: return self._server.check_connection(request) except UnauthorizedException as e: return service_pb2.CheckConnectionResponse( status=common_pb2.Status( code=common_pb2.STATUS_UNAUTHORIZED, msg=repr(e))) except Exception as e: logging.error('CheckConnection rpc server error: %s', repr(e)) return service_pb2.CheckConnectionResponse( status=common_pb2.Status( code=common_pb2.STATUS_UNKNOWN_ERROR, msg=repr(e))) def UpdateWorkflowState(self, request, context): try: return self._server.update_workflow_state(request) except UnauthorizedException as e: return service_pb2.UpdateWorkflowStateResponse( status=common_pb2.Status( code=common_pb2.STATUS_UNAUTHORIZED, msg=repr(e))) except Exception as e: logging.error('UpdateWorkflowState rpc server error: %s', repr(e)) return service_pb2.UpdateWorkflowStateResponse( status=common_pb2.Status( code=common_pb2.STATUS_UNKNOWN_ERROR, msg=repr(e))) def GetWorkflow(self, request, context): try: return self._server.get_workflow(request) except UnauthorizedException as e: return service_pb2.GetWorkflowResponse( status=common_pb2.Status( code=common_pb2.STATUS_UNAUTHORIZED, msg=repr(e))) except Exception as e: logging.error('GetWorkflow rpc server error: %s', repr(e)) return service_pb2.GetWorkflowResponse( status=common_pb2.Status( code=common_pb2.STATUS_UNKNOWN_ERROR, msg=repr(e))) class RpcServer(object): ... [8 more functiondefs truncated] ...
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
4
2
2,945
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Copyright 2020 The FedLearner 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\n# coding: utf-8\n# pylint: disable=broad-except, cyclic-import\n\nimport logging\n\nimport threading\nfrom concurrent import futures\nimport grpc\nfrom fedlearner_webconsole.proto import (\nclass RPCServerServicer(service_pb2_grpc.WebConsoleV2ServiceServicer):\n def __init__(self, server):\n self._server = server\n\n def CheckConnection(self, request, context):\n try:\n return self._server.check_connection(request)\n except UnauthorizedException as e:\n return service_pb2.CheckConnectionResponse(\n status=common_pb2.Status(\n code=common_pb2.STATUS_UNAUTHORIZED,\n msg=repr(e)))\n except Exception as e:\n logging.error('CheckConnection rpc server error: %s', repr(e))\n return service_pb2.CheckConnectionResponse(\n status=common_pb2.Status(\n code=common_pb2.STATUS_UNKNOWN_ERROR,\n msg=repr(e)))\n\n def UpdateWorkflowState(self, request, context):\n try:\n return self._server.update_workflow_state(request)\n except UnauthorizedException as e:\n return service_pb2.UpdateWorkflowStateResponse(\n status=common_pb2.Status(\n code=common_pb2.STATUS_UNAUTHORIZED,\n msg=repr(e)))\n except Exception as e:\n logging.error('UpdateWorkflowState rpc server error: %s', repr(e))\n return service_pb2.UpdateWorkflowStateResponse(\n status=common_pb2.Status(\n code=common_pb2.STATUS_UNKNOWN_ERROR,\n msg=repr(e)))\n\n def GetWorkflow(self, request, context):\n try:\n return self._server.get_workflow(request)\n except UnauthorizedException as e:\n return service_pb2.GetWorkflowResponse(\n status=common_pb2.Status(\n code=common_pb2.STATUS_UNAUTHORIZED,\n msg=repr(e)))\n except Exception as e:\n logging.error('GetWorkflow rpc server error: %s', repr(e))\n return service_pb2.GetWorkflowResponse(\n status=common_pb2.Status(\n code=common_pb2.STATUS_UNKNOWN_ERROR,\n msg=repr(e)))\n\n\nclass RpcServer(object):\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fc8994bb32a375675e5f3f534446419ae71a9b08
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: """ 「非同期プログラミング」の節で登場するサンプルコード aiohttpを使って非同期にHTTPのリクエストを送信する方法 """ import asyncio import time import aiohttp from asyncrates import get_rates SYMBOLS = ('USD', 'EUR', 'PLN', 'NOK', 'CZK') BASES = ('USD', 'EUR', 'PLN', 'NOK', 'CZK') async def fetch_rates(session, place): async def present_result(result): base, rates = (await result) rates_line = ", ".join( [f"{rates[symbol]:7.03} {symbol}" for symbol in SYMBOLS] ) print(f"1 {base} = {rates_line}") async def main(): async with aiohttp.ClientSession() as session: await asyncio.wait([ asyncio.create_task(present_result(fetch_rates(session, base))) for base in BASES ]) if __name__ == "__main__": started = time.time() loop = asyncio.get_event_loop() loop.run_until_complete(main()) elapsed = time.time() - started print() print(f"経過時間: {elapsed:.2f}s") ... code continues ...
Completion: Missing: Function missing return statement To complete: • Add return statement to function Example continuation:
intermediate
api
incomplete_code
Pythoncode:Python
0
0
913
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"\n\u300c\u975e\u540c\u671f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u300d\u306e\u7bc0\u3067\u767b\u5834\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\naiohttp\u3092\u4f7f\u3063\u3066\u975e\u540c\u671f\u306bHTTP\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3059\u308b\u65b9\u6cd5\n\n\"\"\"\nimport asyncio\nimport time\n\nimport aiohttp\n\nfrom asyncrates import get_rates\n\nSYMBOLS = ('USD', 'EUR', 'PLN', 'NOK', 'CZK')\nBASES = ('USD', 'EUR', 'PLN', 'NOK', 'CZK')\n\n\nasync def fetch_rates(session, place):\n\n\nasync def present_result(result):\n base, rates = (await result)\n\n rates_line = \", \".join(\n [f\"{rates[symbol]:7.03} {symbol}\" for symbol in SYMBOLS]\n )\n print(f\"1 {base} = {rates_line}\")\n\n\nasync def main():\n async with aiohttp.ClientSession() as session:\n await asyncio.wait([\n asyncio.create_task(present_result(fetch_rates(session, base)))\n for base in BASES\n ])\n\n\nif __name__ == \"__main__\":\n started = time.time()\n loop = asyncio.get_event_loop()\n loop.run_until_complete(main())\n elapsed = time.time() - started\n\n print()\n print(f\"\u7d4c\u904e\u6642\u9593: {elapsed:.2f}s\")\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
fc8d8f892ae337d196878475837e1f9cc4ae1047
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python from __future__ import print_function import logging import os import signal from time import sleep from subprocess import Popen, PIPE import socket from core.common_functions import * from core.run import Runner class NginxPerf(Runner): """ Runs Nginx """ name = "nginx" exp_name = "nginx" bench_suite = False benchmarks = {"nginx": ""} test_benchmarks = {"nginx": ""} client_numbers = [1, 5, 9, 13, 17, 21, 25, 29] ab = "ab" duration = 20 # in seconds requests_num = 1000000 # some huge number so we always take 20 seconds def __init__(self, *args, **kwargs): super(NginxPerf, self).__init__(*args, **kwargs)
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unterminated string literal at line 16 Fix: Complete the truncated code structure
advanced
testing
error_detection
Pythoncode:Python
2
1
701
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python\nfrom __future__ import print_function\n\nimport logging\nimport os\nimport signal\nfrom time import sleep\nfrom subprocess import Popen, PIPE\nimport socket\n\nfrom core.common_functions import *\nfrom core.run import Runner\n\n\nclass NginxPerf(Runner):\n \"\"\"\n Runs Nginx\n \"\"\"\n\n name = \"nginx\"\n exp_name = \"nginx\"\n bench_suite = False\n\n benchmarks = {\"nginx\": \"\"}\n test_benchmarks = {\"nginx\": \"\"}\n client_numbers = [1, 5, 9, 13, 17, 21, 25, 29]\n ab = \"ab\"\n duration = 20 # in seconds\n requests_num = 1000000 # some huge number so we always take 20 seconds\n\n def __init__(self, *args, **kwargs):\n super(NginxPerf, self).__init__(*args, **kwargs)"}, {"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 16\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fc8f2034e17191e49d05923f9d20c0bfa677c7bb
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- import unittest from tavi.base.documents import BaseDocument class BaseDocumentNoFieldsTest(unittest.TestCase): class NoFieldsSample(BaseDocument): pass def setUp(self): super(BaseDocumentNoFieldsTest, self).setUp() self.no_fields_sample = self.NoFieldsSample() def test_get_fields(self): self.assertEqual([], self.no_fields_sample.fields) def test_get_errors(self): self.assertEqual(0, self.no_fields_sample.errors.count) def test_valid(self): self.assertEqual(True, self.no_fields_sample.valid) def test_get_field_values(self): self.assertEqual({}, self.no_fields_sample.field_values)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
testing
refactoring
Pythoncode:Python
5
2
698
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\nimport unittest\nfrom tavi.base.documents import BaseDocument\n\n\nclass BaseDocumentNoFieldsTest(unittest.TestCase):\n class NoFieldsSample(BaseDocument):\n pass\n\n def setUp(self):\n super(BaseDocumentNoFieldsTest, self).setUp()\n self.no_fields_sample = self.NoFieldsSample()\n\n def test_get_fields(self):\n self.assertEqual([], self.no_fields_sample.fields)\n\n def test_get_errors(self):\n self.assertEqual(0, self.no_fields_sample.errors.count)\n\n def test_valid(self):\n self.assertEqual(True, self.no_fields_sample.valid)\n\n def test_get_field_values(self):\n self.assertEqual({}, self.no_fields_sample.field_values)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fc9015f57ef9e7d95a77ff43b17dddea2b3da5aa
TheStack--python--000.parquet
Debug this Pythoncode:Python code: class TestSeqparseModule(unittest.TestCase): """Test file discovery on the seqparse module.""" _test_ext = "exr" _test_file_name = "TEST_DIR" _test_root = "test_dir" _singletons = ["singleton0.jpg", "singleton1.jpg"] def setUp(self): """Set up the test case.""" pass @mock.patch("seqparse.seqparse.scandir") def test_singletons(self, mock_api_call): """Seqparse: Test file singleton discovery from disk location.""" # Expected outputs ... output = [os.path.join(self._test_root, x) for x in self._singletons] entries = list() for file_name in output: entries.append(DirEntry(file_name)) mock_api_call.return_value = iter(entries) parser = get_parser() parser.scan_path(self._test_root) file_names = parser.singletons self.assertIn(self._test_root, file_names) self.assertEqual(self._test_root, file_names[self._test_root].path) self.assertEqual(len(file_names), 1) self.assertEqual( len(file_names[self._test_root]), len(self._singletons)) self.assertEqual( sorted(self._singletons), sorted(file_names[self._test_root])) # Check parser output ... self.assertEqual(sorted(map(str, parser.output())), output) # Test seqs_only option ... self.assertEqual(sorted(parser.output(seqs_only=True)), []) @mock.patch("seqparse.seqparse.scandir") ... [9 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF IndentationError at line 46 ⚠️ Warnings: Unexpected indentation at line 5 Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 11 💡 Suggestions: Complete the expression on the last line Fix indentation to match Python syntax rules
advanced
testing
debugging
Pythoncode:Python
2
1
1,526
false
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nclass TestSeqparseModule(unittest.TestCase):\n \"\"\"Test file discovery on the seqparse module.\"\"\"\n\n _test_ext = \"exr\"\n _test_file_name = \"TEST_DIR\"\n _test_root = \"test_dir\"\n _singletons = [\"singleton0.jpg\", \"singleton1.jpg\"]\n\n def setUp(self):\n \"\"\"Set up the test case.\"\"\"\n pass\n\n @mock.patch(\"seqparse.seqparse.scandir\")\n def test_singletons(self, mock_api_call):\n \"\"\"Seqparse: Test file singleton discovery from disk location.\"\"\"\n # Expected outputs ...\n output = [os.path.join(self._test_root, x) for x in self._singletons]\n\n entries = list()\n for file_name in output:\n entries.append(DirEntry(file_name))\n\n mock_api_call.return_value = iter(entries)\n\n parser = get_parser()\n parser.scan_path(self._test_root)\n\n file_names = parser.singletons\n\n self.assertIn(self._test_root, file_names)\n self.assertEqual(self._test_root, file_names[self._test_root].path)\n self.assertEqual(len(file_names), 1)\n self.assertEqual(\n len(file_names[self._test_root]), len(self._singletons))\n self.assertEqual(\n sorted(self._singletons), sorted(file_names[self._test_root]))\n\n # Check parser output ...\n self.assertEqual(sorted(map(str, parser.output())), output)\n\n # Test seqs_only option ...\n self.assertEqual(sorted(parser.output(seqs_only=True)), [])\n\n @mock.patch(\"seqparse.seqparse.scandir\")\n\n ... [9 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n IndentationError at line 46\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 5\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 11\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
fc9074fa7981c7335753a01097902625525ccf9a
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: import urllib.request import pandas as pd import sqlite3 import re from bs4 import BeautifulSoup # Complete this line # Parameters ... [4 more functiondefs truncated] ...
The missing line is:
beginner
api
fill_in_the_blank
Pythoncode:Python
0
0
159
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport urllib.request\nimport pandas as pd\nimport sqlite3\nimport re\nfrom bs4 import BeautifulSoup\n # Complete this line\n\n# Parameters\n\n ... [4 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:"}]
false
null
null
null
fc918b97de90432887a40a5ee37a55b41149a19b
TheStack--python--000.parquet
Explain this Pythoncode:Python code: from django.contrib import admin from wouso.core.security.models import Report admin.site.register(Report)
This code demonstrates Pythoncode:Python programming.
beginner
machine_learning
code_explanation
Pythoncode:Python
0
0
108
true
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom django.contrib import admin\nfrom wouso.core.security.models import Report\n\nadmin.site.register(Report)"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc91ef07b59bde91306bd73bcec484e360b1298a
TheStack--python--000.parquet
Review this Pythoncode:Python code: #### Reading Data from The Things Network Data and Automatically Storing it to a Google Spreadsheet # Author: Dilip Rajkumar # Email: d.rajkumar@hbksaar.de # Date: 19/01/2018 # Revision: version#1 # License: MIT License import pandas as pd import requests from df2gspread import df2gspread as d2g import time ## Set Initial Time Duration in mins to query TTN Data: time_duration = 5 # Insert spreadsheet file id of Google Spreadsheet spreadsheet = '1ftXlebCTDp5tTxvlm5K3Sv1oNttDHR7s1xTi-i-ZR_o' ## Google SpreadSheet Title: TTN_Live_DataLogger # Insert Sheet Name wks_name = 'Sheet1' def queryttndata(time_duration): ''' This function queries data from TTN Swagger API based on a time duration which is given as an input ''' headers = {'Accept': 'application/json','Authorization': 'key ttn-account-v2.P4kRaEqenNGbIdFSgSLDJGMav5K9YrekkMm_F1lOVrw'} ## Set query duration in minutes querytime = str(time_duration) + 'm' params = (('last', querytime),) response = requests.get('https://vehiclecounter.data.thethingsnetwork.org/api/v2/query', headers=headers, params=params).json() df_raw = pd.DataFrame.from_dict(response) return df_raw def cleandf(df): ''' In this function we pass as input the raw dataframe from TTN in JSON format to clean and optimize the data. This function is customized and unique to every dataset ''' df.rename(columns={'time': 'TTNTimeStamp'}, inplace=True) df['TTNTimeStamp'] = pd.to_datetime(df['TTNTimeStamp']) df['TTNTimeStamp'] = df['TTNTimeStamp'] + pd.Timedelta(hours=1) ## Offset Time by 1 hour to fix TimeZone Error of Swagger API TimeStamps df['TTNTimeStamp'] = df['TTNTimeStamp'].values.astype('datetime64[s]') drop_cols = ['raw','device_id'] df = df.drop(drop_cols, 1) df.reset_index() df = df.reindex(['TTNTimeStamp','Count'], axis=1) print("Latest Data:") print(df.tail(1),'\n') return df while True: #begin your infinite loop df_raw = queryttndata(time_duration) df_clean = cleandf(df_raw) d2g.upload(df_clean, spreadsheet,wks_name,col_names=True,clean=True) # Write dataframe to Google Spreadsheet df_clean.to_csv('TTN_VehicleCountData.csv', date_format="%d/%m/%Y %H:%M:%S",index=True) # Save DataFrame locally time.sleep(60) # Call function every 60 seconds time_duration += 1 ## Increment query duration by 1 mins at the end of every function call
Code Review: ❌ Critical issues: Unterminated string literal at line 23 Block at line 14 has no indented body ⚠️ Code quality: 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 Unexpected indentation at line 32 Unexpected indentation at line 36 Unexpected indentation at line 37 Unexpected indentation at line 38 Unexpected indentation at line 39 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 44 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 48 Unexpected indentation at line 49 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 ✨ Improvements: Add closing quote at line 23 Line 26 too long (126 chars) - break into multiple lines Line 30 too long (131 chars) - break into multiple lines Line 41 too long (140 chars) - break into multiple lines Remove debug print() at line 47 before production Remove debug print() at line 48 before production
intermediate
testing
code_review
Pythoncode:Python
2
0
2,455
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#### Reading Data from The Things Network Data and Automatically Storing it to a Google Spreadsheet\n\n# Author: Dilip Rajkumar\n# Email: d.rajkumar@hbksaar.de\n# Date: 19/01/2018\n# Revision: version#1\n# License: MIT License\n\nimport pandas as pd\nimport requests\nfrom df2gspread import df2gspread as d2g\nimport time\n\n## Set Initial Time Duration in mins to query TTN Data:\ntime_duration = 5\n\n# Insert spreadsheet file id of Google Spreadsheet\nspreadsheet = '1ftXlebCTDp5tTxvlm5K3Sv1oNttDHR7s1xTi-i-ZR_o' ## Google SpreadSheet Title: TTN_Live_DataLogger\n# Insert Sheet Name\nwks_name = 'Sheet1'\n\ndef queryttndata(time_duration):\n ''' \n This function queries data from TTN Swagger API based on a time duration which is given as an input\n '''\n headers = {'Accept': 'application/json','Authorization': 'key ttn-account-v2.P4kRaEqenNGbIdFSgSLDJGMav5K9YrekkMm_F1lOVrw'}\n ## Set query duration in minutes\n querytime = str(time_duration) + 'm'\n params = (('last', querytime),)\n response = requests.get('https://vehiclecounter.data.thethingsnetwork.org/api/v2/query', headers=headers, params=params).json()\n df_raw = pd.DataFrame.from_dict(response)\n return df_raw \n\ndef cleandf(df):\n '''\n In this function we pass as input the raw dataframe from TTN in JSON format to clean and optimize the data.\n This function is customized and unique to every dataset\n '''\n df.rename(columns={'time': 'TTNTimeStamp'}, inplace=True)\n df['TTNTimeStamp'] = pd.to_datetime(df['TTNTimeStamp']) \n df['TTNTimeStamp'] = df['TTNTimeStamp'] + pd.Timedelta(hours=1) ## Offset Time by 1 hour to fix TimeZone Error of Swagger API TimeStamps\n df['TTNTimeStamp'] = df['TTNTimeStamp'].values.astype('datetime64[s]') \n drop_cols = ['raw','device_id']\n df = df.drop(drop_cols, 1)\n df.reset_index()\n df = df.reindex(['TTNTimeStamp','Count'], axis=1)\n print(\"Latest Data:\")\n print(df.tail(1),'\\n')\n return df\n\nwhile True: \n #begin your infinite loop \n df_raw = queryttndata(time_duration)\n df_clean = cleandf(df_raw) \n d2g.upload(df_clean, spreadsheet,wks_name,col_names=True,clean=True) # Write dataframe to Google Spreadsheet\n df_clean.to_csv('TTN_VehicleCountData.csv', date_format=\"%d/%m/%Y %H:%M:%S\",index=True) # Save DataFrame locally\n time.sleep(60) # Call function every 60 seconds\n time_duration += 1 ## Increment query duration by 1 mins at the end of every function call"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 23\n Block at line 14 has no indented body\n\n\u26a0\ufe0f Code quality:\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\n Unexpected indentation at line 32\n Unexpected indentation at line 36\n Unexpected indentation at line 37\n Unexpected indentation at line 38\n Unexpected indentation at line 39\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 44\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 48\n Unexpected indentation at line 49\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 59\n\n\u2728 Improvements:\n Add closing quote at line 23\n Line 26 too long (126 chars) - break into multiple lines\n Line 30 too long (131 chars) - break into multiple lines\n Line 41 too long (140 chars) - break into multiple lines\n Remove debug print() at line 47 before production\n Remove debug print() at line 48 before production"}]
false
null
null
null
fc91ff3844434233ea3b10e4ec6bd4eb042adfbd
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import xmltodict from share.transform.chain import * # noqa class Organization(Parser): name = ctx class IsAffiliatedWith(Parser): related = Delegate(Organization, ctx) class Person(Parser): related_agents = Map(Delegate(IsAffiliatedWith), ctx.affiliation) given_name = ParseName(ctx.name).first family_name = ParseName(ctx.name).last class Creator(Parser): agent = Delegate(Person, ctx) class Preprint(Parser): title = ctx.entry.title description = ctx.entry.summary related_agents = Map(Delegate(Creator), ctx.entry.author) class Extra: comment = ctx.entry.comment journal_ref = ctx.entry.journal_ref class TestParser: def test_preprint_parser(self): parsed = Preprint( xmltodict.parse( EXAMPLE, process_namespaces=True, namespaces={ 'http://www.w3.org/2005/Atom': None, 'http://arxiv.org/schemas/atom': None, } ) ).parse() assert isinstance(parsed, dict) assert parsed['@type'] == 'preprint' normalized = ctx.pool[parsed] assert normalized['extra'] == {'comment': '11 pages, 6 figures, 3 tables, LaTeX209, submitted to The Journal of\n Chemical Physics', 'journal_ref': 'J. Chem. Phys. 115, 1626 (2001)'} # no newlines, leading/trailing white space, or multiple spaces assert normalized['title'] == 'Impact of Electron-Electron Cusp on Configuration Interaction Energies' assert normalized['description'] == 'The effect of the electron-electron cusp on the convergence of configuration interaction (CI) wave functions is examined. By analogy with the pseudopotential approach for electron-ion interactions, an effective electron-electron interaction is developed which closely reproduces the scattering of the Coulomb interaction but is smooth and finite at zero electron-electron separation. The exact many-electron wave function for this smooth effective interaction has no cusp at zero electron-electron separation. We perform CI and quantum Monte Carlo calculations for He and Be atoms, both with the Coulomb electron-electron interaction and with the smooth effective electron-electron interaction. We find that convergence of the CI expansion of the wave function for the smooth electron-electron interaction is not significantly improved compared with that for the divergent Coulomb interaction for energy differences on the order of 1 mHartree. This shows that, contrary to popular belief, description of the electron-electron cusp is not a limiting factor, to within chemical accuracy, for CI calculations.'
Code analysis results: 🔴 Errors found: Block at line 34 has no indented body ⚠️ Warnings: Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 26 Unexpected indentation at line 27 💡 Suggestions: Add docstring to class 'Organization' Add docstring to class 'IsAffiliatedWith' Add docstring to class 'Person'
advanced
testing
debugging
Pythoncode:Python
1
7
2,699
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport xmltodict\n\nfrom share.transform.chain import * # noqa\n\n\nclass Organization(Parser):\n name = ctx\n\n\nclass IsAffiliatedWith(Parser):\n related = Delegate(Organization, ctx)\n\n\nclass Person(Parser):\n related_agents = Map(Delegate(IsAffiliatedWith), ctx.affiliation)\n given_name = ParseName(ctx.name).first\n family_name = ParseName(ctx.name).last\n\n\nclass Creator(Parser):\n agent = Delegate(Person, ctx)\n\n\nclass Preprint(Parser):\n title = ctx.entry.title\n description = ctx.entry.summary\n related_agents = Map(Delegate(Creator), ctx.entry.author)\n\n class Extra:\n comment = ctx.entry.comment\n journal_ref = ctx.entry.journal_ref\n\n\nclass TestParser:\n\n def test_preprint_parser(self):\n parsed = Preprint(\n xmltodict.parse(\n EXAMPLE,\n process_namespaces=True,\n namespaces={\n 'http://www.w3.org/2005/Atom': None,\n 'http://arxiv.org/schemas/atom': None,\n }\n )\n ).parse()\n\n assert isinstance(parsed, dict)\n assert parsed['@type'] == 'preprint'\n normalized = ctx.pool[parsed]\n assert normalized['extra'] == {'comment': '11 pages, 6 figures, 3 tables, LaTeX209, submitted to The Journal of\\n Chemical Physics', 'journal_ref': 'J. Chem. Phys. 115, 1626 (2001)'}\n\n # no newlines, leading/trailing white space, or multiple spaces\n assert normalized['title'] == 'Impact of Electron-Electron Cusp on Configuration Interaction Energies'\n assert normalized['description'] == 'The effect of the electron-electron cusp on the convergence of configuration interaction (CI) wave functions is examined. By analogy with the pseudopotential approach for electron-ion interactions, an effective electron-electron interaction is developed which closely reproduces the scattering of the Coulomb interaction but is smooth and finite at zero electron-electron separation. The exact many-electron wave function for this smooth effective interaction has no cusp at zero electron-electron separation. We perform CI and quantum Monte Carlo calculations for He and Be atoms, both with the Coulomb electron-electron interaction and with the smooth effective electron-electron interaction. We find that convergence of the CI expansion of the wave function for the smooth electron-electron interaction is not significantly improved compared with that for the divergent Coulomb interaction for energy differences on the order of 1 mHartree. This shows that, contrary to popular belief, description of the electron-electron cusp is not a limiting factor, to within chemical accuracy, for CI calculations.'"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Block at line 34 has no indented body\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 26\n Unexpected indentation at line 27\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'Organization'\n Add docstring to class 'IsAffiliatedWith'\n Add docstring to class 'Person'"}]
false
null
null
null
fc92382e8eb5b5b2b839d82c3970e59959dd78f5
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from __future__ import annotations from typing import TypeVar, Generic, Callable, Optional, Any, cast, Tuple import rx from returns import pipeline from returns.functions import identity from returns.maybe import Maybe, Nothing from rx import Observable from rx.subject import BehaviorSubject from . import ReactiveValue, ReactiveView from .value import Modifier class ReactiveProperty(Generic[T], ReactiveValue[T]): def __init__( self, init_value: Maybe[T] = Nothing, read_only=False, modifier: Callable[[Any], Modifier] = lambda _: identity, validator: Callable[[Any, T], T] = lambda _, v: v) -> None: super().__init__(read_only) self._init_value = init_value self._modifier = modifier self._validator = validator @property def init_value(self) -> Maybe[T]: return self._init_value @property def validator(self) -> Callable[[T, Any], T]: return self._validator @property def modifier(self) -> Callable[[Any], Modifier]: return self._modifier def as_view(self) -> ReactiveView[T]: return ReactiveView(self.context, self.read_only) def pipe(self, modifiers: Callable[[Any], Tuple[Modifier, ...]]) -> ReactiveProperty: def stack(obj: Any): # FIXME: Not sure why both PyCharm and Mypy fails to resolve pipeline.pipe(). Should investigate later. # noinspection PyUnresolvedReferences return pipeline.pipe(*([self.modifier(obj)] + list(modifiers(obj)))) # type:ignore return ReactiveProperty(self.init_value, self.read_only, stack, self.validator) def validate(self, validator: Callable[[Any, T], T]) -> ReactiveProperty[T]: if validator is None: raise ValueError("Argument 'modifier' is required.")
def validate(obj: Any, v: T) -> T: return validator(obj, self.validator(obj, v)) return ReactiveProperty(self.init_value, self.read_only, self.modifier, validate) class PropertyData(ReactiveValue.Data[T]): def __init__( self, name: str, init_value: Maybe[T], modifier: Modifier, validator: Callable[[T], T]): assert name is not None assert init_value is not None assert modifier is not None assert validator is not None self._validator = validator self._property: Optional[BehaviorSubject] = None obs: Observable if init_value != Nothing: self._property = BehaviorSubject(init_value.map(validator).unwrap()) obs = self._property else: obs = rx.empty() super().__init__(name, obs, modifier) # Must override to appease Mypy... I hate Python. @property ... [8 more functiondefs truncated] ...
advanced
testing
code_completion
Pythoncode:Python
10
2
2,959
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom __future__ import annotations\n\nfrom typing import TypeVar, Generic, Callable, Optional, Any, cast, Tuple\n\nimport rx\nfrom returns import pipeline\nfrom returns.functions import identity\nfrom returns.maybe import Maybe, Nothing\nfrom rx import Observable\nfrom rx.subject import BehaviorSubject\n\nfrom . import ReactiveValue, ReactiveView\nfrom .value import Modifier\n\nclass ReactiveProperty(Generic[T], ReactiveValue[T]):\n\n def __init__(\n self,\n init_value: Maybe[T] = Nothing,\n read_only=False,\n modifier: Callable[[Any], Modifier] = lambda _: identity,\n validator: Callable[[Any, T], T] = lambda _, v: v) -> None:\n\n super().__init__(read_only)\n\n self._init_value = init_value\n self._modifier = modifier\n self._validator = validator\n\n @property\n def init_value(self) -> Maybe[T]:\n return self._init_value\n\n @property\n def validator(self) -> Callable[[T, Any], T]:\n return self._validator\n\n @property\n def modifier(self) -> Callable[[Any], Modifier]:\n return self._modifier\n\n def as_view(self) -> ReactiveView[T]:\n return ReactiveView(self.context, self.read_only)\n\n def pipe(self, modifiers: Callable[[Any], Tuple[Modifier, ...]]) -> ReactiveProperty:\n def stack(obj: Any):\n # FIXME: Not sure why both PyCharm and Mypy fails to resolve pipeline.pipe(). Should investigate later.\n # noinspection PyUnresolvedReferences\n return pipeline.pipe(*([self.modifier(obj)] + list(modifiers(obj)))) # type:ignore\n\n return ReactiveProperty(self.init_value, self.read_only, stack, self.validator)\n\n def validate(self, validator: Callable[[Any, T], T]) -> ReactiveProperty[T]:\n if validator is None:\n raise ValueError(\"Argument 'modifier' is required.\")"}, {"role": "assistant", "content": "\n\n def validate(obj: Any, v: T) -> T:\n return validator(obj, self.validator(obj, v))\n\n return ReactiveProperty(self.init_value, self.read_only, self.modifier, validate)\n\n class PropertyData(ReactiveValue.Data[T]):\n\n def __init__(\n self,\n name: str,\n init_value: Maybe[T],\n modifier: Modifier,\n validator: Callable[[T], T]):\n\n assert name is not None\n assert init_value is not None\n assert modifier is not None\n assert validator is not None\n\n self._validator = validator\n self._property: Optional[BehaviorSubject] = None\n\n obs: Observable\n\n if init_value != Nothing:\n self._property = BehaviorSubject(init_value.map(validator).unwrap())\n\n obs = self._property\n else:\n obs = rx.empty()\n\n super().__init__(name, obs, modifier)\n\n # Must override to appease Mypy... I hate Python.\n @property\n\n ... [8 more functiondefs truncated] ..."}]
false
null
null
null
fc92c4f874ac07a82bec9855ab06be0ea305a134
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: def lazy_import(): from openapi_client.model.github_com_argoproj_labs_argo_dataflow_api_v1alpha1_abstract_step import GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep globals()['GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep'] = GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep class GithubComArgoprojLabsArgoDataflowApiV1alpha1Dedupe(ModelNormal): """NOTE: This class is auto generated by OpenAPI Generator. Ref: https://openapi-generator.tech Do not edit the class manually. Attributes: allowed_values (dict): The key is the tuple path to the attribute and the for var_name this is (var_name,). The value is a dict with a capitalized key describing the allowed value and an allowed value. These dicts store the allowed enum values. attribute_map (dict): The key is attribute name and the value is json key in definition. discriminator_value_class_map (dict): A dict to go from the discriminator variable value to the discriminator class name. validations (dict): The key is the tuple path to the attribute and the for var_name this is (var_name,). The value is a dict that stores validations for max_length, min_length, max_items, min_items, exclusive_maximum, inclusive_maximum, exclusive_minimum, inclusive_minimum, and regex. additional_properties_type (tuple): A tuple of classes accepted as additional properties values. """ allowed_values = { } validations = { } @cached_property def additional_properties_type(): """ This must be a method because a model may have properties that are of type self, this must run after the class is loaded """ lazy_import() return (bool, date, datetime, dict, float, int, list, str, none_type,) # noqa: E501 _nullable = False # Complete this line def openapi_types(): """ This must be a method because a model may have properties that are of type self, this must run after the class is loaded Returns openapi_types (dict): The key is attribute name and the value is attribute type. """ lazy_import() return { 'abstract_step': (GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep,), # noqa: E501 'max_size': (str,), # noqa: E501 'uid': (str,), # noqa: E501 } @cached_property def discriminator(): return None attribute_map = { 'abstract_step': 'abstractStep', # noqa: E501 'max_size': 'maxSize', # noqa: E501 'uid': 'uid', # noqa: E501 } read_only_vars = { } _composed_schemas = {} @classmethod @convert_js_args_to_python_args ... [2 more functiondefs truncated] ...
The missing line is: @cached_property
advanced
api
fill_in_the_blank
Pythoncode:Python
4
1
2,902
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\ndef lazy_import():\n from openapi_client.model.github_com_argoproj_labs_argo_dataflow_api_v1alpha1_abstract_step import GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep\n globals()['GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep'] = GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep\n\n\nclass GithubComArgoprojLabsArgoDataflowApiV1alpha1Dedupe(ModelNormal):\n \"\"\"NOTE: This class is auto generated by OpenAPI Generator.\n Ref: https://openapi-generator.tech\n\n Do not edit the class manually.\n\n Attributes:\n allowed_values (dict): The key is the tuple path to the attribute\n and the for var_name this is (var_name,). The value is a dict\n with a capitalized key describing the allowed value and an allowed\n value. These dicts store the allowed enum values.\n attribute_map (dict): The key is attribute name\n and the value is json key in definition.\n discriminator_value_class_map (dict): A dict to go from the discriminator\n variable value to the discriminator class name.\n validations (dict): The key is the tuple path to the attribute\n and the for var_name this is (var_name,). The value is a dict\n that stores validations for max_length, min_length, max_items,\n min_items, exclusive_maximum, inclusive_maximum, exclusive_minimum,\n inclusive_minimum, and regex.\n additional_properties_type (tuple): A tuple of classes accepted\n as additional properties values.\n \"\"\"\n\n allowed_values = {\n }\n\n validations = {\n }\n\n @cached_property\n def additional_properties_type():\n \"\"\"\n This must be a method because a model may have properties that are\n of type self, this must run after the class is loaded\n \"\"\"\n lazy_import()\n return (bool, date, datetime, dict, float, int, list, str, none_type,) # noqa: E501\n\n _nullable = False\n\n # Complete this line\n def openapi_types():\n \"\"\"\n This must be a method because a model may have properties that are\n of type self, this must run after the class is loaded\n\n Returns\n openapi_types (dict): The key is attribute name\n and the value is attribute type.\n \"\"\"\n lazy_import()\n return {\n 'abstract_step': (GithubComArgoprojLabsArgoDataflowApiV1alpha1AbstractStep,), # noqa: E501\n 'max_size': (str,), # noqa: E501\n 'uid': (str,), # noqa: E501\n }\n\n @cached_property\n def discriminator():\n return None\n\n\n attribute_map = {\n 'abstract_step': 'abstractStep', # noqa: E501\n 'max_size': 'maxSize', # noqa: E501\n 'uid': 'uid', # noqa: E501\n }\n\n read_only_vars = {\n }\n\n _composed_schemas = {}\n\n @classmethod\n @convert_js_args_to_python_args\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n @cached_property"}]
false
null
null
null
fc933a1a213897fe8cf98ce98bd1c72358bf800c
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python # # Copyright (C) 2018 Intel Corporation # # SPDX-License-Identifier: MIT from __future__ import absolute_import, division, print_function import argparse import os import glog as log import numpy as np import cv2 from lxml import etree from tqdm import tqdm def parse_args(): """Parse arguments of command line""" parser = argparse.ArgumentParser( fromfile_prefix_chars='@', description='Convert CVAT XML annotations to masks' ) parser.add_argument( '--cvat-xml', metavar='FILE', required=True, help='input file with CVAT annotation in xml format' ) parser.add_argument( '--background-color', metavar='COLOR_BGR', default="0,0,0", help='specify background color (by default: 0,0,0)' ) parser.add_argument( '--label-color', metavar='LABEL:COLOR_BGR', action='append', default=[], help="specify a label's color (e.g. 255 or 255,0,0). The color will " + # Complete this line ) parser.add_argument( '--mask-bitness', type=int, choices=[8, 24], default=8, help='choose bitness for masks' ) parser.add_argument( '--output-dir', metavar='DIRECTORY', required=True, help='directory for output masks' ) return parser.parse_args() def parse_anno_file(cvat_xml): root = etree.parse(cvat_xml).getroot() anno = [] for image_tag in root.iter('image'): image = {} for key, value in image_tag.items(): image[key] = value image['shapes'] = [] for poly_tag in image_tag.iter('polygon'): polygon = {'type': 'polygon'} for key, value in poly_tag.items(): polygon[key] = value image['shapes'].append(polygon) for box_tag in image_tag.iter('box'): box = {'type': 'box'} for key, value in box_tag.items(): box[key] = value box['points'] = "{0},{1};{2},{1};{2},{3};{0},{3}".format( box['xtl'], box['ytl'], box['xbr'], box['ybr']) image['shapes'].append(box) image['shapes'].sort(key=lambda x: int(x.get('z_order', 0))) anno.append(image) return anno def create_mask_file(mask_path, width, height, bitness, color_map, background, shapes): mask = np.zeros((height, width, bitness // 8), dtype=np.uint8) for shape in shapes: color = color_map.get(shape['label'], background) points = [tuple(map(float, p.split(','))) for p in shape['points'].split(';')] points = np.array([(int(p[0]), int(p[1])) for p in points]) mask = cv2.fillPoly(mask, [points], color=color) cv2.imwrite(mask_path, mask) def to_scalar(str, dim): scalar = list(map(int, str.split(','))) if len(scalar) < dim: scalar.extend([scalar[-1]] * dim) return tuple(scalar[0:dim]) ... [1 more functiondefs truncated] ...
The missing line is: "be interpreted in accordance with the mask format."
intermediate
database
fill_in_the_blank
Pythoncode:Python
4
0
2,985
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n#\n# Copyright (C) 2018 Intel Corporation\n#\n# SPDX-License-Identifier: MIT\n\nfrom __future__ import absolute_import, division, print_function\n\nimport argparse\nimport os\nimport glog as log\nimport numpy as np\nimport cv2\nfrom lxml import etree\nfrom tqdm import tqdm\n\n\ndef parse_args():\n \"\"\"Parse arguments of command line\"\"\"\n parser = argparse.ArgumentParser(\n fromfile_prefix_chars='@',\n description='Convert CVAT XML annotations to masks'\n )\n\n parser.add_argument(\n '--cvat-xml', metavar='FILE', required=True,\n help='input file with CVAT annotation in xml format'\n )\n\n parser.add_argument(\n '--background-color', metavar='COLOR_BGR', default=\"0,0,0\",\n help='specify background color (by default: 0,0,0)'\n )\n\n parser.add_argument(\n '--label-color', metavar='LABEL:COLOR_BGR', action='append',\n default=[],\n help=\"specify a label's color (e.g. 255 or 255,0,0). The color will \" +\n # Complete this line\n )\n\n parser.add_argument(\n '--mask-bitness', type=int, choices=[8, 24], default=8,\n help='choose bitness for masks'\n )\n\n parser.add_argument(\n '--output-dir', metavar='DIRECTORY', required=True,\n help='directory for output masks'\n )\n\n return parser.parse_args()\n\ndef parse_anno_file(cvat_xml):\n root = etree.parse(cvat_xml).getroot()\n anno = []\n for image_tag in root.iter('image'):\n image = {}\n for key, value in image_tag.items():\n image[key] = value\n image['shapes'] = []\n for poly_tag in image_tag.iter('polygon'):\n polygon = {'type': 'polygon'}\n for key, value in poly_tag.items():\n polygon[key] = value\n image['shapes'].append(polygon)\n for box_tag in image_tag.iter('box'):\n box = {'type': 'box'}\n for key, value in box_tag.items():\n box[key] = value\n box['points'] = \"{0},{1};{2},{1};{2},{3};{0},{3}\".format(\n box['xtl'], box['ytl'], box['xbr'], box['ybr'])\n image['shapes'].append(box)\n\n image['shapes'].sort(key=lambda x: int(x.get('z_order', 0)))\n anno.append(image)\n\n return anno\n\ndef create_mask_file(mask_path, width, height, bitness, color_map, background, shapes):\n mask = np.zeros((height, width, bitness // 8), dtype=np.uint8)\n for shape in shapes:\n color = color_map.get(shape['label'], background)\n points = [tuple(map(float, p.split(','))) for p in shape['points'].split(';')]\n points = np.array([(int(p[0]), int(p[1])) for p in points])\n\n mask = cv2.fillPoly(mask, [points], color=color)\n cv2.imwrite(mask_path, mask)\n\ndef to_scalar(str, dim):\n scalar = list(map(int, str.split(',')))\n if len(scalar) < dim:\n scalar.extend([scalar[-1]] * dim)\n return tuple(scalar[0:dim])\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n \"be interpreted in accordance with the mask format.\""}]
false
null
null
null
fc9452d9c2ee3ebb7757e04a3373872166150cb1
TheStack--python--000.parquet
Complete this Pythoncode:Python code: """ ========================== Callosal bundles using AFQ API ========================== An example using the AFQ API to find callosal bundles using the templates from: http://hdl.handle.net/1773/34926 """ import os.path as op import plotly from AFQ import api from AFQ.mask import RoiMask import AFQ.data as afd ########################################################################## # Get some example data # --------------------- # # Retrieves `Stanford HARDI dataset <https://purl.stanford.edu/ng782rw8378>`_. # afd.organize_stanford_data(clear_previous_afq=True) ########################################################################## # Set tractography parameters (optional) # --------------------- # We make this tracking_params which we will pass to the AFQ object # which specifies that we want 100,000 seeds randomly distributed # in the ROIs of every bundle. # # We only do this to make this example faster and consume less space. tracking_params = dict(seed_mask=RoiMask(), n_seeds=10000, random_seeds=True,
rng_seed=42) ########################################################################## # Initialize an AFQ object: # ------------------------- # # We specify bundle_info as the default bundles list (api.BUNDLES) plus the # callosal bundle list. This tells the AFQ object to use bundles from both # the standard and callosal templates. myafq = api.AFQ(bids_path=op.join(afd.afq_home, 'stanford_hardi'), dmriprep='vistasoft', bundle_info=api.BUNDLES + api.CALLOSUM_BUNDLES, tracking_params=tracking_params) ########################################################################## # Visualizing bundles and tract profiles: # --------------------------------------- # This would run the script and visualize the bundles using the plotly # interactive visualization, which should automatically open in a # new browser window. bundle_html = myafq.viz_bundles(export=True, n_points=50) plotly.io.show(bundle_html[0])
intermediate
api
code_completion
Pythoncode:Python
0
0
2,099
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"\n==========================\nCallosal bundles using AFQ API\n==========================\nAn example using the AFQ API to find callosal bundles using the templates from:\nhttp://hdl.handle.net/1773/34926\n\"\"\"\nimport os.path as op\n\nimport plotly\n\nfrom AFQ import api\nfrom AFQ.mask import RoiMask\nimport AFQ.data as afd\n\n##########################################################################\n# Get some example data\n# ---------------------\n#\n# Retrieves `Stanford HARDI dataset <https://purl.stanford.edu/ng782rw8378>`_.\n#\n\nafd.organize_stanford_data(clear_previous_afq=True)\n\n##########################################################################\n# Set tractography parameters (optional)\n# ---------------------\n# We make this tracking_params which we will pass to the AFQ object\n# which specifies that we want 100,000 seeds randomly distributed\n# in the ROIs of every bundle.\n#\n# We only do this to make this example faster and consume less space.\n\ntracking_params = dict(seed_mask=RoiMask(),\n n_seeds=10000,\n random_seeds=True,"}, {"role": "assistant", "content": "\n rng_seed=42)\n\n##########################################################################\n# Initialize an AFQ object:\n# -------------------------\n#\n# We specify bundle_info as the default bundles list (api.BUNDLES) plus the\n# callosal bundle list. This tells the AFQ object to use bundles from both\n# the standard and callosal templates.\n\nmyafq = api.AFQ(bids_path=op.join(afd.afq_home,\n 'stanford_hardi'),\n dmriprep='vistasoft',\n bundle_info=api.BUNDLES + api.CALLOSUM_BUNDLES,\n tracking_params=tracking_params)\n\n##########################################################################\n# Visualizing bundles and tract profiles:\n# ---------------------------------------\n# This would run the script and visualize the bundles using the plotly\n# interactive visualization, which should automatically open in a\n# new browser window.\nbundle_html = myafq.viz_bundles(export=True, n_points=50)\nplotly.io.show(bundle_html[0])"}]
false
null
null
null
fc95ea517dd66fa33c7319705ecac90ffc97a9fe
TheStack--python--000.parquet
Review this Pythoncode:Python code: import time import Queue import random import socket import struct import logging import threading from convert import * from protocol import ethernet, ip, tcp, udp ETH_P_IP = 0x0800 # IP protocol ETH_P_ALL = 0x0003 # Every packet NSCRIPT_PATH = 'nscript' # NSCRIPT PATH PAYLOAD = { 53:('\x5d\x0d\x01\x00\x00\x01\x00\x00\x00\x00\x00\x00\x06' 'google\x03com\x00\x00\x01\x00\x01'), # 'google.com' DNS Lookup 161:('\x30\x26\x02\x01\x01\x04\x06public\xa1\x19\x02' '\x04\x56\x9f\x5a\xdd\x02\x01\x00\x02\x01\x00\x30\x0b\x30\x09\x06' '\x05\x2b\x06\x01\x02\x01\x05\x00'), # SNMP GetNextRequest|public|2c version|1.3.6.1.2.1 123:('\x17\x00\x02\x05'), # NTP systats commands lacks 38 null bytes (just to save bandwidth) 1900:('M-SEARCH * HTTP/1.1\r\nHOST: 239.255.255.250:1900\r\n' 'MAN: "ssdp:discover"\r\nMX: 2\r\nST: ssdp:all\r\n\r\n') } class Generator(object): def __init__(self, size): self.size = size self.inc = size/4 if self.inc<1: self.inc = 1 self.base = -self.inc self.num = self.base self.index = 0 def __iter__(self): return self def next(self): if (self.num+self.inc)>=self.size: self.next_index() self.next_base() self.num = self.num + self.inc return self.num def next_base(self): self.base = 0 self.base-= self.index self.num = self.base def next_index(self): self.index+=1 if self.index>=self.inc: raise StopIteration def suspend(self): return self.size, self.inc, self.base, self.num, self.index def resume(self, size, inc, base, num, index): self.size = size self.inc = inc self.base = base self.num = num self.index = index class ScriptEngine(object): def __init__(self, imports): self.imports = imports self.event = threading.Event() self.queues = {} self.thread = [] def Load(self): for script in self.imports: q = Queue.Queue() s = __import__('{}.{}'.format(NSCRIPT_PATH, script), fromlist=[NSCRIPT_PATH]) t = threading.Thread(target=s.run, args=(q, self.event)) self.thread.append(t) t.setDaemon(True) t.start() self.queues[script] = q def Feed(self, host, port): for scr in self.imports: for r in self.imports[scr]: if port in xrange(r[0], r[1]): self.queues[scr].put((host, port)) break def Cleanup(self): while Alive(self.thread): time.sleep(10) class nscan(object): def __init__(self, options): self.options = options self.hosts = self.split(options.hosts, options.threads) self.ports = options.ports self.srcp = random.randint(1, 65535)#self.PickPort() # source port self.smac = options.smac self.dmac = options.dmac self.ifname = options.ifname self.siface = options.siface self.diface = options.diface self.banner = options.banner self.count = options.count self.cooldown = options.cooldown self.queue = Queue.Queue() if options.stype.uppe ... [code truncated] ...
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF IndentationError at line 48 ⚠️ Code quality: Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 23 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 32 Unexpected indentation at line 33 Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 37 Unexpected indentation at line 40 Unexpected indentation at line 41 Unexpected indentation at line 42 Unexpected indentation at line 43 Unexpected indentation at line 45 Unexpected indentation at line 46 Unexpected indentation at line 47 Unexpected indentation at line 49 Unexpected indentation at line 51 Unexpected indentation at line 53 Unexpected indentation at line 55 Unexpected indentation at line 56 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 63 Unexpected indentation at line 64 Unexpected indentation at line 65 Unexpected indentation at line 66 Unexpected indentation at line 69 Unexpected indentation at line 70 Unexpected indentation at line 71 Unexpected indentation at line 72 Unexpected indentation at line 73 Unexpected indentation at line 74 Unexpected indentation at line 75 Unexpected indentation at line 76 Unexpected indentation at line 77 Unexpected indentation at line 82 Unexpected indentation at line 83 Unexpected indentation at line 90 Unexpected indentation at line 91 Unexpected indentation at line 92 Unexpected indentation at line 93 Unexpected indentation at line 94 Unexpected indentation at line 95 Unexpected indentation at line 96 Unexpected indentation at line 97 Unexpected indentation at line 98 Unexpected indentation at line 99 Unexpected indentation at line 100 Unexpected indentation at line 101 Unexpected indentation at line 102 ✨ Improvements: Complete the expression on the last line Fix indentation to match Python syntax rules
advanced
api
code_review
Pythoncode:Python
12
3
3,033
true
[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport time\nimport Queue\nimport random\nimport socket\nimport struct\nimport logging\nimport threading\nfrom convert import *\nfrom protocol import ethernet, ip, tcp, udp\n\nETH_P_IP = 0x0800 # IP protocol\nETH_P_ALL = 0x0003 # Every packet\nNSCRIPT_PATH = 'nscript' # NSCRIPT PATH\n\nPAYLOAD = {\n\t53:('\\x5d\\x0d\\x01\\x00\\x00\\x01\\x00\\x00\\x00\\x00\\x00\\x00\\x06'\n\t\t'google\\x03com\\x00\\x00\\x01\\x00\\x01'), # 'google.com' DNS Lookup\n\t161:('\\x30\\x26\\x02\\x01\\x01\\x04\\x06public\\xa1\\x19\\x02'\n\t\t'\\x04\\x56\\x9f\\x5a\\xdd\\x02\\x01\\x00\\x02\\x01\\x00\\x30\\x0b\\x30\\x09\\x06'\n\t\t'\\x05\\x2b\\x06\\x01\\x02\\x01\\x05\\x00'), # SNMP GetNextRequest|public|2c version|1.3.6.1.2.1\n\t123:('\\x17\\x00\\x02\\x05'), # NTP systats commands lacks 38 null bytes (just to save bandwidth)\n\t1900:('M-SEARCH * HTTP/1.1\\r\\nHOST: 239.255.255.250:1900\\r\\n'\n\t\t'MAN: \"ssdp:discover\"\\r\\nMX: 2\\r\\nST: ssdp:all\\r\\n\\r\\n')\n}\n\nclass Generator(object):\n def __init__(self, size):\n self.size = size\n self.inc = size/4\n if self.inc<1:\n self.inc = 1\n self.base = -self.inc\n self.num = self.base\n self.index = 0\n def __iter__(self):\n return self\n def next(self):\n if (self.num+self.inc)>=self.size:\n self.next_index()\n self.next_base()\n self.num = self.num + self.inc\n return self.num\n def next_base(self):\n self.base = 0\n self.base-= self.index\n self.num = self.base\n def next_index(self):\n\t\tself.index+=1\n\t\tif self.index>=self.inc:\n\t\t\traise StopIteration\n def suspend(self):\n return self.size, self.inc, self.base, self.num, self.index\n def resume(self, size, inc, base, num, index):\n self.size = size\n self.inc = inc\n self.base = base\n self.num = num\n self.index = index\n\nclass ScriptEngine(object):\n\tdef __init__(self, imports):\n\t\tself.imports = imports\n\t\tself.event = threading.Event()\n\t\tself.queues = {}\n\t\tself.thread = []\n\tdef Load(self):\n\t\tfor script in self.imports:\n\t\t\tq = Queue.Queue()\n\t\t\ts = __import__('{}.{}'.format(NSCRIPT_PATH, script),\n\t\t\t\tfromlist=[NSCRIPT_PATH])\n\t\t\tt = threading.Thread(target=s.run,\n\t\t\t\targs=(q, self.event))\n\t\t\tself.thread.append(t)\n\t\t\tt.setDaemon(True)\n\t\t\tt.start()\n\t\t\tself.queues[script] = q\n\tdef Feed(self, host, port):\n\t\tfor scr in self.imports:\n\t\t\tfor r in self.imports[scr]:\n\t\t\t\tif port in xrange(r[0], r[1]):\n\t\t\t\t\tself.queues[scr].put((host, port))\n\t\t\t\t\tbreak\n\tdef Cleanup(self):\n\t\twhile Alive(self.thread):\n\t\t\ttime.sleep(10)\n\nclass nscan(object):\n\tdef __init__(self, options):\n\t\tself.options = options\n\t\tself.hosts = self.split(options.hosts, options.threads)\n\t\tself.ports = options.ports\n\t\tself.srcp = random.randint(1, 65535)#self.PickPort() # source port\n\t\tself.smac = options.smac\n\t\tself.dmac = options.dmac\n\t\tself.ifname = options.ifname\n\t\tself.siface = options.siface\n\t\tself.diface = options.diface\n\t\tself.banner = options.banner\n\t\tself.count = options.count\n\t\tself.cooldown = options.cooldown\n\t\tself.queue = Queue.Queue()\n\t\tif options.stype.uppe\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Code truncated in middle of expression - unexpected EOF\n IndentationError at line 48\n\n\u26a0\ufe0f Code quality:\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 20\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 23\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 32\n Unexpected indentation at line 33\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 37\n Unexpected indentation at line 40\n Unexpected indentation at line 41\n Unexpected indentation at line 42\n Unexpected indentation at line 43\n Unexpected indentation at line 45\n Unexpected indentation at line 46\n Unexpected indentation at line 47\n Unexpected indentation at line 49\n Unexpected indentation at line 51\n Unexpected indentation at line 53\n Unexpected indentation at line 55\n Unexpected indentation at line 56\n Unexpected indentation at line 57\n Unexpected indentation at line 58\n Unexpected indentation at line 63\n Unexpected indentation at line 64\n Unexpected indentation at line 65\n Unexpected indentation at line 66\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n Unexpected indentation at line 71\n Unexpected indentation at line 72\n Unexpected indentation at line 73\n Unexpected indentation at line 74\n Unexpected indentation at line 75\n Unexpected indentation at line 76\n Unexpected indentation at line 77\n Unexpected indentation at line 82\n Unexpected indentation at line 83\n Unexpected indentation at line 90\n Unexpected indentation at line 91\n Unexpected indentation at line 92\n Unexpected indentation at line 93\n Unexpected indentation at line 94\n Unexpected indentation at line 95\n Unexpected indentation at line 96\n Unexpected indentation at line 97\n Unexpected indentation at line 98\n Unexpected indentation at line 99\n Unexpected indentation at line 100\n Unexpected indentation at line 101\n Unexpected indentation at line 102\n\n\u2728 Improvements:\n Complete the expression on the last line\n Fix indentation to match Python syntax rules"}]
false
null
null
null
fc97538b8a2ee01ca9533565fe27426b9b8b241a
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import sys from flask import Blueprint, request, jsonify from flaskApp import db from flaskApp.assignment.utils import * from flaskApp.error.error_handlers import * import json from flaskApp.helpers import getAssignmentData assignment = Blueprint('assignment', __name__) @assignment.route('/restoreAssignment/<calID>/<courseID>', methods=['POST']) def restore_assignment(calID, courseID): try: DbAssignmentUtils.restore_all_original_assignment(calID, courseID) return jsonify({"restore" : "success"}), 201 except (NotFound) as e: return jsonify(e.body), e.status_code @assignment.route('/getAssignment/<calID>/<courseID>/<assignment>', methods=['GET']) def get_assignment_details(calID, courseID, assignment): try: res = DbAssignmentUtils.get_assignment_slot_details(calID, courseID, assignment) return jsonify(res), 200 except (NotFound) as e: return jsonify(e.body), e.status_code @assignment.route('/deleteAssignment/<calID>/<courseID>', methods=['DELETE']) def delete_assignment(calID, courseID): try: request_body = json.loads(request.get_data())
Error Analysis: Error Type: MID_FUNCTION Error: IndentationError / Incomplete Function Detected Errors: • SyntaxError: expected 'except' or 'finally' block at line 30 Fix: Complete the function 'delete_assignment' body and add missing return
intermediate
testing
error_detection
Pythoncode:Python
5
0
1,131
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport sys\nfrom flask import Blueprint, request, jsonify\nfrom flaskApp import db\nfrom flaskApp.assignment.utils import *\nfrom flaskApp.error.error_handlers import *\nimport json\nfrom flaskApp.helpers import getAssignmentData\n\nassignment = Blueprint('assignment', __name__)\n\n@assignment.route('/restoreAssignment/<calID>/<courseID>', methods=['POST'])\ndef restore_assignment(calID, courseID):\n try:\n DbAssignmentUtils.restore_all_original_assignment(calID, courseID)\n return jsonify({\"restore\" : \"success\"}), 201\n except (NotFound) as e:\n return jsonify(e.body), e.status_code\n\n@assignment.route('/getAssignment/<calID>/<courseID>/<assignment>', methods=['GET'])\ndef get_assignment_details(calID, courseID, assignment):\n try:\n res = DbAssignmentUtils.get_assignment_slot_details(calID, courseID, assignment)\n return jsonify(res), 200\n except (NotFound) as e:\n return jsonify(e.body), e.status_code\n\n@assignment.route('/deleteAssignment/<calID>/<courseID>', methods=['DELETE'])\ndef delete_assignment(calID, courseID):\n try:\n request_body = json.loads(request.get_data())"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_FUNCTION\n Error: IndentationError / Incomplete Function\n\n Detected Errors:\n \u2022 SyntaxError: expected 'except' or 'finally' block at line 30\n\n Fix: Complete the function 'delete_assignment' body and add missing return"}]
true
syntax
MID_FUNCTION
HIGH
fc991b843e076978c3f0a3ec13e52528bd5dcb1e
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: ####################################################################################################################### # Given a string, find the length of the longest substring which has no repeating characters. # # Input: String="aabccbb" # Output: 3 # Explanation: The longest substring without any repeating characters is "abc". # # Input: String="abbbb" # Output: 2 # Explanation: The longest substring without any repeating characters is "ab". # # Input: String="abccde" # Output: 3 # Explanation: Longest substrings without any repeating characters are "abc" & "cde". ####################################################################################################################### def longest_substring_no_repeating_char(input_str: str) -> int: window_start = 0 is_present = [None for i in range(26)] max_window = 0 for i in range(len(input_str)): char_ord = ord(input_str[i]) - 97 if is_present[char_ord] is not None: window_start = max(window_start, is_present[char_ord] + 1) is_present[char_ord] = i max_window = max(max_window, i - window_start + 1) return max_window print(longest_substring_no_repeating_char('aabccbb')) print(longest_substring_no_repeating_char('abbbb')) print(longest_substring_no_repeating_char('abccde')) print(longest_substring_no_repeating_char('abcabcbb')) print(longest_substring_no_repeating_char('bbbbb')) print(longest_substring_no_repeating_char('pwwkew'))
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
intermediate
general
refactoring
Pythoncode:Python
1
0
1,473
false
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n#######################################################################################################################\n# Given a string, find the length of the longest substring which has no repeating characters.\n#\n# Input: String=\"aabccbb\"\n# Output: 3\n# Explanation: The longest substring without any repeating characters is \"abc\".\n#\n# Input: String=\"abbbb\"\n# Output: 2\n# Explanation: The longest substring without any repeating characters is \"ab\".\n#\n# Input: String=\"abccde\"\n# Output: 3\n# Explanation: Longest substrings without any repeating characters are \"abc\" & \"cde\".\n#######################################################################################################################\n\ndef longest_substring_no_repeating_char(input_str: str) -> int:\n window_start = 0\n is_present = [None for i in range(26)]\n max_window = 0\n for i in range(len(input_str)):\n char_ord = ord(input_str[i]) - 97\n if is_present[char_ord] is not None:\n window_start = max(window_start, is_present[char_ord] + 1)\n is_present[char_ord] = i\n max_window = max(max_window, i - window_start + 1)\n return max_window\n\n\nprint(longest_substring_no_repeating_char('aabccbb'))\nprint(longest_substring_no_repeating_char('abbbb'))\nprint(longest_substring_no_repeating_char('abccde'))\nprint(longest_substring_no_repeating_char('abcabcbb'))\nprint(longest_substring_no_repeating_char('bbbbb'))\nprint(longest_substring_no_repeating_char('pwwkew'))"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fc992600a7f421e186b8dbe2ed6b420847313d4c
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import sys sys.path.insert(0, '.') from pyspark import SparkContext, SparkConf from commons.Utils import Utils if __name__ == "__main__": ''' Create a Spark program to read the airport data from in/airports.text; generate a pair RDD with airport name being the key and country name being the value. Then remove all the airports which are located in United States and output the pair RDD to out/airports_not_in_usa_pair_rdd.text Each row of the input file contains the following columns: Airport ID, Name of airport, Main city served by airport, Country where airport is located, IATA/FAA code, ICAO Code, Latitude, Longitude, Altitude, Timezone, DST, Timezone in Olson format Sample output: ("Kamloops", "Canada") ("Wewak Intl", "Papua New Guinea") ...
''' conf = SparkConf().setAppName("airports").setMaster("local[*]") sc = SparkContext(conf=conf) airportsRDD = sc.textFile("inputs/airports.text") airportPairRDD = airportsRDD.map(lambda line: (Utils.COMMA_DELIMITER.split(line)[1], Utils.COMMA_DELIMITER.split(line)[3])) airportsNotInUSA = airportPairRDD.filter( lambda keyValue: keyValue[1] != "\"United States\"") airportsNotInUSA.saveAsTextFile( "outputs/airports_not_in_usa_pair_rdd.text")
intermediate
database
code_completion
Pythoncode:Python
0
0
1,411
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport sys\r\nsys.path.insert(0, '.')\r\n\r\n\r\nfrom pyspark import SparkContext, SparkConf\r\nfrom commons.Utils import Utils\r\n\r\n\r\nif __name__ == \"__main__\":\r\n '''\r\n Create a Spark program to read the airport data from in/airports.text;\r\n generate a pair RDD with airport name being the key and country name being the value.\r\n Then remove all the airports which are located in United States and output the pair RDD to out/airports_not_in_usa_pair_rdd.text\r\n\r\n Each row of the input file contains the following columns:\r\n Airport ID, Name of airport, Main city served by airport, Country where airport is located,\r\n IATA/FAA code, ICAO Code, Latitude, Longitude, Altitude, Timezone, DST, Timezone in Olson format\r\n\r\n Sample output:\r\n\r\n (\"Kamloops\", \"Canada\")\r\n (\"Wewak Intl\", \"Papua New Guinea\")\r\n ..."}, {"role": "assistant", "content": "\n '''\r\n\r\n conf = SparkConf().setAppName(\"airports\").setMaster(\"local[*]\")\r\n sc = SparkContext(conf=conf)\r\n\r\n airportsRDD = sc.textFile(\"inputs/airports.text\")\r\n\r\n airportPairRDD = airportsRDD.map(lambda line:\r\n (Utils.COMMA_DELIMITER.split(line)[1],\r\n Utils.COMMA_DELIMITER.split(line)[3]))\r\n airportsNotInUSA = airportPairRDD.filter(\r\n lambda keyValue: keyValue[1] != \"\\\"United States\\\"\")\r\n\r\n airportsNotInUSA.saveAsTextFile(\r\n \"outputs/airports_not_in_usa_pair_rdd.text\")"}]
false
null
null
null
fc998d9236fe5233cce504679e6058e6b30ca879
TheStack--python--000.parquet
Fill in the in this Pythoncode:Python code: #!/usr/bin/python3 # Keyboard details window import logging import json from os import path import qrcode import tempfile import gi from gi.repository import Gtk # Complete this line from keyman_config.accelerators import init_accel from keyman_config.kmpmetadata import parsemetadata class KeyboardDetailsView(Gtk.Dialog): # TODO Display all the information that is available # especially what is displayed for Keyman on Windows # TODO clean up file once have what we want ... [1 more functiondefs truncated] ...
The missing line is: from keyman_config import KeymanComUrl, _, secure_lookup
advanced
database
fill_in_the_blank
Pythoncode:Python
0
1
577
true
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/python3\n\n# Keyboard details window\n\nimport logging\nimport json\nfrom os import path\nimport qrcode\nimport tempfile\n\nimport gi\nfrom gi.repository import Gtk\n\n # Complete this line\nfrom keyman_config.accelerators import init_accel\nfrom keyman_config.kmpmetadata import parsemetadata\n\nclass KeyboardDetailsView(Gtk.Dialog):\n # TODO Display all the information that is available\n # especially what is displayed for Keyman on Windows\n # TODO clean up file once have what we want\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\nfrom keyman_config import KeymanComUrl, _, secure_lookup"}]
false
null
null
null
fc99f86b822d06474cc1888107ef3e865f27a1cd
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: import os import shutil SOURCE_DIR = '../deploy/runtime' TARGET_DIR = 'SAM.app/Contents/runtime' if os.path.exists(TARGET_DIR): shutil.rmtree(TARGET_DIR) shutil.copytree(SOURCE_DIR, TARGET_DIR, ignore=shutil.ignore_patterns('.git')) SOURCE_DIR = '../deploy/solar_resource' TARGET_DIR = 'SAM.app/Contents/solar_resource' if os.path.exists(TARGET_DIR): shutil.rmtree(TARGET_DIR) shutil.copytree(SOURCE_DIR, TARGET_DIR, ignore=shutil.ignore_patterns('.git')) SOURCE_DIR = '../deploy/wind_resource' TARG
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Fix: Close the string literal with matching quote
intermediate
general
error_detection
Pythoncode:Python
0
0
514
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os\nimport shutil\n\nSOURCE_DIR = '../deploy/runtime'\nTARGET_DIR = 'SAM.app/Contents/runtime'\n\nif os.path.exists(TARGET_DIR):\n shutil.rmtree(TARGET_DIR)\n\nshutil.copytree(SOURCE_DIR, TARGET_DIR, ignore=shutil.ignore_patterns('.git'))\n\nSOURCE_DIR = '../deploy/solar_resource'\nTARGET_DIR = 'SAM.app/Contents/solar_resource'\n\nif os.path.exists(TARGET_DIR):\n shutil.rmtree(TARGET_DIR)\n\nshutil.copytree(SOURCE_DIR, TARGET_DIR, ignore=shutil.ignore_patterns('.git'))\n\nSOURCE_DIR = '../deploy/wind_resource'\nTARG"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
fc9cde2fe4aa2f639814b61454d79983712258b4
TheStack--python--000.parquet
Find the logical error in this Pythoncode:Python code: def path_error(message, path): """ Raised when a user-supplied path causes an exception. """ return UsageError(message + ': ' + path) ################################################################################ # Functions to normalize paths and check that they are in normal form. ################################################################################ def normalize(path): """ Return the absolute path of the location specified by the given path. This path is returned in a "canonical form", without ~'s, .'s, ..'s. """ if path = '-': return '/dev/stdin' elif path_is_url(path): return path else: return os.path.abspath(os.path.expanduser(path)) def check_isvalid(path, fn_name): """ Raise a PreconditionViolation if the path is not absolute or normalized. Raise a UsageError if the file at that path does not exist. """ precondition(os.path.isabs(path), '%s got relative path: %s' % (fn_name, path)) # Broken symbolic links are valid paths, so we use lexists instead of exists. if not os.path.lexists(path): raise path_error('%s got non-existent path:' % (fn_name,), path) def check_isdir(path, fn_name): """ Check that the path is valid, then raise UsageError if the path is a file. """ check_isvalid(path, fn_name) if not os.path.isdir(path): raise path_error('%s got non-directory:' % (fn_name,), path) def check_isfile(path, fn_name): """ Check that the path is valid, then raise UsageError if the path is a file. """ check_isvalid(path, fn_name) if os.path.isdir(path): raise path_error('%s got directory:' % (fn_name,), path) def path_is_url(path): if isinstance(path, str): for prefix in ['http', 'https', 'ftp']: if path.startswith(prefix + '://'): return True return False ################################################################################ # Functions to list directories and to deal with subpaths of paths. ################################################################################ def safe_join(*paths): """ Join a sequence of paths but filter out any that are empty. Used for targets. Note that os.path.join has this functionality EXCEPT at the end of the list, which causes problems when a target subpath is empty. """ return os.path.join(*[_f for _f in paths if _f]) def get_relative_path(root, path): """ Return the relative path from root to path, which should be nested under root. """ precondition(path.startswith(root), '%s is not under %s' % (path, root)) return path[len(root) :] ... [12 more functiondefs truncated] ...
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Assignment instead of comparison Severity: CRITICAL Location: Line 18 Buggy code: if path = '-': Should be: if path == '-': Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
advanced
api
logical_errors
Pythoncode:Python
8
0
2,753
false
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\ndef path_error(message, path):\n \"\"\"\n Raised when a user-supplied path causes an exception.\n \"\"\"\n return UsageError(message + ': ' + path)\n\n\n################################################################################\n# Functions to normalize paths and check that they are in normal form.\n################################################################################\n\n\ndef normalize(path):\n \"\"\"\n Return the absolute path of the location specified by the given path.\n This path is returned in a \"canonical form\", without ~'s, .'s, ..'s.\n \"\"\"\n if path = '-':\n return '/dev/stdin'\n elif path_is_url(path):\n return path\n else:\n return os.path.abspath(os.path.expanduser(path))\n\n\ndef check_isvalid(path, fn_name):\n \"\"\"\n Raise a PreconditionViolation if the path is not absolute or normalized.\n Raise a UsageError if the file at that path does not exist.\n \"\"\"\n precondition(os.path.isabs(path), '%s got relative path: %s' % (fn_name, path))\n # Broken symbolic links are valid paths, so we use lexists instead of exists.\n if not os.path.lexists(path):\n raise path_error('%s got non-existent path:' % (fn_name,), path)\n\n\ndef check_isdir(path, fn_name):\n \"\"\"\n Check that the path is valid, then raise UsageError if the path is a file.\n \"\"\"\n check_isvalid(path, fn_name)\n if not os.path.isdir(path):\n raise path_error('%s got non-directory:' % (fn_name,), path)\n\n\ndef check_isfile(path, fn_name):\n \"\"\"\n Check that the path is valid, then raise UsageError if the path is a file.\n \"\"\"\n check_isvalid(path, fn_name)\n if os.path.isdir(path):\n raise path_error('%s got directory:' % (fn_name,), path)\n\n\ndef path_is_url(path):\n if isinstance(path, str):\n for prefix in ['http', 'https', 'ftp']:\n if path.startswith(prefix + '://'):\n return True\n return False\n\n\n################################################################################\n# Functions to list directories and to deal with subpaths of paths.\n################################################################################\n\n\ndef safe_join(*paths):\n \"\"\"\n Join a sequence of paths but filter out any that are empty. Used for targets.\n Note that os.path.join has this functionality EXCEPT at the end of the list,\n which causes problems when a target subpath is empty.\n \"\"\"\n return os.path.join(*[_f for _f in paths if _f])\n\n\ndef get_relative_path(root, path):\n \"\"\"\n Return the relative path from root to path, which should be nested under root.\n \"\"\"\n precondition(path.startswith(root), '%s is not under %s' % (path, root))\n return path[len(root) :]\n\n\n\n ... [12 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Issue: Assignment instead of comparison\n Severity: CRITICAL\n\n Location: Line 18\n\n Buggy code:\n if path = '-':\n\n Should be:\n if path == '-':\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
true
logical
WRONG_OPERATOR
CRITICAL
fc9e17c4eb3df368c94743c5840b9e4da127a474
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: # -*- coding: utf-8 -*- def compare_ftest(contrast_res, other, decimal=(5,4)): assert_almost_equal(contrast_res.fvalue, other[0], decimal=decimal[0]) assert_almost_equal(contrast_res.pvalue, other[1], decimal=decimal[1]) assert_equal(contrast_res.df_num, other[2]) assert_equal(contrast_res.df_denom, other[3])
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
intermediate
testing
error_detection
Pythoncode:Python
1
1
326
false
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\ndef compare_ftest(contrast_res, other, decimal=(5,4)):\n assert_almost_equal(contrast_res.fvalue, other[0], decimal=decimal[0])\n assert_almost_equal(contrast_res.pvalue, other[1], decimal=decimal[1])\n assert_equal(contrast_res.df_num, other[2])\n assert_equal(contrast_res.df_denom, other[3])"}, {"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
fc9e3eb40f996353595bada2ec265eba3f86bf6f
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: import requests import django.contrib.auth as auth from django.shortcuts import render, redirect, get_object_or_404 from django.http import HttpResponse, JsonResponse, Http404 from django.contrib.auth.decorators import login_required from django.core.serializers import serialize from core.serializers import * from core.models import * from core.secrets import API_TOKEN, STRIPE_API_KEY import json from django.views.decorators.csrf import csrf_exempt from django.shortcuts import get_object_or_404 def get_category(request, category): category = serialize('json', Tweeprint.objects.filter(category_slug=category), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug')) return HttpResponse(category, content_type="application/json") def get_categories(request): categories = [t[0] for t in Tweeprint.CHOICES] if request.method == 'GET': return JsonResponse(categories, safe=False) def get_used_categories(request): used_categories = {t.category_slug: {'category': t.category, 'slug': t.category_slug} for t in Tweeprint.objects.all()}.values() if request.method == 'GET': return JsonResponse(list(used_categories), safe=False) def get_tweeprints(request): if request.method == 'GET': tweeprints = serialize('json', Tweeprint.objects.all(), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug')) return HttpResponse(tweeprints, content_type="application/json") def get_most_recent(request): if request.method == 'GET': tweeprints = serialize('json', Tweeprint.objects.all().order_by('-date_added'), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug')) return HttpResponse(tweeprints, content_type="application/json") def get_most_popular(request): if request.method == 'GET': tweeprints = serialize('json', Tweeprint.objects.all().order_by('-score'), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug')) return HttpResponse(tweeprints, content_type="application/json") @csrf_exempt def submit(request): if request.method == 'POST': form = request.body json_data = json.loads(request.body) try: tweeprint = Tweeprint.objects.create(link=str(json_data['link']), category=json_data['category']) except Exception as e: print(e) return HttpResponse('Submitted!') return HttpResponse("POST not made")
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
7
0
2,563
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nimport requests\nimport django.contrib.auth as auth\nfrom django.shortcuts import render, redirect, get_object_or_404\nfrom django.http import HttpResponse, JsonResponse, Http404\nfrom django.contrib.auth.decorators import login_required\nfrom django.core.serializers import serialize\nfrom core.serializers import *\nfrom core.models import *\nfrom core.secrets import API_TOKEN, STRIPE_API_KEY\nimport json\nfrom django.views.decorators.csrf import csrf_exempt\nfrom django.shortcuts import get_object_or_404\n\n\ndef get_category(request, category):\n category = serialize('json', Tweeprint.objects.filter(category_slug=category), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug'))\n return HttpResponse(category, content_type=\"application/json\")\n\ndef get_categories(request):\n categories = [t[0] for t in Tweeprint.CHOICES]\n if request.method == 'GET':\n return JsonResponse(categories, safe=False)\n\ndef get_used_categories(request):\n used_categories = {t.category_slug: {'category': t.category, 'slug': t.category_slug} for t in Tweeprint.objects.all()}.values()\n if request.method == 'GET':\n return JsonResponse(list(used_categories), safe=False)\n\ndef get_tweeprints(request):\n if request.method == 'GET':\n tweeprints = serialize('json', Tweeprint.objects.all(), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug'))\n return HttpResponse(tweeprints, content_type=\"application/json\")\n\ndef get_most_recent(request):\n if request.method == 'GET':\n tweeprints = serialize('json', Tweeprint.objects.all().order_by('-date_added'), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug'))\n return HttpResponse(tweeprints, content_type=\"application/json\")\n\ndef get_most_popular(request):\n if request.method == 'GET':\n tweeprints = serialize('json', Tweeprint.objects.all().order_by('-score'), fields=('id', 'date_added', 'link', 'tweet_id', 'tweet_json', 'score', 'category', 'category_slug'))\n return HttpResponse(tweeprints, content_type=\"application/json\")\n\n\n@csrf_exempt\ndef submit(request):\n if request.method == 'POST':\n form = request.body\n json_data = json.loads(request.body)\n try:\n tweeprint = Tweeprint.objects.create(link=str(json_data['link']), category=json_data['category'])\n except Exception as e:\n print(e)\n return HttpResponse('Submitted!')\n return HttpResponse(\"POST not made\")"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fc9e5fe1655adc75064f69de338759361c073b11
TheStack--python--000.parquet
Complete this Pythoncode:Python code: from __future__ import absolute_import __author__ = 'kaizhuang' """ Package implementing features for simulating bioreactor operation. """ from .base import Organism, Bioreactor
from .bioreactors import ANAEROBIC, AEROBIC, MICROAEROBIC from .bioreactors import Bioreactor_ox, IdealBatch, IdealFedbatch from framed.bioreactor.dfba import *
intermediate
machine_learning
code_completion
Pythoncode:Python
0
0
342
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom __future__ import absolute_import\n__author__ = 'kaizhuang'\n\"\"\"\nPackage implementing features for simulating bioreactor operation.\n\"\"\"\n\nfrom .base import Organism, Bioreactor"}, {"role": "assistant", "content": "\nfrom .bioreactors import ANAEROBIC, AEROBIC, MICROAEROBIC\nfrom .bioreactors import Bioreactor_ox, IdealBatch, IdealFedbatch\nfrom framed.bioreactor.dfba import *"}]
false
null
null
null
fc9e61eaa32db4519807b4a581c10259cbb744fa
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from ssg.utils import parse_template_boolean_value def preprocess(data, lang): data["arg_negate"] = parse_template_boolean_value(data, parameter="arg_negate", default_value=Fals
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 5 - expected ')' • SyntaxError: '(' was never closed at line 5 Fix: Complete the truncated code structure
intermediate
data_processing
error_detection
Pythoncode:Python
1
0
183
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom ssg.utils import parse_template_boolean_value\n\n\ndef preprocess(data, lang):\n data[\"arg_negate\"] = parse_template_boolean_value(data, parameter=\"arg_negate\", default_value=Fals"}, {"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 5 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 5\n\n Fix: Complete the truncated code structure"}]
true
syntax
HARD_CUT
CRITICAL
fc9f46c8893676c05776e06d3412234d7de6b4e4
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # -*- coding: UTF-8 -*- """ This file is part of Pondus, a personal weight manager. Copyright (C) 2011 Eike Nicklas <eike@ephys.de> This program is free software licensed under the MIT license. For details see LICENSE or http://www.opensource.org/licenses/mit-license.php """ __all__ = ['csv_backend', 'sportstracker_backend', 'xml_backend', 'xml_backend_old']
This code demonstrates Pythoncode:Python programming.
intermediate
api
code_explanation
Pythoncode:Python
0
0
377
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: UTF-8 -*-\n\n\"\"\"\nThis file is part of Pondus, a personal weight manager.\nCopyright (C) 2011 Eike Nicklas <eike@ephys.de>\n\nThis program is free software licensed under the MIT license. For details\nsee LICENSE or http://www.opensource.org/licenses/mit-license.php\n\"\"\"\n\n__all__ = ['csv_backend', 'sportstracker_backend', 'xml_backend',\n 'xml_backend_old']"}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fc9fa91745bf91e0ba0d83de869daec634544f40
TheStack--python--000.parquet
Complete this Pythoncode:Python code: import pathlib from setuptools import find_packages, setup # The directory containing this file HERE = pathlib.Path(__file__).parent # The text of the README file README = (HERE / "README.md").read_text() # This call to setup() does all the work setup( name="chpy", version="0.1.1", description="Build networks from the Companies House API", long_description=README, long_description_content_type="text/markdown", url="https://github.com/specialprocedures/chpy", author="Ian Goodrich", # author_email="office@realpython.com",
license="MIT", classifiers=[ "License :: OSI Approved :: MIT License", "Programming Language :: Python :: 3", "Programming Language :: Python :: 3.7", ], packages=find_packages(exclude=["collections", "time", "math", "re", "os"]), include_package_data=True, # install_requires=["networkx", "pandas", "progressbar", "fuzzywuzzy", # "os", "requests", "math", "time", "collections", "re"] )
intermediate
api
code_completion
Pythoncode:Python
0
0
1,053
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport pathlib\r\nfrom setuptools import find_packages, setup\r\n\r\n# The directory containing this file\r\nHERE = pathlib.Path(__file__).parent\r\n\r\n# The text of the README file\r\nREADME = (HERE / \"README.md\").read_text()\r\n\r\n# This call to setup() does all the work\r\nsetup(\r\n name=\"chpy\",\r\n version=\"0.1.1\",\r\n description=\"Build networks from the Companies House API\",\r\n long_description=README,\r\n long_description_content_type=\"text/markdown\",\r\n url=\"https://github.com/specialprocedures/chpy\",\r\n author=\"Ian Goodrich\",\r\n # author_email=\"office@realpython.com\","}, {"role": "assistant", "content": "\n license=\"MIT\",\r\n classifiers=[\r\n \"License :: OSI Approved :: MIT License\",\r\n \"Programming Language :: Python :: 3\",\r\n \"Programming Language :: Python :: 3.7\",\r\n ],\r\n packages=find_packages(exclude=[\"collections\", \"time\", \"math\", \"re\", \"os\"]),\r\n\r\n include_package_data=True,\r\n # install_requires=[\"networkx\", \"pandas\", \"progressbar\", \"fuzzywuzzy\",\r\n # \"os\", \"requests\", \"math\", \"time\", \"collections\", \"re\"]\r\n\r\n)"}]
false
null
null
null
fca036e2b91d7c4599177ff08add5e2065d64d53
TheStack--python--000.parquet
Find all errors in this Pythoncode:Python code: from __future__ import absolute_import import six from sentry.utils.safe import get_path, trim from sentry.utils.strings import truncatechars from .base import BaseEvent def get_crash_location(exception, platform=None): default = None for frame in reversed(get_path(exception, 'stacktrace', 'frames', filter=True) or ()): fn = frame.get('filename') or frame.get('abs_path') if fn: func = frame.get('function') if func is not None: from sentry.interfaces.stacktrace import trim_function_name func = trim_function_name(func, frame.get('platform') or platform) if frame.get('in_app'): return fn, func if default is None: default = fn, func return default class ErrorEvent(BaseEvent): key = 'error' def has_metadata(self, data): exception = get_path(data, 'exception', 'values', -1) return exception and any(v is not None for v in six.itervalues(exception)) def get_metadata(self, data): exception = get_path(data, 'exception', 'values', -1) if not exception: return {} loc = get_crash_location(exception, data.get('platform')) rv = { 'value': trim(get_path(exception, 'value', default=''), 1024), } # If the exception mechanism indicates a synthetic exception we do not # want to record the type and value into the metadata. if not get_path(exception, 'mechanism', 'synthetic'): rv['type'] = trim(get_path(exception, 'type', default='Error'), 128) # Attach crash location if available if loc is not None: fn, func = loc if fn: rv['filename'] = fn if func: rv['function'] = func return rv def get_title(self, metadata): ty = metadata.get('type') if ty is None: return metadata.get('function') or '<unknown>' if not metadata.get('value'): return ty return u'{}: {}'.format( ty, truncatechars(metadata['value'].splitlines()[0], 100), ) def get_location(self, metadata): return metadata.get('filename')
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Hardcoded credentials at line 28 - use environment variables Fix: Close the string literal with matching quote
advanced
database
error_detection
Pythoncode:Python
5
1
2,275
true
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom __future__ import absolute_import\n\nimport six\n\nfrom sentry.utils.safe import get_path, trim\nfrom sentry.utils.strings import truncatechars\n\nfrom .base import BaseEvent\n\n\ndef get_crash_location(exception, platform=None):\n default = None\n for frame in reversed(get_path(exception, 'stacktrace', 'frames', filter=True) or ()):\n fn = frame.get('filename') or frame.get('abs_path')\n if fn:\n func = frame.get('function')\n if func is not None:\n from sentry.interfaces.stacktrace import trim_function_name\n func = trim_function_name(func, frame.get('platform') or platform)\n if frame.get('in_app'):\n return fn, func\n if default is None:\n default = fn, func\n return default\n\n\nclass ErrorEvent(BaseEvent):\n key = 'error'\n\n def has_metadata(self, data):\n exception = get_path(data, 'exception', 'values', -1)\n return exception and any(v is not None for v in six.itervalues(exception))\n\n def get_metadata(self, data):\n exception = get_path(data, 'exception', 'values', -1)\n if not exception:\n return {}\n\n loc = get_crash_location(exception, data.get('platform'))\n rv = {\n 'value': trim(get_path(exception, 'value', default=''), 1024),\n }\n\n # If the exception mechanism indicates a synthetic exception we do not\n # want to record the type and value into the metadata.\n if not get_path(exception, 'mechanism', 'synthetic'):\n rv['type'] = trim(get_path(exception, 'type', default='Error'), 128)\n\n # Attach crash location if available\n if loc is not None:\n fn, func = loc\n if fn:\n rv['filename'] = fn\n if func:\n rv['function'] = func\n\n return rv\n\n def get_title(self, metadata):\n ty = metadata.get('type')\n if ty is None:\n return metadata.get('function') or '<unknown>'\n if not metadata.get('value'):\n return ty\n return u'{}: {}'.format(\n ty,\n truncatechars(metadata['value'].splitlines()[0], 100),\n )\n\n def get_location(self, metadata):\n return metadata.get('filename')"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Hardcoded credentials at line 28 - use environment variables\n\n Fix: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
fca03cd82b40377a907a5c97cfd27492d8e5ee1d
TheStack--python--000.parquet
Complete this incomplete Pythoncode:Python code: from unittest import TestCase from datetime import date from keras_en_parser_and_analyzer.library.pipmp_my_cv_classify import detect_date class DetectDate(TestCase): def test_detect_date(self): dates_to_test = ['10-1990', '09/12/2020', 'jan 1990', 'feb 2012', '9-12-2020'] res = detect_date(dates_to_test[0]) self.assertEqual(10, res.month) self.assertEqual(1990, res.year) res = detect_date(dates_to_test[1]) self.assertEqual(9, res.month) self.assertEqual(2020, res.year) ... code continues ...
Completion: Missing: Function 'test_detect_date' is incomplete - body truncated To complete: • Complete the function 'test_detect_date' body and add missing return Example continuation: res = detect_date(dates_to_test[2]) self.assertEqual(1, res.month) self.assertEqual(1990, res.year) res = detect_date(dates_to_test[3]) self.assertEqual(2, res.month)
advanced
testing
incomplete_code
Pythoncode:Python
1
1
535
true
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom unittest import TestCase\nfrom datetime import date\nfrom keras_en_parser_and_analyzer.library.pipmp_my_cv_classify import detect_date\n\n\nclass DetectDate(TestCase):\n def test_detect_date(self):\n dates_to_test = ['10-1990', '09/12/2020', 'jan 1990', 'feb 2012', '9-12-2020']\n res = detect_date(dates_to_test[0])\n self.assertEqual(10, res.month)\n self.assertEqual(1990, res.year)\n res = detect_date(dates_to_test[1])\n self.assertEqual(9, res.month)\n self.assertEqual(2020, res.year)\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'test_detect_date' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'test_detect_date' body and add missing return\n\n Example continuation:\n res = detect_date(dates_to_test[2])\n self.assertEqual(1, res.month)\n self.assertEqual(1990, res.year)\n res = detect_date(dates_to_test[3])\n self.assertEqual(2, res.month)"}]
true
syntax
MID_FUNCTION
HIGH
fca090b48edd697b40f1657878d06ed9d6efca81
TheStack--python--000.parquet
Explain this Pythoncode:Python code: # Copyright 2015 Google Inc. 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. # class Error(Exception): """Base error class.""" class Term(iptables.Term): """Single Ipset term representation.""" _PLATFORM = 'ipset' _SET_MAX_LENGTH = 31 _POSTJUMP_FORMAT = None _PREJUMP_FORMAT = None _TERM_FORMAT = None _COMMENT_FORMAT = string.Template( '-A $filter -m comment --comment "$comment"') _FILTER_TOP_FORMAT = string.Template('-A $filter') def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) # This stores tuples of set name and set contents, keyed by direction. # For example: # { 'src': ('set_name', [ipaddr object, ipaddr object]), # 'dst': ('set_name', [ipaddr object, ipaddr object]) } self.addr_sets = {} ... [7 more functiondefs truncated] ...
Functions: __init__ Classes: Error, Term This code demonstrates Pythoncode:Python programming.
advanced
api
code_explanation
Pythoncode:Python
1
2
1,347
false
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright 2015 Google Inc. 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#\nclass Error(Exception):\n \"\"\"Base error class.\"\"\"\n\n\nclass Term(iptables.Term):\n \"\"\"Single Ipset term representation.\"\"\"\n\n _PLATFORM = 'ipset'\n _SET_MAX_LENGTH = 31\n _POSTJUMP_FORMAT = None\n _PREJUMP_FORMAT = None\n _TERM_FORMAT = None\n _COMMENT_FORMAT = string.Template(\n '-A $filter -m comment --comment \"$comment\"')\n _FILTER_TOP_FORMAT = string.Template('-A $filter')\n\n def __init__(self, *args, **kwargs):\n super().__init__(*args, **kwargs)\n # This stores tuples of set name and set contents, keyed by direction.\n # For example:\n # { 'src': ('set_name', [ipaddr object, ipaddr object]),\n # 'dst': ('set_name', [ipaddr object, ipaddr object]) }\n self.addr_sets = {}\n\n\n ... [7 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: __init__\n Classes: Error, Term\n This code demonstrates Pythoncode:Python programming."}]
false
null
null
null
fca0ce34b50df500e879e8841c0ceca83a278655
TheStack--python--000.parquet
Debug this Pythoncode:Python code: import warnings import numba import numpy as np import strax import straxen def records_matrix(records, time_range, seconds_range, config, to_pe, max_samples=DEFAULT_MAX_SAMPLES, ignore_max_sample_warning=False): """Return (wv_matrix, times, pms) - wv_matrix: (n_samples, n_pmt) array with per-PMT waveform intensity in PE/ns - times: time labels in seconds (corr. to rows) - pmts: PMT numbers (corr. to columns) Both times and pmts have one extra element. :param max_samples: Maximum number of time samples. If window and dt conspire to exceed this, waveforms will be downsampled. :param ignore_max_sample_warning: If True, suppress warning when this happens. Example: wvm, ts, ys = st.records_matrix(run_id, seconds_range=(1., 1.00001)) plt.pcolormesh(ts, ys, wvm.T, norm=matplotlib.colors.LogNorm()) plt.colorbar(label='Intensity [PE / ns]') """ if len(records): dt = records[0]['dt'] samples_per_record = len(records[0]['data']) else: # Defaults here do not matter, nothing will be plotted anyway dt = 10, 110 record_duration = samples_per_record * dt window = time_range[1] - time_range[0] if window / dt > max_samples: with np.errstate(divide='ignore', invalid='ignore'): # Downsample. New dt must be # a) multiple of old dt dts = np.arange(0, record_duration + dt, dt).astype(np.int) # b) divisor of record duration dts = dts[record_duration / dts % 1 == 0] # c) total samples < max_samples dts = dts[window / dts < max_samples] if len(dts): # Pick lowest dt that satisfies criteria dt = dts.min() else: # Records will be downsampled to single points dt = max(record_duration, window // max_samples) if not ignore_max_sample_warning: warnings.warn(f"Matrix would exceed max_samples {max_samples}, " f"downsampling to dt = {dt} ns.") wvm = _records_to_matrix( records, t0=time_range[0], n_channels=config['n_tpc_pmts'], dt=dt, window=window) wvm = wvm.astype(np.float32) * to_pe.reshape(1, -1) / dt # Note + 1, so data for sample 0 will range from 0-1 in plot ts = (np.arange(wvm.shape[0] + 1) * dt / int(1e9) + seconds_range[0]) ys = np.arange(wvm.shape[1] + 1) return wvm, ts, ys @straxen.mini_analysis(requires=('raw_records',), warn_beyond_sec=3e-3, default_time_selection='touching') ... [2 more functiondefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 12 Unmatched closing bracket ')' at line 40 Unmatched closing bracket ')' at line 42 Unmatched closing bracket ')' at line 44 ⚠️ Warnings: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 13 Unexpected indentation at line 14 💡 Suggestions: Complete the expression on the last line Add closing quote at line 12 Review syntax near the error location
intermediate
database
debugging
Pythoncode:Python
1
0
2,775
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nimport warnings\n\nimport numba\nimport numpy as np\n\nimport strax\nimport straxen\n\ndef records_matrix(records, time_range, seconds_range, config, to_pe,\n max_samples=DEFAULT_MAX_SAMPLES,\n ignore_max_sample_warning=False):\n \"\"\"Return (wv_matrix, times, pms)\n - wv_matrix: (n_samples, n_pmt) array with per-PMT waveform intensity in PE/ns\n - times: time labels in seconds (corr. to rows)\n - pmts: PMT numbers (corr. to columns)\n Both times and pmts have one extra element.\n\n :param max_samples: Maximum number of time samples. If window and dt\n conspire to exceed this, waveforms will be downsampled.\n :param ignore_max_sample_warning: If True, suppress warning when this happens.\n\n Example:\n wvm, ts, ys = st.records_matrix(run_id, seconds_range=(1., 1.00001))\n plt.pcolormesh(ts, ys, wvm.T,\n norm=matplotlib.colors.LogNorm())\n plt.colorbar(label='Intensity [PE / ns]')\n \"\"\"\n if len(records):\n dt = records[0]['dt']\n samples_per_record = len(records[0]['data'])\n else:\n # Defaults here do not matter, nothing will be plotted anyway\n dt = 10, 110\n record_duration = samples_per_record * dt\n\n window = time_range[1] - time_range[0]\n if window / dt > max_samples:\n with np.errstate(divide='ignore', invalid='ignore'):\n # Downsample. New dt must be\n # a) multiple of old dt\n dts = np.arange(0, record_duration + dt, dt).astype(np.int)\n # b) divisor of record duration\n dts = dts[record_duration / dts % 1 == 0]\n # c) total samples < max_samples\n dts = dts[window / dts < max_samples]\n if len(dts):\n # Pick lowest dt that satisfies criteria\n dt = dts.min()\n else:\n # Records will be downsampled to single points\n dt = max(record_duration, window // max_samples)\n if not ignore_max_sample_warning:\n warnings.warn(f\"Matrix would exceed max_samples {max_samples}, \"\n f\"downsampling to dt = {dt} ns.\")\n\n wvm = _records_to_matrix(\n records,\n t0=time_range[0],\n n_channels=config['n_tpc_pmts'],\n dt=dt,\n window=window)\n wvm = wvm.astype(np.float32) * to_pe.reshape(1, -1) / dt\n\n # Note + 1, so data for sample 0 will range from 0-1 in plot\n ts = (np.arange(wvm.shape[0] + 1) * dt / int(1e9) + seconds_range[0])\n ys = np.arange(wvm.shape[1] + 1)\n\n return wvm, ts, ys\n\n\n@straxen.mini_analysis(requires=('raw_records',),\n warn_beyond_sec=3e-3,\n default_time_selection='touching')\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Unterminated string literal at line 12\n Unmatched closing bracket ')' at line 40\n Unmatched closing bracket ')' at line 42\n Unmatched closing bracket ')' at line 44\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\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 Add closing quote at line 12\n Review syntax near the error location"}]
false
null
null
null
fca0fd3742b37f4cd3594891d70e849a0cb23d56
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from collections import namedtuple from cryptoconditions import crypto CryptoKeypair = namedtuple('CryptoKeypair', ('signing_key', 'verifying_key')) def generate_keypair(): """Generates a cryptographic key pair. Returns: :class:`~bigchaindb_driver.crypto.CryptoKeypair`: A :obj:`collections.namedtuple` with named fields :attr:`~bigchaindb_driver.crypto.CryptoKeypair.signing_key` and :attr:`~bigchaindb_driver.crypto.CryptoKeypair.verifying_key`. """ return CryptoKeypair( *(k.decode() for k in crypto.ed25519_generate_key_pair()))
Code analysis results: 🔴 Errors found: Unterminated string literal at line 10 ⚠️ Warnings: Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 19 💡 Suggestions: Add closing quote at line 10
intermediate
machine_learning
debugging
Pythoncode:Python
1
0
596
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom collections import namedtuple\n\nfrom cryptoconditions import crypto\n\n\nCryptoKeypair = namedtuple('CryptoKeypair', ('signing_key', 'verifying_key'))\n\n\ndef generate_keypair():\n \"\"\"Generates a cryptographic key pair.\n\n Returns:\n :class:`~bigchaindb_driver.crypto.CryptoKeypair`: A\n :obj:`collections.namedtuple` with named fields\n :attr:`~bigchaindb_driver.crypto.CryptoKeypair.signing_key` and\n :attr:`~bigchaindb_driver.crypto.CryptoKeypair.verifying_key`.\n\n \"\"\"\n return CryptoKeypair(\n *(k.decode() for k in crypto.ed25519_generate_key_pair()))"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Unterminated string literal at line 10\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 19\n\n\ud83d\udca1 Suggestions:\n Add closing quote at line 10"}]
false
null
null
null
fca1f7c596dc848fb292eeb62a44200456a36f90
TheStack--python--000.parquet
Debug this Pythoncode:Python code: from __future__ import unicode_literals from django.utils import six from djblets.util.decorators import augment_method_from from reviewboard.changedescs.models import ChangeDescription from reviewboard.reviews.fields import get_review_request_field from reviewboard.webapi.base import WebAPIResource from reviewboard.webapi.decorators import webapi_check_local_site from reviewboard.webapi.mixins import MarkdownFieldsMixin from reviewboard.webapi.resources import resources ... [6 more classdefs truncated] ...
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 15: ... [6 more classdefs truncated] ... 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
intermediate
api
debugging
Pythoncode:Python
0
0
524
true
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom __future__ import unicode_literals\n\nfrom django.utils import six\nfrom djblets.util.decorators import augment_method_from\n\nfrom reviewboard.changedescs.models import ChangeDescription\nfrom reviewboard.reviews.fields import get_review_request_field\nfrom reviewboard.webapi.base import WebAPIResource\nfrom reviewboard.webapi.decorators import webapi_check_local_site\nfrom reviewboard.webapi.mixins import MarkdownFieldsMixin\nfrom reviewboard.webapi.resources import resources\n\n\n\n ... [6 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 15: ... [6 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
fca3b5ff0625e2c4785f87d64f205243acd800d3
TheStack--python--000.parquet
Suggest refactoring for this Pythoncode:Python code: # Dependencies from aurora import Controller, View, Forms from models import Users, Notes from aurora.security import login_required, get_session from flask import request from datetime import datetime # The controller class class NewNote(Controller): # POST Method @login_required(app='users') def post(self): # The required models user = Users().read(where={'username':get_session('user')}).first() notes = Notes() # Form data data = request.form form = Forms(data) # Valid form data if form.validate(): # Collect form inputs title = data.get('title') content = data.get('content') # Required fields if not title or not content: return { 'error': '<i class="fas fa-exclamation-triangle mr-1"></i> Form data is invalid!', }, 400 # Everything is fine # Insert new note into the database data = { 'user_id': user['id'], 'title': title, 'content': content, # 'date': datetime.now().strftime("%m-%d-%Y") } notes.create(data=data) # Return the result return { 'success': '<i class="fas fa-check-circle mr-1"></i> The new note created successfully!', }, 200 # Invalid form data else: # Return the result return { 'error': '<i class="fas fa-exclamation-triangle mr-1"></i> Form data is invalid!', }, 400 # GET Method @login_required(app='users') def get(self): # The required models user = Users().read(where={'username':get_session('user')}).first() notes = Notes().read(where={'user_id':user['id']}, order_by={'id':'DESC'}).all() form = Forms() return View('create', user=user, form=form)
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
advanced
api
refactoring
Pythoncode:Python
2
1
1,990
true
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# Dependencies\nfrom aurora import Controller, View, Forms\nfrom models import Users, Notes\nfrom aurora.security import login_required, get_session\nfrom flask import request\nfrom datetime import datetime\n\n# The controller class\nclass NewNote(Controller):\n\n # POST Method\n @login_required(app='users')\n def post(self):\n # The required models\n user = Users().read(where={'username':get_session('user')}).first()\n notes = Notes()\n\n # Form data\n data = request.form\n form = Forms(data)\n\n # Valid form data\n if form.validate():\n # Collect form inputs\n title = data.get('title')\n content = data.get('content')\n\n # Required fields\n if not title or not content:\n return {\n 'error': '<i class=\"fas fa-exclamation-triangle mr-1\"></i> Form data is invalid!',\n }, 400\n\n # Everything is fine\n # Insert new note into the database\n data = {\n 'user_id': user['id'],\n 'title': title,\n 'content': content,\n # 'date': datetime.now().strftime(\"%m-%d-%Y\")\n }\n notes.create(data=data)\n\n # Return the result\n return {\n 'success': '<i class=\"fas fa-check-circle mr-1\"></i> The new note created successfully!',\n }, 200\n\n # Invalid form data\n else:\n # Return the result\n return {\n 'error': '<i class=\"fas fa-exclamation-triangle mr-1\"></i> Form data is invalid!',\n }, 400\n\n\n # GET Method\n @login_required(app='users')\n def get(self):\n # The required models\n user = Users().read(where={'username':get_session('user')}).first()\n notes = Notes().read(where={'user_id':user['id']}, order_by={'id':'DESC'}).all()\n\n form = Forms()\n \n return View('create', user=user, form=form)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
false
null
null
null
fca4787d63d5c744297f12e8eaf44573826eecbb
TheStack--python--000.parquet
Complete this Pythoncode:Python code: # -------------- #Importing header files import pandas as pd import matplotlib.pyplot as plt import seaborn as sns #Code starts here data = pd.read_csv(path) data['Rating'].hist() data = data[data['Rating']<=5] data['Rating'].hist() #Code ends here # -------------- # code starts here total_null = data.isnull().sum() percent_null = (total_null/data.isnull().count())*100 missing_data = pd.concat([total_null,percent_null],axis=1,keys=['Total','Percentage']) print(missing_data) data = data.dropna() total_null_1 = data.isnull().sum() percent_null_1 = (total_null_1/data.isnull().count())*100 missing_data_1 = pd.concat([total_null_1,percent_null_1],axis=1,keys=['Total','Percentage']) print(missing_data_1) # code ends here # -------------- #Code starts here a = sns.catplot(x='Category',y='Rating',data=data, kind="box", height = 10) a.set_xticklabels(rotation=90) a.set_titles('Rating vs Category [BoxPlot]') #Code ends here # -------------- #Importing header files from sklearn.preprocessing import MinMaxScaler, LabelEncoder #Code starts here le = LabelEncoder() #data['Installs'] = data['Installs'].str.replace(',','').str.replace('+','') data['Installs'] = data['Installs'].apply(lambda x : x.replace(',','')).apply(lambda x : x.replace('+','')) data['Installs'] =data['Installs'].astype(int) print(data['Installs']) data['Installs'] = le.fit_transform(data['Installs']) a = sns.regplot(x="Installs", y="Rating" , data=data) a.set_title('Rating vs Installs [RegPlot]') #Code ends here # -------------- #Code starts here from sklearn.preprocessing import MinMaxScaler, LabelEncoder import seaborn as sns #Code starts here d=data['Price'].value_counts()
print(d) data['Price']=data['Price'].apply(lambda x : x.replace('$','')) d=data['Price'].value_counts() print(d) data['Price']=data['Price'].astype(float) #le=LabelEncoder() #data['Installs'] = le.fit_transform(data['Installs']) y=sns.regplot(data=data,x='Price',y='Rating') y.set_title('Rating vs Installs [RegPlot]') #Code ends here # -------------- #Code starts here data['Genres']=data['Genres'].str.split(';').str[0] #print(data['Genres']) df=data[['Genres','Rating']] gr_mean=df.groupby(['Genres'],as_index=False).mean() gr_mean=gr_mean.sort_values(by=['Rating']) gr_mean=pd.DataFrame(gr_mean) print(gr_mean)#,gr_mean[-1,:]) #Code ends heree # -------------- #Code starts here import seaborn as sns data['Last Updated'] = pd.to_datetime(data['Last Updated']) print(data['Last Updated'].max()) max_date=data['Last Updated'].max() data['Last Updated Days']=max_date-data['Last Updated'] data['Last Updated Days']=data['Last Updated Days'].dt.days sns.regplot(data=data,x='Last Updated Days',y='Rating').set_title('Rating vs Last Updated [RegPlot]') #Code ends here
intermediate
database
code_completion
Pythoncode:Python
0
0
2,762
true
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# --------------\n#Importing header files\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n\n#Code starts here\ndata = pd.read_csv(path)\ndata['Rating'].hist()\ndata = data[data['Rating']<=5]\ndata['Rating'].hist()\n\n#Code ends here\n\n\n# --------------\n# code starts here\ntotal_null = data.isnull().sum()\npercent_null = (total_null/data.isnull().count())*100\nmissing_data = pd.concat([total_null,percent_null],axis=1,keys=['Total','Percentage'])\nprint(missing_data)\n\ndata = data.dropna()\ntotal_null_1 = data.isnull().sum()\npercent_null_1 = (total_null_1/data.isnull().count())*100\nmissing_data_1 = pd.concat([total_null_1,percent_null_1],axis=1,keys=['Total','Percentage'])\nprint(missing_data_1)\n# code ends here\n\n\n# --------------\n\n#Code starts here\n\na = sns.catplot(x='Category',y='Rating',data=data, kind=\"box\", height = 10)\na.set_xticklabels(rotation=90)\na.set_titles('Rating vs Category [BoxPlot]')\n\n#Code ends here\n\n\n# --------------\n#Importing header files\nfrom sklearn.preprocessing import MinMaxScaler, LabelEncoder\n\n#Code starts here\nle = LabelEncoder()\n#data['Installs'] = data['Installs'].str.replace(',','').str.replace('+','')\ndata['Installs'] = data['Installs'].apply(lambda x : x.replace(',','')).apply(lambda x : x.replace('+',''))\ndata['Installs'] =data['Installs'].astype(int)\nprint(data['Installs'])\ndata['Installs'] = le.fit_transform(data['Installs'])\na = sns.regplot(x=\"Installs\", y=\"Rating\" , data=data)\na.set_title('Rating vs Installs [RegPlot]')\n\n\n#Code ends here\n\n\n\n# --------------\n#Code starts here\nfrom sklearn.preprocessing import MinMaxScaler, LabelEncoder\nimport seaborn as sns\n#Code starts here\nd=data['Price'].value_counts()"}, {"role": "assistant", "content": "\nprint(d)\ndata['Price']=data['Price'].apply(lambda x : x.replace('$',''))\nd=data['Price'].value_counts()\nprint(d)\ndata['Price']=data['Price'].astype(float)\n#le=LabelEncoder()\n#data['Installs'] = le.fit_transform(data['Installs'])\ny=sns.regplot(data=data,x='Price',y='Rating')\ny.set_title('Rating vs Installs [RegPlot]')\n\n\n#Code ends here\n\n\n# --------------\n#Code starts here\n\ndata['Genres']=data['Genres'].str.split(';').str[0]\n#print(data['Genres'])\ndf=data[['Genres','Rating']]\ngr_mean=df.groupby(['Genres'],as_index=False).mean()\n\n\ngr_mean=gr_mean.sort_values(by=['Rating'])\ngr_mean=pd.DataFrame(gr_mean)\nprint(gr_mean)#,gr_mean[-1,:])\n#Code ends heree\n\n\n# --------------\n\n#Code starts here\n\nimport seaborn as sns\ndata['Last Updated'] = pd.to_datetime(data['Last Updated'])\nprint(data['Last Updated'].max())\nmax_date=data['Last Updated'].max()\ndata['Last Updated Days']=max_date-data['Last Updated']\ndata['Last Updated Days']=data['Last Updated Days'].dt.days\n\nsns.regplot(data=data,x='Last Updated Days',y='Rating').set_title('Rating vs Last Updated [RegPlot]')\n\n#Code ends here"}]
false
null
null
null
fca52f1665be31c3ef3732af8d77d4f70b20bc49
TheStack--python--000.parquet
Fix this broken Pythoncode:Python code: import numpy as np from openpnm.algorithms import ReactiveTransport from openpnm.models.physics import generic_source_term as gst from openpnm.utils import logging class ChargeConservation(ReactiveTransport): r""" A class to enforce charge conservation in ionic transport simulations. Parameters ---------- network : OpenPNM Network object The network on which this algorithm operates project : OpenPNM Project object Either a network or a project must be specified name : string, optional A unique name to give the object for easier identification. If not given, one is generated. """ def __init__(self, settings={}, phase=None, **kwargs): def_set = {'phase': None, 'quantity': 'pore.potential', 'conductance': 'throat.ionic_conductance', 'charge_conservation': 'electroneutrality', 'gui': {'setup': {'phase': None, 'quantity': '', Error: SyntaxError: unterminated string literal
Fixed Code: import numpy as np from openpnm.algorithms import ReactiveTransport from openpnm.models.physics import generic_source_term as gst from openpnm.utils import logging class ChargeConservation(ReactiveTransport): r""" A class to enforce charge conservation in ionic transport simulations. Parameters ---------- network : OpenPNM Network object The network on which this algorithm operates project : OpenPNM Project object Either a network or a project must be specified name : string, optional A unique name to give the object for easier identification. If not given, one is generated. """ Explanation: Close the string literal with matching quote
advanced
ui
error_fixing
Pythoncode:Python
1
1
1,080
true
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport numpy as np\nfrom openpnm.algorithms import ReactiveTransport\nfrom openpnm.models.physics import generic_source_term as gst\nfrom openpnm.utils import logging\nclass ChargeConservation(ReactiveTransport):\n r\"\"\"\n A class to enforce charge conservation in ionic transport simulations.\n\n Parameters\n ----------\n network : OpenPNM Network object\n The network on which this algorithm operates\n\n project : OpenPNM Project object\n Either a network or a project must be specified\n\n name : string, optional\n A unique name to give the object for easier identification. If not\n given, one is generated.\n \"\"\"\n\n def __init__(self, settings={}, phase=None, **kwargs):\n def_set = {'phase': None,\n 'quantity': 'pore.potential',\n 'conductance': 'throat.ionic_conductance',\n 'charge_conservation': 'electroneutrality',\n 'gui': {'setup': {'phase': None,\n 'quantity': '',\n \n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport numpy as np\nfrom openpnm.algorithms import ReactiveTransport\nfrom openpnm.models.physics import generic_source_term as gst\nfrom openpnm.utils import logging\nclass ChargeConservation(ReactiveTransport):\n r\"\"\"\n A class to enforce charge conservation in ionic transport simulations.\n\n Parameters\n ----------\n network : OpenPNM Network object\n The network on which this algorithm operates\n\n project : OpenPNM Project object\n Either a network or a project must be specified\n\n name : string, optional\n A unique name to give the object for easier identification. If not\n given, one is generated.\n \"\"\"\n\n Explanation: Close the string literal with matching quote"}]
true
syntax
MID_STRING
CRITICAL
fca54a750bbd17151c5163b01b4d00722314de04
TheStack--python--000.parquet