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Suggest refactoring for this Pythoncode:Python code: from evaluator import unit from evaluator.backends import QueueWorkerResources from evaluator.backends.dask import DaskLSFBackend from evaluator.client import ConnectionOptions, EvaluatorClient from evaluator.datasets import PhysicalPropertyDataSet from evaluator.forcefield import SmirnoffForceFieldSource from evaluator.server import EvaluatorServer from evaluator.utils import setup_timestamp_logging def main(): setup_timestamp_logging() # Load in the force field force_field_path = "openff-1.0.0.offxml" force_field_source = SmirnoffForceFieldSource.from_path(force_field_path) # Load in the test set. data_set = PhysicalPropertyDataSet.from_json("full_set.json") # Set up a server object to run the calculations using. working_directory = "working_directory" # Set up a backend to run the calculations on. This assume running # on a HPC resources with the LSF queue system installed. queue_resources = QueueWorkerResources( number_of_threads=1, number_of_gpus=1, preferred_gpu_toolkit=QueueWorkerResources.GPUToolkit.CUDA, per_thread_memory_limit=5 * unit.gigabyte, wallclock_time_limit="05:59", ) worker_script_commands = ["conda activate forcebalance", "module load cuda/10.1"] calculation_backend = DaskLSFBackend( minimum_number_of_workers=1, maximum_number_of_workers=50, resources_per_worker=queue_resources, queue_name="gpuqueue", setup_script_commands=worker_script_commands, adaptive_interval="1000ms", ) with calculation_backend: server = EvaluatorServer( calculation_backend=calculation_backend, working_directory=working_directory, port=8004, ) with server: # Request the estimates. client = EvaluatorClient(ConnectionOptions(server_port=8004)) request, _ = client.request_estimate( property_set=data_set, force_field_source=force_field_source, ) # Wait for the results. results, _ = request.results(True, 5) results.json(f"results.json") if __name__ == "__main__": main()
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
|
intermediate
|
testing
|
refactoring
|
Pythoncode:Python
| 1
| 0
| 2,224
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom evaluator import unit\nfrom evaluator.backends import QueueWorkerResources\nfrom evaluator.backends.dask import DaskLSFBackend\nfrom evaluator.client import ConnectionOptions, EvaluatorClient\nfrom evaluator.datasets import PhysicalPropertyDataSet\nfrom evaluator.forcefield import SmirnoffForceFieldSource\nfrom evaluator.server import EvaluatorServer\nfrom evaluator.utils import setup_timestamp_logging\n\n\ndef main():\n\n setup_timestamp_logging()\n\n # Load in the force field\n force_field_path = \"openff-1.0.0.offxml\"\n force_field_source = SmirnoffForceFieldSource.from_path(force_field_path)\n\n # Load in the test set.\n data_set = PhysicalPropertyDataSet.from_json(\"full_set.json\")\n\n # Set up a server object to run the calculations using.\n working_directory = \"working_directory\"\n\n # Set up a backend to run the calculations on. This assume running\n # on a HPC resources with the LSF queue system installed.\n queue_resources = QueueWorkerResources(\n number_of_threads=1,\n number_of_gpus=1,\n preferred_gpu_toolkit=QueueWorkerResources.GPUToolkit.CUDA,\n per_thread_memory_limit=5 * unit.gigabyte,\n wallclock_time_limit=\"05:59\",\n )\n\n worker_script_commands = [\"conda activate forcebalance\", \"module load cuda/10.1\"]\n\n calculation_backend = DaskLSFBackend(\n minimum_number_of_workers=1,\n maximum_number_of_workers=50,\n resources_per_worker=queue_resources,\n queue_name=\"gpuqueue\",\n setup_script_commands=worker_script_commands,\n adaptive_interval=\"1000ms\",\n )\n\n with calculation_backend:\n\n server = EvaluatorServer(\n calculation_backend=calculation_backend,\n working_directory=working_directory,\n port=8004,\n )\n\n with server:\n\n # Request the estimates.\n client = EvaluatorClient(ConnectionOptions(server_port=8004))\n\n request, _ = client.request_estimate(\n property_set=data_set, force_field_source=force_field_source,\n )\n\n # Wait for the results.\n results, _ = request.results(True, 5)\n results.json(f\"results.json\")\n\n\nif __name__ == \"__main__\":\n main()"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a2b4094e1ca26bb245cb9af7bc67b4f16fdf9b2
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import logging import unittest from pyinstrument import Profiler from nuplan.planning.scenario_builder.nuplan_db.test.nuplan_scenario_test_utils import get_test_nuplan_scenario from nuplan.planning.simulation.history.simulation_history_buffer import SimulationHistoryBuffer from nuplan.planning.simulation.observation.idm_agents import IDMAgents from nuplan.planning.simulation.simulation_time_controller.simulation_iteration import SimulationIteration logger = logging.getLogger(__name__) logging.basicConfig(level=logging.INFO) class TestProfileIDM(unittest.TestCase): """ Profiling test for IDM agents. """ def setUp(self) -> None: """ Inherited, see super class. """ self.n_repeat_trials = 1 self.display_results = True self.scenario = get_test_nuplan_scenario() def test_profile_idm_agent_observation(self) -> None: """Profile IDMAgents.""" profiler = Profiler(interval=0.0001) profiler.start() # How many times to repeat runtime test # Complete this line observation = IDMAgents( target_velocity=10, min_gap_to_lead_agent=0.5, headway_time=1.5, accel_max=1.0, decel_max=2.0, scenario=self.scenario, ) for step in range(self.scenario.get_number_of_iterations() - 1): iteration = SimulationIteration(time_point=self.scenario.get_time_point(step), index=step) next_iteration = SimulationIteration(time_point=self.scenario.get_time_point(step + 1), index=step + 1) buffer = SimulationHistoryBuffer.initialize_from_list( 1, [self.scenario.get_ego_state_at_iteration(step)], [self.scenario.get_tracked_objects_at_iteration(step)], next_iteration.time_point.time_s - iteration.time_point.time_s, ) observation.update_observation(iteration, next_iteration, buffer) profiler.stop() if self.display_results: logger.info(profiler.output_text(unicode=True, color=True)) if __name__ == "__main__": unittest.main()
|
The missing line is: for _ in range(self.n_repeat_trials):
|
advanced
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 1
| 2,268
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport logging\nimport unittest\n\nfrom pyinstrument import Profiler\n\nfrom nuplan.planning.scenario_builder.nuplan_db.test.nuplan_scenario_test_utils import get_test_nuplan_scenario\nfrom nuplan.planning.simulation.history.simulation_history_buffer import SimulationHistoryBuffer\nfrom nuplan.planning.simulation.observation.idm_agents import IDMAgents\nfrom nuplan.planning.simulation.simulation_time_controller.simulation_iteration import SimulationIteration\n\nlogger = logging.getLogger(__name__)\nlogging.basicConfig(level=logging.INFO)\n\n\nclass TestProfileIDM(unittest.TestCase):\n \"\"\"\n Profiling test for IDM agents.\n \"\"\"\n\n def setUp(self) -> None:\n \"\"\"\n Inherited, see super class.\n \"\"\"\n self.n_repeat_trials = 1\n self.display_results = True\n self.scenario = get_test_nuplan_scenario()\n\n def test_profile_idm_agent_observation(self) -> None:\n \"\"\"Profile IDMAgents.\"\"\"\n profiler = Profiler(interval=0.0001)\n profiler.start()\n\n # How many times to repeat runtime test\n # Complete this line\n observation = IDMAgents(\n target_velocity=10,\n min_gap_to_lead_agent=0.5,\n headway_time=1.5,\n accel_max=1.0,\n decel_max=2.0,\n scenario=self.scenario,\n )\n\n for step in range(self.scenario.get_number_of_iterations() - 1):\n iteration = SimulationIteration(time_point=self.scenario.get_time_point(step), index=step)\n next_iteration = SimulationIteration(time_point=self.scenario.get_time_point(step + 1), index=step + 1)\n buffer = SimulationHistoryBuffer.initialize_from_list(\n 1,\n [self.scenario.get_ego_state_at_iteration(step)],\n [self.scenario.get_tracked_objects_at_iteration(step)],\n next_iteration.time_point.time_s - iteration.time_point.time_s,\n )\n observation.update_observation(iteration, next_iteration, buffer)\n profiler.stop()\n\n if self.display_results:\n logger.info(profiler.output_text(unicode=True, color=True))\n\n\nif __name__ == \"__main__\":\n unittest.main()"}, {"role": "assistant", "content": "The missing line is:\n for _ in range(self.n_repeat_trials):"}]
| false
| null | null | null |
0a2b482bae656ac79eb981d550db6a1224027b57
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: import os import os.path as osp import time from collections import deque import pickle from baselines.ddpg.ddpg_learner import DDPG from baselines.ddpg.models import Actor, Critic from baselines.ddpg.memory import Memory ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: from baselines.ddpg.noise import AdaptiveParamNoiseSpec, NormalActionNoise, OrnsteinUhlenbeckActionNoise from baselines.common import set_global_seeds from baselines import logger import tensorflow as tf
|
intermediate
|
database
|
incomplete_code
|
Pythoncode:Python
| 0
| 0
| 222
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport os\nimport os.path as osp\nimport time\nfrom collections import deque\nimport pickle\n\nfrom baselines.ddpg.ddpg_learner import DDPG\nfrom baselines.ddpg.models import Actor, Critic\nfrom baselines.ddpg.memory import Memory\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:\nfrom baselines.ddpg.noise import AdaptiveParamNoiseSpec, NormalActionNoise, OrnsteinUhlenbeckActionNoise\nfrom baselines.common import set_global_seeds\n\nfrom baselines import logger\nimport tensorflow as tf"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a2c405aef1ab33457cf8c88423bb2ac392300fb
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: import os from datetime import datetime from PySide2.QtGui import * from PySide2.QtCore import * from PySide2.QtWidgets import * from PySide2.QtPrintSupport import QPrinter, QPrintDialog from jinja2 import TemplateNotFound from .ui.ui_transaction_details import Ui_TransactionDetails from .ui import images_rc from . import jinja_env from .exceptions import PrinterError class TransactionDetails(QDialog, Ui_TransactionDetails): def __init__(self, transaction, parent=None, *args, **kwargs): QDialog.__init__(self, parent, *args, **kwargs) self._transaction = transaction self.setupUi(self) self.setWindowTitle(QApplication.applicationName()) self.print_pb.setIcon(QIcon.fromTheme('document-print-symbolic', QIcon(':/icons/print'))) try: trans = jinja_env.get_template('trans.jinja2.html') except TemplateNotFound: pass else: html = trans.render(transaction=self._transaction, standalone=True)
|
self.statement_tb.setHtml(html) self.print_pb.clicked.connect(self.print_statement) def print_statement(self): printer = QPrinter() printer.setOutputFileName(os.path.join( os.environ.get('HOME'), '%s_%s.pdf' % (self._transaction.created_at.strftime('%Y%m%d'), self._transaction.transaction_code))) if QPrintDialog(printer, self.parentWidget()).exec_() != QDialog.Accepted: return None try: trans = jinja_env.get_template('trans.jinja2.html') except TemplateNotFound as e: raise PrinterError('Printer data source unavailable') from e html = trans.render(transaction=self._transaction, printed_at=datetime.now().strftime('%d/%m/%Y, %I:%M:%S %p')) doc = QTextDocument(self) doc.setHtml(html) doc.print_(printer) return None
|
advanced
|
ui
|
code_completion
|
Pythoncode:Python
| 2
| 1
| 1,889
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nimport os\nfrom datetime import datetime\n\nfrom PySide2.QtGui import *\nfrom PySide2.QtCore import *\nfrom PySide2.QtWidgets import *\nfrom PySide2.QtPrintSupport import QPrinter, QPrintDialog\nfrom jinja2 import TemplateNotFound\n\nfrom .ui.ui_transaction_details import Ui_TransactionDetails\nfrom .ui import images_rc\nfrom . import jinja_env\nfrom .exceptions import PrinterError\n\n\nclass TransactionDetails(QDialog, Ui_TransactionDetails):\n\n def __init__(self, transaction, parent=None, *args, **kwargs):\n QDialog.__init__(self, parent, *args, **kwargs)\n self._transaction = transaction\n self.setupUi(self)\n self.setWindowTitle(QApplication.applicationName())\n self.print_pb.setIcon(QIcon.fromTheme('document-print-symbolic', QIcon(':/icons/print')))\n try:\n trans = jinja_env.get_template('trans.jinja2.html')\n except TemplateNotFound:\n pass\n else:\n html = trans.render(transaction=self._transaction, standalone=True)"}, {"role": "assistant", "content": "\n self.statement_tb.setHtml(html)\n self.print_pb.clicked.connect(self.print_statement)\n\n def print_statement(self):\n printer = QPrinter()\n printer.setOutputFileName(os.path.join(\n os.environ.get('HOME'), '%s_%s.pdf' %\n (self._transaction.created_at.strftime('%Y%m%d'), self._transaction.transaction_code)))\n if QPrintDialog(printer, self.parentWidget()).exec_() != QDialog.Accepted:\n return None\n try:\n trans = jinja_env.get_template('trans.jinja2.html')\n except TemplateNotFound as e:\n raise PrinterError('Printer data source unavailable') from e\n html = trans.render(transaction=self._transaction, printed_at=datetime.now().strftime('%d/%m/%Y, %I:%M:%S %p'))\n doc = QTextDocument(self)\n doc.setHtml(html)\n doc.print_(printer)\n return None"}]
| false
| null | null | null |
0a2e0012f198d1fec400f883216fa2149bcfd26b
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: def iterable(obj): try: len(obj) except: return False return True def return_arr(func): @wraps(func) def wrapped(*args, **kwargs): ret, units = func(*args, **kwargs) if ret.shape == (): return YTQuantity(ret, units) else: # This could be a subclass, so don't call YTArray directly. return type(args[0])(ret, units) return wrapped @lru_cache(maxsize=128, typed=False) def sqrt_unit(unit): return unit**0.5 @lru_cache(maxsize=128, typed=False) def multiply_units(unit1, unit2): return unit1 * unit2 def preserve_units(unit1, unit2=None): return unit1 @lru_cache(maxsize=128, typed=False) def power_unit(unit, power): return unit**power @lru_cache(maxsize=128, typed=False) def square_unit(unit): return unit*unit @lru_cache(maxsize=128, typed=False) def divide_units(unit1, unit2): return unit1/unit2 @lru_cache(maxsize=128, typed=False) def reciprocal_unit(unit): return unit**-1 def passthrough_unit(unit, unit2=None): return unit def return_without_unit(unit, unit2=None): return None def arctan2_unit(unit1, unit2): return NULL_UNIT def comparison_unit(unit1, unit2=None): return None def invert_units(unit): raise TypeError( "Bit-twiddling operators are not defined for YTArray instances") def bitop_units(unit1, unit2): raise TypeError( "Bit-twiddling operators are not defined for YTArray instances") def get_inp_u_unary(ufunc, inputs, out_arr=None): inp = inputs[0] u = getattr(inp, 'units', None) if u is None: u = NULL_UNIT if u.dimensions is angle and ufunc in trigonometric_operators: inp = inp.in_units('radian').v if out_arr is not None: out_arr = ufunc(inp).view(np.ndarray) return out_arr, inp, u def get_inp_u_binary(ufunc, inputs): inp1 = coerce_iterable_units(inputs[0]) inp2 = coerce_iterable_units(inputs[1]) unit1 = getattr(inp1, 'units', None) unit2 = getattr(inp2, 'units', None) ret_class = get_binary_op_return_class(type(inp1), type(inp2)) if unit1 is None: unit1 = Unit(registry=getattr(unit2, 'registry', None)) if unit2 is None and ufunc is not power: unit2 = Unit(registry=getattr(unit1, 'registry', None)) elif ufunc is power: unit2 = inp2 if isinstance(unit2, np.ndarray): if isinstance(unit2, YTArray): if unit2.units.is_dimensionless: pass else: raise YTUnitOperationError(ufunc, unit1, unit2) unit2 = 1.0 return (inp1, inp2), (unit1, unit2), ret_class ... [104 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 13 • Invalid syntax at line 97: ... [104 more functiondefs truncated] ... Fixes: • Complete the expression on the last line • Add closing quote at line 13 • Review syntax near the error location
|
advanced
|
ui
|
syntax_repair
|
Pythoncode:Python
| 18
| 0
| 2,726
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\ndef iterable(obj):\n try: len(obj)\n except: return False\n return True\n\ndef return_arr(func):\n @wraps(func)\n def wrapped(*args, **kwargs):\n ret, units = func(*args, **kwargs)\n if ret.shape == ():\n return YTQuantity(ret, units)\n else:\n # This could be a subclass, so don't call YTArray directly.\n return type(args[0])(ret, units)\n return wrapped\n\n@lru_cache(maxsize=128, typed=False)\ndef sqrt_unit(unit):\n return unit**0.5\n\n@lru_cache(maxsize=128, typed=False)\ndef multiply_units(unit1, unit2):\n return unit1 * unit2\n\ndef preserve_units(unit1, unit2=None):\n return unit1\n\n@lru_cache(maxsize=128, typed=False)\ndef power_unit(unit, power):\n return unit**power\n\n@lru_cache(maxsize=128, typed=False)\ndef square_unit(unit):\n return unit*unit\n\n@lru_cache(maxsize=128, typed=False)\ndef divide_units(unit1, unit2):\n return unit1/unit2\n\n@lru_cache(maxsize=128, typed=False)\ndef reciprocal_unit(unit):\n return unit**-1\n\ndef passthrough_unit(unit, unit2=None):\n return unit\n\ndef return_without_unit(unit, unit2=None):\n return None\n\ndef arctan2_unit(unit1, unit2):\n return NULL_UNIT\n\ndef comparison_unit(unit1, unit2=None):\n return None\n\ndef invert_units(unit):\n raise TypeError(\n \"Bit-twiddling operators are not defined for YTArray instances\")\n\ndef bitop_units(unit1, unit2):\n raise TypeError(\n \"Bit-twiddling operators are not defined for YTArray instances\")\n\ndef get_inp_u_unary(ufunc, inputs, out_arr=None):\n inp = inputs[0]\n u = getattr(inp, 'units', None)\n if u is None:\n u = NULL_UNIT\n if u.dimensions is angle and ufunc in trigonometric_operators:\n inp = inp.in_units('radian').v\n if out_arr is not None:\n out_arr = ufunc(inp).view(np.ndarray)\n return out_arr, inp, u\n\ndef get_inp_u_binary(ufunc, inputs):\n inp1 = coerce_iterable_units(inputs[0])\n inp2 = coerce_iterable_units(inputs[1])\n unit1 = getattr(inp1, 'units', None)\n unit2 = getattr(inp2, 'units', None)\n ret_class = get_binary_op_return_class(type(inp1), type(inp2))\n if unit1 is None:\n unit1 = Unit(registry=getattr(unit2, 'registry', None))\n if unit2 is None and ufunc is not power:\n unit2 = Unit(registry=getattr(unit1, 'registry', None))\n elif ufunc is power:\n unit2 = inp2\n if isinstance(unit2, np.ndarray):\n if isinstance(unit2, YTArray):\n if unit2.units.is_dimensionless:\n pass\n else:\n raise YTUnitOperationError(ufunc, unit1, unit2)\n unit2 = 1.0\n return (inp1, inp2), (unit1, unit2), ret_class\n\n\n ... [104 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 13\n \u2022 Invalid syntax at line 97: ... [104 more functiondefs truncated] ...\n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing quote at line 13\n \u2022 Review syntax near the error location"}]
| true
|
syntax
|
BROKEN_INDENTATION
|
MEDIUM
|
0a2e68851d4d316362a1de570d5c1e2e08a4775e
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from rest_framework import serializers from posts.models import Post class PostCreateUpdateSerializer(serializers.ModelSerializer): class Meta: model = Post fields = [ #'id', 'title', #'slug',
|
Syntax Analysis: Syntax Errors Found: • Unclosed '[' at line 8 - expected ']' • SyntaxError: '[' was never closed at line 8 Fixes: • Add closing ']' bracket • Review code syntax
|
advanced
|
api
|
syntax_repair
|
Pythoncode:Python
| 4
| 6
| 255
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom rest_framework import serializers\n\nfrom posts.models import Post\n\nclass PostCreateUpdateSerializer(serializers.ModelSerializer):\n class Meta:\n model = Post\n fields = [\n #'id',\n 'title',\n #'slug',"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '[' at line 8 - expected ']'\n \u2022 SyntaxError: '[' was never closed at line 8\n\n Fixes:\n \u2022 Add closing ']' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a306266dca5739cfacd9015b52dba19c79b8c41
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from tir import Webapp import unittest class GTPA036E(unittest.TestCase): @classmethod def setUpClass(inst): inst.oHelper = Webapp() inst.oHelper.Setup("SIGAGTP", "05/08/2020", "T1", "D MG 01 ") inst.oHelper.Program('GTPA036') def test_GTPA036E_CT001(self): self.oHelper.SetButton('Avançar') self.oHelper.ClickLabel("Arquivo não formatado") self.oHelper.SetButton('Avançar') # Complete this line self.oHelper.SetValue('XXX_DATATE', '07/08/2020') self.oHelper.ScrollGrid(column='Agência', match_value='000048', grid_number=1) '''self.oHelper.ClickGridCell("", row=2, grid_number=1)''' self.oHelper.ClickBox("", contents_list='', select_all=False, grid_number=1) self.oHelper.SetButton('Concluir') self.oHelper.SetButton('Fechar') self.oHelper.AssertTrue() @classmethod def tearDownClass(inst): inst.oHelper.TearDown() if __name__ == '__main__': unittest.main()
|
The missing line is: self.oHelper.SetValue('XXX_DATADE', '02/08/2020')
|
advanced
|
testing
|
fill_in_the_blank
|
Pythoncode:Python
| 3
| 1
| 1,085
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom tir import Webapp\nimport unittest\n\nclass GTPA036E(unittest.TestCase):\n\n\t@classmethod\n\tdef setUpClass(inst):\n\t\tinst.oHelper = Webapp()\n\t\tinst.oHelper.Setup(\"SIGAGTP\", \"05/08/2020\", \"T1\", \"D MG 01 \")\n\t\tinst.oHelper.Program('GTPA036')\n\n\tdef test_GTPA036E_CT001(self):\n self.oHelper.SetButton('Avan\u00e7ar')\n self.oHelper.ClickLabel(\"Arquivo n\u00e3o formatado\")\n self.oHelper.SetButton('Avan\u00e7ar')\n # Complete this line\n self.oHelper.SetValue('XXX_DATATE', '07/08/2020')\n self.oHelper.ScrollGrid(column='Ag\u00eancia', match_value='000048', grid_number=1)\n '''self.oHelper.ClickGridCell(\"\", row=2, grid_number=1)'''\n self.oHelper.ClickBox(\"\", contents_list='', select_all=False, grid_number=1)\n self.oHelper.SetButton('Concluir')\n self.oHelper.SetButton('Fechar')\n self.oHelper.AssertTrue()\n\n\t@classmethod\n\tdef tearDownClass(inst):\n\t\tinst.oHelper.TearDown()\t\n\nif __name__ == '__main__':\n\tunittest.main()"}, {"role": "assistant", "content": "The missing line is:\n self.oHelper.SetValue('XXX_DATADE', '02/08/2020')"}]
| false
| null | null | null |
0a31cb53c607d4ae46c2c3f0ae523a2030f68afc
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # @Time : {time} # @Author : code_generator from rest_framework.viewsets import ModelViewSet from rest_framework.generics import ListAPIView from rest_framework.filters import SearchFilter, OrderingFilter from rest_framework.response import Response from rest_framework.decorators import api_view,authentication_classes,permission_classes,action from common.custom import CommonPagination, RbacPermission from django_filters.rest_framework import DjangoFilterBackend from django.http import HttpResponse,FileResponse,JsonResponse from rest_framework_jwt.authentication import JSONWebTokenAuthentication from rest_framework.permissions import IsAuthenticated from rest_xops.basic import XopsResponse from rest_xops.code import * from django.db.models import Q from django.apps import apps from ..models import {model_camel_case_name} from django.contrib.contenttypes.models import ContentType from ..serializers.{model_name}_serializers import * class {model_camel_case_name}View(ModelViewSet): queryset = {model_camel_case_name}.objects.all() serializer_class = {model_camel_case_name}Serializer filter_backends = (DjangoFilterBackend, SearchFilter,OrderingFilter) pagination_class = CommonPagination ordering_fields = ('id',) authentication_classes = (JSONWebTokenAuthentication,) permission_classes = (IsAuthenticated,) filter_fields = ({filter_fields}) search_fields = ({search_fields})
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
|
api
|
refactoring
|
Pythoncode:Python
| 0
| 0
| 1,436
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# @Time : {time}\n# @Author : code_generator\n\nfrom rest_framework.viewsets import ModelViewSet\nfrom rest_framework.generics import ListAPIView\nfrom rest_framework.filters import SearchFilter, OrderingFilter\nfrom rest_framework.response import Response\nfrom rest_framework.decorators import api_view,authentication_classes,permission_classes,action\n\nfrom common.custom import CommonPagination, RbacPermission\n\nfrom django_filters.rest_framework import DjangoFilterBackend\nfrom django.http import HttpResponse,FileResponse,JsonResponse\n\nfrom rest_framework_jwt.authentication import JSONWebTokenAuthentication\nfrom rest_framework.permissions import IsAuthenticated\nfrom rest_xops.basic import XopsResponse\nfrom rest_xops.code import *\nfrom django.db.models import Q\nfrom django.apps import apps\nfrom ..models import {model_camel_case_name}\n\n\nfrom django.contrib.contenttypes.models import ContentType\nfrom ..serializers.{model_name}_serializers import *\n\nclass {model_camel_case_name}View(ModelViewSet):\n queryset = {model_camel_case_name}.objects.all()\n serializer_class = {model_camel_case_name}Serializer\n filter_backends = (DjangoFilterBackend, SearchFilter,OrderingFilter)\n pagination_class = CommonPagination\n ordering_fields = ('id',)\n authentication_classes = (JSONWebTokenAuthentication,)\n permission_classes = (IsAuthenticated,)\n filter_fields = ({filter_fields})\n search_fields = ({search_fields})"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a31df6f647d431831f887f61ef014c34b1a74e5
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: # coding=utf-8 """ Send a value of 1 as a heartbeat every time this collector is invoked. #### Dependencies None #### Usage Add the collector config as : enabled = True path = netuitive Metrics are collected as : - metrics.heartbeat Netuitive Change History ======================== DVG 2016/11/14 Initial version. """ import diamond.collector from diamond.utils.config import load_config as load_server_config try: import netuitive except ImportError: netuitive = None class HeartbeatCollector(diamond.collector.Collector): def __init__(self, *args, **kwargs): super(HeartbeatCollector, self).__init__(*args, **kwargs) self.hostname = self.get_hostname() self.ttl = self.config['ttl'] self.connection_timeout = 5 if not netuitive: self.log.error('netuitive import failed. Heartbeat collector disabled') self.enabled = False return try: self.version = self._get_version() if 'netuitive_connection_timeout' in self.config: self.connection_timeout = int(self.config['netuitive_connection_timeout']) self.api = netuitive.Client(url=self.config['netuitive_url'],
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Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 3 • Unclosed '(' at line 54 - expected ')' • Block at line 10 has no indented body Fixes: • Add closing quote at line 3 • Add closing ')' bracket • Review code syntax
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advanced
|
api
|
syntax_repair
|
Pythoncode:Python
| 2
| 1
| 1,277
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n# coding=utf-8\n\n\"\"\"\nSend a value of 1 as a heartbeat every time this collector is invoked.\n\n#### Dependencies\nNone\n\n#### Usage\nAdd the collector config as :\n\nenabled = True\npath = netuitive\n\nMetrics are collected as :\n - metrics.heartbeat\n\nNetuitive Change History\n========================\n\nDVG 2016/11/14 Initial version.\n\n\"\"\"\n\nimport diamond.collector\n\nfrom diamond.utils.config import load_config as load_server_config\n\ntry:\n import netuitive\nexcept ImportError:\n netuitive = None\n\n\nclass HeartbeatCollector(diamond.collector.Collector):\n\n def __init__(self, *args, **kwargs):\n super(HeartbeatCollector, self).__init__(*args, **kwargs)\n\n self.hostname = self.get_hostname()\n self.ttl = self.config['ttl']\n self.connection_timeout = 5\n\n if not netuitive:\n self.log.error('netuitive import failed. Heartbeat collector disabled')\n self.enabled = False\n return\n\n try:\n self.version = self._get_version()\n if 'netuitive_connection_timeout' in self.config:\n self.connection_timeout = int(self.config['netuitive_connection_timeout'])\n\n self.api = netuitive.Client(url=self.config['netuitive_url'],"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 3\n \u2022 Unclosed '(' at line 54 - expected ')'\n \u2022 Block at line 10 has no indented body\n\n Fixes:\n \u2022 Add closing quote at line 3\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a32bc170cadd36fc1306d343ea0e49f3379160d
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import numpy as np
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF Fixes: • Complete the expression on the last line
|
beginner
|
general
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 19
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport numpy as np"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Code truncated in middle of expression - unexpected EOF\n\n Fixes:\n \u2022 Complete the expression on the last line"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a33b4fb181d675d2537be4a920a504933aa3c82
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: ... [17 more functiondefs truncated] ...
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
general
|
code_explanation
|
Pythoncode:Python
| 0
| 0
| 48
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\n ... [17 more functiondefs truncated] ..."}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a33cb634cfe076d601a3145a01487981499f068
|
TheStack--python--000.parquet
|
Repair the syntax errors in 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. # pylint: disable=missing-function-docstring,missing-module-docstring import pytest import tvm from tvm import tir from tvm.script import ty # pylint: disable=no-member,invalid-name,unused-variable def elementwise(a: ty.handle, c: ty.handle) -> None: A = tir.match_buffer(a, (128, 128) B = tir.alloc_buffer((128, 128)) C = tir.match_buffer(c, (128, 128)) with tir.block([128, 128], "B") as [vi, vj]: B[vi, vj] = A[vi, vj] * 2.0 with tir.block([128, 128], "C") as [vi, vj]: C[vi, vj] = B[vi, vj] + 1.0 @tvm.script.tir def elementwise_multi_producer_consumer(a: ty.handle, c: ty.handle, d: ty.handle) -> None: A = tir.match_buffer(a, (128, 128)) B = tir.alloc_buffer((128, 128)) C = tir.match_buffer(c, (128, 128)) D = tir.match_buffer(d, (128, 128)) with tir.block([128, 128], "B") as [vi, vj]: B[vi, vj] = A[vi, vj] * 2.0 # B has two consumers with tir.block([128, 128], "C") as [vi, vj]: C[vi, vj] = B[vi, vj] + 1.0 with tir.block([128, 128], "D") as [vi, vj]: D[vi, vj] = B[vi, vj] + 2.0 + C[vi, vj] # D has two producers @tvm.script.tir def elementwise_multi_consumer_inlined(a: ty.handle, c: ty.handle, d: ty.handle) -> None: A = tir.match_buffer(a, (128, 128)) C = tir.match_buffer(c, (128, 128)) D = tir.match_buffer(d, (128, 128)) with tir.block([128, 128], "C") as [vi, vj]: C[vi, vj] = A[vi, vj] * 2.0 + 1.0 with tir.block([128, 128], "D") as [vi, vj]: D[vi, vj] = A[vi, vj] * 2.0 + 2.0 + C[vi, vj] @tvm.script.tir def elementwise_standalone(a: ty.handle, c: ty.handle) -> None: A = tir.match_buffer(a, (128, 128)) B = tir.alloc_buffer((128, 128)) C = tir.match_buffer(c, (128, 128)) with tir.block([128, 128], "B") as [vi, vj]: B[vi, vj] = A[vi, vj] * 2.0 with tir.block([128, 128], "C") as [vi, vj]: C[vi, vj] = A[vi, vj] + 1.0 @tvm.script.tir ... [30 more functiondefs truncated] ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 27 - expected ')' • SyntaxError: '(' was never closed at line 27 Fixes: • Complete the expression on the last line • Add closing ')' bracket • Review code syntax
|
intermediate
|
testing
|
syntax_repair
|
Pythoncode:Python
| 4
| 0
| 2,761
| true
|
[{"role": "user", "content": "Repair the syntax errors in 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.\n# pylint: disable=missing-function-docstring,missing-module-docstring\nimport pytest\nimport tvm\nfrom tvm import tir\nfrom tvm.script import ty\n\n# pylint: disable=no-member,invalid-name,unused-variable\n\n\ndef elementwise(a: ty.handle, c: ty.handle) -> None:\n A = tir.match_buffer(a, (128, 128)\n B = tir.alloc_buffer((128, 128))\n C = tir.match_buffer(c, (128, 128))\n with tir.block([128, 128], \"B\") as [vi, vj]:\n B[vi, vj] = A[vi, vj] * 2.0\n with tir.block([128, 128], \"C\") as [vi, vj]:\n C[vi, vj] = B[vi, vj] + 1.0\n\n\n@tvm.script.tir\ndef elementwise_multi_producer_consumer(a: ty.handle, c: ty.handle, d: ty.handle) -> None:\n A = tir.match_buffer(a, (128, 128))\n B = tir.alloc_buffer((128, 128))\n C = tir.match_buffer(c, (128, 128))\n D = tir.match_buffer(d, (128, 128))\n with tir.block([128, 128], \"B\") as [vi, vj]:\n B[vi, vj] = A[vi, vj] * 2.0 # B has two consumers\n with tir.block([128, 128], \"C\") as [vi, vj]:\n C[vi, vj] = B[vi, vj] + 1.0\n with tir.block([128, 128], \"D\") as [vi, vj]:\n D[vi, vj] = B[vi, vj] + 2.0 + C[vi, vj] # D has two producers\n\n\n@tvm.script.tir\ndef elementwise_multi_consumer_inlined(a: ty.handle, c: ty.handle, d: ty.handle) -> None:\n A = tir.match_buffer(a, (128, 128))\n C = tir.match_buffer(c, (128, 128))\n D = tir.match_buffer(d, (128, 128))\n with tir.block([128, 128], \"C\") as [vi, vj]:\n C[vi, vj] = A[vi, vj] * 2.0 + 1.0\n with tir.block([128, 128], \"D\") as [vi, vj]:\n D[vi, vj] = A[vi, vj] * 2.0 + 2.0 + C[vi, vj]\n\n\n@tvm.script.tir\ndef elementwise_standalone(a: ty.handle, c: ty.handle) -> None:\n A = tir.match_buffer(a, (128, 128))\n B = tir.alloc_buffer((128, 128))\n C = tir.match_buffer(c, (128, 128))\n with tir.block([128, 128], \"B\") as [vi, vj]:\n B[vi, vj] = A[vi, vj] * 2.0\n with tir.block([128, 128], \"C\") as [vi, vj]:\n C[vi, vj] = A[vi, vj] + 1.0\n\n\n@tvm.script.tir\n\n ... [30 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 27 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 27\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
|
0a33db09aef1c74c5ffed0995a5bf7a3bfec7f84
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from flask import Flask, Response, request, redirect import subprocess import tempfile import json import yaml import signal import threading import time import copy class Job(threading.Thread): def __init__(self, jobid, path, inputobj): super(Job, self).__init__() self.jobid = jobid self.path = path self.inputobj = inputobj self.updatelock = threading.Lock() self.begin() def begin(self): loghandle, self.logname = tempfile.mkstemp() with self.updatelock: self.outdir = tempfile.mkdtemp() self.proc = subprocess.Popen(["cwl-runner", self.path, "-"], stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=loghandle, close_fds=True, cwd=self.outdir) self.status = { "id": "%sjobs/%i" % (request.url_root, self.jobid), "log": "%sjobs/%i/log" % (request.url_root, self.jobid), "run": self.path, "state": "Running", "input": json.loads(self.inputobj), "output": None} def run(self): self.stdoutdata, self.stderrdata = self.proc.communicate(self.inputobj) if self.proc.returncode == 0: outobj = yaml.load(self.stdoutdata, Loader=yaml.FullLoader) with self.updatelock: self.status["state"] = "Success" self.status["output"] = outobj else: with self.updatelock: self.status["state"] = "Failed" def getstatus(self): with self.updatelock: return self.status.copy() def cancel(self): if self.status["state"] == "Running": self.proc.send_signal(signal.SIGQUIT) with self.updatelock: self.status["state"] = "Canceled" def pause(self): if self.status["state"] == "Running": self.proc.send_signal(signal.SIGTSTP) with self.updatelock: self.status["state"] = "Paused" def resume(self): if self.status["state"] == "Paused": self.proc.send_signal(signal.SIGCONT) with self.updatelock: self.status["state"] = "Running" @app.route("/run", methods=['POST']) def runworkflow(): path
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Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Fix: Close the string literal with matching quote
|
advanced
|
api
|
error_detection
|
Pythoncode:Python
| 8
| 1
| 2,477
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom flask import Flask, Response, request, redirect\nimport subprocess\nimport tempfile\nimport json\nimport yaml\nimport signal\nimport threading\nimport time\nimport copy\n\nclass Job(threading.Thread):\n def __init__(self, jobid, path, inputobj):\n super(Job, self).__init__()\n self.jobid = jobid\n self.path = path\n self.inputobj = inputobj\n self.updatelock = threading.Lock()\n self.begin()\n\n def begin(self):\n loghandle, self.logname = tempfile.mkstemp()\n with self.updatelock:\n self.outdir = tempfile.mkdtemp()\n self.proc = subprocess.Popen([\"cwl-runner\", self.path, \"-\"],\n stdin=subprocess.PIPE,\n stdout=subprocess.PIPE,\n stderr=loghandle,\n close_fds=True,\n cwd=self.outdir)\n self.status = {\n \"id\": \"%sjobs/%i\" % (request.url_root, self.jobid),\n \"log\": \"%sjobs/%i/log\" % (request.url_root, self.jobid),\n \"run\": self.path,\n \"state\": \"Running\",\n \"input\": json.loads(self.inputobj),\n \"output\": None}\n\n def run(self):\n self.stdoutdata, self.stderrdata = self.proc.communicate(self.inputobj)\n if self.proc.returncode == 0:\n outobj = yaml.load(self.stdoutdata, Loader=yaml.FullLoader)\n with self.updatelock:\n self.status[\"state\"] = \"Success\"\n self.status[\"output\"] = outobj\n else:\n with self.updatelock:\n self.status[\"state\"] = \"Failed\"\n\n def getstatus(self):\n with self.updatelock:\n return self.status.copy()\n\n def cancel(self):\n if self.status[\"state\"] == \"Running\":\n self.proc.send_signal(signal.SIGQUIT)\n with self.updatelock:\n self.status[\"state\"] = \"Canceled\"\n\n def pause(self):\n if self.status[\"state\"] == \"Running\":\n self.proc.send_signal(signal.SIGTSTP)\n with self.updatelock:\n self.status[\"state\"] = \"Paused\"\n\n def resume(self):\n if self.status[\"state\"] == \"Paused\":\n self.proc.send_signal(signal.SIGCONT)\n with self.updatelock:\n self.status[\"state\"] = \"Running\"\n\n\n@app.route(\"/run\", methods=['POST'])\ndef runworkflow():\n path"}, {"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
|
0a3465198ac8a54def9b1ff02f89cdbec3079889
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: __source__ = 'https://leetcode.com/problems/reverse-bits/description/' # https://github.com/kamyu104/LeetCode/blob/master/Python/reverse-bits.py # Time : O(n) # Space: O(1) # Bit Manipulation # # Description: Leetcode # 190. Reverse Bits # # Reverse bits of a given 32 bits unsigned integer. # # For example, given input 43261596 (represented in binary as 00000010100101000001111010011100), # return 964176192 (represented in binary as 00111001011110000010100101000000). # # Follow up: # If this function is called many times, how would you optimize it? # # Companies # Apple Airbnb # Related Topics # Bit Manipulation # Similar Questions # Number of 1 Bits # import unittest class Solution: # @param n, an integer # @return an integer def reverseBits(self, n): result = 0 for i in xrange(32 - 1): result <<= 1 result |= n & 1 n >>= 1 return result class TestMethods(unittest.TestCase): def test_Local(self): self.assertEqual(1, 1) print Solution().reverseBits(1) if __name__ == '__main__': unittest.main() Java = ''' # Thought: # 1ms 100% class Solution { // you need treat n as an unsigned value public int reverseBits(int n) { int ret = 0; for (int i = 0; i < 32; i++) { if ((n & 1) != 0) { ret |= 1; //same as // res += n & 1 } n >>>= 1; // padding 0 on the left side if (i < 31) { // CATCH: for last digit, don't shift! ret <<= 1; } } return ret; } } We first intitialize result to 0. We then iterate from 0 to 31 (an integer has 32 bits). In each iteration: We first shift result to the left by 1 bit. Then, if the last digit of input n is 1, we add 1 to result. To find the last digit of n, we just do: (n & 1) Example, if n=5 (101), n&1 = 101 & 001 = 001 = 1; however, if n = 2 (10), n&1 = 10 & 01 = 0). Finally, we update n by shifting it to the right by 1 (n >>= 1) At the end of the iteration, we return result. Example, if input n = 13 (represented in binary as 0000_0000_0000_0000_0000_0000_0000_1101, the "_" is for readability), calling reverseBits(13) should return: 1011_0000_0000_0000_0000_0000_0000_0000 Here is how our algorithm would work for input n = 13: Initially, result = 0 = 0000_0000_0000_0000_0000_0000_0000_0000, n = 13 = 0000_0000_0000_0000_0000_0000_0000_1101 Starting for loop: i = 0: result = result << 1 = 0000_0000_0000_0000_0000_0000_0000_0000. n&1 = 0000_0000_0000_0000_0000_0000_0000_1101 & 0000_0000_0000_0000_0000_0000_0000_0001 = 0000_0000_0000_0000_0000_0000_0000_0001 = 1 therefore result = result + 1 = 0000_0000_0000_0000_0000_0000_0000_0000 + 0000_0000_0000_0000_0000_0000_0000_0001 = 0000_0000_0000_0000_0000_0000_0000_0001 = 1 We right shift n by 1 (n >>= 1) to get: n = 0000_0000_0000_0000_0000_0000_0000_0110. We then go to the next iteration. i = 1: result = result << 1 = 0000_0000_0000_0000_0000_0000_000 ... [code truncated] ...
|
Logical Error Analysis: Error Type: OFF_BY_ONE Issue: Index or range is off by one Severity: MEDIUM Location: Line 30 Buggy code: for i in xrange(32 - 1): Should be: for i in xrange(32): Explanation: Classic off-by-one error - will cause wrong iteration or index access Fix: Check loop bounds and array indices carefully
|
advanced
|
testing
|
logical_errors
|
Pythoncode:Python
| 2
| 3
| 3,037
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n__source__ = 'https://leetcode.com/problems/reverse-bits/description/'\n# https://github.com/kamyu104/LeetCode/blob/master/Python/reverse-bits.py\n# Time : O(n)\n# Space: O(1)\n# Bit Manipulation\n#\n# Description: Leetcode # 190. Reverse Bits\n#\n# Reverse bits of a given 32 bits unsigned integer.\n#\n# For example, given input 43261596 (represented in binary as 00000010100101000001111010011100),\n# return 964176192 (represented in binary as 00111001011110000010100101000000).\n#\n# Follow up:\n# If this function is called many times, how would you optimize it?\n#\n# Companies\n# Apple Airbnb\n# Related Topics\n# Bit Manipulation\n# Similar Questions\n# Number of 1 Bits\n#\nimport unittest\nclass Solution:\n # @param n, an integer\n # @return an integer\n def reverseBits(self, n):\n result = 0\n for i in xrange(32 - 1):\n result <<= 1\n result |= n & 1\n n >>= 1\n return result\n\nclass TestMethods(unittest.TestCase):\n def test_Local(self):\n self.assertEqual(1, 1)\n print Solution().reverseBits(1)\n\nif __name__ == '__main__':\n unittest.main()\n\nJava = '''\n# Thought:\n\n# 1ms 100%\nclass Solution {\n // you need treat n as an unsigned value\n public int reverseBits(int n) {\n int ret = 0;\n for (int i = 0; i < 32; i++) {\n if ((n & 1) != 0) {\n ret |= 1; //same as // res += n & 1\n }\n n >>>= 1; // padding 0 on the left side\n if (i < 31) { // CATCH: for last digit, don't shift!\n ret <<= 1;\n }\n }\n return ret;\n }\n}\n\nWe first intitialize result to 0. We then iterate from 0 to 31 (an integer has 32 bits).\nIn each iteration: We first shift result to the left by 1 bit.\nThen, if the last digit of input n is 1, we add 1 to result. \nTo find the last digit of n, we just do: (n & 1)\nExample, if n=5 (101), n&1 = 101 & 001 = 001 = 1; however, if n = 2 (10), n&1 = 10 & 01 = 0).\nFinally, we update n by shifting it to the right by 1 (n >>= 1) \nAt the end of the iteration, we return result.\n\nExample, if input n = 13 (represented in binary as\n0000_0000_0000_0000_0000_0000_0000_1101, the \"_\" is for readability),\ncalling reverseBits(13) should return:\n1011_0000_0000_0000_0000_0000_0000_0000\n\nHere is how our algorithm would work for input n = 13:\n\nInitially, result = 0 = 0000_0000_0000_0000_0000_0000_0000_0000,\nn = 13 = 0000_0000_0000_0000_0000_0000_0000_1101\n\nStarting for loop:\ni = 0:\nresult = result << 1 = 0000_0000_0000_0000_0000_0000_0000_0000.\nn&1 = 0000_0000_0000_0000_0000_0000_0000_1101 &\n0000_0000_0000_0000_0000_0000_0000_0001 =\n0000_0000_0000_0000_0000_0000_0000_0001 = 1\ntherefore result = result + 1 =\n0000_0000_0000_0000_0000_0000_0000_0000 +\n0000_0000_0000_0000_0000_0000_0000_0001 =\n0000_0000_0000_0000_0000_0000_0000_0001 = 1\nWe right shift n by 1 (n >>= 1) to get:\nn = 0000_0000_0000_0000_0000_0000_0000_0110.\nWe then go to the next iteration.\n\ni = 1:\nresult = result << 1 = 0000_0000_0000_0000_0000_0000_000\n\n ... [code truncated] ..."}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: OFF_BY_ONE\n Issue: Index or range is off by one\n Severity: MEDIUM\n\n Location: Line 30\n\n Buggy code:\n for i in xrange(32 - 1):\n\n Should be:\n for i in xrange(32):\n\n Explanation: Classic off-by-one error - will cause wrong iteration or index access\n Fix: Check loop bounds and array indices carefully"}]
| true
|
logical
|
OFF_BY_ONE
|
MEDIUM
|
0a3472688b742e51fb849821bffb5408a0c299f0
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: """Version information.""" # The following line *must* be the last in the module, exactly as formatted: __version__ = "0.16.1"
|
This code demonstrates Pythoncode:Python programming.
|
beginner
|
database
|
code_explanation
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Pythoncode:Python
| 0
| 0
| 128
| false
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n\"\"\"Version information.\"\"\"\n\n# The following line *must* be the last in the module, exactly as formatted:\n__version__ = \"0.16.1\""}, {"role": "assistant", "content": " This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a34f204369f984c96ff6e5a370ca5dd3ef2cd5a
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from sys import argv from PyPDF2 import PdfFileReader, PdfFileWriter import re range_pattern = re.compile(r'(\d+)(\.\.|-)(\d+)') comma_pattern = re.compile('\d+(,\d+)*') def pages_args_to_array(pages_str): groups = range_pattern.search(pages_str) if groups: start = int(groups.group(1)) end = int(groups.group(3)) return list(range(start, end + 1)) elif comma_pattern.search(pages_str): return [int(d) for d in pages_str.split(',')] else: raise Exception('pages should be like 1,2,3 or 1-3, but was {}' .format(pages_str)) if __name__ == '__main__': assert(len(argv) > 1), "usage examle:\npython3 selective_merge_pdf.py file1.pdf 1-3 file2.pdf 3,4,10 file1.pdf 50" assert(len(argv) % 2 == 1), "invalid arguments; supply page numbers after each pdf name" files_names = argv[1::2] pages_args = argv[2::2] pdf_writer = PdfFileWriter() for file_name, pages in zip(files_names, pages_args): pdf_reader = PdfFileReader(file_name) last_page_index = pdf_reader.getNumPages() pages = pages_args_to_array(pages) pages_to_add = list(filter(lambda i: i >= 0 and i <= last_page_index, pages)) for page in pages_to_add: Error: IndentationError / Expected indented block
|
Fixed Code: from sys import argv from PyPDF2 import PdfFileReader, PdfFileWriter import re range_pattern = re.compile(r'(\d+)(\.\.|-)(\d+)') comma_pattern = re.compile('\d+(,\d+)*') def pages_args_to_array(pages_str): groups = range_pattern.search(pages_str) if groups: start = int(groups.group(1)) end = int(groups.group(3)) return list(range(start, end + 1)) elif comma_pattern.search(pages_str): return [int(d) for d in pages_str.split(',')] else: raise Exception('pages should be like 1,2,3 or 1-3, but was {}' .format(pages_str)) Explanation: Add body to For block or use 'pass' statement
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intermediate
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testing
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error_fixing
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Pythoncode:Python
| 1
| 0
| 1,145
| true
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[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom sys import argv\nfrom PyPDF2 import PdfFileReader, PdfFileWriter\nimport re\n\n\nrange_pattern = re.compile(r'(\\d+)(\\.\\.|-)(\\d+)')\ncomma_pattern = re.compile('\\d+(,\\d+)*')\ndef pages_args_to_array(pages_str):\n\tgroups = range_pattern.search(pages_str)\n\tif groups:\n\t\tstart = int(groups.group(1))\n\t\tend = int(groups.group(3))\n\t\treturn list(range(start, end + 1))\n\telif comma_pattern.search(pages_str):\n\t\treturn [int(d) for d in pages_str.split(',')]\n\telse:\n\t\traise Exception('pages should be like 1,2,3 or 1-3, but was {}'\n\t\t\t.format(pages_str))\n\n\nif __name__ == '__main__':\n\tassert(len(argv) > 1), \"usage examle:\\npython3 selective_merge_pdf.py file1.pdf 1-3 file2.pdf 3,4,10 file1.pdf 50\"\n\tassert(len(argv) % 2 == 1), \"invalid arguments; supply page numbers after each pdf name\"\n\n\tfiles_names = argv[1::2]\n\tpages_args = argv[2::2]\n\n\n\tpdf_writer = PdfFileWriter()\n\tfor file_name, pages in zip(files_names, pages_args):\n\t\tpdf_reader = PdfFileReader(file_name)\n\t\tlast_page_index = pdf_reader.getNumPages()\n\t\tpages = pages_args_to_array(pages)\n\t\tpages_to_add = list(filter(lambda i: i >= 0 and i <= last_page_index, pages))\n\t\tfor page in pages_to_add:\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom sys import argv\nfrom PyPDF2 import PdfFileReader, PdfFileWriter\nimport re\n\n\nrange_pattern = re.compile(r'(\\d+)(\\.\\.|-)(\\d+)')\ncomma_pattern = re.compile('\\d+(,\\d+)*')\ndef pages_args_to_array(pages_str):\n\tgroups = range_pattern.search(pages_str)\n\tif groups:\n\t\tstart = int(groups.group(1))\n\t\tend = int(groups.group(3))\n\t\treturn list(range(start, end + 1))\n\telif comma_pattern.search(pages_str):\n\t\treturn [int(d) for d in pages_str.split(',')]\n\telse:\n\t\traise Exception('pages should be like 1,2,3 or 1-3, but was {}'\n\t\t\t.format(pages_str))\n\n\n\n Explanation: Add body to For block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
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HIGH
|
0a35e9528722fb698d7d9b2d769ceed182b29b73
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: import math from vp import geom_tools def horizon_error(ground_truth_horizon, detected_horizon, image_dims): """Calculates error in a detected horizon. This measures the max distance between the detected horizon line and the ground truth horizon line, within the image's x-axis, and normalized by image height. Args: ground_truth_horizon: Tuple with (slope, intercept) for the GT horizon line. detected_horizon: Tuple with (slope, intercept) for the detected horizon line. image_dims: Tuple of integers, (width, height) of the image, in pixels. Returns: Float, or None if a horizon is missing altogether. """ if ground_truth_horizon is None or detected_horizon is None: return None def gt(x): return ground_truth_horizon[0] * x + ground_truth_horizon[1] def dt(x): return detected_horizon[0] * x + detected_horizon[1] width, height = image_dims return max(abs(gt(0) - dt(0)), abs(gt(width) - dt(width))) / height def vp_direction_error(ground_truth_vps, detected_vps, image_dims): """Measures error in direction from center of detected vanishing points. Each detected VP is matched with its closest unclaimed ground truth VP. Args: ground_truth_vps: List of ground truth VP point tuples. detected_vps: List of detected VP point tuples. image_dims: Tuple of integers, (width, height) of the image, in pixels. Returns: List with float degrees of error for each ground truth VP. Error is None for missing VPs. """ principal_point = (image_dims[0] // 2, image_dims[1] // 2) point_pair_dists = [] for gt_vp in ground_truth_vps: for dt_vp in detected_vps: gt_angle = geom_tools.get_line_angle(( principal_point[0], principal_point[1], gt_vp[0], gt_vp[1])) dt_angle = geom_tools.get_line_angle(( principal_point[0], principal_point[1], dt_vp[0], dt_vp[1])) angle_diff = 180 - abs(abs(gt_angle - dt_angle) - 180) point_pair_dists.append((angle_diff, gt_vp, dt_vp)) point_pair_dists = sorted(point_pair_dists, key=lambda k: k[0]) gt_vp_to_error = {} seen_dt_vps = set() for distance, gt_vp, dt_vp in point_pair_dists: if gt_vp in gt_vp_to_error or dt_vp in seen_dt_vps: continue gt_vp_to_error[gt_vp] = distance seen_dt_vps.add(dt_vp) return [gt_vp_to_error.get(gt, None) for gt in ground_truth_vps] ... [2 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 7 Invalid syntax at line 73: ... [2 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 20 Unexpected indentation at line 21 Unexpected indentation at line 31 Unexpected indentation at line 41 Unexpected indentation at line 42 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 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 66 Unexpected indentation at line 67 ✨ Improvements: Complete the expression on the last line Add closing quote at line 7 Review syntax near the error location
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intermediate
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database
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code_review
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Pythoncode:Python
| 4
| 0
| 2,577
| true
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[{"role": "user", "content": "Review this Pythoncode:Python code:\nimport math\n\nfrom vp import geom_tools\n\n\ndef horizon_error(ground_truth_horizon, detected_horizon, image_dims):\n \"\"\"Calculates error in a detected horizon.\n\n This measures the max distance between the detected horizon line and\n the ground truth horizon line, within the image's x-axis, and\n normalized by image height.\n\n Args:\n ground_truth_horizon: Tuple with (slope, intercept) for the GT horizon line.\n detected_horizon: Tuple with (slope, intercept) for the detected horizon line.\n image_dims: Tuple of integers, (width, height) of the image, in pixels.\n\n Returns:\n Float, or None if a horizon is missing altogether.\n \"\"\"\n if ground_truth_horizon is None or detected_horizon is None:\n return None\n\n def gt(x):\n return ground_truth_horizon[0] * x + ground_truth_horizon[1]\n\n def dt(x):\n return detected_horizon[0] * x + detected_horizon[1]\n\n width, height = image_dims\n return max(abs(gt(0) - dt(0)), abs(gt(width) - dt(width))) / height\n\n\ndef vp_direction_error(ground_truth_vps, detected_vps, image_dims):\n \"\"\"Measures error in direction from center of detected vanishing points.\n\n Each detected VP is matched with its closest unclaimed ground truth VP.\n\n Args:\n ground_truth_vps: List of ground truth VP point tuples.\n detected_vps: List of detected VP point tuples.\n image_dims: Tuple of integers, (width, height) of the image, in pixels.\n\n Returns:\n List with float degrees of error for each ground truth VP.\n Error is None for missing VPs.\n \"\"\"\n principal_point = (image_dims[0] // 2, image_dims[1] // 2)\n point_pair_dists = []\n for gt_vp in ground_truth_vps:\n for dt_vp in detected_vps:\n gt_angle = geom_tools.get_line_angle((\n principal_point[0], principal_point[1], gt_vp[0], gt_vp[1]))\n dt_angle = geom_tools.get_line_angle((\n principal_point[0], principal_point[1], dt_vp[0], dt_vp[1]))\n angle_diff = 180 - abs(abs(gt_angle - dt_angle) - 180)\n point_pair_dists.append((angle_diff, gt_vp, dt_vp))\n\n point_pair_dists = sorted(point_pair_dists, key=lambda k: k[0])\n\n gt_vp_to_error = {}\n seen_dt_vps = set()\n for distance, gt_vp, dt_vp in point_pair_dists:\n if gt_vp in gt_vp_to_error or dt_vp in seen_dt_vps:\n continue\n gt_vp_to_error[gt_vp] = distance\n seen_dt_vps.add(dt_vp)\n\n return [gt_vp_to_error.get(gt, None) for gt in ground_truth_vps]\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 7\n Invalid syntax at line 73: ... [2 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 20\n Unexpected indentation at line 21\n Unexpected indentation at line 31\n Unexpected indentation at line 41\n Unexpected indentation at line 42\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 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 66\n Unexpected indentation at line 67\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 |
0a366dc7ea5c7f093418a07f29237983fc6bf2d7
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: import numpy as np import argparse import composition import os import json import torch from spinup.algos.pytorch.ppo.core import MLPActorCritic from spinup.algos.pytorch.ppo.ppo import ppo from spinup.utils.run_utils import setup_logger_kwargs from spinup.utils.mpi_tools import proc_id, num_procs def parse_args(): parser = argparse.ArgumentParser() parser.add_argument('--data-dir', default='spinningup_training/logs') parser.add_argument('--load-dir', default=None) parser.add_argument('--gridsearch-id', type=int, default=-1) parser.add_argument('--task-id', type=int, default=-1) parser.add_argument('--hid', type=int, default=256) parser.add_argument('--l', type=int, default=2) parser.add_argument('--gamma', type=float, default=0.99) parser.add_argument('--seed', '-s', type=int, default=4) parser.add_argument('--cpu', type=int, default=4) parser.add_argument('--steps', type=int, default=16000) parser.add_argument('--epochs', type=int, default=625) parser.add_argument('--exp-name', type=str, default='ppo') parser.add_argument('--clip', type=float, default=0.2) parser.add_argument('--pi-lr', type=float, default=1e-4) parser.add_argument('--vf-lr', type=float, default=1e-4) parser.add_argument('--pi-iters', type=int, default=128) parser.add_argument('--vf-iters', type=int, default=128) parser.add_argument('--target-kl', type=float, default=0.02) parser.add_argument('--ent-coef', type=float, default=0.02) parser.add_argument('--log-std-init', type=float, default=0.) parser.add_argument('--controller', type=str, default="joint") parser.add_argument('--robot', type=str, default="IIWA") parser.add_argument('--object', type=str, default="Hollowbox") parser.add_argument('--obstacle', type=str, default=None) parser.add_argument('--task', type=str, default="PickPlace") parser.add_argument('--horizon', type=int, default=500) args = parser.parse_args() np.random.seed(args.seed) task_list = np.random.choice(256, num_procs(), replace=False) args.task_id = int(task_list[proc_id()]) _robots = ["IIWA", "Jaco", "Kinova3", "Panda"] _objects = ["Box", "Dumbbell", "Plate", "Hollowbox"] _objectives = ["PickPlace", "Push", "Shelf", "Trashcan"] _obstacles = ["None", "GoalWall", "ObjectDoor", "ObjectWall"] idx = np.unravel_index(args.task_id, (len(_robots), len(_objects), len(_objectives), len(_obstacles))) args.robot = _robots[idx[0]] args.object = _objects[idx[1]] args.task = _objectives[idx[2]] args.obstacle = _obstacles[idx[3]] # args.exp_name = "t:" + str(args.task_id) + "_name:" + args.exp_name + "_robot:" + str(args.robot) + "_task:" + str(args.task) + "_object:" + str(args.object) + "_obstacle:" + str(args.obstacle) args.exp_name = 'MTL_{}'.format(len(task_list)) return args ... [1 more functiondefs truncated] ...
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Functions: parse_args This code demonstrates Pythoncode:Python programming.
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intermediate
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database
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code_explanation
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Pythoncode:Python
| 1
| 0
| 2,940
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\nimport argparse\nimport composition\nimport os\nimport json\n\nimport torch\n\nfrom spinup.algos.pytorch.ppo.core import MLPActorCritic\nfrom spinup.algos.pytorch.ppo.ppo import ppo\nfrom spinup.utils.run_utils import setup_logger_kwargs\nfrom spinup.utils.mpi_tools import proc_id, num_procs\n\n\ndef parse_args():\n parser = argparse.ArgumentParser()\n parser.add_argument('--data-dir', default='spinningup_training/logs')\n parser.add_argument('--load-dir', default=None)\n\n parser.add_argument('--gridsearch-id', type=int, default=-1)\n parser.add_argument('--task-id', type=int, default=-1)\n\n parser.add_argument('--hid', type=int, default=256)\n parser.add_argument('--l', type=int, default=2)\n parser.add_argument('--gamma', type=float, default=0.99)\n parser.add_argument('--seed', '-s', type=int, default=4)\n parser.add_argument('--cpu', type=int, default=4)\n parser.add_argument('--steps', type=int, default=16000)\n parser.add_argument('--epochs', type=int, default=625)\n parser.add_argument('--exp-name', type=str, default='ppo')\n parser.add_argument('--clip', type=float, default=0.2)\n parser.add_argument('--pi-lr', type=float, default=1e-4)\n parser.add_argument('--vf-lr', type=float, default=1e-4)\n parser.add_argument('--pi-iters', type=int, default=128)\n parser.add_argument('--vf-iters', type=int, default=128)\n parser.add_argument('--target-kl', type=float, default=0.02)\n parser.add_argument('--ent-coef', type=float, default=0.02)\n parser.add_argument('--log-std-init', type=float, default=0.)\n\n parser.add_argument('--controller', type=str, default=\"joint\")\n parser.add_argument('--robot', type=str, default=\"IIWA\")\n parser.add_argument('--object', type=str, default=\"Hollowbox\")\n parser.add_argument('--obstacle', type=str, default=None)\n parser.add_argument('--task', type=str, default=\"PickPlace\")\n parser.add_argument('--horizon', type=int, default=500)\n\n args = parser.parse_args()\n\n np.random.seed(args.seed)\n task_list = np.random.choice(256, num_procs(), replace=False)\n\n args.task_id = int(task_list[proc_id()])\n _robots = [\"IIWA\", \"Jaco\", \"Kinova3\", \"Panda\"]\n _objects = [\"Box\", \"Dumbbell\", \"Plate\", \"Hollowbox\"]\n _objectives = [\"PickPlace\", \"Push\", \"Shelf\", \"Trashcan\"]\n _obstacles = [\"None\", \"GoalWall\", \"ObjectDoor\", \"ObjectWall\"]\n\n idx = np.unravel_index(args.task_id, (len(_robots), len(_objects), len(_objectives), len(_obstacles)))\n args.robot = _robots[idx[0]]\n args.object = _objects[idx[1]]\n args.task = _objectives[idx[2]]\n args.obstacle = _obstacles[idx[3]]\n\n # args.exp_name = \"t:\" + str(args.task_id) + \"_name:\" + args.exp_name + \"_robot:\" + str(args.robot) + \"_task:\" + str(args.task) + \"_object:\" + str(args.object) + \"_obstacle:\" + str(args.obstacle)\n args.exp_name = 'MTL_{}'.format(len(task_list))\n\n return args\n\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: parse_args\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a36be6ff9e65c7b1ffad1c7ff8f47b4ee0f6df3
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: class AppTestGenerator: def test_generator(self): def f(): yield 1 assert f().next() == 1 def test_generator2(self): def f(): yield 1 g = f() assert g.next() == 1 raises(StopIteration, g.next) def test_attributes(self): def f(): yield 1 assert g.gi_running g = f() assert g.gi_code is f.__code__ assert g.__name__ == 'f' assert g.gi_frame is not None assert not g.gi_running g.next() assert not g.gi_running raises(StopIteration, g.next) assert not g.gi_running assert g.gi_frame is None assert g.gi_code is f.__code__ assert g.__name__ == 'f' def test_generator3(self): def f(): yield 1 g = f() assert list(g) == [1] def test_generator4(self): def f(): yield 1 g = f() assert [x for x in g] == [1] def test_generator5(self): d = {} exec """if 1: def f(): v = (yield ) yield v g = f() g.next() """ in d g = d['g'] assert g.send(42) == 42 def test_throw1(self): def f(): yield 2 g = f() # two arguments version raises(NameError, g.throw, NameError, "Error") def test_throw2(self): def f(): yield 2 g = f() # single argument version raises(NameError, g.throw, NameError("Error")) def test_throw3(self): def f(): try: yield 1 yield 2 except: yield 3 g = f() assert g.next() == 1 assert g.throw(NameError("Error")) == 3
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raises(StopIteration, g.next) def test_throw4(self): d = {} exec """if 1: def f(): try: yield 1 v = (yield 2) except: yield 3 g = f() """ in d g = d['g'] assert g.next() == 1 assert g.next() == 2 assert g.throw(NameError("Error")) == 3 raises(StopIteration, g.next) def test_throw5(self): def f(): try: yield 1 except: x = 3 try: yield x except: pass g = f() g.next() # String exceptions are not allowed anymore raises(TypeError, g.throw, "Error") assert g.throw(Exception) == 3 raises(StopIteration, g.throw, Exception) def test_throw6(self): def f(): yield 2 g = f() raises(NameError, g.throw, NameError, "Error", None) def test_throw_fail(self): def f(): yield 1 g = f() raises(TypeError, g.throw, NameError("Error"), "error") def test_throw_fail2(self): ... [code truncated] ...
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advanced
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testing
|
code_completion
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Pythoncode:Python
| 27
| 1
| 3,033
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nclass AppTestGenerator:\n\n def test_generator(self):\n def f():\n yield 1\n assert f().next() == 1\n\n def test_generator2(self):\n def f():\n yield 1\n g = f()\n assert g.next() == 1\n raises(StopIteration, g.next)\n\n def test_attributes(self):\n def f():\n yield 1\n assert g.gi_running\n g = f()\n assert g.gi_code is f.__code__\n assert g.__name__ == 'f'\n assert g.gi_frame is not None\n assert not g.gi_running\n g.next()\n assert not g.gi_running\n raises(StopIteration, g.next)\n assert not g.gi_running\n assert g.gi_frame is None\n assert g.gi_code is f.__code__\n assert g.__name__ == 'f'\n\n def test_generator3(self):\n def f():\n yield 1\n g = f()\n assert list(g) == [1]\n\n def test_generator4(self):\n def f():\n yield 1\n g = f()\n assert [x for x in g] == [1]\n\n def test_generator5(self):\n d = {}\n exec \"\"\"if 1:\n def f():\n v = (yield )\n yield v\n g = f()\n g.next()\n \"\"\" in d\n g = d['g']\n assert g.send(42) == 42\n\n def test_throw1(self):\n def f():\n yield 2\n g = f()\n # two arguments version\n raises(NameError, g.throw, NameError, \"Error\")\n\n def test_throw2(self):\n def f():\n yield 2\n g = f()\n # single argument version\n raises(NameError, g.throw, NameError(\"Error\"))\n\n def test_throw3(self):\n def f():\n try:\n yield 1\n yield 2\n except:\n yield 3\n g = f()\n assert g.next() == 1\n assert g.throw(NameError(\"Error\")) == 3"}, {"role": "assistant", "content": "\n raises(StopIteration, g.next)\n\n def test_throw4(self):\n d = {}\n exec \"\"\"if 1:\n def f():\n try:\n yield 1\n v = (yield 2)\n except:\n yield 3\n g = f()\n \"\"\" in d\n g = d['g']\n assert g.next() == 1\n assert g.next() == 2\n assert g.throw(NameError(\"Error\")) == 3\n raises(StopIteration, g.next)\n\n def test_throw5(self):\n def f():\n try:\n yield 1\n except:\n x = 3\n try:\n yield x\n except:\n pass\n g = f()\n g.next()\n # String exceptions are not allowed anymore\n raises(TypeError, g.throw, \"Error\")\n assert g.throw(Exception) == 3\n raises(StopIteration, g.throw, Exception)\n\n def test_throw6(self):\n def f():\n yield 2\n g = f()\n raises(NameError, g.throw, NameError, \"Error\", None)\n\n\n def test_throw_fail(self):\n def f():\n yield 1\n g = f()\n raises(TypeError, g.throw, NameError(\"Error\"), \"error\")\n\n def test_throw_fail2(self):\n \n\n ... [code truncated] ..."}]
| false
| null | null | null |
0a36ce830d4011a6336f73093bb61b54abdb2cbd
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: class ColorFormatters(): BOLD = '\033[1m{}\033[0m' WARNING = '\033[1;33m{}\033[0m' ERROR = '\033[1;31m{}\033[0m' CRITICAL = '\033[1;41m{}\033[0m' class IGVMArgumentParser(ArgumentParser): def format_help(self): if not any(isinstance(a, _SubParsersAction) for a in self._actions): return super(IGVMArgumentParser, self).format_help() out = [] out.append(ColorFormatters.BOLD.format(__doc__)) out.append('Available commands:\n') subparsers_actions = [ action for action in self._actions if isinstance(action, _SubParsersAction) ] # Complete this line # than sorry. for subparsers_action in subparsers_actions: # Get all subparsers and print help for choice, subparser in subparsers_action.choices.items(): out.append(ColorFormatters.BOLD.format(choice)) if subparser.get_default('func').__doc__: out.append('\n'.join( '\t{}'.format(l.strip()) for l in subparser .get_default('func').__doc__.strip().splitlines() )) out.append('\n\t{}'.format(subparser.format_usage())) return '\n'.join(out) class IGVMLogHandler(StreamHandler): """Extend StreamHandler to format messages short-cutting Formatters""" def __init__(self, *args, **kwargs): super(IGVMLogHandler, self).__init__(*args, **kwargs) self.isatty = self.stream.isatty() def format(self, record): level = record.levelname msg = '{}: {}: {}'.format(level, record.name, record.getMessage()) if self.isatty and level in vars(ColorFormatters): msg = getattr(ColorFormatters, level).format(msg) return msg ... [3 more functiondefs truncated] ...
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The missing line is: # There will probably only be one subparser_action, but better safe
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advanced
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database
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fill_in_the_blank
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Pythoncode:Python
| 3
| 3
| 1,927
| false
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nclass ColorFormatters():\n BOLD = '\\033[1m{}\\033[0m'\n WARNING = '\\033[1;33m{}\\033[0m'\n ERROR = '\\033[1;31m{}\\033[0m'\n CRITICAL = '\\033[1;41m{}\\033[0m'\n\n\nclass IGVMArgumentParser(ArgumentParser):\n def format_help(self):\n if not any(isinstance(a, _SubParsersAction) for a in self._actions):\n return super(IGVMArgumentParser, self).format_help()\n\n out = []\n out.append(ColorFormatters.BOLD.format(__doc__))\n out.append('Available commands:\\n')\n\n subparsers_actions = [\n action for action in self._actions\n if isinstance(action, _SubParsersAction)\n ]\n\n # Complete this line\n # than sorry.\n for subparsers_action in subparsers_actions:\n # Get all subparsers and print help\n for choice, subparser in subparsers_action.choices.items():\n out.append(ColorFormatters.BOLD.format(choice))\n if subparser.get_default('func').__doc__:\n out.append('\\n'.join(\n '\\t{}'.format(l.strip()) for l in subparser\n .get_default('func').__doc__.strip().splitlines()\n ))\n out.append('\\n\\t{}'.format(subparser.format_usage()))\n\n return '\\n'.join(out)\n\n\nclass IGVMLogHandler(StreamHandler):\n \"\"\"Extend StreamHandler to format messages short-cutting Formatters\"\"\"\n\n def __init__(self, *args, **kwargs):\n super(IGVMLogHandler, self).__init__(*args, **kwargs)\n self.isatty = self.stream.isatty()\n\n def format(self, record):\n level = record.levelname\n msg = '{}: {}: {}'.format(level, record.name, record.getMessage())\n if self.isatty and level in vars(ColorFormatters):\n msg = getattr(ColorFormatters, level).format(msg)\n return msg\n\n\n\n ... [3 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n # There will probably only be one subparser_action, but better safe"}]
| false
| null | null | null |
0a3711b515419fb6ad721023cf62fe24b0ba8280
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import os, sys from os.path import dirname as d from os.path import abspath, join root_dir = d(d(d(abspath(__file__)))) sys.path.append(root_dir) from openprompt.data_utils.conditional_generation_dataset import PROCESSORS base_path = os.path.join(root_dir, "datasets/CondGen") def test_WebNLGProcessor(): dataset_name = "webnlg_2017" dataset_path = os.path.join(base_path, dataset_name) processor = PROCESSORS[dataset_name.lower()]() train_dataset = processor.get_train_examples(dataset_path) valid_dataset = processor.get_train_examples(dataset_path) test
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
|
intermediate
|
testing
|
error_detection
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Pythoncode:Python
| 1
| 0
| 582
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport os, sys\nfrom os.path import dirname as d\nfrom os.path import abspath, join\nroot_dir = d(d(d(abspath(__file__))))\nsys.path.append(root_dir)\nfrom openprompt.data_utils.conditional_generation_dataset import PROCESSORS\n\nbase_path = os.path.join(root_dir, \"datasets/CondGen\")\n\ndef test_WebNLGProcessor():\n dataset_name = \"webnlg_2017\"\n dataset_path = os.path.join(base_path, dataset_name)\n processor = PROCESSORS[dataset_name.lower()]()\n train_dataset = processor.get_train_examples(dataset_path)\n valid_dataset = processor.get_train_examples(dataset_path)\n test"}, {"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
|
0a390498151447698302dd1d056f6ca3842fd3c6
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: ## @file # Standardized Error Hanlding infrastructures. # # Copyright (c) 2007 - 2015, Intel Corporation. All rights reserved.<BR> # This program and the accompanying materials # are licensed and made available under the terms and conditions of the BSD License # which accompanies this distribution. The full text of the license may be found at # http://opensource.org/licenses/bsd-license.php # # THE PROGRAM IS DISTRIBUTED UNDER THE BSD LICENSE ON AN "AS IS" BASIS, # WITHOUT WARRANTIES OR REPRESENTATIONS OF ANY KIND, EITHER EXPRESS OR IMPLIED. # class FatalError(Exception): pass if __name__ == "__main__": pass
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Code analysis results: ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 16 💡 Suggestions: Add docstring to class 'FatalError'
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advanced
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api
|
debugging
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Pythoncode:Python
| 0
| 1
| 645
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n## @file\r\n# Standardized Error Hanlding infrastructures.\r\n#\r\n# Copyright (c) 2007 - 2015, Intel Corporation. All rights reserved.<BR>\r\n# This program and the accompanying materials\r\n# are licensed and made available under the terms and conditions of the BSD License\r\n# which accompanies this distribution. The full text of the license may be found at\r\n# http://opensource.org/licenses/bsd-license.php\r\n#\r\n# THE PROGRAM IS DISTRIBUTED UNDER THE BSD LICENSE ON AN \"AS IS\" BASIS,\r\n# WITHOUT WARRANTIES OR REPRESENTATIONS OF ANY KIND, EITHER EXPRESS OR IMPLIED.\r\n#\r\n\r\nclass FatalError(Exception):\r\n pass\r\n\r\nif __name__ == \"__main__\":\r\n pass"}, {"role": "assistant", "content": " Code analysis results:\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 13\n Unexpected indentation at line 16\n\n\ud83d\udca1 Suggestions:\n Add docstring to class 'FatalError'"}]
| false
| null | null | null |
0a393fec60ca724f475a9fdf13a20c1df07768c4
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import torch import torchvision.transforms as transforms from torch.utils.data import Dataset import glob from PIL import Image import random class SUN397EncodableDataset(Dataset): """SUN397 encodable dataset class""" def __init__(self, train=True): super().__init__() path = 'data/SUN397/train/*/*.jpg' if train else 'data/SUN397/test/*/*.jpg' self.data = list(glob.glob(path)) random.shuffle(self.data) cats = list(set([path.split("/")[3] for path in self.data])) cats.sort() self.labels = torch.LongTensor([cats.index(path.split("/")[3]) for path in self.data]) self.preprocessor = transforms.Compose([ # Complete this line transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) ]) self.device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") def __getitem__(self, idx): if torch.is_tensor(idx): idx = idx.tolist() if len(self.encoded_data) == 0: return self.preprocessor(Image.open(self.data[idx]).convert('RGB')), self.labels[idx] return self.encoded_data[idx], self.labels[idx] def __len__(self): return len(self.labels) def num_classes(self): return int(max(self.labels) + 1)
|
The missing line is: transforms.Resize((224, 224)),
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advanced
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testing
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fill_in_the_blank
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Pythoncode:Python
| 4
| 1
| 1,360
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport torch\nimport torchvision.transforms as transforms\nfrom torch.utils.data import Dataset\nimport glob\nfrom PIL import Image\nimport random\n\n\nclass SUN397EncodableDataset(Dataset):\n \"\"\"SUN397 encodable dataset class\"\"\"\n\n def __init__(self, train=True):\n super().__init__()\n path = 'data/SUN397/train/*/*.jpg' if train else 'data/SUN397/test/*/*.jpg'\n self.data = list(glob.glob(path))\n random.shuffle(self.data)\n cats = list(set([path.split(\"/\")[3] for path in self.data]))\n cats.sort()\n self.labels = torch.LongTensor([cats.index(path.split(\"/\")[3]) for path in self.data])\n self.preprocessor = transforms.Compose([\n # Complete this line\n transforms.ToTensor(),\n transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n ])\n self.device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n\n def __getitem__(self, idx):\n if torch.is_tensor(idx):\n idx = idx.tolist()\n\n if len(self.encoded_data) == 0:\n return self.preprocessor(Image.open(self.data[idx]).convert('RGB')), self.labels[idx]\n return self.encoded_data[idx], self.labels[idx]\n\n def __len__(self):\n return len(self.labels)\n\n def num_classes(self):\n return int(max(self.labels) + 1)"}, {"role": "assistant", "content": "The missing line is:\n transforms.Resize((224, 224)),"}]
| false
| null | null | null |
0a3943aef4b92eda2997e8228a72ccdd4b255c3d
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TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # Copyright (c) 2017, The MITRE Corporation. All rights reserved. # See LICENSE.txt for complete terms. from mixbox import entities, fields import cybox import cybox.bindings.cybox_common as common_binding class LocationFactory(entities.EntityFactory): @classmethod def entity_class(cls, key): return cybox.lookup_extension(key, default=Location) class Location(entities.Entity): _binding = common_binding _binding_class = common_binding.LocationType _namespace = 'http://cybox.mitre.org/common-2' _XSI_TYPE = None # overridden by subclasses id_ = fields.IdrefField("id") idref = fields.IdrefField("idref") name = fields.TypedField("Name") def to_dict(self): d = super(Location, self).to_dict() if self._XSI_TYPE: d["xsi:type"] = self._XSI_TYPE return d @staticmethod def lookup_class(xsi_type): return cybox.lookup_extension(xsi_type, default=Location)
|
Functions: entity_class, to_dict, lookup_class Classes: LocationFactory, Location This code demonstrates Pythoncode:Python programming.
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advanced
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api
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code_explanation
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Pythoncode:Python
| 3
| 2
| 966
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# Copyright (c) 2017, The MITRE Corporation. All rights reserved.\n# See LICENSE.txt for complete terms.\n\nfrom mixbox import entities, fields\n\nimport cybox\nimport cybox.bindings.cybox_common as common_binding\n\n\nclass LocationFactory(entities.EntityFactory):\n @classmethod\n def entity_class(cls, key):\n return cybox.lookup_extension(key, default=Location)\n\n\nclass Location(entities.Entity):\n _binding = common_binding\n _binding_class = common_binding.LocationType\n _namespace = 'http://cybox.mitre.org/common-2'\n _XSI_TYPE = None # overridden by subclasses\n\n id_ = fields.IdrefField(\"id\")\n idref = fields.IdrefField(\"idref\")\n name = fields.TypedField(\"Name\")\n\n def to_dict(self):\n d = super(Location, self).to_dict()\n\n if self._XSI_TYPE:\n d[\"xsi:type\"] = self._XSI_TYPE\n\n return d\n\n @staticmethod\n def lookup_class(xsi_type):\n return cybox.lookup_extension(xsi_type, default=Location)"}, {"role": "assistant", "content": " Functions: entity_class, to_dict, lookup_class\n Classes: LocationFactory, Location\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a3a46f51a8f874a867b535822da740830faf6e6
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python import sys import numpy as np import pandas as pd import pysam import matplotlib matplotlib.use("agg") import matplotlib.pyplot as plt import seaborn as sns from functools import partial tumor = pysam.AlignmentFile(snakemake.input[0], "rb") normal = pysam.AlignmentFile(snakemake.input[1], "rb") softclips = [] for i, rec in enumerate(normal): if rec.is_supplementary or rec.is_unmapped: continue is_first_read = rec.pos < rec.mpos get_clip = lambda c: c[1] if c[0] == 4 else None clip_left = get_clip(rec.cigartuples[0]) if clip_left is not None: softclips.append([clip_left, True, is_first_read]) clip_right = get_clip(rec.cigartuples[-1]) # Complete this line softclips.append([clip_right, False, is_first_read]) if i == 10000000: break softclips = pd.DataFrame(softclips, columns=["len", "left", "first_in_pair"]) def plot(*args, **kwargs): softclips = args[0] plt.hist(softclips, normed=True) q95 = np.percentile(softclips, 99) plt.plot([q95, q95], [0, 1.0], "--k") m = max(softclips) plt.plot([m, m], [0, 1.0], ":k") plt.text(m, 1, "max={}".format(m), horizontalalignment="right", verticalalignment="top") g = sns.FacetGrid(softclips, col="left", row="first_in_pair") g = g.map(plot, "len") plt.savefig(snakemake.output[0])
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The missing line is: if clip_right is not None:
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intermediate
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database
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fill_in_the_blank
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Pythoncode:Python
| 1
| 0
| 1,359
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n\nimport sys\nimport numpy as np\nimport pandas as pd\nimport pysam\nimport matplotlib\nmatplotlib.use(\"agg\")\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom functools import partial\n\ntumor = pysam.AlignmentFile(snakemake.input[0], \"rb\")\nnormal = pysam.AlignmentFile(snakemake.input[1], \"rb\")\n\nsoftclips = []\n\nfor i, rec in enumerate(normal):\n if rec.is_supplementary or rec.is_unmapped:\n continue\n is_first_read = rec.pos < rec.mpos\n get_clip = lambda c: c[1] if c[0] == 4 else None\n clip_left = get_clip(rec.cigartuples[0])\n if clip_left is not None:\n softclips.append([clip_left, True, is_first_read])\n clip_right = get_clip(rec.cigartuples[-1])\n # Complete this line\n softclips.append([clip_right, False, is_first_read])\n if i == 10000000:\n break\n\nsoftclips = pd.DataFrame(softclips, columns=[\"len\", \"left\", \"first_in_pair\"])\n\ndef plot(*args, **kwargs):\n softclips = args[0]\n plt.hist(softclips, normed=True)\n q95 = np.percentile(softclips, 99)\n plt.plot([q95, q95], [0, 1.0], \"--k\")\n m = max(softclips)\n plt.plot([m, m], [0, 1.0], \":k\")\n plt.text(m, 1, \"max={}\".format(m), horizontalalignment=\"right\", verticalalignment=\"top\")\n\n\ng = sns.FacetGrid(softclips, col=\"left\", row=\"first_in_pair\")\ng = g.map(plot, \"len\")\n\nplt.savefig(snakemake.output[0])"}, {"role": "assistant", "content": "The missing line is:\n if clip_right is not None:"}]
| false
| null | null | null |
0a3be6996ac9517d3022400855065d32ff7ed3c0
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Generated by Django 3.1 on 2020-08-13 16:23 from django.db import migrations, models import django.utils.timezone class Migration(migrations.Migration): dependencies = [ ('rss_feeder_api', '0002_feed_subtitle'), ] operations = [ migrations.AlterModelOptions( name='entry', options={'ordering': ('-updated_at',), 'verbose_name_plural': 'entries'}, ), migrations.AlterModelOptions( name='feed', # Complete this line ), migrations.AddField( model_name='entry', name='created_at', field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now), preserve_default=False, ), migrations.AddField( model_name='entry', name='updated_at', field=models.DateTimeField(auto_now=True), ), migrations.AlterUniqueTogether( name='entry', unique_together={('guid',)}, ), ]
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The missing line is: options={'ordering': ('-updated_at',), 'verbose_name': 'Feed', 'verbose_name_plural': 'Feeds'},
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advanced
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api
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fill_in_the_blank
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Pythoncode:Python
| 0
| 1
| 1,114
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Generated by Django 3.1 on 2020-08-13 16:23\n\nfrom django.db import migrations, models\nimport django.utils.timezone\n\n\nclass Migration(migrations.Migration):\n\n dependencies = [\n ('rss_feeder_api', '0002_feed_subtitle'),\n ]\n\n operations = [\n migrations.AlterModelOptions(\n name='entry',\n options={'ordering': ('-updated_at',), 'verbose_name_plural': 'entries'},\n ),\n migrations.AlterModelOptions(\n name='feed',\n # Complete this line\n ),\n migrations.AddField(\n model_name='entry',\n name='created_at',\n field=models.DateTimeField(auto_now_add=True, default=django.utils.timezone.now),\n preserve_default=False,\n ),\n migrations.AddField(\n model_name='entry',\n name='updated_at',\n field=models.DateTimeField(auto_now=True),\n ),\n migrations.AlterUniqueTogether(\n name='entry',\n unique_together={('guid',)},\n ),\n ]"}, {"role": "assistant", "content": "The missing line is:\n options={'ordering': ('-updated_at',), 'verbose_name': 'Feed', 'verbose_name_plural': 'Feeds'},"}]
| false
| null | null | null |
0a3bec6c960ec5a80b8e4e32d4669b80255b605f
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from tensorflow import keras def resnet_layer(inputs, num_filters=16, kernel_size=3, strides=1, activation='relu', batch_normalization=True, conv_first=True): """2D Convolution-Batch Normalization-Activation stack builder # Arguments inputs (tensor): input tensor from input image or previous layer num_filters (int): Conv2D number of filters kernel_size (int): Conv2D square kernel dimensions strides (int): Conv2D square stride dimensions activation (string): activation name batch_normalization (bool): whether to include batch normalization conv_first (bool): conv-bn-activation (True) or bn-activation-conv (False) # Returns x (tensor): tensor as input to the next layer """ conv = Conv2D( num_filters, kernel_size=kernel_size, strides=strides, padding='same', kernel_initializer='he_normal', kernel_regularizer=l2(1e-4)) x = inputs if conv_first: x = conv(x) if batch_normalization: x = BatchNormalization()(x) if activation is not None: x = Activation(activation)(x) else: if batch_normalization: x = BatchNormalization()(x) if activation is not None: x = Activation(activation)(x) x = conv(x) return x ... [1 more functiondefs truncated] ...
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Error Analysis: Error Type: MISSING_IMPORTS Error: NameError: name is not defined Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unterminated string literal at line 9 • Invalid syntax at line 46: ... [1 more functiondefs truncated] ... Fix: Add missing imports: import tensorflow
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intermediate
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database
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error_detection
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Pythoncode:Python
| 1
| 0
| 1,561
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom tensorflow import keras\r\ndef resnet_layer(inputs,\r\n num_filters=16,\r\n kernel_size=3,\r\n strides=1,\r\n activation='relu',\r\n batch_normalization=True,\r\n conv_first=True):\r\n \"\"\"2D Convolution-Batch Normalization-Activation stack builder\r\n # Arguments\r\n inputs (tensor): input tensor from input image or previous layer\r\n num_filters (int): Conv2D number of filters\r\n kernel_size (int): Conv2D square kernel dimensions\r\n strides (int): Conv2D square stride dimensions\r\n activation (string): activation name\r\n batch_normalization (bool): whether to include batch normalization\r\n conv_first (bool): conv-bn-activation (True) or\r\n bn-activation-conv (False)\r\n # Returns\r\n x (tensor): tensor as input to the next layer\r\n \"\"\"\r\n conv = Conv2D(\r\n num_filters,\r\n kernel_size=kernel_size,\r\n strides=strides,\r\n padding='same',\r\n kernel_initializer='he_normal',\r\n kernel_regularizer=l2(1e-4))\r\n\r\n x = inputs\r\n if conv_first:\r\n x = conv(x)\r\n if batch_normalization:\r\n x = BatchNormalization()(x)\r\n if activation is not None:\r\n x = Activation(activation)(x)\r\n else:\r\n if batch_normalization:\r\n x = BatchNormalization()(x)\r\n if activation is not None:\r\n x = Activation(activation)(x)\r\n x = conv(x)\r\n return x\r\n\r\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_IMPORTS\n Error: NameError: name is not defined\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unterminated string literal at line 9\n \u2022 Invalid syntax at line 46: ... [1 more functiondefs truncated] ...\n\n\n Fix: Add missing imports: import tensorflow"}]
| true
|
syntax
|
MISSING_IMPORTS
|
LOW
|
0a3c1af48960fabf760e667011b0450023e75e10
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: #!/usr/bin/env python3 import sys import json import rdflib import rdflib.plugins.sparql as sparql ... [1 more functiondefs truncated ...
|
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '[' at line 9 - expected ']' • Invalid syntax at line 9: ... [1 more functiondefs truncated ... Fix: Add missing ']' bracket at line 9
|
beginner
|
general
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 147
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\nimport sys\nimport json\nimport rdflib\nimport rdflib.plugins.sparql as sparql\n\n\n ... [1 more functiondefs truncated ..."}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '[' at line 9 - expected ']'\n \u2022 Invalid syntax at line 9: ... [1 more functiondefs truncated ...\n\n\n Fix: Add missing ']' bracket at line 9"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0a3cda3b610042fefd30969a702f9d925c74876f
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # Copyright 2019-2021 The Matrix.org Foundation C.I.C. # # 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 Error: SyntaxError: unterminated string literal
|
Fixed Code: # Copyright 2019-2021 The Matrix.org Foundation C.I.C. # # 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 json import time import urllib.parse Explanation: Close the string literal with matching quote
|
advanced
|
testing
|
error_fixing
|
Pythoncode:Python
| 0
| 1
| 461
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Copyright 2019-2021 The Matrix.org Foundation C.I.C.\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 \n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Copyright 2019-2021 The Matrix.org Foundation C.I.C.\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.\nimport json\nimport time\nimport urllib.parse\n\n Explanation: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a3d017dc9b9c85df909d024333ec6af657c45e5
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import argparse import sys from time import sleep import uuid import rclpy from rmf_task_msgs.msg import Delivery def main(argv = sys.argv): rclpy.init(args=argv) args_without_ros = rclpy.utilities.remove_ros_args(argv) ''' # Example request: task_id: randomid_001 items: [itemA, itemB....] pickup_place_name: cssd_room pickup_behavior: - name: dispenser - parameters: [request_guid: xxx, target_guid:cssdbot, transporter_type:mir] dropoff_place_name: ot_prep_room dropoff_behavior: - name: dispenser - parameters: [request_guid: yyy, target_guid:otbot, transporter_type:mir] ''' parser = argparse.ArgumentParser() parser.add_argument('-p', '--pickup', default='pantry', help='Start waypoint') parser.add_argument('-d', '--dropoff', default='hardware_2', help='Finish waypoint') parser.add_argument('-i', '--task-id', help='Task ID', default='', type=str) parser.add_argument('-r', '--robot-type', help='Type of robot', default='magni') args = parser.parse_args(args_without_ros[1:]) node = rclpy.create_node('loop_request_publisher') publisher = node.create_publisher(Delivery, 'delivery_requests', 10) sleep(0.5) request = Delivery() if args.task_id: request.task_id = args.task_id else: request.task_id = 'delivery#' + str(uuid.uuid1()) request.pickup_place_name = args.pickup request.dropoff_place_name = args.dropoff for _ in range(5): publisher.publish(request) sleep(0.5) rclpy.shutdown() print(f'Delivery request submitted to {args.robot_type}') if __name__ = '__main__': main(sys.argv)
|
Error Analysis: Error Type: WRONG_OPERATOR Error: WRONG_OPERATOR Detected Errors: • Unterminated string literal at line 15 • Invalid syntax at line 59: if __name__ = '__main__': Fix: Change operator back to correct one
|
intermediate
|
api
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 1,682
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\nimport argparse\nimport sys\nfrom time import sleep\nimport uuid\n\nimport rclpy\n\nfrom rmf_task_msgs.msg import Delivery\n\ndef main(argv = sys.argv):\n rclpy.init(args=argv)\n args_without_ros = rclpy.utilities.remove_ros_args(argv)\n\n '''\n # Example request:\n task_id: randomid_001\n items: [itemA, itemB....]\n pickup_place_name: cssd_room\n pickup_behavior:\n - name: dispenser\n - parameters: [request_guid: xxx, target_guid:cssdbot, transporter_type:mir]\n dropoff_place_name: ot_prep_room\n dropoff_behavior:\n - name: dispenser\n - parameters: [request_guid: yyy, target_guid:otbot, transporter_type:mir]\n '''\n\n parser = argparse.ArgumentParser()\n parser.add_argument('-p', '--pickup', default='pantry', help='Start waypoint')\n parser.add_argument('-d', '--dropoff', default='hardware_2', help='Finish waypoint')\n parser.add_argument('-i', '--task-id', help='Task ID', default='', type=str)\n parser.add_argument('-r', '--robot-type', help='Type of robot', default='magni')\n\n args = parser.parse_args(args_without_ros[1:])\n\n node = rclpy.create_node('loop_request_publisher')\n publisher = node.create_publisher(Delivery, 'delivery_requests', 10)\n\n sleep(0.5)\n\n request = Delivery()\n if args.task_id:\n request.task_id = args.task_id\n else:\n request.task_id = 'delivery#' + str(uuid.uuid1())\n request.pickup_place_name = args.pickup\n request.dropoff_place_name = args.dropoff\n\n for _ in range(5):\n publisher.publish(request)\n sleep(0.5)\n \n rclpy.shutdown()\n\n\n print(f'Delivery request submitted to {args.robot_type}')\n\nif __name__ = '__main__':\n main(sys.argv)"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: WRONG_OPERATOR\n Error: WRONG_OPERATOR\n\n Detected Errors:\n \u2022 Unterminated string literal at line 15\n \u2022 Invalid syntax at line 59: if __name__ = '__main__':\n\n\n Fix: Change operator back to correct one"}]
| true
|
logical
|
WRONG_OPERATOR
|
CRITICAL
|
0a3d26451658f18eb6e4d945d41095c7fba3dc44
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: class GlobalLock: """Manages the global ratelimit""" def __init__(self) -> None: self.cooldown_system: CooldownSystem = CooldownSystem( 45, 1 ) # global rate-limit is 50 per second, conservatively we use 45 self._lock: asyncio.Lock = asyncio.Lock() async def rate_limit(self) -> None: async with self._lock: while not self.cooldown_system.acquire_token(): await asyncio.sleep(self.cooldown_system.get_cooldown_time()) async def lock(self, delta: float) -> None: """ Lock the global lock for a given duration. Args: delta: The time to keep the lock acquired """ await self._lock.acquire() await asyncio.sleep(delta) self._lock.release() class BucketLock: """Manages the ratelimit for each bucket""" def __init__(self) -> None: self._lock: asyncio.Lock = asyncio.Lock() self.unlock_on_exit: bool = True self.bucket_hash: Optional[str] = None self.limit: int = -1 self.remaining: int = -1 self.delta: float = 0.0 def __repr__(self) -> str: return f"<BucketLock: {self.bucket_hash or 'Generic'}>" @property def locked(self) -> bool: """Return True if lock is acquired.""" return self._lock.locked() def unlock(self) -> None: """Unlock this bucket.""" self._lock.release() def ingest_ratelimit_header(self, header: CIMultiDictProxy) -> None: """ Ingests a discord rate limit header to configure this bucket lock. Args: header: A header from a http response """ self.bucket_hash = header.get("x-ratelimit-bucket") self.limit = int(header.get("x-ratelimit-limit") or -1) self.remaining = int(header.get("x-ratelimit-remaining") or -1) self.delta = float(header.get("x-ratelimit-reset-after", 0.0)) async def blind_defer_unlock(self) -> None: """Unlocks the BucketLock but doesn't wait for completion.""" self.unlock_on_exit = False loop = asyncio.get_running_loop() loop.call_later(self.delta, self.unlock) async def defer_unlock(self) -> None: """Unlocks the BucketLock after a specified delay.""" self.unlock_on_exit = False await asyncio.sleep(self.delta) self.unlock() async def __aenter__(self) -> None: await self._lock.acquire() async def __aexit__(self, *args) -> None: if self.unlock_on_exit and self._lock.locked(): self.unlock() self.unlock_on_exit = True ... [5 more classdefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 16 Invalid syntax at line 86: ... [5 more classdefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 17 💡 Suggestions: Complete the expression on the last line Add closing quote at line 16 Review syntax near the error location
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advanced
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api
|
debugging
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Pythoncode:Python
| 6
| 2
| 2,689
| false
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\nclass GlobalLock:\n \"\"\"Manages the global ratelimit\"\"\"\n\n def __init__(self) -> None:\n self.cooldown_system: CooldownSystem = CooldownSystem(\n 45, 1\n ) # global rate-limit is 50 per second, conservatively we use 45\n self._lock: asyncio.Lock = asyncio.Lock()\n\n async def rate_limit(self) -> None:\n async with self._lock:\n while not self.cooldown_system.acquire_token():\n await asyncio.sleep(self.cooldown_system.get_cooldown_time())\n\n async def lock(self, delta: float) -> None:\n \"\"\"\n Lock the global lock for a given duration.\n\n Args:\n delta: The time to keep the lock acquired\n \"\"\"\n await self._lock.acquire()\n await asyncio.sleep(delta)\n self._lock.release()\n\n\nclass BucketLock:\n \"\"\"Manages the ratelimit for each bucket\"\"\"\n\n def __init__(self) -> None:\n self._lock: asyncio.Lock = asyncio.Lock()\n\n self.unlock_on_exit: bool = True\n\n self.bucket_hash: Optional[str] = None\n self.limit: int = -1\n self.remaining: int = -1\n self.delta: float = 0.0\n\n def __repr__(self) -> str:\n return f\"<BucketLock: {self.bucket_hash or 'Generic'}>\"\n\n @property\n def locked(self) -> bool:\n \"\"\"Return True if lock is acquired.\"\"\"\n return self._lock.locked()\n\n def unlock(self) -> None:\n \"\"\"Unlock this bucket.\"\"\"\n self._lock.release()\n\n def ingest_ratelimit_header(self, header: CIMultiDictProxy) -> None:\n \"\"\"\n Ingests a discord rate limit header to configure this bucket lock.\n\n Args:\n header: A header from a http response\n \"\"\"\n self.bucket_hash = header.get(\"x-ratelimit-bucket\")\n self.limit = int(header.get(\"x-ratelimit-limit\") or -1)\n self.remaining = int(header.get(\"x-ratelimit-remaining\") or -1)\n self.delta = float(header.get(\"x-ratelimit-reset-after\", 0.0))\n\n async def blind_defer_unlock(self) -> None:\n \"\"\"Unlocks the BucketLock but doesn't wait for completion.\"\"\"\n self.unlock_on_exit = False\n loop = asyncio.get_running_loop()\n loop.call_later(self.delta, self.unlock)\n\n async def defer_unlock(self) -> None:\n \"\"\"Unlocks the BucketLock after a specified delay.\"\"\"\n self.unlock_on_exit = False\n await asyncio.sleep(self.delta)\n self.unlock()\n\n async def __aenter__(self) -> None:\n await self._lock.acquire()\n\n async def __aexit__(self, *args) -> None:\n if self.unlock_on_exit and self._lock.locked():\n self.unlock()\n self.unlock_on_exit = True\n\n\n\n ... [5 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 Unterminated string literal at line 16\n Invalid syntax at line 86: ... [5 more classdefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 17\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 16\n Review syntax near the error location"}]
| false
| null | null | null |
0a3d8aa1a0610f6e6749b406310d289569ef5143
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TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from os import environ import psycopg2 from datetime import timedelta from dotenv import load_dotenv load_dotenv() class Config(object): """ app configuration class """ TESTING = False CSRF_ENABLED = True SECRET_KEY = environ.get('SECRET_KEY') USER = environ.get('DB_USER') PASSWORD = environ.get('DB_PASSWORD') DB_NAME = environ.get('DB_NAME') HOST = environ.get('DB_HOST') SQLALCHEMY_DATABASE_URI = f"postgresql://{USER}:{PASSWORD}@{HOST}/{DB_NAME}" SQLALCHEMY_TRACK_MODIFICATIONS = False # jwt configuarations for the user auth api JWT_SECRET_KEY = environ.get('SECRET_KEY') JWT_ACCESS_TOKEN_EXPIRES = timedelta(days=1) # pagination NUM_OF_ITEMS_PER_PAGE = 18 class DevelopmentConfig(Config): """ app development configuration class """ ENV = "development" DEBUG = True SQLALCHEMY_TRACK_MODIFICATIONS = True class ProductionConfig(Config): DEBUG = False SQLALCHEMY_TRACK_MODIFICATIONS = False
|
Code Review: ⚠️ Code quality: Unexpected indentation at line 9 Unexpected indentation at line 10 Unexpected indentation at line 11 Unexpected indentation at line 14 Unexpected indentation at line 15 Unexpected indentation at line 16 Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 21 Unexpected indentation at line 22 Unexpected indentation at line 25 Unexpected indentation at line 29 Unexpected indentation at line 30 Unexpected indentation at line 31 Unexpected indentation at line 35 ✨ Improvements: Add docstring to class 'ProductionConfig'
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advanced
|
testing
|
code_review
|
Pythoncode:Python
| 0
| 3
| 986
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom os import environ\nimport psycopg2\nfrom datetime import timedelta\nfrom dotenv import load_dotenv\nload_dotenv()\n\nclass Config(object):\n \"\"\" app configuration class \"\"\"\n TESTING = False\n CSRF_ENABLED = True\n SECRET_KEY = environ.get('SECRET_KEY')\n\n USER = environ.get('DB_USER')\n PASSWORD = environ.get('DB_PASSWORD')\n DB_NAME = environ.get('DB_NAME')\n HOST = environ.get('DB_HOST')\n SQLALCHEMY_DATABASE_URI = f\"postgresql://{USER}:{PASSWORD}@{HOST}/{DB_NAME}\"\n SQLALCHEMY_TRACK_MODIFICATIONS = False\n\n # jwt configuarations for the user auth api\n JWT_SECRET_KEY = environ.get('SECRET_KEY')\n JWT_ACCESS_TOKEN_EXPIRES = timedelta(days=1)\n\n # pagination\n NUM_OF_ITEMS_PER_PAGE = 18\n\nclass DevelopmentConfig(Config):\n \"\"\" app development configuration class \"\"\"\n ENV = \"development\"\n DEBUG = True\n SQLALCHEMY_TRACK_MODIFICATIONS = True\n\nclass ProductionConfig(Config):\n DEBUG = False\n SQLALCHEMY_TRACK_MODIFICATIONS = False"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 9\n Unexpected indentation at line 10\n Unexpected indentation at line 11\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 21\n Unexpected indentation at line 22\n Unexpected indentation at line 25\n Unexpected indentation at line 29\n Unexpected indentation at line 30\n Unexpected indentation at line 31\n Unexpected indentation at line 35\n\n\u2728 Improvements:\n Add docstring to class 'ProductionConfig'"}]
| false
| null | null | null |
0a3e0181aa1152f21b25e174598bc71d6679ab76
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: ELECTRUM_VERSION = '4.1.5-radc' # version of the client package APK_VERSION = '4.1.5.0' # read by buildozer.spec PROTOCOL_VERSION = '1.4' # protocol version requested # The hash of the mnemonic seed must begin with this SEED_PREFIX = '01' # Standard wallet SEED_PREFIX_SW = '100' # Segwit wallet SEED_PREFIX_2FA = '101' # Two-factor authentication SEED_PREFIX_2FA_SW = '102' # Two-factor auth, using segwit def seed_prefix(seed_type): if seed_type == 'standard': return SEED_PREFIX elif seed_type == 'segwit': return SEED_PREFIX_SW elif seed_type == '2fa': return SEED_PREFIX_2FA elif seed_type == '2fa_segwit': return SEED_PREFIX_2FA_SW raise Exception(f"unknown seed_type: {seed_type")
|
Error Analysis: Error Type: MISSING_BRACKETS Error: SyntaxError: unmatched brackets Detected Errors: • Unmatched closing bracket ')' at line 22 • Unclosed '(' at line 22 - expected ')' • Unclosed '{' at line 22 - expected '}' Fix: Add missing '}' bracket at line 22
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intermediate
|
api
|
error_detection
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Pythoncode:Python
| 1
| 0
| 790
| false
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nELECTRUM_VERSION = '4.1.5-radc' # version of the client package\nAPK_VERSION = '4.1.5.0' # read by buildozer.spec\n\nPROTOCOL_VERSION = '1.4' # protocol version requested\n\n# The hash of the mnemonic seed must begin with this\nSEED_PREFIX = '01' # Standard wallet\nSEED_PREFIX_SW = '100' # Segwit wallet\nSEED_PREFIX_2FA = '101' # Two-factor authentication\nSEED_PREFIX_2FA_SW = '102' # Two-factor auth, using segwit\n\n\ndef seed_prefix(seed_type):\n if seed_type == 'standard':\n return SEED_PREFIX\n elif seed_type == 'segwit':\n return SEED_PREFIX_SW\n elif seed_type == '2fa':\n return SEED_PREFIX_2FA\n elif seed_type == '2fa_segwit':\n return SEED_PREFIX_2FA_SW\n raise Exception(f\"unknown seed_type: {seed_type\")"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MISSING_BRACKETS\n Error: SyntaxError: unmatched brackets\n\n Detected Errors:\n \u2022 Unmatched closing bracket ')' at line 22\n \u2022 Unclosed '(' at line 22 - expected ')'\n \u2022 Unclosed '{' at line 22 - expected '}'\n\n Fix: Add missing '}' bracket at line 22"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0a3e6de6fa0adef7035c5c9d0aedbcc9e7f13b79
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: from __future__ import division from math import sqrt as sqrt from itertools import product as product import torch import numpy as np import cv2 from lib.utils.visualize_utils import TBWriter def vis(func): """tensorboard visualization if has writer as input""" def wrapper(*args, **kw): return func(*args, **kw) if kw['tb_writer'] is not None else None return wrapper class PriorBoxBase(object): """Compute priorbox coordinates in center-offset form for each source feature map. """ def __init__(self, cfg): super(PriorBoxBase, self).__init__() self.image_size = cfg.MODEL.IMAGE_SIZE self._steps = cfg.MODEL.STEPS self._cfg_list = [] self._prior_cfg = {} self._clip = cfg.MODEL.CLIP self._variance = cfg.MODEL.VARIANCE for v in self._variance: if v <= 0: raise ValueError('Variances must be greater than 0') def _setup(self, cfg): num_feat = len(self._steps) for item in self._cfg_list: if item not in cfg.MODEL: raise Exception("wrong anchor config!") if len(cfg.MODEL[item]) != num_feat and len(cfg.MODEL[item]) != 0: raise Exception("config {} length does not match step length!".format(item)) self._prior_cfg[item] = cfg.MODEL[item] @property def num_priors(self): """allow prior num calculation before knowing feature map size""" assert self._prior_cfg is not {} return [int(len(self._create_prior(0, 0, k)) / 4) for k in range(len(self._steps))] def _create_prior(self, cx, cy, k): raise NotImplementedError @vis def _image_proc(self, image=None, tb_writer=None): # TODO test with image if isinstance(image, type(None)): image = np.ones((self.image_size[1], self.image_size[0], 3)) elif isinstance(image, str): image = cv2.imread(image, -1) image = cv2.resize(image, (self.image_size[1], self.image_size[0])) return image @vis ... [8 more functiondefs truncated] ...
|
Functions: vis, wrapper, __init__, _setup, num_priors Classes: PriorBoxBase This code demonstrates Pythoncode:Python programming.
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advanced
|
testing
|
code_explanation
|
Pythoncode:Python
| 7
| 1
| 2,131
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\nfrom __future__ import division\nfrom math import sqrt as sqrt\nfrom itertools import product as product\nimport torch\nimport numpy as np\nimport cv2\n\nfrom lib.utils.visualize_utils import TBWriter\n\n\ndef vis(func):\n \"\"\"tensorboard visualization if has writer as input\"\"\"\n\n def wrapper(*args, **kw):\n return func(*args, **kw) if kw['tb_writer'] is not None else None\n\n return wrapper\n\n\nclass PriorBoxBase(object):\n \"\"\"Compute priorbox coordinates in center-offset form for each source\n feature map.\n \"\"\"\n\n def __init__(self, cfg):\n super(PriorBoxBase, self).__init__()\n self.image_size = cfg.MODEL.IMAGE_SIZE\n self._steps = cfg.MODEL.STEPS\n self._cfg_list = []\n self._prior_cfg = {}\n self._clip = cfg.MODEL.CLIP\n self._variance = cfg.MODEL.VARIANCE\n for v in self._variance:\n if v <= 0:\n raise ValueError('Variances must be greater than 0')\n\n def _setup(self, cfg):\n num_feat = len(self._steps)\n for item in self._cfg_list:\n if item not in cfg.MODEL:\n raise Exception(\"wrong anchor config!\")\n if len(cfg.MODEL[item]) != num_feat and len(cfg.MODEL[item]) != 0:\n raise Exception(\"config {} length does not match step length!\".format(item))\n self._prior_cfg[item] = cfg.MODEL[item]\n\n @property\n def num_priors(self):\n \"\"\"allow prior num calculation before knowing feature map size\"\"\"\n assert self._prior_cfg is not {}\n return [int(len(self._create_prior(0, 0, k)) / 4) for k in range(len(self._steps))]\n\n def _create_prior(self, cx, cy, k):\n raise NotImplementedError\n\n @vis\n def _image_proc(self, image=None, tb_writer=None):\n # TODO test with image\n if isinstance(image, type(None)):\n image = np.ones((self.image_size[1], self.image_size[0], 3))\n elif isinstance(image, str):\n image = cv2.imread(image, -1)\n image = cv2.resize(image, (self.image_size[1], self.image_size[0]))\n return image\n\n @vis\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: vis, wrapper, __init__, _setup, num_priors\n Classes: PriorBoxBase\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a3ee6851d0a7ef05afcdf6a271167449fef0269
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: ########################################################################## # # Copyright (c) 2012-2013, Image Engine Design Inc. All rights reserved. # # Redistribution and use in source and binary forms, with or without # modification, are permitted provided that the following conditions are # met: # # * Redistributions of source code must retain the above # copyright notice, this list of conditions and the following # disclaimer. # # * Redistributions in binary form must reproduce the above # copyright notice, this list of conditions and the following # disclaimer in the documentation and/or other materials provided with # the distribution. # # * Neither the name of John Haddon nor the names of # any other contributors to this software may be used to endorse or # promote products derived from this software without specific prior # written permission. # # THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS # IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, # THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR # PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR # CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, # EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, # PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR # PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF # LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING # NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS # SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. # ########################################################################## import IECore import Gaffer class SequencePath( Gaffer.Path ) : def __init__( self, path, root="/", minSequenceSize=1, filter=None ) : if not isinstance( path, Gaffer.Path ) : path = Gaffer.FileSystemPath( path, root ) Gaffer.Path.__init__( self, path[:], path.root(), filter=filter )
|
# we use the seed for creating base paths whenever we need them self.__basePathSeed = path self.__minSequenceSize = minSequenceSize def isValid( self ) : for p in self.__basePaths() : if not p.isValid() : return False return True def isLeaf( self ) : for p in self.__basePaths() : if not p.isLeaf() : return False return True def info( self ) : result = Gaffer.Path.info( self ) if result is None : return None def average( values ) : return sum( values ) / len( values ) ... [6 more functiondefs truncated] ...
|
advanced
|
database
|
code_completion
|
Pythoncode:Python
| 5
| 1
| 2,680
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n##########################################################################\n#\n# Copyright (c) 2012-2013, Image Engine Design Inc. All rights reserved.\n#\n# Redistribution and use in source and binary forms, with or without\n# modification, are permitted provided that the following conditions are\n# met:\n#\n# * Redistributions of source code must retain the above\n# copyright notice, this list of conditions and the following\n# disclaimer.\n#\n# * Redistributions in binary form must reproduce the above\n# copyright notice, this list of conditions and the following\n# disclaimer in the documentation and/or other materials provided with\n# the distribution.\n#\n# * Neither the name of John Haddon nor the names of\n# any other contributors to this software may be used to endorse or\n# promote products derived from this software without specific prior\n# written permission.\n#\n# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS\n# IS\" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,\n# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR\n# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR\n# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,\n# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,\n# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR\n# PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF\n# LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING\n# NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS\n# SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.\n#\n##########################################################################\n\nimport IECore\n\nimport Gaffer\n\nclass SequencePath( Gaffer.Path ) :\n\n\tdef __init__( self, path, root=\"/\", minSequenceSize=1, filter=None ) :\n\n\t\tif not isinstance( path, Gaffer.Path ) :\n\t\t\tpath = Gaffer.FileSystemPath( path, root )\n\n\t\tGaffer.Path.__init__( self, path[:], path.root(), filter=filter )"}, {"role": "assistant", "content": "\n\n\t\t# we use the seed for creating base paths whenever we need them\n\t\tself.__basePathSeed = path\n\t\tself.__minSequenceSize = minSequenceSize\n\n\tdef isValid( self ) :\n\n\t\tfor p in self.__basePaths() :\n\t\t\tif not p.isValid() :\n\t\t\t\treturn False\n\n\t\treturn True\n\n\tdef isLeaf( self ) :\n\n\t\tfor p in self.__basePaths() :\n\t\t\tif not p.isLeaf() :\n\t\t\t\treturn False\n\n\t\treturn True\n\n\tdef info( self ) :\n\n\t\tresult = Gaffer.Path.info( self )\n\t\tif result is None :\n\t\t\treturn None\n\n\t\tdef average( values ) :\n\n\t\t\treturn sum( values ) / len( values )\n\n\n ... [6 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a3fe7e6abe2393d5617b3058cbf7b54468e33ee
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # Generated by Django 3.1.13 on 2021-10-01 18:41 from django.db import migrations class Migration(migrations.Migration):
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Block at line 6 has no indented body • IndentationError at line 6 Fix: Complete the truncated code structure
|
intermediate
|
machine_learning
|
error_detection
|
Pythoncode:Python
| 0
| 1
| 124
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# Generated by Django 3.1.13 on 2021-10-01 18:41\n\nfrom django.db import migrations\n\n\nclass Migration(migrations.Migration):"}, {"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 \u2022 IndentationError at line 6\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a4049bea9cce33edfb9f0362df0cd2e91b7aa1a
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from PhysicsTools.Heppy.analyzers.core.Analyzer import Analyzer from PhysicsTools.Heppy.analyzers.core.AutoHandle import AutoHandle from PhysicsTools.Heppy.physicsobjects.Tau import Tau from PhysicsTools.HeppyCore.utils.deltar import deltaR, matchObjectCollection3 import PhysicsTools.HeppyCore.framework.config as cfg class TauAnalyzer( Analyzer ): def __init__(self, cfg_ana, cfg_comp, looperName ): super(TauAnalyzer, Error: SyntaxError / EOF
|
Fixed Code: from PhysicsTools.Heppy.analyzers.core.Analyzer import Analyzer from PhysicsTools.Heppy.analyzers.core.AutoHandle import AutoHandle from PhysicsTools.Heppy.physicsobjects.Tau import Tau from PhysicsTools.HeppyCore.utils.deltar import deltaR, matchObjectCollection3 import PhysicsTools.HeppyCore.framework.config as cfg class TauAnalyzer( Analyzer ): def __init__(self, cfg_ana, cfg_comp, looperName ): super(TauAnalyzer,self).__init__(cfg_ana,cfg_comp,looperName) #---------------------------------------- # DECLARATION OF HANDLES OF LEPTONS STUFF #---------------------------------------- def declareHandles(self): Explanation: Complete the truncated code structure
|
advanced
|
oop
|
error_fixing
|
Pythoncode:Python
| 3
| 1
| 443
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom PhysicsTools.Heppy.analyzers.core.Analyzer import Analyzer\nfrom PhysicsTools.Heppy.analyzers.core.AutoHandle import AutoHandle\nfrom PhysicsTools.Heppy.physicsobjects.Tau import Tau\n\nfrom PhysicsTools.HeppyCore.utils.deltar import deltaR, matchObjectCollection3\n\nimport PhysicsTools.HeppyCore.framework.config as cfg\n\n \nclass TauAnalyzer( Analyzer ):\n\n \n def __init__(self, cfg_ana, cfg_comp, looperName ):\n super(TauAnalyzer,\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom PhysicsTools.Heppy.analyzers.core.Analyzer import Analyzer\nfrom PhysicsTools.Heppy.analyzers.core.AutoHandle import AutoHandle\nfrom PhysicsTools.Heppy.physicsobjects.Tau import Tau\n\nfrom PhysicsTools.HeppyCore.utils.deltar import deltaR, matchObjectCollection3\n\nimport PhysicsTools.HeppyCore.framework.config as cfg\n\n \nclass TauAnalyzer( Analyzer ):\n\n \n def __init__(self, cfg_ana, cfg_comp, looperName ):\n super(TauAnalyzer,self).__init__(cfg_ana,cfg_comp,looperName)\n\n #----------------------------------------\n # DECLARATION OF HANDLES OF LEPTONS STUFF \n #----------------------------------------\n def declareHandles(self):\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a42c30234b3cb9b1bf3706f896598d1f485e00b
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: # İsmail ALTAY 170401038 import math import random def egcd(a,b): if(a = 0): return(b,0,1) else: c,d,e = egcd(b % a, a) return(c, e - (b // a) * d, d) def modInvert(a,b): c,d,e = egcd(a,b) if c != 1: raise Exception('moduler ters bulunamadi') else: return d % b def randomInteger(n): return random.randrange(2 ** (n-1), 2 ** n) | 1 def RabinMiller(f): s = 5 if(f == 2): return 1 if not (f & 1): return 0 p = f-1 u = 0 r = f-1 while (r%2 == 0): r >>= 1 u+=1 def Control(a): z = pow(a, r, f) if z == 1: return 0 for i in range(u): z = pow(a, (2**i) * r, f-1) if z == p: return 0 return 1 for i in range(s): a = random.randrange(2, p-2) if Control(a): return 0 return 1 def Keygen(n): while True: p = randomInteger(n//2) if (p - 1) % r == 0 and RabinMiller(p) and math.gcd(r, int((p - 1) / r)) == 1: break while True: q = randomInteger(n//2) if RabinMiller(q) and math.gcd(r, int(q - 1)) == 1: break N = p * q phi = (p - 1) * (q - 1) while True: y = random.randrange(1, N) if math.gcd(y, N) == 1: x = pow(y, phi * modInvert(r, N) % N, N) if x != 1: break publicKeyFile = open("publickey.txt", "w+") publicKeyFile.write(str(N) + "\n" + str(y)) publicKeyFile.close() privateKeyFile = open("privatekey.txt", "w+") privateKeyFile.write(str(phi) + "\n" + str(x) + "\n" + str(N)) privateKeyFile.close() def encrypt(plaintext, publickeytxt): try: open(publickeytxt, "r") except FileNotFoundError: print("Anahtar çiftleri oluşturulmadan şifrelme işlemi yapılamaz. Lütfen önce Keygen fonksiyonunu çalıştırın.") else: publicKeyFile = open(publickeytxt, "r") N, y = publicKeyFile.read().split("\n") N = int(N) y = int(y) publicKeyFile.close() plainTextFile = open(plaintext, "r") plainCopy = int(plainTextFile.read().split("\n")[0]) plainTextFile.close() while True: u = random.randrange(1, int(N)) if math.gcd(y, N) == 1: break cipherText = pow(y, plainCopy, N) * pow(u, r, N) % N cipherTextFile = open("ciphertext.txt", "w+") cipherTextFile.write(str(cipherText)) cipherTextFile.close() ... [1 more functiondefs truncated] ...
|
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Assignment instead of comparison Severity: CRITICAL Location: Line 7 Buggy code: if(a = 0): Should be: if(a == 0): Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
|
advanced
|
machine_learning
|
logical_errors
|
Pythoncode:Python
| 7
| 0
| 2,714
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n# \u0130smail ALTAY 170401038\r\n\r\nimport math\r\nimport random\r\n\r\ndef egcd(a,b):\r\n if(a = 0):\r\n return(b,0,1)\r\n else:\r\n c,d,e = egcd(b % a, a)\r\n return(c, e - (b // a) * d, d)\r\n\r\ndef modInvert(a,b):\r\n c,d,e = egcd(a,b)\r\n\r\n if c != 1:\r\n raise Exception('moduler ters bulunamadi')\r\n else:\r\n return d % b\r\n\r\ndef randomInteger(n):\r\n return random.randrange(2 ** (n-1), 2 ** n) | 1\r\n\r\ndef RabinMiller(f):\r\n s = 5\r\n if(f == 2):\r\n return 1\r\n\r\n if not (f & 1):\r\n return 0\r\n p = f-1\r\n u = 0\r\n r = f-1\r\n\r\n while (r%2 == 0):\r\n r >>= 1\r\n u+=1\r\n\r\n def Control(a):\r\n z = pow(a, r, f)\r\n if z == 1:\r\n return 0\r\n for i in range(u):\r\n z = pow(a, (2**i) * r, f-1)\r\n if z == p:\r\n return 0\r\n return 1\r\n for i in range(s):\r\n a = random.randrange(2, p-2)\r\n if Control(a):\r\n return 0\r\n return 1\r\n\r\ndef Keygen(n):\r\n\r\n while True:\r\n p = randomInteger(n//2)\r\n if (p - 1) % r == 0 and RabinMiller(p) and math.gcd(r, int((p - 1) / r)) == 1:\r\n break\r\n\r\n while True:\r\n q = randomInteger(n//2)\r\n if RabinMiller(q) and math.gcd(r, int(q - 1)) == 1:\r\n break\r\n\r\n N = p * q\r\n phi = (p - 1) * (q - 1)\r\n\r\n while True:\r\n y = random.randrange(1, N)\r\n if math.gcd(y, N) == 1:\r\n x = pow(y, phi * modInvert(r, N) % N, N)\r\n if x != 1:\r\n break\r\n\r\n publicKeyFile = open(\"publickey.txt\", \"w+\")\r\n publicKeyFile.write(str(N) + \"\\n\" + str(y))\r\n publicKeyFile.close()\r\n\r\n privateKeyFile = open(\"privatekey.txt\", \"w+\")\r\n privateKeyFile.write(str(phi) + \"\\n\" + str(x) + \"\\n\" + str(N))\r\n privateKeyFile.close()\r\n\r\ndef encrypt(plaintext, publickeytxt):\r\n try:\r\n open(publickeytxt, \"r\")\r\n except FileNotFoundError:\r\n print(\"Anahtar \u00e7iftleri olu\u015fturulmadan \u015fifrelme i\u015flemi yap\u0131lamaz. L\u00fctfen \u00f6nce Keygen fonksiyonunu \u00e7al\u0131\u015ft\u0131r\u0131n.\")\r\n else:\r\n publicKeyFile = open(publickeytxt, \"r\")\r\n N, y = publicKeyFile.read().split(\"\\n\")\r\n N = int(N)\r\n y = int(y)\r\n publicKeyFile.close()\r\n\r\n plainTextFile = open(plaintext, \"r\")\r\n plainCopy = int(plainTextFile.read().split(\"\\n\")[0])\r\n plainTextFile.close()\r\n\r\n while True:\r\n u = random.randrange(1, int(N))\r\n if math.gcd(y, N) == 1:\r\n break\r\n\r\n cipherText = pow(y, plainCopy, N) * pow(u, r, N) % N\r\n\r\n cipherTextFile = open(\"ciphertext.txt\", \"w+\")\r\n cipherTextFile.write(str(cipherText))\r\n cipherTextFile.close()\r\n\r\n\n ... [1 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 7\n\n Buggy code:\n if(a = 0):\n\n Should be:\n if(a == 0):\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
| true
|
logical
|
WRONG_OPERATOR
|
CRITICAL
|
0a42e80075481314be34a3f3fd3ff44396a763e9
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: # Built-in modules # # Internal modules # from seqenv import module_dir from seqenv.common.cache import property_cached # Third party modules # import sh, networkx import matplotlib.colors # A list of envos to help test this module # test_envos = [ "ENVO:00000033", "ENVO:00000043", "ENVO:00000067", "ENVO:00000143", "ENVO:00000210", "ENVO:00000215", "ENVO:00000475", ] ################################################################################ class Ontology(object): """A object that gives you access to the graph (network with nodes and edges) of the ENVO ontology from the OBO file's path. Other libraries not used here that could be added: * graphviz: http://graphviz.readthedocs.org/en/latest/api.html#digraph * pydot: https://github.com/erocarrera/pydot """ def __init__(self, path=None): """Give the path to the OBO file""" if path is None: path = module_dir + 'data_envo/envo.obo' self.path = path # --------------------------- In this section --------------------------- # # orange_obo # goatools # orange_network # pygraphviz # networkx @property_cached def orange_obo(self): """The ontology loaded by the `orange` library. * http://orange.biolab.si * http://orange-bioinformatics.readthedocs.org/en/latest/ * https://github.com/biolab/orange-bio * https://bitbucket.org/biolab/orange-bioinformatics To install: $ pip install Orange-Bioinformatics """ from orangecontrib.bio.ontology import OBOOntology return OBOOntology(self.path) @property_cached def goatools(self): """The network loaded into goatools' format. * https://github.com/tanghaibao/goatools To install: $ pip install goatools """ from goatools import obo_parser Error: SyntaxError / EOF
|
Fixed Code: # Built-in modules # # Internal modules # from seqenv import module_dir from seqenv.common.cache import property_cached # Third party modules # import sh, networkx import matplotlib.colors # A list of envos to help test this module # test_envos = [ "ENVO:00000033", "ENVO:00000043", "ENVO:00000067", "ENVO:00000143", "ENVO:00000210", "ENVO:00000215", "ENVO:00000475", ] Explanation: Complete the truncated code structure
|
advanced
|
testing
|
error_fixing
|
Pythoncode:Python
| 6
| 1
| 1,899
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n# Built-in modules #\n\n# Internal modules #\nfrom seqenv import module_dir\nfrom seqenv.common.cache import property_cached\n\n# Third party modules #\nimport sh, networkx\nimport matplotlib.colors\n\n# A list of envos to help test this module #\ntest_envos = [\n \"ENVO:00000033\",\n \"ENVO:00000043\",\n \"ENVO:00000067\",\n \"ENVO:00000143\",\n \"ENVO:00000210\",\n \"ENVO:00000215\",\n \"ENVO:00000475\",\n]\n\n################################################################################\nclass Ontology(object):\n \"\"\"A object that gives you access to the graph (network with nodes and edges)\n of the ENVO ontology from the OBO file's path.\n\n Other libraries not used here that could be added:\n * graphviz: http://graphviz.readthedocs.org/en/latest/api.html#digraph\n * pydot: https://github.com/erocarrera/pydot\n \"\"\"\n\n def __init__(self, path=None):\n \"\"\"Give the path to the OBO file\"\"\"\n if path is None: path = module_dir + 'data_envo/envo.obo'\n self.path = path\n\n # --------------------------- In this section --------------------------- #\n # orange_obo\n # goatools\n # orange_network\n # pygraphviz\n # networkx\n\n @property_cached\n def orange_obo(self):\n \"\"\"The ontology loaded by the `orange` library.\n * http://orange.biolab.si\n * http://orange-bioinformatics.readthedocs.org/en/latest/\n * https://github.com/biolab/orange-bio\n * https://bitbucket.org/biolab/orange-bioinformatics\n To install: $ pip install Orange-Bioinformatics\n \"\"\"\n from orangecontrib.bio.ontology import OBOOntology\n return OBOOntology(self.path)\n\n @property_cached\n def goatools(self):\n \"\"\"The network loaded into goatools' format.\n * https://github.com/tanghaibao/goatools\n To install: $ pip install goatools\n \"\"\"\n from goatools import obo_parser\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\n# Built-in modules #\n\n# Internal modules #\nfrom seqenv import module_dir\nfrom seqenv.common.cache import property_cached\n\n# Third party modules #\nimport sh, networkx\nimport matplotlib.colors\n\n# A list of envos to help test this module #\ntest_envos = [\n \"ENVO:00000033\",\n \"ENVO:00000043\",\n \"ENVO:00000067\",\n \"ENVO:00000143\",\n \"ENVO:00000210\",\n \"ENVO:00000215\",\n \"ENVO:00000475\",\n]\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a42fad82c7026120ddbfdc222f7f45f5ba001fc
|
TheStack--python--000.parquet
|
Debug this Pythoncode:Python code: # coding=utf-8 # -------------------------------------------------------------------------- # Copyright (c) Microsoft Corporation. All rights reserved. # Licensed under the MIT License. See License.txt in the project root for license information. # Code generated by Microsoft (R) AutoRest Code Generator. # Changes may cause incorrect behavior and will be lost if the code is regenerated. # -------------------------------------------------------------------------- from azure.core.exceptions import HttpResponseError import msrest.serialization class CertificateBodyDescription(msrest.serialization.Model): """The JSON-serialized X509 Certificate. :param certificate: base-64 representation of the X509 leaf certificate .cer file or just .pem file content. :type certificate: str """ _attribute_map = { 'certificate': {'key': 'certificate', 'type': 'str'}, } def __init__( self, **kwargs ): super(CertificateBodyDescription, self).__init__(**kwargs) self.certificate = kwargs.get('certificate', None) class CertificateDescription(msrest.serialization.Model): """The X509 Certificate. Variables are only populated by the server, and will be ignored when sending a request. :param properties: The description of an X509 CA Certificate. :type properties: ~azure.mgmt.iothub.v2019_11_04.models.CertificateProperties :ivar id: The resource identifier. :vartype id: str :ivar name: The name of the certificate. :vartype name: str :ivar etag: The entity tag. :vartype etag: str :ivar type: The resource type. :vartype type: str """ _validation = { 'id': {'readonly': True}, 'name': {'readonly': True}, 'etag': {'readonly': True}, 'type': {'readonly': True}, } _attribute_map = { 'properties': {'key': 'properties', 'type': 'CertificateProperties'}, 'id': {'key': 'id', 'type': 'str'}, 'name': {'key': 'name', 'type': 'str'}, 'etag': {'key': 'etag', 'type': 'str'}, 'type': {'key': 'type', 'type': 'str'}, } def __init__( self, **kwargs ): super(CertificateDescription, self).__init__(**kwargs) self.properties = kwargs.get('properties', None) self.id = None self.name = None self.etag = None self.type = None class CertificateListDescription(msrest.serialization.Model): """The JSON-serialized array of Certificate objects. :param value: The array of Certificate objects. :type value: list[~azure.mgmt.iothub.v2019_11_04.models.CertificateDescription] """ _attribute_map = { 'value': {'key': 'value', 'type': '[CertificateDescription]'}, } ... [129 more functiondefs truncated] ...
|
Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 14 Invalid syntax at line 89: ... [129 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 17 Unexpected indentation at line 18 Unexpected indentation at line 19 Unexpected indentation at line 22 💡 Suggestions: Complete the expression on the last line Add closing quote at line 14 Review syntax near the error location
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advanced
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api
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debugging
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Pythoncode:Python
| 2
| 3
| 2,823
| true
|
[{"role": "user", "content": "Debug this Pythoncode:Python code:\n# coding=utf-8\n# --------------------------------------------------------------------------\n# Copyright (c) Microsoft Corporation. All rights reserved.\n# Licensed under the MIT License. See License.txt in the project root for license information.\n# Code generated by Microsoft (R) AutoRest Code Generator.\n# Changes may cause incorrect behavior and will be lost if the code is regenerated.\n# --------------------------------------------------------------------------\n\nfrom azure.core.exceptions import HttpResponseError\nimport msrest.serialization\n\n\nclass CertificateBodyDescription(msrest.serialization.Model):\n \"\"\"The JSON-serialized X509 Certificate.\n\n :param certificate: base-64 representation of the X509 leaf certificate .cer file or just .pem\n file content.\n :type certificate: str\n \"\"\"\n\n _attribute_map = {\n 'certificate': {'key': 'certificate', 'type': 'str'},\n }\n\n def __init__(\n self,\n **kwargs\n ):\n super(CertificateBodyDescription, self).__init__(**kwargs)\n self.certificate = kwargs.get('certificate', None)\n\n\nclass CertificateDescription(msrest.serialization.Model):\n \"\"\"The X509 Certificate.\n\n Variables are only populated by the server, and will be ignored when sending a request.\n\n :param properties: The description of an X509 CA Certificate.\n :type properties: ~azure.mgmt.iothub.v2019_11_04.models.CertificateProperties\n :ivar id: The resource identifier.\n :vartype id: str\n :ivar name: The name of the certificate.\n :vartype name: str\n :ivar etag: The entity tag.\n :vartype etag: str\n :ivar type: The resource type.\n :vartype type: str\n \"\"\"\n\n _validation = {\n 'id': {'readonly': True},\n 'name': {'readonly': True},\n 'etag': {'readonly': True},\n 'type': {'readonly': True},\n }\n\n _attribute_map = {\n 'properties': {'key': 'properties', 'type': 'CertificateProperties'},\n 'id': {'key': 'id', 'type': 'str'},\n 'name': {'key': 'name', 'type': 'str'},\n 'etag': {'key': 'etag', 'type': 'str'},\n 'type': {'key': 'type', 'type': 'str'},\n }\n\n def __init__(\n self,\n **kwargs\n ):\n super(CertificateDescription, self).__init__(**kwargs)\n self.properties = kwargs.get('properties', None)\n self.id = None\n self.name = None\n self.etag = None\n self.type = None\n\n\nclass CertificateListDescription(msrest.serialization.Model):\n \"\"\"The JSON-serialized array of Certificate objects.\n\n :param value: The array of Certificate objects.\n :type value: list[~azure.mgmt.iothub.v2019_11_04.models.CertificateDescription]\n \"\"\"\n\n _attribute_map = {\n 'value': {'key': 'value', 'type': '[CertificateDescription]'},\n }\n\n\n ... [129 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 14\n Invalid syntax at line 89: ... [129 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 22\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Add closing quote at line 14\n Review syntax near the error location"}]
| false
| null | null | null |
0a433c84b0dfa57ea11f80f51e65908aaa8c4377
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # Licensed to the StackStorm, Inc ('StackStorm') under one or more # contributor license agreements. See the NOTICE file distributed with # this work for additional information regarding copyright ownership. # The ASF licenses this file to You under the Apache License, Version 2.0 # (the "License"); you may not use this file except in compliance with # the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from collections import OrderedDict import six import mock from st2common.services import triggers as trigger_service class APIControllersRBACTestCase(APIControllerWithRBACTestCase): """ Test class which hits all the API endpoints which are behind the RBAC wall with a user which has no permissions and makes sure API returns access denied. """ register_packs = True fixtures_loader = FixturesLoader() coordinator = None @classmethod def setUpClass(cls): tests_config.parse_args(coordinator_noop=True) super(APIControllersRBACTestCase, cls).setUpClass() cls.coordinator = coordination.get_coordinator(use_cache=False) # Register mock service in the service registry for testing purposes service = six.binary_type(six.text_type('mock_service').encode('ascii')) register_service_in_service_registry(service=service, capabilities={'key1': 'value1', 'name': 'mock_service'}, start_heart=True) @classmethod def tearDownClass(cls): super(APIControllersRBACTestCase, cls).tearDownClass() coordination.coordinator_teardown(cls.coordinator) def setUp(self): super(APIControllersRBACTestCase, self).setUp() # Register packs if self.register_packs: self._register_packs() # Insert mock objects - those objects are used to test get one, edit and delete operations self.models = self.fixtures_loader.save_fixtures_to_db(fixtures_pack=FIXTURES_PACK, fixtures_dict=TEST_FIXTURES) self.role_assignment_db_model = UserRoleAssignmentDB( user='user', role='role', source='assignments/user.yaml') UserRoleAssignment.add_or_update(self.role_assignment_db_model) @mock.patch.object(HooksHolder, 'get_triggers_for_hook', mock.MagicMock( return_value=[DUMMY_TRIGGER_DICT])) ... [3 more functiondefs truncated] ...
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Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 23 IndentationError at line 72 ⚠️ Code quality: Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 26 Unexpected indentation at line 29 Unexpected indentation at line 34 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 49 Unexpected indentation at line 58 Unexpected indentation at line 62 Unexpected indentation at line 63 Unexpected indentation at line 66 Unexpected indentation at line 67 Unexpected indentation at line 70 ✨ Improvements: Complete the expression on the last line Add closing quote at line 23 Fix indentation to match Python syntax rules
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advanced
|
testing
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code_review
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Pythoncode:Python
| 3
| 1
| 2,908
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# Licensed to the StackStorm, Inc ('StackStorm') under one or more\n# contributor license agreements. See the NOTICE file distributed with\n# this work for additional information regarding copyright ownership.\n# The ASF licenses this file to You under the Apache License, Version 2.0\n# (the \"License\"); you may not use this file except in compliance with\n# 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, 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 collections import OrderedDict\n\nimport six\nimport mock\n\nfrom st2common.services import triggers as trigger_service\nclass APIControllersRBACTestCase(APIControllerWithRBACTestCase):\n \"\"\"\n Test class which hits all the API endpoints which are behind the RBAC wall with a user which\n has no permissions and makes sure API returns access denied.\n \"\"\"\n\n register_packs = True\n fixtures_loader = FixturesLoader()\n\n coordinator = None\n\n @classmethod\n def setUpClass(cls):\n tests_config.parse_args(coordinator_noop=True)\n\n super(APIControllersRBACTestCase, cls).setUpClass()\n\n cls.coordinator = coordination.get_coordinator(use_cache=False)\n\n # Register mock service in the service registry for testing purposes\n service = six.binary_type(six.text_type('mock_service').encode('ascii'))\n register_service_in_service_registry(service=service,\n capabilities={'key1': 'value1',\n 'name': 'mock_service'},\n start_heart=True)\n\n @classmethod\n def tearDownClass(cls):\n super(APIControllersRBACTestCase, cls).tearDownClass()\n\n coordination.coordinator_teardown(cls.coordinator)\n\n def setUp(self):\n super(APIControllersRBACTestCase, self).setUp()\n\n # Register packs\n if self.register_packs:\n self._register_packs()\n\n # Insert mock objects - those objects are used to test get one, edit and delete operations\n self.models = self.fixtures_loader.save_fixtures_to_db(fixtures_pack=FIXTURES_PACK,\n fixtures_dict=TEST_FIXTURES)\n\n self.role_assignment_db_model = UserRoleAssignmentDB(\n user='user', role='role', source='assignments/user.yaml')\n UserRoleAssignment.add_or_update(self.role_assignment_db_model)\n\n @mock.patch.object(HooksHolder, 'get_triggers_for_hook', mock.MagicMock(\n return_value=[DUMMY_TRIGGER_DICT]))\n\n ... [3 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 23\n IndentationError at line 72\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 29\n Unexpected indentation at line 34\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 49\n Unexpected indentation at line 58\n Unexpected indentation at line 62\n Unexpected indentation at line 63\n Unexpected indentation at line 66\n Unexpected indentation at line 67\n Unexpected indentation at line 70\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 23\n Fix indentation to match Python syntax rules"}]
| false
| null | null | null |
0a435a4c25f9daef6a9569a6a1c22b40cc97a64d
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import pytest import time import subprocess from subprocess import run,Popen from seldon_utils import * from k8s_utils import * def wait_for_shutdown(deploymentName): ret = run("kubectl get deploy/"+deploymentName, shell=True) while ret.returncode == 0: time.sleep(1) ret = run("kubectl get deploy/"+deploymentName, shell=True) def wait_for_rollout(deploymentName): ret = run("kubectl rollout status deploy/"+deploymentName, shell=True) while ret.returncode > 0: time.sleep(1) ret = run("kubectl rollout status deploy/"+deploymentName, shell=True) def initial_rest_request(): r = rest_request_api_gateway("oauth-key","oauth-secret",None,API_GATEWAY_REST) if not r.status_code == 200: time.sleep(1) r = rest_request_api_gateway("oauth-key","oauth-secret",None,API_GATEWAY_REST) if not r.status_code == 200: time.sleep(5) r = rest_request_api_gateway("oauth-key","oauth-secret",None,API_GATEWAY_REST) Error: SyntaxError / EOF
|
Fixed Code: import pytest import time import subprocess from subprocess import run,Popen from seldon_utils import * from k8s_utils import * def wait_for_shutdown(deploymentName): ret = run("kubectl get deploy/"+deploymentName, shell=True) while ret.returncode == 0: time.sleep(1) ret = run("kubectl get deploy/"+deploymentName, shell=True) def wait_for_rollout(deploymentName): ret = run("kubectl rollout status deploy/"+deploymentName, shell=True) while ret.returncode > 0: time.sleep(1) ret = run("kubectl rollout status deploy/"+deploymentName, shell=True) def initial_rest_request(): Explanation: Complete the truncated code structure
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advanced
|
testing
|
error_fixing
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Pythoncode:Python
| 4
| 1
| 1,017
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport pytest\nimport time\nimport subprocess\nfrom subprocess import run,Popen\nfrom seldon_utils import *\nfrom k8s_utils import *\n\ndef wait_for_shutdown(deploymentName):\n ret = run(\"kubectl get deploy/\"+deploymentName, shell=True)\n while ret.returncode == 0:\n time.sleep(1)\n ret = run(\"kubectl get deploy/\"+deploymentName, shell=True)\n\ndef wait_for_rollout(deploymentName):\n ret = run(\"kubectl rollout status deploy/\"+deploymentName, shell=True)\n while ret.returncode > 0:\n time.sleep(1)\n ret = run(\"kubectl rollout status deploy/\"+deploymentName, shell=True) \n\ndef initial_rest_request():\n r = rest_request_api_gateway(\"oauth-key\",\"oauth-secret\",None,API_GATEWAY_REST) \n if not r.status_code == 200:\n time.sleep(1)\n r = rest_request_api_gateway(\"oauth-key\",\"oauth-secret\",None,API_GATEWAY_REST)\n if not r.status_code == 200:\n time.sleep(5)\n r = rest_request_api_gateway(\"oauth-key\",\"oauth-secret\",None,API_GATEWAY_REST)\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport pytest\nimport time\nimport subprocess\nfrom subprocess import run,Popen\nfrom seldon_utils import *\nfrom k8s_utils import *\n\ndef wait_for_shutdown(deploymentName):\n ret = run(\"kubectl get deploy/\"+deploymentName, shell=True)\n while ret.returncode == 0:\n time.sleep(1)\n ret = run(\"kubectl get deploy/\"+deploymentName, shell=True)\n\ndef wait_for_rollout(deploymentName):\n ret = run(\"kubectl rollout status deploy/\"+deploymentName, shell=True)\n while ret.returncode > 0:\n time.sleep(1)\n ret = run(\"kubectl rollout status deploy/\"+deploymentName, shell=True) \n\ndef initial_rest_request():\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a444a2a9b00c93ede978edd61b59c20a6608e93
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: from django.db import models from .query import BookQuerySet class Book(models.Model): objects = BookQuerySet.as_manager() title = models.CharField(max_length=50) publication_date = models.DateTimeField() author = models.ForeignKey('Author') genres = models.ManyToManyField('Genre') class Author(models.Model): name = models.CharField(max_length=50) nationality = models.ForeignKey('Nation', null=True) class Genre(models.Model): name = models.CharField(max_length=50) class Nation(models.Model): name = models.CharField(max_length=50) demonym = models.CharField(max_length=50)
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
|
database
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refactoring
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Pythoncode:Python
| 0
| 4
| 628
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\nfrom django.db import models\nfrom .query import BookQuerySet\n\n\nclass Book(models.Model):\n\n objects = BookQuerySet.as_manager()\n\n title = models.CharField(max_length=50)\n publication_date = models.DateTimeField()\n author = models.ForeignKey('Author')\n genres = models.ManyToManyField('Genre')\n\n\nclass Author(models.Model):\n name = models.CharField(max_length=50)\n nationality = models.ForeignKey('Nation', null=True)\n\n\nclass Genre(models.Model):\n name = models.CharField(max_length=50)\n\n\nclass Nation(models.Model):\n name = models.CharField(max_length=50)\n demonym = models.CharField(max_length=50)"}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a448d09286de882fe626777f47593a108a44caa
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TheStack--python--000.parquet
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Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- # File: dropblock.py from __future__ import absolute_import from __future__ import division from __future__ import print_function import re import six # from tensorpack.tfutils.compat import tfv1 as tf # this should be avoided first in model code from tensorpack.tfutils.tower import get_current_tower_context from tensorpack.models import GlobalAvgPooling, FullyConnected import tensorflow as tf ... [4 more functiondefs truncated] ...
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Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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intermediate
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machine_learning
|
refactoring
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Pythoncode:Python
| 0
| 0
| 471
| true
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n# File: dropblock.py\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\n\nimport re\nimport six\n# from tensorpack.tfutils.compat import tfv1 as tf # this should be avoided first in model code\nfrom tensorpack.tfutils.tower import get_current_tower_context\nfrom tensorpack.models import GlobalAvgPooling, FullyConnected\nimport tensorflow as tf\n\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 |
0a4491bed67c4627a06dabc6e88940ee8f57226d
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TheStack--python--000.parquet
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Fill in the 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. # from rlstructures import logging from rlstructures.env_wrappers import GymEnv, GymEnvInf from rlstructures.tools import weight_init import torch.nn as nn import copy import torch import time import numpy as np import torch.nn.functional as F from tutorial.tutorial_recurrent_policy.agent import RecurrentAgent from tutorial.tutorial_recurrent_policy.a2c import A2C import gym from gym.wrappers import TimeLimit # We write the 'create_env' and 'create_agent' function in the main file to allow these functions to be used with pickle when creating the batcher processes def create_gym_env(env_name): return gym.make(env_name) def create_env(n_envs, env_name=None, max_episode_steps=None, seed=None): envs = [] for k in range(n_envs): e = create_gym_env(env_name) e = TimeLimit(e, max_episode_steps=max_episode_steps) envs.append(e) return GymEnv(envs, seed) def create_train_env(n_envs, env_name=None, max_episode_steps=None, seed=None): envs = [] for k in range(n_envs): e = create_gym_env(env_name) e = TimeLimit(e, max_episode_steps=max_episode_steps) # Complete this line return GymEnvInf(envs, seed) def create_agent(model, n_actions=1): return RecurrentAgent(model=model, n_actions=n_actions) class Experiment(A2C): def __init__(self, config, create_env, create_train_env, create_agent): super().__init__(config, create_env, create_train_env, create_agent) if __name__ == "__main__": # We use spawn mode such that most of the environment will run in multiple processes import torch.multiprocessing as mp mp.set_start_method("spawn") config = { "env_name": "CartPole-v0", "a2c_timesteps": 3, "n_envs": 4, "max_episode_steps": 100, "env_seed": 42, "n_threads": 4, "n_evaluation_threads": 2, "n_evaluation_episodes": 256, "time_limit": 3600, "lr": 0.001, "discount_factor": 0.95, "critic_coef": 1.0, "entropy_coef": 0.01, "a2c_coef": 1.0, "logdir": "./results", } exp = Experiment(config, create_env, create_train_env, create_agent) exp.run()
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The missing line is: envs.append(e)
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advanced
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machine_learning
|
fill_in_the_blank
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Pythoncode:Python
| 5
| 1
| 2,374
| true
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[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#\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#\n\n\nfrom rlstructures import logging\nfrom rlstructures.env_wrappers import GymEnv, GymEnvInf\nfrom rlstructures.tools import weight_init\nimport torch.nn as nn\nimport copy\nimport torch\nimport time\nimport numpy as np\nimport torch.nn.functional as F\nfrom tutorial.tutorial_recurrent_policy.agent import RecurrentAgent\nfrom tutorial.tutorial_recurrent_policy.a2c import A2C\nimport gym\nfrom gym.wrappers import TimeLimit\n\n# We write the 'create_env' and 'create_agent' function in the main file to allow these functions to be used with pickle when creating the batcher processes\ndef create_gym_env(env_name):\n return gym.make(env_name)\n\n\ndef create_env(n_envs, env_name=None, max_episode_steps=None, seed=None):\n envs = []\n for k in range(n_envs):\n e = create_gym_env(env_name)\n e = TimeLimit(e, max_episode_steps=max_episode_steps)\n envs.append(e)\n return GymEnv(envs, seed)\n\n\ndef create_train_env(n_envs, env_name=None, max_episode_steps=None, seed=None):\n envs = []\n for k in range(n_envs):\n e = create_gym_env(env_name)\n e = TimeLimit(e, max_episode_steps=max_episode_steps)\n # Complete this line\n return GymEnvInf(envs, seed)\n\n\ndef create_agent(model, n_actions=1):\n return RecurrentAgent(model=model, n_actions=n_actions)\n\n\nclass Experiment(A2C):\n def __init__(self, config, create_env, create_train_env, create_agent):\n super().__init__(config, create_env, create_train_env, create_agent)\n\n\nif __name__ == \"__main__\":\n # We use spawn mode such that most of the environment will run in multiple processes\n import torch.multiprocessing as mp\n\n mp.set_start_method(\"spawn\")\n\n config = {\n \"env_name\": \"CartPole-v0\",\n \"a2c_timesteps\": 3,\n \"n_envs\": 4,\n \"max_episode_steps\": 100,\n \"env_seed\": 42,\n \"n_threads\": 4,\n \"n_evaluation_threads\": 2,\n \"n_evaluation_episodes\": 256,\n \"time_limit\": 3600,\n \"lr\": 0.001,\n \"discount_factor\": 0.95,\n \"critic_coef\": 1.0,\n \"entropy_coef\": 0.01,\n \"a2c_coef\": 1.0,\n \"logdir\": \"./results\",\n }\n exp = Experiment(config, create_env, create_train_env, create_agent)\n exp.run()"}, {"role": "assistant", "content": "The missing line is:\n envs.append(e)"}]
| false
| null | null | null |
0a44f5460d17d97fc0728fbb786ff7e11153576a
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TheStack--python--000.parquet
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Debug this Pythoncode:Python code: from matplotlib.pyplot import title import streamlit as st import pandas as pd import altair as alt import pydeck as pdk import os import glob from wordcloud import WordCloud import streamlit_analytics def load_gnd_top_daten(typ): gnd_top_df = pd.DataFrame() for file in glob.glob(f'{path}/../stats/title_gnd_{typ}_*.csv'): gnd_top_df = gnd_top_df.append(pd.read_csv(file, index_col=None)) return gnd_top_df def sachbegriff_cloud(): #wordcloud der top 100 sachbegriffe eines auszuwählenden tages der letzten 10 werktage st.header('TOP 100 Sachbegriffe pro Tag') st.write('Wählen Sie ein Datum aus den letzten 10 Werktagen vor der letzten Aktualisierung der Daten des Dashboards und sehen Sie eine Wordcloud der 100 meistverwendeten GND-Sachbegriffe dieses Tages. Die Größe des Begriffes entspricht der Häufigkeit des Sachbegriffs.') files = glob.glob(f'{path}/../stats/*Ts-count.csv') daten = [x[-23:-13] for x in files] daten.sort() daten_filter = st.select_slider('Wählen Sie ein Datum', options=daten, value=daten[-1]) df = pd.read_csv(f'{path}/../stats/{daten_filter}-Ts-count.csv') dict = df.to_dict(orient='records') worte = {} for record in dict: worte.update({record['sachbegriff']:record['count']}) wc = WordCloud(background_color="white", max_words=100, width=2000, height=800, colormap='tab20') wc.generate_from_frequencies(worte) return st.image(wc.to_array()) ... [11 more functiondefs truncated] ...
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Code analysis results: 🔴 Errors found: Code truncated in middle of expression - unexpected EOF Invalid syntax at line 38: ... [11 more functiondefs truncated] ... ⚠️ Warnings: Unexpected indentation at line 13 Unexpected indentation at line 15 Unexpected indentation at line 19 Unexpected indentation at line 20 💡 Suggestions: Complete the expression on the last line Review syntax near the error location
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intermediate
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database
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debugging
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Pythoncode:Python
| 2
| 0
| 1,515
| true
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[{"role": "user", "content": "Debug this Pythoncode:Python code:\nfrom matplotlib.pyplot import title\nimport streamlit as st\nimport pandas as pd\nimport altair as alt\nimport pydeck as pdk\nimport os\nimport glob\nfrom wordcloud import WordCloud\nimport streamlit_analytics\n\ndef load_gnd_top_daten(typ):\n gnd_top_df = pd.DataFrame()\n for file in glob.glob(f'{path}/../stats/title_gnd_{typ}_*.csv'):\n gnd_top_df = gnd_top_df.append(pd.read_csv(file, index_col=None))\n return gnd_top_df\n\ndef sachbegriff_cloud():\n #wordcloud der top 100 sachbegriffe eines auszuw\u00e4hlenden tages der letzten 10 werktage\n st.header('TOP 100 Sachbegriffe pro Tag')\n st.write('W\u00e4hlen Sie ein Datum aus den letzten 10 Werktagen vor der letzten Aktualisierung der Daten des Dashboards und sehen Sie eine Wordcloud der 100 meistverwendeten GND-Sachbegriffe dieses Tages. Die Gr\u00f6\u00dfe des Begriffes entspricht der H\u00e4ufigkeit des Sachbegriffs.')\n files = glob.glob(f'{path}/../stats/*Ts-count.csv')\n daten = [x[-23:-13] for x in files]\n daten.sort()\n daten_filter = st.select_slider('W\u00e4hlen Sie ein Datum', options=daten, value=daten[-1])\n\n df = pd.read_csv(f'{path}/../stats/{daten_filter}-Ts-count.csv')\n \n dict = df.to_dict(orient='records')\n worte = {}\n for record in dict:\n worte.update({record['sachbegriff']:record['count']})\n\n wc = WordCloud(background_color=\"white\", max_words=100, width=2000, height=800, colormap='tab20')\n wc.generate_from_frequencies(worte)\n return st.image(wc.to_array())\n\n\n ... [11 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Code analysis results:\n\n\n\ud83d\udd34 Errors found:\n Code truncated in middle of expression - unexpected EOF\n Invalid syntax at line 38: ... [11 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Warnings:\n Unexpected indentation at line 13\n Unexpected indentation at line 15\n Unexpected indentation at line 19\n Unexpected indentation at line 20\n\n\ud83d\udca1 Suggestions:\n Complete the expression on the last line\n Review syntax near the error location"}]
| false
| null | null | null |
0a458f21d72d88857440d86e340b226a075998cd
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TheStack--python--000.parquet
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Fill in the in this Pythoncode:Python code: """ Class for all excpetions used in following scripts - geocoder.py - geocoder_input.py """ class OverlappingGeographyError(Exception): def __init__(self, message): self.message = message # msg: geodataframe has overlapping polygons representing geographic features # please how shapefiles are processed. class NoOverlapSpatialJoinError(Exception): def __init__(self, message): # Complete this line # msg: geodataframe has overlapping polygons representing geographic features # please how shapefiles are processed. class NoParkingAvailableError(NoOverlapSpatialJoinError): def __init__(self, message): self.message = message class NoUrbanVillageError(Exception): def __init__(self, message): self.message = message class NotInSeattleError(Exception): def __init__(self, message): self.message = message
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The missing line is: self.message = message
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advanced
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machine_learning
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fill_in_the_blank
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Pythoncode:Python
| 5
| 5
| 891
| false
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[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n\"\"\"\nClass for all excpetions used in following scripts\n- geocoder.py\n- geocoder_input.py\n\"\"\"\n\n\nclass OverlappingGeographyError(Exception):\n def __init__(self, message):\n self.message = message\n # msg: geodataframe has overlapping polygons representing geographic features\n # please how shapefiles are processed.\n\n\nclass NoOverlapSpatialJoinError(Exception):\n def __init__(self, message):\n # Complete this line\n # msg: geodataframe has overlapping polygons representing geographic features\n # please how shapefiles are processed.\n\nclass NoParkingAvailableError(NoOverlapSpatialJoinError):\n def __init__(self, message):\n self.message = message\n\n\nclass NoUrbanVillageError(Exception):\n def __init__(self, message):\n self.message = message\n\n\nclass NotInSeattleError(Exception):\n def __init__(self, message):\n self.message = message"}, {"role": "assistant", "content": "The missing line is:\n self.message = message"}]
| false
| null | null | null |
0a47a03d932bb0b243e96234078c92e60fb74516
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: #Erdin Alhas 150401052 import os ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: import sys import time from socket import * from os import system, name
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beginner
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general
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incomplete_code
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Pythoncode:Python
| 0
| 0
| 35
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[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#Erdin Alhas 150401052\r\n\r\nimport os\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:\nimport sys\r\nimport time\r\nfrom socket import *\r\nfrom os import system, name"}]
| true
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syntax
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HARD_CUT
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CRITICAL
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0a4800ab1d62e509adf8e4628718cf0758bb7bb5
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: def convert_variables( raw_variables: Union[Dict, List, Text], test_path: Text ) -> Dict[Text, Any]: if isinstance(raw_variables, Dict): return raw_variables if isinstance(raw_variables, List): # [{"var1": 1}, {"var2": 2}] variables: Dict[Text, Any] = {} for var_item in raw_variables: if not isinstance(var_item, Dict) or len(var_item) != 1: raise exceptions.TestCaseFormatError( f"Invalid variables format: {raw_variables}" ) variables.update(var_item) return variables elif isinstance(raw_variables, Text): # get variables by function, e.g. ${get_variables()} project_meta = load_project_meta(test_path) variables = parse_data(raw_variables, {}, project_meta.functions) return variables else: raise exceptions.TestCaseFormatError( f"Invalid variables format: {raw_variables}" ) def _convert_jmespath(raw: Text) -> Text: if not isinstance(raw, Text): raise exceptions.TestCaseFormatError(f"Invalid jmespath extractor: {raw}") # content.xx/json.xx => body.xx if raw.startswith("content"): raw = f"body{raw[len('content'):]}"
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elif raw.startswith("json"): raw = f"body{raw[len('json'):]}" raw_list = [] for item in raw.split("."): if "-" in item: # add quotes for field with separator # e.g. headers.Content-Type => headers."Content-Type" item = item.strip('"') raw_list.append(f'"{item}"') elif item.isdigit(): # convert lst.0.name to lst[0].name if len(raw_list) == 0: logger.error(f"Invalid jmespath: {raw}") sys.exit(1) last_item = raw_list.pop() item = f"{last_item}[{item}]" raw_list.append(item) else: raw_list.append(item) return ".".join(raw_list) ... [10 more functiondefs truncated] ...
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intermediate
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testing
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code_completion
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Pythoncode:Python
| 2
| 0
| 2,043
| false
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[{"role": "user", "content": "Complete this Pythoncode:Python code:\ndef convert_variables(\n raw_variables: Union[Dict, List, Text], test_path: Text\n) -> Dict[Text, Any]:\n\n if isinstance(raw_variables, Dict):\n return raw_variables\n\n if isinstance(raw_variables, List):\n # [{\"var1\": 1}, {\"var2\": 2}]\n variables: Dict[Text, Any] = {}\n for var_item in raw_variables:\n if not isinstance(var_item, Dict) or len(var_item) != 1:\n raise exceptions.TestCaseFormatError(\n f\"Invalid variables format: {raw_variables}\"\n )\n\n variables.update(var_item)\n\n return variables\n\n elif isinstance(raw_variables, Text):\n # get variables by function, e.g. ${get_variables()}\n project_meta = load_project_meta(test_path)\n variables = parse_data(raw_variables, {}, project_meta.functions)\n\n return variables\n\n else:\n raise exceptions.TestCaseFormatError(\n f\"Invalid variables format: {raw_variables}\"\n )\n\n\ndef _convert_jmespath(raw: Text) -> Text:\n if not isinstance(raw, Text):\n raise exceptions.TestCaseFormatError(f\"Invalid jmespath extractor: {raw}\")\n\n # content.xx/json.xx => body.xx\n if raw.startswith(\"content\"):\n raw = f\"body{raw[len('content'):]}\""}, {"role": "assistant", "content": "\n elif raw.startswith(\"json\"):\n raw = f\"body{raw[len('json'):]}\"\n\n raw_list = []\n for item in raw.split(\".\"):\n if \"-\" in item:\n # add quotes for field with separator\n # e.g. headers.Content-Type => headers.\"Content-Type\"\n item = item.strip('\"')\n raw_list.append(f'\"{item}\"')\n elif item.isdigit():\n # convert lst.0.name to lst[0].name\n if len(raw_list) == 0:\n logger.error(f\"Invalid jmespath: {raw}\")\n sys.exit(1)\n\n last_item = raw_list.pop()\n item = f\"{last_item}[{item}]\"\n raw_list.append(item)\n else:\n raw_list.append(item)\n\n return \".\".join(raw_list)\n\n\n\n ... [10 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a482fa1649b42a4ec4a6b713bc6b758170e2273
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TheStack--python--000.parquet
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Complete this Pythoncode:Python code: """ Scatter plot with panning and zooming Shows a scatter plot of a set of random points, with basic Chaco panning and zooming. Interacting with the plot: - Left-mouse-drag pans the plot. - Mouse wheel up and down zooms the plot in and out. - Pressing "z" brings up the Zoom Box, and you can click-drag a rectangular region to zoom. If you use a sequence of zoom boxes, pressing alt-left-arrow and alt-right-arrow moves you forwards and backwards through the "zoom history". """ # Major library imports from numpy import sort from numpy.random import random # Enthought library imports from enable.api import Component, ComponentEditor from traits.api import HasTraits, Instance from traitsui.api import Item, Group, View # Chaco imports from chaco.api import ArrayPlotData, Plot from chaco.tools.api import PanTool, ZoomTool #=============================================================================== # # Create the Chaco plot. #=============================================================================== def _create_plot_component(): # Create some data numpts = 5000 x = sort(random(numpts)) y = random(numpts) # Create a plot data obect and give it this data pd = ArrayPlotData() pd.set_data("index", x) pd.set_data("value", y) # Create the plot plot = Plot(pd) plot.plot(("index", "value"), type="scatter", marker="circle", index_sort="ascending", color="orange", marker_size=3, bgcolor="white") # Tweak some of the plot properties plot.title = "Scatter Plot" plot.line_width = 0.5 plot.padding = 50
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# Attach some tools to the plot plot.tools.append(PanTool(plot, constrain_key="shift")) zoom = ZoomTool(component=plot, tool_mode="box", always_on=False) plot.overlays.append(zoom) return plot #=============================================================================== # Attributes to use for the plot view. size = (650, 650) title = "Basic scatter plot" bg_color="lightgray" #=============================================================================== # # Demo class that is used by the demo.py application. #=============================================================================== class Demo(HasTraits): plot = Instance(Component) traits_view = View( Group( Item('plot', editor=ComponentEditor(size=size, bgcolor=bg_color), show_label=False), orientation = "vertical"), resizable=True, title=title ) def _plot_default(self): return _create_plot_component() demo = Demo() if __name__ == "__main__": demo.configure_traits() #--EOF---
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advanced
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api
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code_completion
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Pythoncode:Python
| 2
| 1
| 2,888
| true
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[{"role": "user", "content": "Complete this Pythoncode:Python code:\n\"\"\"\nScatter plot with panning and zooming\n\nShows a scatter plot of a set of random points, \nwith basic Chaco panning and zooming.\n\nInteracting with the plot:\n\n - Left-mouse-drag pans the plot.\n - Mouse wheel up and down zooms the plot in and out.\n - Pressing \"z\" brings up the Zoom Box, and you can click-drag a rectangular\n region to zoom. If you use a sequence of zoom boxes, pressing alt-left-arrow\n and alt-right-arrow moves you forwards and backwards through the \"zoom\n history\".\n\"\"\"\n\n# Major library imports\nfrom numpy import sort\nfrom numpy.random import random\n\n# Enthought library imports\nfrom enable.api import Component, ComponentEditor\nfrom traits.api import HasTraits, Instance\nfrom traitsui.api import Item, Group, View\n\n# Chaco imports\nfrom chaco.api import ArrayPlotData, Plot\nfrom chaco.tools.api import PanTool, ZoomTool\n\n#===============================================================================\n# # Create the Chaco plot.\n#===============================================================================\ndef _create_plot_component():\n\n # Create some data\n numpts = 5000\n x = sort(random(numpts))\n y = random(numpts)\n\n # Create a plot data obect and give it this data\n pd = ArrayPlotData()\n pd.set_data(\"index\", x)\n pd.set_data(\"value\", y)\n\n # Create the plot\n plot = Plot(pd)\n plot.plot((\"index\", \"value\"),\n type=\"scatter\",\n marker=\"circle\",\n index_sort=\"ascending\",\n color=\"orange\",\n marker_size=3,\n bgcolor=\"white\")\n\n # Tweak some of the plot properties\n plot.title = \"Scatter Plot\"\n plot.line_width = 0.5\n plot.padding = 50"}, {"role": "assistant", "content": "\n\n # Attach some tools to the plot\n plot.tools.append(PanTool(plot, constrain_key=\"shift\"))\n zoom = ZoomTool(component=plot, tool_mode=\"box\", always_on=False)\n plot.overlays.append(zoom)\n\n return plot\n\n#===============================================================================\n# Attributes to use for the plot view.\nsize = (650, 650)\ntitle = \"Basic scatter plot\"\nbg_color=\"lightgray\"\n\n#===============================================================================\n# # Demo class that is used by the demo.py application.\n#===============================================================================\nclass Demo(HasTraits):\n plot = Instance(Component)\n\n traits_view = View(\n Group(\n Item('plot', editor=ComponentEditor(size=size,\n bgcolor=bg_color),\n show_label=False),\n orientation = \"vertical\"),\n resizable=True, title=title\n )\n\n def _plot_default(self):\n return _create_plot_component()\n\ndemo = Demo()\n\nif __name__ == \"__main__\":\n demo.configure_traits()\n\n#--EOF---"}]
| false
| null | null | null |
0a49026066247a3018418704bbd8ff4e56b70f26
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TheStack--python--000.parquet
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Complete this incomplete Pythoncode:Python code: """ Central configuration module of webstr selenium tests. This module provides configuration options along with default values and function to redefine values. """ # Copyright 2016 Red Hat # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging import sys SELENIUM_LOG_LEVEL = logging.INFO SCHEME = 'https' PORT = 443 BROWSER = 'Firefox' BROWSER_VERSION = '' BROWSER_PLATFORM = 'ANY' SELENIUM_S ... code continues ...
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Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: SELENIUM_PORT = 4444 BROWSER_WIDTH = 1280 BROWSER_HEIGHT = 1024
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intermediate
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testing
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incomplete_code
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Pythoncode:Python
| 1
| 0
| 906
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n\"\"\"\nCentral configuration module of webstr selenium tests.\n\nThis module provides configuration options along with default values and\nfunction to redefine values.\n\"\"\"\n\n# Copyright 2016 Red Hat\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 logging\nimport sys\n\n\nSELENIUM_LOG_LEVEL = logging.INFO\nSCHEME = 'https'\nPORT = 443\nBROWSER = 'Firefox'\nBROWSER_VERSION = ''\nBROWSER_PLATFORM = 'ANY'\nSELENIUM_S\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:\nSELENIUM_PORT = 4444\nBROWSER_WIDTH = 1280\nBROWSER_HEIGHT = 1024"}]
| true
|
syntax
|
HARD_CUT
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CRITICAL
|
0a4908d9ecd7f27856ad9555eafa94debe8ca0ea
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: import random class Mutation: def __init__(self, chrom_mut_chance, gen_mut_chance): self.chrom_mut_chance = chrom_mut_chance self.gen_mut_chance = gen_mut_chance def __call__(self, population): chroms_to_mutate = random.sample( population, round(self.chrom_mut_chance * len(population))) for chrom in chroms_to_mutate: genes_to_mutate = random.sample( range(len(chrom)), round(self.gen_mut_chance * len(chrom))) for gt in genes_to_mutate: chrom[gt] = int(not bool(chrom[gt])) return population
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Functions: __init__, __call__ Classes: Mutation This code demonstrates Pythoncode:Python programming.
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advanced
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oop
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code_explanation
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Pythoncode:Python
| 2
| 1
| 641
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport random\n\n\nclass Mutation:\n def __init__(self, chrom_mut_chance, gen_mut_chance):\n self.chrom_mut_chance = chrom_mut_chance\n self.gen_mut_chance = gen_mut_chance\n\n def __call__(self, population):\n chroms_to_mutate = random.sample(\n population,\n round(self.chrom_mut_chance * len(population)))\n for chrom in chroms_to_mutate:\n genes_to_mutate = random.sample(\n range(len(chrom)),\n round(self.gen_mut_chance * len(chrom)))\n for gt in genes_to_mutate:\n chrom[gt] = int(not bool(chrom[gt]))\n return population"}, {"role": "assistant", "content": " Functions: __init__, __call__\n Classes: Mutation\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a4957ae4c91cc14cfa8216c87afffecedc2a26e
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TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import RandomCharacter # Defined in Listing 6.9 def main(): """Main.""" # Create a list of characters chars = createList() # Display the list print("The lowercase letters are:") displayList(chars) # Count the occurrences of each letter counts = countLetters(chars) # Display counts print("The occurrences of each letter are:") displayCounts(counts) def createList(): """Create a list of characters.""" # Create an empty list chars = [] # Create lowercase letters randomly and add them to the list for i in range(100): chars.append(RandomCharacter.getRandomLowerCaseLetter()) # Return the list return chars def displayList(chars): """Display the list of characters.""" # Display the characters in the list 20 on each line for i in range(len(chars)): if (i + 1) % 20 == 0: print(chars[i]) # Complete this line print(chars[i], end=' ') def countLetters(chars): """Count the occurrences of each letter.""" # Create a list of 26 integers with initial value 0 counts = 26 * [0] # For each lowercase letter in the list, count it for i in range(len(chars)): counts[ord(chars[i]) - ord('a')] += 1 return counts def displayCounts(counts): """Display counts.""" for i in range(len(counts)): if (i + 1) % 10 == 0: print(counts[i], chr(i + ord('a'))) else: print(counts[i], chr(i + ord('a')), end=' ') print() main() # Call the main function
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The missing line is: else:
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intermediate
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machine_learning
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fill_in_the_blank
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Pythoncode:Python
| 5
| 0
| 1,551
| true
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[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport RandomCharacter # Defined in Listing 6.9\n\n\ndef main():\n \"\"\"Main.\"\"\"\n # Create a list of characters\n chars = createList()\n\n # Display the list\n print(\"The lowercase letters are:\")\n displayList(chars)\n\n # Count the occurrences of each letter\n counts = countLetters(chars)\n\n # Display counts\n print(\"The occurrences of each letter are:\")\n displayCounts(counts)\n\n\ndef createList():\n \"\"\"Create a list of characters.\"\"\"\n # Create an empty list\n chars = []\n\n # Create lowercase letters randomly and add them to the list\n for i in range(100):\n chars.append(RandomCharacter.getRandomLowerCaseLetter())\n\n # Return the list\n return chars\n\n\ndef displayList(chars):\n \"\"\"Display the list of characters.\"\"\"\n # Display the characters in the list 20 on each line\n for i in range(len(chars)):\n if (i + 1) % 20 == 0:\n print(chars[i])\n # Complete this line\n print(chars[i], end=' ')\n\n\ndef countLetters(chars):\n \"\"\"Count the occurrences of each letter.\"\"\"\n # Create a list of 26 integers with initial value 0\n counts = 26 * [0]\n\n # For each lowercase letter in the list, count it\n for i in range(len(chars)):\n counts[ord(chars[i]) - ord('a')] += 1\n\n return counts\n\n\ndef displayCounts(counts):\n \"\"\"Display counts.\"\"\"\n for i in range(len(counts)):\n if (i + 1) % 10 == 0:\n print(counts[i], chr(i + ord('a')))\n else:\n print(counts[i], chr(i + ord('a')), end=' ')\n print()\n\n\nmain() # Call the main function"}, {"role": "assistant", "content": "The missing line is:\n else:"}]
| false
| null | null | null |
0a498f8f754b453bd4fdad3c6f6282e67b1ff4ac
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TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: """ The Vertica integration will trace queries made using the vertica-python library. Vertica will be automatically instrumented with ``patch_all``, or when using the ``ls-trace-run`` command. Vertica is instrumented on import. To instrument Vertica manually use the ``patch`` function. Note the ordering of the following statements:: from ddtrace import patch patch(vertica=True) import vertica_python # use vertica_python like usual To configure the Vertica integration globally you can use the ``Config`` API:: from ddtrace import config, patch patch(vertica=True) config.vertica['service_name'] = 'my-vertica-database' To configure the Vertica integration on an instance-per-instance basis use the ``Pin`` API:: from ddtrace import Pin, patch, Tracer patch(vertica=True) import vertica_python custom_tracer = Tracer() conn = vertica_python.connect(**YOUR_VERTICA_CONFIG) # override the service and tracer to be used Pin.override(conn, service='myverticaservice', tracer=custom_tracer) """ from ...utils.importlib import require_modules required_modules = ['vertica_python'] with require_modules(required_modules) as missing_modules: if not missing_modules: Error: IndentationError / Expected indented block
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Fixed Code: """ The Vertica integration will trace queries made using the vertica-python library. Vertica will be automatically instrumented with ``patch_all``, or when using the ``ls-trace-run`` command. Vertica is instrumented on import. To instrument Vertica manually use the ``patch`` function. Note the ordering of the following statements:: from ddtrace import patch patch(vertica=True) import vertica_python # use vertica_python like usual To configure the Vertica integration globally you can use the ``Config`` API:: Explanation: Add body to If block or use 'pass' statement
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intermediate
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api
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error_fixing
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Pythoncode:Python
| 0
| 0
| 1,239
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\"\"\"\nThe Vertica integration will trace queries made using the vertica-python\nlibrary.\n\nVertica will be automatically instrumented with ``patch_all``, or when using\nthe ``ls-trace-run`` command.\n\nVertica is instrumented on import. To instrument Vertica manually use the\n``patch`` function. Note the ordering of the following statements::\n\n from ddtrace import patch\n patch(vertica=True)\n\n import vertica_python\n\n # use vertica_python like usual\n\n\nTo configure the Vertica integration globally you can use the ``Config`` API::\n\n from ddtrace import config, patch\n patch(vertica=True)\n\n config.vertica['service_name'] = 'my-vertica-database'\n\n\nTo configure the Vertica integration on an instance-per-instance basis use the\n``Pin`` API::\n\n from ddtrace import Pin, patch, Tracer\n patch(vertica=True)\n\n import vertica_python\n\n custom_tracer = Tracer()\n conn = vertica_python.connect(**YOUR_VERTICA_CONFIG)\n\n # override the service and tracer to be used\n Pin.override(conn, service='myverticaservice', tracer=custom_tracer)\n\"\"\"\n\nfrom ...utils.importlib import require_modules\n\n\nrequired_modules = ['vertica_python']\n\nwith require_modules(required_modules) as missing_modules:\n if not missing_modules:\n\n Error: IndentationError / Expected indented block"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\"\"\"\nThe Vertica integration will trace queries made using the vertica-python\nlibrary.\n\nVertica will be automatically instrumented with ``patch_all``, or when using\nthe ``ls-trace-run`` command.\n\nVertica is instrumented on import. To instrument Vertica manually use the\n``patch`` function. Note the ordering of the following statements::\n\n from ddtrace import patch\n patch(vertica=True)\n\n import vertica_python\n\n # use vertica_python like usual\n\n\nTo configure the Vertica integration globally you can use the ``Config`` API::\n\n\n Explanation: Add body to If block or use 'pass' statement"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
0a49a5caf98b95481017eff59d5dcd3666b0a6ef
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from openid.consumer.discover import OpenIDServiceEndpoint import datadriven class BadLinksTestCase(datadriven.DataDrivenTestCase): cases = [ '', "http://not.in.a.link.tag/", '<link rel="openid.server" href="not.in.html.or.head" />', ] def __init__(self, data):
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • IndentationError at line 12 Fix: Complete the truncated code structure
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 3
| 1
| 308
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom openid.consumer.discover import OpenIDServiceEndpoint\nimport datadriven\n\nclass BadLinksTestCase(datadriven.DataDrivenTestCase):\n cases = [\n '',\n \"http://not.in.a.link.tag/\",\n '<link rel=\"openid.server\" href=\"not.in.html.or.head\" />',\n ]\n\n def __init__(self, data):"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 IndentationError at line 12\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a49e1637a3ffcd5ae7b64809f0205d8b48bfcf6
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: from .base import * SECRET_KEY = get_env_var('SECRET_KEY') CSRF_COOKIE_SECURE = True SESSION_COOKIE_SECURE = True TEMPLATE_LOADERS = ( ('django.template.loaders.cached.Loader', ( 'django.template.loaders.filesystem.Loader', 'django.template.loaders.app_directories.Loader', )), ) EMAIL_BACKEND = 'django.core.mail.backends.smtp.EmailBackend' EMAIL_HOST = 'smtp.gmail.com' EMAIL_HOST_USER = get_env_var('EMAIL_HOST_USER') EMAIL_HOST_PASSWORD = get_env_var('EMAIL_HOST_PASSWORD') EMAIL_PORT = 587 EMAIL_USE_TLS = True DEFAULT_FROM_EMAIL = '' USERENA_USE_HTTPS = True
|
Syntax Analysis:
|
intermediate
|
api
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 602
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nfrom .base import *\n\n\nSECRET_KEY = get_env_var('SECRET_KEY')\n\nCSRF_COOKIE_SECURE = True\n\nSESSION_COOKIE_SECURE = True\n\nTEMPLATE_LOADERS = (\n ('django.template.loaders.cached.Loader', (\n 'django.template.loaders.filesystem.Loader',\n 'django.template.loaders.app_directories.Loader',\n )),\n)\n\nEMAIL_BACKEND = 'django.core.mail.backends.smtp.EmailBackend'\n\nEMAIL_HOST = 'smtp.gmail.com'\n\nEMAIL_HOST_USER = get_env_var('EMAIL_HOST_USER')\n\nEMAIL_HOST_PASSWORD = get_env_var('EMAIL_HOST_PASSWORD')\n\nEMAIL_PORT = 587\n\nEMAIL_USE_TLS = True\n\nDEFAULT_FROM_EMAIL = ''\n\nUSERENA_USE_HTTPS = True"}, {"role": "assistant", "content": " Syntax Analysis:"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a4ab6a6c7a8f22ae4262d99f43041e035e6b535
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: import pandas as pd import argparse import json def generate_graph(df, graph_format='pdf'): g = Digraph('ModelFlow', filename='modelflow.gv', engine='neato', format=graph_format) g.attr(overlap='false') g.attr(splines='true') column_names = df.columns states = [] g.attr('node', shape='ellipse') for column_name in column_names: if column_name[:6] == 'state_': states.append((column_name[6:], column_name)) g.node(column_name[6:]) models = [] g.attr('node', shape='box') for column_name in column_names: if column_name[:6] != 'state_': models.append((column_name.split('_')[0], column_name)) g.node(column_name.split('_')[0]) for column_name in column_names: if column_name[:6] != 'state_': parts = column_name.split('_') state = '_'.join(parts[1:])[6:-7] print(parts[0], state, df[column_name].min(), df[column_name].max()) if df[column_name].min() < 0 and df[column_name].max() <= 0: g.edge(state, parts[0]) elif df[column_name].min() >= 0 and df[column_name].max() > 0: g.edge(parts[0], state) else: g.edge(parts[0], state) g.edge(state, parts[0]) if graph_format == 'json': # TODO: THIS DOES NOT WORK FOR MULTIPLE MODELFLOWS with open('modelflow.gv.json', 'r') as f: return json.load(f) else: g.view() def generate_react_flow_chart(outputs): df = pd.DataFrame() for key, value in outputs['output_states'].items(): df[key] = value['data'] return generate_react_flow_chart_from_df(df) def generate_react_flow_chart_from_df(df): column_names = df.columns nodes = {} # Elipses for column_name in column_names: if column_name[:6] == 'state_': nodes[column_name[6:]] = dict(name=column_name[6:], kind='elipse') # Boxes for column_name in column_names: if column_name[:6] != 'state_': nodes[column_name.split('_')[0]] = dict(name=column_name.split('_')[0], kind='box') edges = [] for column Error: SyntaxError: unterminated string literal
|
Fixed Code: import pandas as pd import argparse import json def generate_graph(df, graph_format='pdf'): g = Digraph('ModelFlow', filename='modelflow.gv', engine='neato', format=graph_format) g.attr(overlap='false') g.attr(splines='true') column_names = df.columns states = [] g.attr('node', shape='ellipse') for column_name in column_names: if column_name[:6] == 'state_': states.append((column_name[6:], column_name)) g.node(column_name[6:]) models = [] g.attr('node', shape='box') for column_name in column_names: if column_name[:6] != 'state_': models.append((column_name.split('_')[0], column_name)) Explanation: Close the string literal with matching quote
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 3
| 0
| 2,216
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nimport pandas as pd\nimport argparse\nimport json\ndef generate_graph(df, graph_format='pdf'):\n g = Digraph('ModelFlow', filename='modelflow.gv', engine='neato', format=graph_format)\n g.attr(overlap='false')\n g.attr(splines='true')\n column_names = df.columns\n states = []\n g.attr('node', shape='ellipse')\n for column_name in column_names:\n if column_name[:6] == 'state_':\n states.append((column_name[6:], column_name))\n g.node(column_name[6:])\n\n models = []\n g.attr('node', shape='box')\n for column_name in column_names:\n if column_name[:6] != 'state_':\n models.append((column_name.split('_')[0], column_name))\n g.node(column_name.split('_')[0])\n\n for column_name in column_names:\n if column_name[:6] != 'state_':\n parts = column_name.split('_')\n state = '_'.join(parts[1:])[6:-7]\n print(parts[0], state, df[column_name].min(),\n df[column_name].max())\n if df[column_name].min() < 0 and df[column_name].max() <= 0:\n g.edge(state, parts[0])\n elif df[column_name].min() >= 0 and df[column_name].max() > 0:\n g.edge(parts[0], state)\n else:\n g.edge(parts[0], state)\n g.edge(state, parts[0])\n\n if graph_format == 'json':\n # TODO: THIS DOES NOT WORK FOR MULTIPLE MODELFLOWS\n with open('modelflow.gv.json', 'r') as f:\n return json.load(f)\n else:\n g.view()\n \n\ndef generate_react_flow_chart(outputs):\n df = pd.DataFrame()\n for key, value in outputs['output_states'].items():\n df[key] = value['data']\n\n return generate_react_flow_chart_from_df(df)\n \n\ndef generate_react_flow_chart_from_df(df):\n column_names = df.columns\n\n nodes = {}\n # Elipses\n for column_name in column_names:\n if column_name[:6] == 'state_':\n nodes[column_name[6:]] = dict(name=column_name[6:], kind='elipse')\n\n # Boxes\n for column_name in column_names:\n if column_name[:6] != 'state_':\n nodes[column_name.split('_')[0]] = dict(name=column_name.split('_')[0], kind='box')\n\n edges = []\n for column\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\nimport pandas as pd\nimport argparse\nimport json\ndef generate_graph(df, graph_format='pdf'):\n g = Digraph('ModelFlow', filename='modelflow.gv', engine='neato', format=graph_format)\n g.attr(overlap='false')\n g.attr(splines='true')\n column_names = df.columns\n states = []\n g.attr('node', shape='ellipse')\n for column_name in column_names:\n if column_name[:6] == 'state_':\n states.append((column_name[6:], column_name))\n g.node(column_name[6:])\n\n models = []\n g.attr('node', shape='box')\n for column_name in column_names:\n if column_name[:6] != 'state_':\n models.append((column_name.split('_')[0], column_name))\n\n Explanation: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a4b453e9f68bd48c8b434b43c7c61e7c47c248d
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: import discord import os import json import datetime import pandas as pd from dateutil.relativedelta import relativedelta from pprint import pprint import base.ColorPrint as CPrint import command.voice_log.Config_Main as CSetting def most_old_Month() : old_month = 1 labels = [] fileNameList = [] while True : filetime = datetime.datetime.today() - relativedelta(months=old_month) m_month = datetime.datetime.strftime(filetime,'%m') m_year = datetime.datetime.strftime(filetime,'%Y') filename = CSetting.baseLogFolder + CSetting.JSONPATH_row + m_year + m_month + ".json" if not os.path.exists( filename ) : old_month -= 1 # 調査用に+1してあるので、実際の値は、これにold_monthに-1したものとなる。 break labels.append( m_year + "/" + m_month ) fileNameList.append( filename ) old_month += 1 return old_month , labels , fileNameList async def makeOldTimeList( client: discord.Client, MonthFileList:list[str] , IndexLabel:list[str], RoleList: list[int] = CSetting.OneMonthOutput_RoleID ): all_df = None for fileName in MonthFileList : df = await makeTimeList( client, Datafile_path=fileName , RoleList=RoleList) #print( "test1" ) pprint( df ) if df is None : break labelname = IndexLabel[MonthFileList.index(fileName)] df = df.rename(columns={'time': labelname }) if MonthFileList.index(fileName) == 0 : all_df = df else : df = df.drop(columns=['name']) all_df = pd.merge(all_df, df , left_index
|
Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 52 - expected ')' • Block at line 14 has no indented body Fix: Close the string literal with matching quote
|
intermediate
|
testing
|
error_detection
|
Pythoncode:Python
| 1
| 0
| 1,435
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nimport discord\nimport os\nimport json\n\nimport datetime\nimport pandas as pd\nfrom dateutil.relativedelta import relativedelta\nfrom pprint import pprint\n\nimport base.ColorPrint as CPrint\n\nimport command.voice_log.Config_Main as CSetting\n\ndef most_old_Month() :\n\n\told_month =\t1\n\tlabels = []\n\tfileNameList = []\n\twhile True :\n\t\tfiletime = datetime.datetime.today() - relativedelta(months=old_month)\n\t\tm_month = datetime.datetime.strftime(filetime,'%m')\n\t\tm_year = datetime.datetime.strftime(filetime,'%Y')\n\t\tfilename = CSetting.baseLogFolder + CSetting.JSONPATH_row + m_year + m_month + \".json\"\n\t\tif not os.path.exists( filename ) :\n\t\t\told_month -= 1 # \u8abf\u67fb\u7528\u306b+1\u3057\u3066\u3042\u308b\u306e\u3067\u3001\u5b9f\u969b\u306e\u5024\u306f\u3001\u3053\u308c\u306bold_month\u306b-1\u3057\u305f\u3082\u306e\u3068\u306a\u308b\u3002\n\t\t\tbreak\n\t\t\n\t\tlabels.append( m_year + \"/\" + m_month )\n\t\tfileNameList.append( filename )\n\n\t\told_month += 1\n\n\treturn old_month , labels , fileNameList\n\nasync def makeOldTimeList( client: discord.Client, MonthFileList:list[str] , IndexLabel:list[str], RoleList: list[int] = CSetting.OneMonthOutput_RoleID ):\n\tall_df = None\n\tfor fileName in MonthFileList :\n\t\tdf = await makeTimeList( client, Datafile_path=fileName , RoleList=RoleList)\n\t\t\n\t\t#print( \"test1\" )\n\t\tpprint( df )\n\t\tif df is None :\n\t\t\tbreak\n\n\t\tlabelname = IndexLabel[MonthFileList.index(fileName)]\n\t\tdf = df.rename(columns={'time': labelname })\n\n\t\tif MonthFileList.index(fileName) == 0 :\n\t\t\tall_df = df\n\t\telse :\n\t\t\tdf = df.drop(columns=['name'])\n\t\t\tall_df = pd.merge(all_df, df , left_index"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: MID_STRING\n Error: SyntaxError: unterminated string literal\n\n Detected Errors:\n \u2022 Code truncated in middle of expression - unexpected EOF\n \u2022 Unclosed '(' at line 52 - expected ')'\n \u2022 Block at line 14 has no indented body\n\n Fix: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a4c02948fcf1ba6f4a5b3cae666b7bb9cd4c29a
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: def ips_between(start, end): calc = lambda n, m: (int(end.split(".")[n]) - int(start.split(".")[n])) * m return calc(0, 256 * 256 * 256) + calc(1, 256 * 256) + calc(2, 256) + calc(3, 1)
|
Code Review: ⚠️ Code quality: Unexpected indentation at line 3
|
beginner
|
general
|
code_review
|
Pythoncode:Python
| 1
| 0
| 194
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\ndef ips_between(start, end):\n calc = lambda n, m: (int(end.split(\".\")[n]) - int(start.split(\".\")[n])) * m\n return calc(0, 256 * 256 * 256) + calc(1, 256 * 256) + calc(2, 256) + calc(3, 1)"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 3"}]
| false
| null | null | null |
0a4c68a0832d4cee3f0250c6c84f885007935c0b
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from abc import ABCMeta, abstractmethod import os from vmaf.tools.misc import make_absolute_path, run_process from vmaf.tools.stats import ListStats class FeatureExtractor(Executor): """ FeatureExtractor takes in a list of assets, and run feature extraction on them, and return a list of corresponding results. A FeatureExtractor must specify a unique type and version combination (by the TYPE and VERSION attribute), so that the Result generated by it can be identified. A derived class of FeatureExtractor must: 1) Override TYPE and VERSION 2) Override _generate_result(self, asset), which call a command-line executable and generate feature scores in a log file. 3) Override _get_feature_scores(self, asset), which read the feature scores from the log file, and return the scores in a dictionary format. For an example, follo ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: """ __metaclass__ = ABCMeta @property
|
advanced
|
database
|
incomplete_code
|
Pythoncode:Python
| 4
| 1
| 898
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom abc import ABCMeta, abstractmethod\nimport os\nfrom vmaf.tools.misc import make_absolute_path, run_process\nfrom vmaf.tools.stats import ListStats\n\nclass FeatureExtractor(Executor):\n \"\"\"\n FeatureExtractor takes in a list of assets, and run feature extraction on\n them, and return a list of corresponding results. A FeatureExtractor must\n specify a unique type and version combination (by the TYPE and VERSION\n attribute), so that the Result generated by it can be identified.\n\n A derived class of FeatureExtractor must:\n 1) Override TYPE and VERSION\n 2) Override _generate_result(self, asset), which call a\n command-line executable and generate feature scores in a log file.\n 3) Override _get_feature_scores(self, asset), which read the feature\n scores from the log file, and return the scores in a dictionary format.\n For an example, follo\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 __metaclass__ = ABCMeta\n\n @property"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a4c9bc797a43e5add896c8bde8af43dfb42905c
|
TheStack--python--000.parquet
|
Explain this Pythoncode:Python code: # -*- coding: utf-8 -*- """ Created by susy at 2019/11/8 """ from dao.dao import DataDao import pytz from dao.models import PanAccounts from cfg import PAN_SERVICE, MASTER_ACCOUNT_ID class BaseService: def __init__(self): self.default_tz = pytz.timezone('Asia/Chongqing') # self.pan_acc: PanAccounts = DataDao.pan_account_list(MASTER_ACCOUNT_ID, False)
|
Functions: __init__ Classes: BaseService This code demonstrates Pythoncode:Python programming.
|
intermediate
|
machine_learning
|
code_explanation
|
Pythoncode:Python
| 1
| 1
| 376
| true
|
[{"role": "user", "content": "Explain this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\"\"\"\nCreated by susy at 2019/11/8\n\"\"\"\nfrom dao.dao import DataDao\nimport pytz\nfrom dao.models import PanAccounts\nfrom cfg import PAN_SERVICE, MASTER_ACCOUNT_ID\n\n\nclass BaseService:\n\n def __init__(self):\n self.default_tz = pytz.timezone('Asia/Chongqing')\n # self.pan_acc: PanAccounts = DataDao.pan_account_list(MASTER_ACCOUNT_ID, False)"}, {"role": "assistant", "content": " Functions: __init__\n Classes: BaseService\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a4ed29474e7c8d2e3be0b36b2cae77e32eb65c8
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: #!/usr/bin/env python3 # -*- coding: utf-8 -*- import torch.nn as nn from .single import attention class MultiHeadedAttention(nn.Module): def __init__(self, d_model, nhead, dropout=0.1): super().__init__() assert d_model % nhead ==0 # we assume d_v always equal d_k self.d_k = d_model // nhead self.nhead = nhead self.linear_layers = nn.ModuleList([nn.Linear(d_model, d_model) for _ in range(3)]) self.output_linear = nn.Linear(d_model, d_model) self.dropout = nn.Dropout(p=dropout) def forward(self, query, key, value, mask=None): if mask is not None:
|
mask = mask.unsqueeze(1) batch_size = query.size(0) # 1) Do all the linear projections in batch from d_model => h x d_k query, key, value = [l(x).view(batch_size, -1, self.nhead, self.d_k).transpose(1, 2) for l, x in zip(self.linear_layers, (query, key, value))] # 2) Apply attention on all the projected vectors in batch. x, attn = attention(query, key, value, mask=mask, dropout=self.dropout) # 3) "Concat" using a view and apply a final linear. x = x.transpose(1, 2).contiguous().view(batch_size, -1, self.nhead * self.d_k) context = self.output_linear(x) return context#, attn
|
advanced
|
testing
|
code_completion
|
Pythoncode:Python
| 2
| 1
| 1,382
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\n#!/usr/bin/env python3\n# -*- coding: utf-8 -*-\n\nimport torch.nn as nn\nfrom .single import attention\n\n\nclass MultiHeadedAttention(nn.Module):\n \n def __init__(self, d_model, nhead, dropout=0.1):\n super().__init__()\n assert d_model % nhead ==0\n \n # we assume d_v always equal d_k\n self.d_k = d_model // nhead\n self.nhead = nhead\n \n self.linear_layers = nn.ModuleList([nn.Linear(d_model, d_model) for _ in range(3)])\n self.output_linear = nn.Linear(d_model, d_model)\n self.dropout = nn.Dropout(p=dropout)\n \n def forward(self, query, key, value, mask=None):\n if mask is not None:"}, {"role": "assistant", "content": "\n mask = mask.unsqueeze(1)\n \n batch_size = query.size(0)\n \n # 1) Do all the linear projections in batch from d_model => h x d_k\n query, key, value = [l(x).view(batch_size, -1, self.nhead, self.d_k).transpose(1, 2)\n for l, x in zip(self.linear_layers, (query, key, value))]\n\n # 2) Apply attention on all the projected vectors in batch.\n x, attn = attention(query, key, value, mask=mask, dropout=self.dropout)\n\n # 3) \"Concat\" using a view and apply a final linear.\n x = x.transpose(1, 2).contiguous().view(batch_size, -1, self.nhead * self.d_k)\n\n context = self.output_linear(x)\n return context#, attn"}]
| false
| null | null | null |
0a4f114d5336abdf79c1eeb8751aaf58a158b4d8
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: import os, time, argparse from datetime import datetime from pm4py.objects.log.importer.csv import factory as csv_importer from pm4py.objects.log.exporter.xes import factory as xes_exporter from pm4py.objects.log.importer.xes import factory as xes_importer from pm4py.objects.petri.importer import pnml as pnml_importer from pm4py.evaluation.replay_fitness import factory as replay_factory from pm4py.evaluation.precision import factory as precision_factory from conf.settings import DATA_PATH def readFile(f_name1, f_name2, unique=False): traces = [] skipped = 0 with open(f_name1) as file: file_contents = file.read() file_contents = file_contents.split("\n") print("Number of train traces are:", str(len(file_contents))) for row in file_contents: if unique: if row not in traces: traces.append(row) else: skipped += 1 else: traces.append(row) with open(f_name2) as file: file_contents = file.read() file_contents = file_contents.split("\n") print("Number of generated traces are:", str(len(file_contents))) # Complete this line if unique: if row not in traces: traces.append(row) else: skipped += 1 else: traces.append(row) f_traces = [] for trace in traces: f_trace = [] t = trace.split(" ") for i in t: if i != "" and "<" not in i: f_trace.append(i) if len(f_trace) > 0: f_traces.append(f_trace) print("Number of traces are:", str(len(f_traces))) print("Number of skipped traces are:", str(skipped)) return f_traces def writeToFile(file, lst): with open(file, 'w') as outfile: for entry in lst: outfile.write(str(entry) + "\n") ... [1 more functiondefs truncated] ...
|
The missing line is: for row in file_contents:
|
intermediate
|
machine_learning
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 2,016
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nimport os, time, argparse\nfrom datetime import datetime\n\nfrom pm4py.objects.log.importer.csv import factory as csv_importer\nfrom pm4py.objects.log.exporter.xes import factory as xes_exporter\nfrom pm4py.objects.log.importer.xes import factory as xes_importer\nfrom pm4py.objects.petri.importer import pnml as pnml_importer\n\nfrom pm4py.evaluation.replay_fitness import factory as replay_factory\nfrom pm4py.evaluation.precision import factory as precision_factory\n\nfrom conf.settings import DATA_PATH\n\ndef readFile(f_name1, f_name2, unique=False):\n traces = []\n\n skipped = 0\n\n with open(f_name1) as file:\n file_contents = file.read()\n file_contents = file_contents.split(\"\\n\")\n print(\"Number of train traces are:\", str(len(file_contents)))\n for row in file_contents:\n if unique:\n if row not in traces:\n traces.append(row)\n else:\n skipped += 1\n else:\n traces.append(row)\n\n with open(f_name2) as file:\n file_contents = file.read()\n file_contents = file_contents.split(\"\\n\")\n print(\"Number of generated traces are:\", str(len(file_contents)))\n # Complete this line\n if unique:\n if row not in traces:\n traces.append(row)\n else:\n skipped += 1\n else:\n traces.append(row)\n\n f_traces = []\n for trace in traces:\n f_trace = []\n t = trace.split(\" \")\n for i in t:\n if i != \"\" and \"<\" not in i:\n f_trace.append(i)\n if len(f_trace) > 0:\n f_traces.append(f_trace)\n\n print(\"Number of traces are:\", str(len(f_traces)))\n print(\"Number of skipped traces are:\", str(skipped))\n return f_traces\n\ndef writeToFile(file, lst):\n with open(file, 'w') as outfile:\n for entry in lst:\n outfile.write(str(entry) + \"\\n\")\n\n\n ... [1 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n for row in file_contents:"}]
| false
| null | null | null |
0a50b1cbdb77a8f4dc63235c790b37c0f8c9b3d2
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: # $ python embed.py from ctypes import cdll lib = cdll.LoadLibrary("../target/release/libembed.dylib") #=> for Mac #lib = cdll.LoadLibrary("../target/release/libembed.so") #=> for Linux lib.process() print("done!")
|
Code Review: ✨ Improvements: Remove debug print() at line 10 before production Code looks good! Consider edge cases Add comprehensive tests
|
intermediate
|
data_processing
|
code_review
|
Pythoncode:Python
| 0
| 0
| 219
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n# $ python embed.py\n\nfrom ctypes import cdll\n\nlib = cdll.LoadLibrary(\"../target/release/libembed.dylib\") #=> for Mac\n#lib = cdll.LoadLibrary(\"../target/release/libembed.so\") #=> for Linux\n\nlib.process()\n\nprint(\"done!\")"}, {"role": "assistant", "content": " Code Review:\n\n\n\u2728 Improvements:\n Remove debug print() at line 10 before production\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
| false
| null | null | null |
0a515a3d5abf09db1a4745bebd807a1a69030c04
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: # coding: utf-8 from __future__ import absolute_import import datetime import re import importlib import six from huaweicloudsdkcore.client import Client, ClientBuilder from huaweicloudsdkcore.exceptions import exceptions from huaweicloudsdkcore.utils import http_utils from huaweicloudsdkcore.sdk_stream_request import SdkStreamRequest class ImageClient(Client): """ :param configuration: .Configuration object for this client :param pool_threads: The number of threads to use for async requests to the API. More threads means more concurrent API requests. """ PRIMITIVE_TYPES = (float, bool, bytes, six.text_type) + six.integer_types NATIVE_TYPES_MAPPING = { 'int': int, 'long': int if six.PY3 e ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: 'float': float, 'str': str, 'bool': bool, 'date': datetime.date, 'datetime': datetime.datetime,
|
advanced
|
api
|
incomplete_code
|
Pythoncode:Python
| 3
| 1
| 752
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n# coding: utf-8\n\nfrom __future__ import absolute_import\n\nimport datetime\nimport re\nimport importlib\n\nimport six\n\nfrom huaweicloudsdkcore.client import Client, ClientBuilder\nfrom huaweicloudsdkcore.exceptions import exceptions\nfrom huaweicloudsdkcore.utils import http_utils\nfrom huaweicloudsdkcore.sdk_stream_request import SdkStreamRequest\n\n\nclass ImageClient(Client):\n \"\"\"\n :param configuration: .Configuration object for this client\n :param pool_threads: The number of threads to use for async requests\n to the API. More threads means more concurrent API requests.\n \"\"\"\n\n PRIMITIVE_TYPES = (float, bool, bytes, six.text_type) + six.integer_types\n NATIVE_TYPES_MAPPING = {\n 'int': int,\n 'long': int if six.PY3 e\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 'float': float,\n 'str': str,\n 'bool': bool,\n 'date': datetime.date,\n 'datetime': datetime.datetime,"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a51f623e8f7d8887b5aa54af4a94e17cde8759e
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: import numpy as np from typing import Optional, Any from pandas import DataFrame from copy import deepcopy from abc import abstractmethod from utils import TimedGenericIterativeAlgorithm import pycsou.core as pcore import pycsou.linop as pl from pycsou.func.penalty import L1Norm from pycsou.func.loss import SquaredL2Loss from pycsou.opt.proxalgs import APGD class GenericFWSolverForLasso(TimedGenericIterativeAlgorithm): def __init__(self, data: np.ndarray, forwardOp: pcore.linop.LinearOperator, lambda_: Optional[float] = None, lambda_factor: Optional[float] = 0.1, min_iter: int = 10, max_iter: int = 500, stopping_strategy: str = 'certificate', accuracy_threshold: float = 1e-4, verbose: Optional[int] = 10, remove_positions: bool = False, remember_iterand: bool = False, decreasing: bool = False, multi_spikes_threshold: float = .7, multi_spikes: bool = True, reweighting: str = 'ista', t_max: float = None): self.data = data self.forwardOp = forwardOp self.stopping_strategy = stopping_strategy self.accuracy_threshold = accuracy_threshold self.multi_spikes = multi_spikes self.multi_spikes_threshold = multi_spikes_threshold self.reweighting = reweighting self.remove_positions = remove_positions self.decreasing = decreasing self.dim = self.forwardOp.shape[1] self.x0 = np.zeros(self.dim) self.dual_certificate_value = 1 / lambda_factor self.new_ind = None self.epsilon = None self.remember_iterand = remember_iterand self.iterand_history = [] init_iterand = {'iterand': self.x0, 'positions': np.array([], dtype=in
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '{' at line 42 - expected '}' • Unclosed '(' at line 42 - expected ')' Fixes: • Complete the expression on the last line • Add closing '}' bracket • Add closing ')' bracket
|
advanced
|
database
|
syntax_repair
|
Pythoncode:Python
| 1
| 1
| 1,740
| true
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\nimport numpy as np\nfrom typing import Optional, Any\nfrom pandas import DataFrame\nfrom copy import deepcopy\nfrom abc import abstractmethod\n\nfrom utils import TimedGenericIterativeAlgorithm\nimport pycsou.core as pcore\nimport pycsou.linop as pl\n\nfrom pycsou.func.penalty import L1Norm\nfrom pycsou.func.loss import SquaredL2Loss\nfrom pycsou.opt.proxalgs import APGD\n\n\nclass GenericFWSolverForLasso(TimedGenericIterativeAlgorithm):\n\n def __init__(self, data: np.ndarray, forwardOp: pcore.linop.LinearOperator, lambda_: Optional[float] = None,\n lambda_factor: Optional[float] = 0.1, min_iter: int = 10, max_iter: int = 500,\n stopping_strategy: str = 'certificate', accuracy_threshold: float = 1e-4, verbose: Optional[int] = 10,\n remove_positions: bool = False, remember_iterand: bool = False, decreasing: bool = False,\n multi_spikes_threshold: float = .7, multi_spikes: bool = True, reweighting: str = 'ista', t_max: float = None):\n\n self.data = data\n self.forwardOp = forwardOp\n self.stopping_strategy = stopping_strategy\n self.accuracy_threshold = accuracy_threshold\n self.multi_spikes = multi_spikes\n self.multi_spikes_threshold = multi_spikes_threshold\n self.reweighting = reweighting\n\n self.remove_positions = remove_positions\n self.decreasing = decreasing\n\n self.dim = self.forwardOp.shape[1]\n self.x0 = np.zeros(self.dim)\n self.dual_certificate_value = 1 / lambda_factor\n self.new_ind = None\n self.epsilon = None\n self.remember_iterand = remember_iterand\n self.iterand_history = []\n init_iterand = {'iterand': self.x0, 'positions': np.array([], dtype=in"}, {"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 42 - expected '}'\n \u2022 Unclosed '(' at line 42 - expected ')'\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing '}' bracket\n \u2022 Add closing ')' bracket"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a52fbe0941050c6bef7a51be53e3c24aa5d63bd
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: #!/usr/bin/env python import unittest from rdflib.graph import ConjunctiveGraph from rdflib.term import URIRef, Literal from rdflib.graph import Graph class TestTrixSerialize(unittest.TestCase): def setUp(self): pass def tearDown(self): pass def testSerialize(self): s1 = URIRef('store:1') r1 = URIRef('resource:1') r2 = URIRef('resource:2') label = URIRef('predicate:label') g1 = Graph(identifier = s1) g1.add((r1, label, Literal("label 1", lang="en"))) g1.add((r1, label, Literal("label 2"))) s2 = URIRef('store:2') g2 = Graph(identifier = s2) g2.add((r2, label, Literal("label 3"))) g = ConjunctiveGraph() for s,p,o in g1.triples((None, None, None)): g.addN([(s,p,o,g1)]) for s,p,o in g2.triples((None, None, None)): g.addN([(s,p,o,g2)]) r3 = URIRef('resource:3') g.add((r3, label, Literal(4))) r = g.serialize(format='trix') g3 = ConjunctiveGraph() from StringIO import StringIO g3.parse(StringIO(r), format='trix') for q in g3.quads((None,None,None)): # TODO: Fix once getGraph/getContext is in conjunctive graph if isinstance(q[3].identifier, URIRef): ... code continues ...
|
Completion: Missing: If block is incomplete - body missing To complete: • Add body to If block or use 'pass' statement Example continuation: tg=Graph(store=g.store, identifier=q[3].identifier) else: # BNode, this is a bit ugly # we cannot match the bnode to the right graph automagically # here I know there is only one anonymous graph,
|
advanced
|
testing
|
incomplete_code
|
Pythoncode:Python
| 3
| 1
| 1,266
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\n#!/usr/bin/env python\n\nimport unittest\n\nfrom rdflib.graph import ConjunctiveGraph\nfrom rdflib.term import URIRef, Literal\nfrom rdflib.graph import Graph\n\n\nclass TestTrixSerialize(unittest.TestCase):\n\n def setUp(self):\n pass\n\n def tearDown(self):\n pass\n\n def testSerialize(self):\n\n s1 = URIRef('store:1')\n r1 = URIRef('resource:1')\n r2 = URIRef('resource:2')\n\n label = URIRef('predicate:label')\n\n g1 = Graph(identifier = s1)\n g1.add((r1, label, Literal(\"label 1\", lang=\"en\")))\n g1.add((r1, label, Literal(\"label 2\")))\n\n s2 = URIRef('store:2')\n g2 = Graph(identifier = s2)\n g2.add((r2, label, Literal(\"label 3\")))\n\n g = ConjunctiveGraph()\n for s,p,o in g1.triples((None, None, None)):\n g.addN([(s,p,o,g1)])\n for s,p,o in g2.triples((None, None, None)):\n g.addN([(s,p,o,g2)])\n r3 = URIRef('resource:3')\n g.add((r3, label, Literal(4)))\n \n \n r = g.serialize(format='trix')\n g3 = ConjunctiveGraph()\n from StringIO import StringIO\n\n g3.parse(StringIO(r), format='trix')\n\n for q in g3.quads((None,None,None)):\n # TODO: Fix once getGraph/getContext is in conjunctive graph\n if isinstance(q[3].identifier, URIRef): \n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: If block is incomplete - body missing\n\n To complete:\n \u2022 Add body to If block or use 'pass' statement\n\n Example continuation:\n tg=Graph(store=g.store, identifier=q[3].identifier)\n else:\n # BNode, this is a bit ugly\n # we cannot match the bnode to the right graph automagically\n # here I know there is only one anonymous graph,"}]
| true
|
syntax
|
MID_BLOCK
|
HIGH
|
0a5476d41706f1feaac0aa6254b09258ce332025
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: #!/usr/bin/env python from sinedon import dbupgrade, dbconfig import updatelib project_dbupgrade = dbupgrade.DBUpgradeTools('projectdata', drop=True) if __name__ = "__main__": updatelib_inst = updatelib.UpdateLib(project_dbupgrade) checkout_version = raw_input('Revert to checkout version, for example, 2.1 -->') if checkout_version != 'trunk': try: map((lambda x:int(x)),checkout_version.split('.')[:2]) except: print "valid versions are 'trunk', '2.1', or '2.1.2' etc" raise checkout_revision = int(raw_input('Revert to checkout revision, for example, 16500 -->')) updatelib_inst.updateDatabaseVersion(checkout_version) print "\033[35mVersion Updated in the database %s\033[0m" % checkout_version updatelib_inst.updateDatabaseRevision(checkout_revision) print "\033[35mRevision Updated in the database as %d\033[0m" % checkout_revision
|
Logical Error Analysis: Error Type: WRONG_OPERATOR Issue: Assignment instead of comparison Severity: CRITICAL Location: Line 7 Buggy code: if __name__ = "__main__": Should be: if __name__ == "__main__": Explanation: Wrong operator will cause logic error Fix: Change operator back to correct one
|
intermediate
|
database
|
logical_errors
|
Pythoncode:Python
| 0
| 0
| 861
| true
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n#!/usr/bin/env python\nfrom sinedon import dbupgrade, dbconfig\nimport updatelib\n\nproject_dbupgrade = dbupgrade.DBUpgradeTools('projectdata', drop=True)\n\nif __name__ = \"__main__\":\n\tupdatelib_inst = updatelib.UpdateLib(project_dbupgrade)\n\tcheckout_version = raw_input('Revert to checkout version, for example, 2.1 -->')\n\tif checkout_version != 'trunk':\n\t\ttry:\n\t\t\tmap((lambda x:int(x)),checkout_version.split('.')[:2])\n\t\texcept:\n\t\t\tprint \"valid versions are 'trunk', '2.1', or '2.1.2' etc\"\n\t\t\traise\n\tcheckout_revision = int(raw_input('Revert to checkout revision, for example, 16500 -->'))\n\tupdatelib_inst.updateDatabaseVersion(checkout_version)\n\tprint \"\\033[35mVersion Updated in the database %s\\033[0m\" % checkout_version\n\tupdatelib_inst.updateDatabaseRevision(checkout_revision)\n\tprint \"\\033[35mRevision Updated in the database as %d\\033[0m\" % checkout_revision"}, {"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 7\n\n Buggy code:\n if __name__ = \"__main__\":\n\n Should be:\n if __name__ == \"__main__\":\n\n Explanation: Wrong operator will cause logic error\n Fix: Change operator back to correct one"}]
| true
|
logical
|
WRONG_OPERATOR
|
CRITICAL
|
0a554fb894afeaf01a54f7e6b34139ca26334475
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from sklearn.linear_model import LogisticRegression from fightchurn.listings.chap8.listing_8_2_logistic_regression import prepare_data, save_regression_model from fightchurn.listings.chap8.listing_8_2_logistic_regression import save_regression_summary, save_dataset_predictions def regression_cparam(data_set_path, C_param): X,y = prepare_data(data_set_path) retain_reg = LogisticRegression( C=C_param, penalty='l1', solver='liblinear', fit_intercept=True) retain_reg.fit(X, y) c_ext = '_c{:.3f}'.format(C_param) Error: SyntaxError / EOF
|
Fixed Code: from sklearn.linear_model import LogisticRegression from fightchurn.listings.chap8.listing_8_2_logistic_regression import prepare_data, save_regression_model from fightchurn.listings.chap8.listing_8_2_logistic_regression import save_regression_summary, save_dataset_predictions def regression_cparam(data_set_path, C_param): X,y = prepare_data(data_set_path) retain_reg = LogisticRegression( C=C_param, penalty='l1', solver='liblinear', fit_intercept=True) retain_reg.fit(X, y) c_ext = '_c{:.3f}'.format(C_param) save_regression_summary(data_set_path,retain_reg,ext=c_ext) save_regression_model(data_set_path,retain_reg,ext=c_ext) save_dataset_predictions(data_set_path,retain_reg,X,ext=c_ext) Explanation: Complete the truncated code structure
|
intermediate
|
database
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 529
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom sklearn.linear_model import LogisticRegression\nfrom fightchurn.listings.chap8.listing_8_2_logistic_regression import prepare_data, save_regression_model\nfrom fightchurn.listings.chap8.listing_8_2_logistic_regression import save_regression_summary, save_dataset_predictions\n\ndef regression_cparam(data_set_path, C_param):\n X,y = prepare_data(data_set_path)\n retain_reg = LogisticRegression( C=C_param, penalty='l1', solver='liblinear', fit_intercept=True)\n retain_reg.fit(X, y)\n c_ext = '_c{:.3f}'.format(C_param)\n\n Error: SyntaxError / EOF"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom sklearn.linear_model import LogisticRegression\nfrom fightchurn.listings.chap8.listing_8_2_logistic_regression import prepare_data, save_regression_model\nfrom fightchurn.listings.chap8.listing_8_2_logistic_regression import save_regression_summary, save_dataset_predictions\n\ndef regression_cparam(data_set_path, C_param):\n X,y = prepare_data(data_set_path)\n retain_reg = LogisticRegression( C=C_param, penalty='l1', solver='liblinear', fit_intercept=True)\n retain_reg.fit(X, y)\n c_ext = '_c{:.3f}'.format(C_param)\n save_regression_summary(data_set_path,retain_reg,ext=c_ext)\n save_regression_model(data_set_path,retain_reg,ext=c_ext)\n save_dataset_predictions(data_set_path,retain_reg,X,ext=c_ext)\n\n\n\n Explanation: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a56848b910320fe7cdd13bea4f9b4579072e4c7
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: #%% [markdown] # # Clustering classique #%% [markdown] # ## import classique import os #%% %load_ext autoreload %autoreload 2 os.chdir('/home/jovyan/work') #%% [markdown] # ## Import iss #%% from iss.tools import Config from iss.tools import Tools from iss.models import SimpleConvAutoEncoder from iss.clustering import ClassicalClustering from iss.clustering import AdvancedClustering from dotenv import find_dotenv, load_dotenv import numpy as np #%% [markdown] # ## Chargement de la config #%% load_dotenv(find_dotenv()) cfg = Config(project_dir = os.getenv("PROJECT_DIR"), mode = os.getenv("MODE")) #%% [markdown] # ## Chargement du modèle #%% ## charger le modèle model_type = 'simple_conv' cfg.get('models')[model_type]['model_name'] = 'model_colab' model = SimpleConvAutoEncoder(cfg.get('models')[model_type]) #%% [markdown] ## Chargement des images #%% filenames = Tools.list_directory_filenames('data/processed/models/autoencoder/train/k/') generator_imgs = Tools.generator_np_picture_from_filenames(filenames, target_size = (27, 48), batch = 496, nb_batch = 10) #%% pictures_id, pictures_preds = Tools.encoded_pictures_from_generator(generator_imgs, model) #%% intermediate_output = pictures_preds.reshape((pictures_preds.shape[0], 3*6*16)) #%% [markdown] # ## ACP # Réduction de la dimension #%% clustering = ClassicalClustering(cfg.get('clustering')['classical'], pictures_id, intermediate_output) #%% clustering.compute_pca() #%% [markdown] # ## Kmeans # Premiers clusters #%% clustering.compute_kmeans() clustering.compute_kmeans_centers() #%% [markdown] # ## CAH # Seconds clusters #%% clustering.compute_cah() clustering.compute_cah_labels() #%% [markdown] # ## Résultats #%% [markdown] # ### Clusters intermediaires #%% fig = plt.figure(1, figsize=(12, 7)) plt.scatter(clustering.pca_reduction[:, 0], clustering.pca_reduction[:, 1], c = clustering.kmeans_labels) #%% [markdown] # ### Clusters finaux #%% plt.scatter(clustering.pca_reduction[:, 0], clustering.pca_reduction[:, 1], c = clustering.final_labels) #%% [markdown] # ### Sauvegarde des modèles #%% clustering.save() #%% # clustering = ClassicalClustering(cfg.get('clustering')['classical']) clustering.load() #%% [markdown] # ## Visualisation des clusters #%% def select_cluster(clustering, id_cluster): return [os.path.join('data/processed/models/autoencoder/train/k/', res[0] + '.jpg') for res in clustering.get_zip_results() if res[2] == id_cluster] #%% from IPython.display import Image #%% for cl in range(0,19): print("Cluster %s" % (cl)) res_tmp = select_cluster(clustering, cl) print(len(res_tmp)) image_array = [Tools.read_np_picture(f, target_size = (54, 96)) for f in res_tmp[:100]] # img = Tools.display_mosaic(image_array, nrow = 10 # fig = plt.figure(1, figsize=(12, 7)) # plt.imshow(img, aspect = 'auto') # plt.show() #%% [markdown] # ## Zoom sur le cluster 0 #%% res_tmp = select_cluster(clustering, 1) #%% print(len(res_tmp)) imag ... [code truncated] ... Error: SyntaxError: unmatched brackets
|
Fixed Code: #%% [markdown] # # Clustering classique #%% [markdown] # ## import classique import os #%% %load_ext autoreload %autoreload 2 os.chdir('/home/jovyan/work') #%% [markdown] # ## Import iss #%% from iss.tools import Config from iss.tools import Tools from iss.models import SimpleConvAutoEncoder from iss.clustering import ClassicalClustering Explanation: Add missing ')' bracket at line 126
|
intermediate
|
machine_learning
|
error_fixing
|
Pythoncode:Python
| 1
| 0
| 3,032
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n#%% [markdown]\n# # Clustering classique\n\n#%% [markdown]\n# ## import classique\nimport os\n\n#%%\n%load_ext autoreload\n%autoreload 2\nos.chdir('/home/jovyan/work')\n\n#%% [markdown]\n# ## Import iss\n\n#%%\nfrom iss.tools import Config\nfrom iss.tools import Tools\nfrom iss.models import SimpleConvAutoEncoder\nfrom iss.clustering import ClassicalClustering\nfrom iss.clustering import AdvancedClustering\nfrom dotenv import find_dotenv, load_dotenv\nimport numpy as np\n\n#%% [markdown]\n#\u00a0## Chargement de la config\n\n#%%\nload_dotenv(find_dotenv())\ncfg = Config(project_dir = os.getenv(\"PROJECT_DIR\"), mode = os.getenv(\"MODE\"))\n\n#%% [markdown]\n#\u00a0## Chargement du mod\u00e8le\n\n#%%\n## charger le mod\u00e8le\nmodel_type = 'simple_conv'\ncfg.get('models')[model_type]['model_name'] = 'model_colab'\nmodel = SimpleConvAutoEncoder(cfg.get('models')[model_type])\n\n#%% [markdown]\n## Chargement des images\n\n#%%\nfilenames = Tools.list_directory_filenames('data/processed/models/autoencoder/train/k/')\ngenerator_imgs = Tools.generator_np_picture_from_filenames(filenames, target_size = (27, 48), batch = 496, nb_batch = 10)\n\n#%%\npictures_id, pictures_preds = Tools.encoded_pictures_from_generator(generator_imgs, model)\n\n#%%\nintermediate_output = pictures_preds.reshape((pictures_preds.shape[0], 3*6*16))\n\n\n#%% [markdown]\n# ## ACP\n# R\u00e9duction de la dimension\n\n#%%\nclustering = ClassicalClustering(cfg.get('clustering')['classical'], pictures_id, intermediate_output)\n\n#%%\nclustering.compute_pca()\n\n\n#%% [markdown]\n# ## Kmeans\n# Premiers clusters\n\n#%%\nclustering.compute_kmeans()\nclustering.compute_kmeans_centers()\n\n#%% [markdown]\n# ## CAH\n# Seconds clusters\n\n#%%\nclustering.compute_cah()\nclustering.compute_cah_labels()\n\n#%% [markdown]\n# ## R\u00e9sultats\n\n#%% [markdown]\n# ### Clusters intermediaires\n#%%\nfig = plt.figure(1, figsize=(12, 7))\nplt.scatter(clustering.pca_reduction[:, 0], clustering.pca_reduction[:, 1], c = clustering.kmeans_labels)\n\n\n#%% [markdown]\n# ### Clusters finaux\n\n#%%\nplt.scatter(clustering.pca_reduction[:, 0], clustering.pca_reduction[:, 1], c = clustering.final_labels)\n\n\n#%% [markdown]\n# ### Sauvegarde des mod\u00e8les\n\n#%%\nclustering.save()\n\n\n#%%\n# clustering = ClassicalClustering(cfg.get('clustering')['classical'])\nclustering.load()\n\n#%% [markdown]\n# ##\u00a0Visualisation des clusters\n\n#%% \ndef select_cluster(clustering, id_cluster):\n return [os.path.join('data/processed/models/autoencoder/train/k/', res[0] + '.jpg') for res in clustering.get_zip_results() if res[2] == id_cluster]\n\n#%%\nfrom IPython.display import Image\n\n#%%\nfor cl in range(0,19):\n print(\"Cluster %s\" % (cl))\n res_tmp = select_cluster(clustering, cl)\n print(len(res_tmp))\n image_array = [Tools.read_np_picture(f, target_size = (54, 96)) for f in res_tmp[:100]]\n # img = Tools.display_mosaic(image_array, nrow = 10\n # fig = plt.figure(1, figsize=(12, 7))\n # plt.imshow(img, aspect = 'auto')\n # plt.show()\n\n\n#%% [markdown]\n#\u00a0##\u00a0Zoom sur le cluster 0\n\n#%%\nres_tmp = select_cluster(clustering, 1)\n\n#%%\nprint(len(res_tmp))\nimag\n\n ... [code truncated] ...\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\n#%% [markdown]\n# # Clustering classique\n\n#%% [markdown]\n# ## import classique\nimport os\n\n#%%\n%load_ext autoreload\n%autoreload 2\nos.chdir('/home/jovyan/work')\n\n#%% [markdown]\n# ## Import iss\n\n#%%\nfrom iss.tools import Config\nfrom iss.tools import Tools\nfrom iss.models import SimpleConvAutoEncoder\nfrom iss.clustering import ClassicalClustering\n\n Explanation: Add missing ')' bracket at line 126"}]
| true
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syntax
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MISSING_BRACKETS
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MEDIUM
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0a56c8065ff434f391ba424536df2984e5ef9221
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TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #!/usr/bin/python3 # -*- coding: utf-8 -*- # ----------------------------------------------------------- # created 02.02.2021, tkaulke # Thomas Kaulke, kaulkth@gmail.com # https://github.com/kaulketh # ----------------------------------------------------------- __author__ = "Thomas Kaulke" __email__ = "kaulketh@gmail.com" import errno import logging import os from logging.config import fileConfig # runtime location this_folder = os.path.dirname(os.path.abspath(__file__)) # define log folder related to location log_folder = os.path.join(this_folder, '../logs') # define ini and log files ini_file = 'debug.ini' info_log_file = log_folder + '/info.log' error_log_file = log_folder + '/error.log' # check if exists or create log folder try: os.makedirs(log_folder, exist_ok=True) # Python>3.2 except TypeError: try: os.makedirs(log_folder) except OSError as exc: # Python >2.5 if exc.errno == errno.EEXIST and os.path.isdir(log_folder): pass else: raise # setup configuration config_file = os.path.join(this_folder, ini_file) fileConfig(config_file, disable_existing_loggers=True) # create handlers handler_info = logging.FileHandler(os.path.join(this_folder, info_log_file)) handler_error = logging.FileHandler(os.path.join(this_folder, error_log_file)) # set levels handler_info.setLevel(logging.INFO) handler_error.setLevel(logging.ERROR) # create formatters and add to handlers format_info = \ logging.Formatter('%(asctime)s %(levelname)s ' '[ %(module)s.%(funcName)s linenr.%(lineno)s ] ' '%(message).180s', datefmt='%Y-%m-%d %H:%M:%S') format_error = \ logging.Formatter( '%(asctime)s %(levelname)s ' '[ %(module)s.%(funcName)s linenr.%(lineno)s ] ' '[ thread: %(threadName)s ] %(message)s') handler_info.setFormatter(format_info) handler_error.setFormatter(format_error) def get_logger(name: str = __name__): logger = logging.getLogger(name) # add handler logger.addHandler(handler_info) logger.addHandler(handler_error) return logger if __name__ == '__main__': pass
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Code Review: ⚠️ Code quality: Unexpected indentation at line 34 Unexpected indentation at line 35 Unexpected indentation at line 37 Unexpected indentation at line 53 Unexpected indentation at line 54 Unexpected indentation at line 55 Unexpected indentation at line 57 Unexpected indentation at line 58 Unexpected indentation at line 59 Unexpected indentation at line 60 Unexpected indentation at line 67 Unexpected indentation at line 68 Unexpected indentation at line 69 Unexpected indentation at line 70 ✨ Improvements: Add docstring to function 'get_logger'
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intermediate
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api
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code_review
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Pythoncode:Python
| 1
| 0
| 2,156
| true
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[{"role": "user", "content": "Review this Pythoncode:Python code:\n#!/usr/bin/python3\n# -*- coding: utf-8 -*-\n\n# -----------------------------------------------------------\n# created 02.02.2021, tkaulke\n# Thomas Kaulke, kaulkth@gmail.com\n# https://github.com/kaulketh\n# -----------------------------------------------------------\n\n__author__ = \"Thomas Kaulke\"\n__email__ = \"kaulketh@gmail.com\"\n\nimport errno\nimport logging\nimport os\nfrom logging.config import fileConfig\n\n# runtime location\nthis_folder = os.path.dirname(os.path.abspath(__file__))\n# define log folder related to location\nlog_folder = os.path.join(this_folder, '../logs')\n\n# define ini and log files\nini_file = 'debug.ini'\ninfo_log_file = log_folder + '/info.log'\nerror_log_file = log_folder + '/error.log'\n\n# check if exists or create log folder\ntry:\n os.makedirs(log_folder, exist_ok=True) # Python>3.2\nexcept TypeError:\n try:\n os.makedirs(log_folder)\n except OSError as exc: # Python >2.5\n if exc.errno == errno.EEXIST and os.path.isdir(log_folder):\n pass\n else:\n raise\n\n# setup configuration\nconfig_file = os.path.join(this_folder, ini_file)\nfileConfig(config_file, disable_existing_loggers=True)\n\n# create handlers\nhandler_info = logging.FileHandler(os.path.join(this_folder, info_log_file))\nhandler_error = logging.FileHandler(os.path.join(this_folder, error_log_file))\n# set levels\nhandler_info.setLevel(logging.INFO)\nhandler_error.setLevel(logging.ERROR)\n\n# create formatters and add to handlers\nformat_info = \\\n logging.Formatter('%(asctime)s %(levelname)s '\n '[ %(module)s.%(funcName)s linenr.%(lineno)s ] '\n '%(message).180s', datefmt='%Y-%m-%d %H:%M:%S')\nformat_error = \\\n logging.Formatter(\n '%(asctime)s %(levelname)s '\n '[ %(module)s.%(funcName)s linenr.%(lineno)s ] '\n '[ thread: %(threadName)s ] %(message)s')\nhandler_info.setFormatter(format_info)\nhandler_error.setFormatter(format_error)\n\n\ndef get_logger(name: str = __name__):\n logger = logging.getLogger(name)\n # add handler\n logger.addHandler(handler_info)\n logger.addHandler(handler_error)\n return logger\n\n\nif __name__ == '__main__':\n pass"}, {"role": "assistant", "content": " Code Review:\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 34\n Unexpected indentation at line 35\n Unexpected indentation at line 37\n Unexpected indentation at line 53\n Unexpected indentation at line 54\n Unexpected indentation at line 55\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 67\n Unexpected indentation at line 68\n Unexpected indentation at line 69\n Unexpected indentation at line 70\n\n\u2728 Improvements:\n Add docstring to function 'get_logger'"}]
| false
| null | null | null |
0a56fc807619248f05b24361a88a0d2de688ca4d
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TheStack--python--000.parquet
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Explain this Pythoncode:Python code: import numpy as np import pytest from mr_uplift.dataset.data_simulation import get_no_noise_data, get_simple_uplift_data, get_observational_uplift_data_1 from mr_uplift.mr_uplift import MRUplift, get_t_data from mr_uplift.keras_model_functionality import prepare_data_optimized_loss import sys import pandas as pd class TestMRUplift(object): def test_get_t_data(self): num_obs_1 = 10 num_obs_2 = 3 test_1 = get_t_data(0, num_obs_1) test_2 = get_t_data(np.array([0, 1]), num_obs_2) test_1_values = np.zeros(num_obs_1).reshape(-1, 1) test_2_values = np.concatenate([np.zeros(num_obs_2).reshape(-1, 1), np.ones(num_obs_2).reshape(-1, 1)], axis=1) assert np.mean(test_1 == test_1_values) == 1 assert np.mean(test_2 == test_2_values) == 1 def test_model_mean_outputs(self): true_ATE = np.array([[0, 0], [1, .5]]) rmse_tolerance = .05 num_obs = 10000 y_no_noise, x_no_noise, tmt_no_noise = get_no_noise_data(num_obs) uplift_model = MRUplift() uplift_model.fit(x_no_noise, y_no_noise, tmt_no_noise.reshape(-1, 1), n_jobs=1) oos_ice = uplift_model.predict_ice(response_transformer = True) assert np.sqrt(np.mean((oos_ice.mean(axis=1) -true_ATE)**2)) < rmse_tolerance def test_model_pred_oos_shapes(self): num_obs = 1000 y, x, t = get_simple_uplift_data(num_obs) t = np.concatenate([t.reshape(-1, 1), np.random.binomial(1, .5, num_obs).reshape(-1, 1)], axis=1) param_grid = dict(num_nodes=[8], dropout=[.1], activation=[ 'relu'], num_layers=[1], epochs=[1], batch_size=[1000]) uplift_model = MRUplift() uplift_model.fit(x, y, t, param_grid = param_grid, n_jobs=1) x_1 = x.copy() x_1 = pd.DataFrame(x_1) x_1.columns = ['var_'+str(x) for x in range(x.shape[1])] y_1 = y.copy() y_1 = pd.DataFrame(y_1) y_1.columns = ['var_'+str(x) for x in range(y.shape[1])] uplift_model_named = MRUplift() uplift_model_named.fit(x_1, y_1, t, param_grid = param_grid, n_jobs=1) assert uplift_model.predict_ice().shape == ( np.unique(t, axis=0).shape[0], num_obs * .7, y.shape[1]) assert uplift_model.predict_ice(x=x).shape == (np.unique(t,axis=0).shape[0], num_obs, y.shape[1]) assert uplift_model.get_erupt_curves() assert uplift_model.get_erupt_curves(x = x, y = y, t = t) assert uplift_model_named.get_erupt_curves() ... [8 more functiondefs truncated] ...
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Functions: test_get_t_data, test_model_mean_outputs, test_model_pred_oos_shapes Classes: TestMRUplift This code demonstrates Pythoncode:Python programming.
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advanced
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testing
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code_explanation
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Pythoncode:Python
| 3
| 1
| 2,681
| true
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[{"role": "user", "content": "Explain this Pythoncode:Python code:\nimport numpy as np\nimport pytest\n\nfrom mr_uplift.dataset.data_simulation import get_no_noise_data, get_simple_uplift_data, get_observational_uplift_data_1\nfrom mr_uplift.mr_uplift import MRUplift, get_t_data\nfrom mr_uplift.keras_model_functionality import prepare_data_optimized_loss\nimport sys\nimport pandas as pd\n\nclass TestMRUplift(object):\n\n def test_get_t_data(self):\n\n num_obs_1 = 10\n num_obs_2 = 3\n\n test_1 = get_t_data(0, num_obs_1)\n test_2 = get_t_data(np.array([0, 1]), num_obs_2)\n\n test_1_values = np.zeros(num_obs_1).reshape(-1, 1)\n test_2_values = np.concatenate([np.zeros(num_obs_2).reshape(-1, 1),\n np.ones(num_obs_2).reshape(-1, 1)], axis=1)\n\n assert np.mean(test_1 == test_1_values) == 1\n assert np.mean(test_2 == test_2_values) == 1\n\n def test_model_mean_outputs(self):\n true_ATE = np.array([[0, 0], [1, .5]])\n rmse_tolerance = .05\n num_obs = 10000\n\n y_no_noise, x_no_noise, tmt_no_noise = get_no_noise_data(num_obs)\n\n uplift_model = MRUplift()\n uplift_model.fit(x_no_noise, y_no_noise, tmt_no_noise.reshape(-1, 1),\n n_jobs=1)\n oos_ice = uplift_model.predict_ice(response_transformer = True)\n\n assert np.sqrt(np.mean((oos_ice.mean(axis=1) -true_ATE)**2)) < rmse_tolerance\n\n def test_model_pred_oos_shapes(self):\n num_obs = 1000\n\n y, x, t = get_simple_uplift_data(num_obs)\n\n t = np.concatenate([t.reshape(-1, 1),\n np.random.binomial(1, .5, num_obs).reshape(-1, 1)], axis=1)\n\n param_grid = dict(num_nodes=[8], dropout=[.1], activation=[\n 'relu'], num_layers=[1], epochs=[1], batch_size=[1000])\n\n uplift_model = MRUplift()\n uplift_model.fit(x, y, t, param_grid = param_grid, n_jobs=1)\n\n x_1 = x.copy()\n x_1 = pd.DataFrame(x_1)\n x_1.columns = ['var_'+str(x) for x in range(x.shape[1])]\n\n y_1 = y.copy()\n y_1 = pd.DataFrame(y_1)\n y_1.columns = ['var_'+str(x) for x in range(y.shape[1])]\n\n uplift_model_named = MRUplift()\n uplift_model_named.fit(x_1, y_1, t, param_grid = param_grid, n_jobs=1)\n\n assert uplift_model.predict_ice().shape == (\n np.unique(t, axis=0).shape[0], num_obs * .7, y.shape[1])\n\n assert uplift_model.predict_ice(x=x).shape == (np.unique(t,axis=0).shape[0],\n num_obs,\n y.shape[1])\n\n assert uplift_model.get_erupt_curves()\n\n assert uplift_model.get_erupt_curves(x = x, y = y, t = t)\n\n assert uplift_model_named.get_erupt_curves()\n\n\n ... [8 more functiondefs truncated] ..."}, {"role": "assistant", "content": " Functions: test_get_t_data, test_model_mean_outputs, test_model_pred_oos_shapes\n Classes: TestMRUplift\n This code demonstrates Pythoncode:Python programming."}]
| false
| null | null | null |
0a5717bafa0ff0998fa59136b620ff9a8093ee50
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TheStack--python--000.parquet
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Find all errors in this Pythoncode:Python code: """ """ import unittest from example_module import COLORS, increment class ExampleTest(unittest.TestCase): """ #TODO """ def test_increment(self): x0 = 0
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Error Analysis: Error Type: MID_STRING Error: SyntaxError: unterminated string literal Detected Errors: • Unterminated string literal at line 1 Fix: Close the string literal with matching quote
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intermediate
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testing
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error_detection
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Pythoncode:Python
| 1
| 1
| 184
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\"\"\"\n\n\"\"\"\n\nimport unittest\n\nfrom example_module import COLORS, increment\n\nclass ExampleTest(unittest.TestCase):\n \"\"\"\n #TODO\n \"\"\"\n def test_increment(self):\n x0 = 0"}, {"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 1\n\n Fix: Close the string literal with matching quote"}]
| true
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syntax
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MID_STRING
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CRITICAL
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0a57479ced46772f03d9c9dc023a3217a695d37d
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TheStack--python--000.parquet
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Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python # Licensed to Cloudera, Inc. under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. Cloudera, Inc. 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
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Syntax Analysis:
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intermediate
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api
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syntax_repair
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Pythoncode:Python
| 4
| 0
| 651
| true
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[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python\n# Licensed to Cloudera, Inc. under one\n# or more contributor license agreements. See the NOTICE file\n# distributed with this work for additional information\n# regarding copyright ownership. Cloudera, Inc. 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, software\n# distributed under the License is distributed on an \"AS IS\" BASIS,\n# WITHOUT WARRANTIES OR CONDITIONS OF"}, {"role": "assistant", "content": " Syntax Analysis:"}]
| true
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syntax
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MID_STRING
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CRITICAL
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0a585a8c735b3266210fbee5416e533aa2feb0c6
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: class Node(object): def __init__(self, name, follow_list, intention, lane): self.name = name self.follow_list = follow_list self.intention = intention self.lane = lane def __eq__(self, other): if isinstance(other, Node): if self.name == other.get_name() and self.follow_list == other.get_follow_list() \ and self.intention == other.get_intention() and self.lane == other.get_lane(): return True return False def get_name(self): return self.name def set_name(self, name): self.name = name def get_follow_list(self): retur
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Fix: Complete the truncated code structure
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advanced
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oop
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error_detection
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Pythoncode:Python
| 10
| 1
| 689
| false
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\r\nclass Node(object):\r\n\r\n def __init__(self, name, follow_list, intention, lane):\r\n self.name = name\r\n self.follow_list = follow_list\r\n self.intention = intention\r\n self.lane = lane\r\n\r\n def __eq__(self, other):\r\n if isinstance(other, Node):\r\n if self.name == other.get_name() and self.follow_list == other.get_follow_list() \\\r\n and self.intention == other.get_intention() and self.lane == other.get_lane():\r\n return True\r\n return False\r\n\r\n def get_name(self):\r\n return self.name\r\n\r\n def set_name(self, name):\r\n self.name = name\r\n\r\n def get_follow_list(self):\r\n retur"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Fix: Complete the truncated code structure"}]
| true
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syntax
|
HARD_CUT
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CRITICAL
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0a58933890bb698e85d3cfefe359ee1effd69d83
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from __future__ import absolute_import from __future__ import division from __future__ import print_function from __future__ import unicode_literals from collections import OrderedDict from moz_sql_parser import parse as parse_sql import pyparsing import re from six.moves.urllib import parse FROM_REGEX = re.compile(' from ("http.*?")', re.IGNORECASE) def get_url(url, headers=0, gid=0, sheet=None): parts = parse.urlparse(url) if parts.path.endswith('/edit'): path = parts.path[:-len('/edit')] else: path = parts.path path = '/'.join((path.rstrip('/'), 'gviz/tq')) qs = parse.parse_qs(parts.query) if 'headers' in qs: headers = int(qs['headers'][-1]) if 'gid' in qs: gid = qs['gid'][-1] if 'sheet' in qs: sheet = qs['sheet'][-1] if parts.fragment.startswith('gid='): gid = parts.fragment[len('gid='):] args = OrderedDict() if headers > 0: args['headers'] = headers if sheet is not None: args['sheet'] = sheet else: args['gid'] = gid params = parse.urlencode(args) return parse.urlunparse( (parts.scheme, parts.netloc, path, None, params, None)) def extract_url(sql): try: return parse_sql(sql)['from'] except pyparsing.ParseException: # fallback to regex to extract from match = FROM_REGEX.search(sql) if match: return match.group(1).strip('"')
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Code Review: ❌ Critical issues: Unterminated string literal at line 56 ⚠️ Code quality: Unexpected indentation at line 19 Unexpected indentation at line 21 Unexpected indentation at line 23 Unexpected indentation at line 26 Unexpected indentation at line 28 Unexpected indentation at line 30 Unexpected indentation at line 37 Unexpected indentation at line 39 Unexpected indentation at line 41 Unexpected indentation at line 43 Unexpected indentation at line 46 Unexpected indentation at line 52 Unexpected indentation at line 54 Unexpected indentation at line 55 ✨ Improvements: Add closing quote at line 56 Add docstring to function 'get_url'
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intermediate
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api
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code_review
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Pythoncode:Python
| 2
| 0
| 1,451
| true
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[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom __future__ import absolute_import\nfrom __future__ import division\nfrom __future__ import print_function\nfrom __future__ import unicode_literals\n\nfrom collections import OrderedDict\n\nfrom moz_sql_parser import parse as parse_sql\nimport pyparsing\nimport re\nfrom six.moves.urllib import parse\n\n\nFROM_REGEX = re.compile(' from (\"http.*?\")', re.IGNORECASE)\n\n\ndef get_url(url, headers=0, gid=0, sheet=None):\n parts = parse.urlparse(url)\n if parts.path.endswith('/edit'):\n path = parts.path[:-len('/edit')]\n else:\n path = parts.path\n path = '/'.join((path.rstrip('/'), 'gviz/tq'))\n\n qs = parse.parse_qs(parts.query)\n if 'headers' in qs:\n headers = int(qs['headers'][-1])\n if 'gid' in qs:\n gid = qs['gid'][-1]\n if 'sheet' in qs:\n sheet = qs['sheet'][-1]\n\n if parts.fragment.startswith('gid='):\n gid = parts.fragment[len('gid='):]\n\n args = OrderedDict()\n if headers > 0:\n args['headers'] = headers\n if sheet is not None:\n args['sheet'] = sheet\n else:\n args['gid'] = gid\n params = parse.urlencode(args)\n\n return parse.urlunparse(\n (parts.scheme, parts.netloc, path, None, params, None))\n\n\ndef extract_url(sql):\n try:\n return parse_sql(sql)['from']\n except pyparsing.ParseException:\n # fallback to regex to extract from\n match = FROM_REGEX.search(sql)\n if match:\n return match.group(1).strip('\"')"}, {"role": "assistant", "content": " Code Review:\n\n\n\u274c Critical issues:\n Unterminated string literal at line 56\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 23\n Unexpected indentation at line 26\n Unexpected indentation at line 28\n Unexpected indentation at line 30\n Unexpected indentation at line 37\n Unexpected indentation at line 39\n Unexpected indentation at line 41\n Unexpected indentation at line 43\n Unexpected indentation at line 46\n Unexpected indentation at line 52\n Unexpected indentation at line 54\n Unexpected indentation at line 55\n\n\u2728 Improvements:\n Add closing quote at line 56\n Add docstring to function 'get_url'"}]
| false
| null | null | null |
0a58e531ca2dae9287cb878ce3e08653ca7ffa30
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved import json from pathlib import Path import numpy as np import torch from PIL import Image from panopticapi.utils import rgb2id # from util.box_ops import masks_to_boxes from .construction import make_construction_transforms import logging def box_xywh_to_xyxy(x): xs, ys, w, h = x.unbind(-1) b = [xs, ys, (xs + w), (ys + h)] return torch.stack(b, dim=-1) def masks_to_boxes(segments): boxes = [] labels = [] iscrowd = [] area = [] for ann in segments: if len(ann["bbox"]) == 4: boxes.append(ann["bbox"]) area.append(ann['area']) else: boxes.append([0, 0, 2, 2]) area.append(4) labels.append(ann["category_id"]) iscrowd.append(ann['iscrowd']) if len(boxes) == 0 and len(labels) == 0: boxes.append([0, 0, 2, 2]) labels.append(1) area.append(4) iscrowd.append(0)
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boxes = torch.tensor(boxes, dtype=torch.int64) labels = torch.tensor(labels, dtype=torch.int64) iscrowd = torch.tensor(iscrowd) area = torch.tensor(area) boxes = box_xywh_to_xyxy(boxes) return boxes, labels, iscrowd, area class ConstructionPanoptic: def __init__(self, img_folder, ann_folder, ann_file, transforms=None, return_masks=True): with open(ann_file, "r") as f: self.coco = json.load(f) # sort 'images' field so that they are aligned with 'annotations' # i.e., in alphabetical order self.coco["images"] = sorted(self.coco["images"], key=lambda x: x["id"]) # sanity check if "annotations" in self.coco: for img, ann in zip(self.coco["images"], self.coco["annotations"]): assert img["file_name"][:-4] == ann["file_name"][:-4] self.img_folder = img_folder self.ann_folder = ann_folder self.ann_file = ann_file self.transforms = transforms self.return_masks = return_masks ... [4 more functiondefs truncated] ...
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advanced
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testing
|
code_completion
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Pythoncode:Python
| 3
| 1
| 2,080
| true
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[{"role": "user", "content": "Complete this Pythoncode:Python code:\n# Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved\nimport json\nfrom pathlib import Path\n\nimport numpy as np\nimport torch\nfrom PIL import Image\n\nfrom panopticapi.utils import rgb2id\n# from util.box_ops import masks_to_boxes\n\nfrom .construction import make_construction_transforms\n\nimport logging\n\n\ndef box_xywh_to_xyxy(x):\n xs, ys, w, h = x.unbind(-1)\n b = [xs, ys, (xs + w), (ys + h)]\n return torch.stack(b, dim=-1)\n\n\ndef masks_to_boxes(segments):\n boxes = []\n labels = []\n iscrowd = []\n area = []\n\n for ann in segments:\n if len(ann[\"bbox\"]) == 4:\n boxes.append(ann[\"bbox\"])\n area.append(ann['area'])\n else:\n boxes.append([0, 0, 2, 2])\n area.append(4)\n labels.append(ann[\"category_id\"])\n iscrowd.append(ann['iscrowd'])\n \n if len(boxes) == 0 and len(labels) == 0:\n boxes.append([0, 0, 2, 2])\n labels.append(1)\n area.append(4)\n iscrowd.append(0)"}, {"role": "assistant", "content": "\n\n boxes = torch.tensor(boxes, dtype=torch.int64)\n labels = torch.tensor(labels, dtype=torch.int64)\n iscrowd = torch.tensor(iscrowd)\n area = torch.tensor(area)\n boxes = box_xywh_to_xyxy(boxes)\n return boxes, labels, iscrowd, area\n\nclass ConstructionPanoptic:\n def __init__(self, img_folder, ann_folder, ann_file, transforms=None, return_masks=True):\n with open(ann_file, \"r\") as f:\n self.coco = json.load(f)\n\n # sort 'images' field so that they are aligned with 'annotations'\n # i.e., in alphabetical order\n self.coco[\"images\"] = sorted(self.coco[\"images\"], key=lambda x: x[\"id\"])\n # sanity check\n if \"annotations\" in self.coco:\n for img, ann in zip(self.coco[\"images\"], self.coco[\"annotations\"]):\n assert img[\"file_name\"][:-4] == ann[\"file_name\"][:-4]\n\n self.img_folder = img_folder\n self.ann_folder = ann_folder\n self.ann_file = ann_file\n self.transforms = transforms\n self.return_masks = return_masks\n\n\n ... [4 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a5afdc282108af1d03f7c2caaa0527030efeee6
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!python """ ANNOTATE FUNCTIONS WITH TIME AND SPACE COMPLEXITY!!!!! """ def linear_search(array, item): """return the first index of item in array or None if item is not found""" return linear_search_iterative(array, item) # return linear_search_recursive(array, item) def linear_search_iterative(array, item): """Time complexity: O(n because you iterate through n amount of items in array Space Complexity: O(n) because there are n amount of items""" # loop over all array values until item is found for index, value in enumerate(array): #O(n) if item == value: #O(1) return index # found O(1) return None # not found O(1) def linear_search_recursive(array, item, index=0): """Time complexity: O(n) because you are returning the function continuously until index equals to nth-item """ if len(array) <= index: return index if array[index] == item: return index else: return linear_search_recursive(array, item, index + 1) def binary_search(array, item): """return the index of item in sorted array or None if item is not found""" return binary_search_iterative(array, item) # return binary_search_recursive(array, item) def binary_search_iterative(array, item): """Time Complexity: O(log*n) because you are constantly dividing the length of array by 2 until array length is 1 Space Complexity: O(1) """ left, right = 0, len(array) - 1 if len(array) == 0: return None while left <= right: middle = left + (right - left) // 2 if item == array[middle]: return middle elif item > array[middle]: left = middle + 1 else: right = middle - 1 return None def binary_search_recursive(array, item, left=None, right=None): """Time Complexity: O(log*n) Space Complexity: 0(log*n) recursion call stack space""" # TODO: implement binary search recursively here if left is None and right is None: left, right = 0, len(array) - 1 middle = left + (right - left) // 2 if left > right: return None if array[middle] == item: return middle elif item > array[middle]: return binary_search_recursive(array, item, middle + 1, right) else: return binary_search_recursive(array, item, left, middle - 1)
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Syntax Analysis: Syntax Errors Found: • Unterminated string literal at line 3 • Unclosed '(' at line 19 - expected ')' Fixes: • Add closing quote at line 3 • Add closing ')' bracket • Unresolved TODO/FIXME at line 73
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advanced
|
general
|
syntax_repair
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Pythoncode:Python
| 6
| 0
| 2,449
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!python\n\n\"\"\"\nANNOTATE FUNCTIONS WITH TIME AND SPACE COMPLEXITY!!!!!\n\n\"\"\"\n\n\n\n\ndef linear_search(array, item):\n \"\"\"return the first index of item in array or None if item is not found\"\"\"\n\n return linear_search_iterative(array, item)\n # return linear_search_recursive(array, item)\n\n\ndef linear_search_iterative(array, item):\n \"\"\"Time complexity: O(n because you iterate through n amount of items in array\n Space Complexity: O(n) because there are n amount of items\"\"\"\n # loop over all array values until item is found\n for index, value in enumerate(array): #O(n)\n if item == value: #O(1)\n return index # found O(1)\n return None # not found O(1)\n\n\ndef linear_search_recursive(array, item, index=0):\n \"\"\"Time complexity: O(n) because you are returning the function continuously until index equals to nth-item\n \"\"\"\n\n if len(array) <= index:\n return index\n\n if array[index] == item:\n return index\n else:\n return linear_search_recursive(array, item, index + 1)\n\n\ndef binary_search(array, item):\n \"\"\"return the index of item in sorted array or None if item is not found\"\"\"\n\n return binary_search_iterative(array, item)\n # return binary_search_recursive(array, item)\n\n\ndef binary_search_iterative(array, item):\n \"\"\"Time Complexity: O(log*n) because you are constantly dividing the length of array by 2 until array length is 1\n Space Complexity: O(1) \"\"\"\n left, right = 0, len(array) - 1\n\n if len(array) == 0:\n return None\n\n while left <= right:\n middle = left + (right - left) // 2\n\n if item == array[middle]:\n return middle\n\n elif item > array[middle]:\n left = middle + 1\n else:\n right = middle - 1\n \n return None\n\n\ndef binary_search_recursive(array, item, left=None, right=None):\n \"\"\"Time Complexity: O(log*n)\n Space Complexity: 0(log*n) recursion call stack space\"\"\"\n # TODO: implement binary search recursively here\n if left is None and right is None:\n left, right = 0, len(array) - 1\n\n middle = left + (right - left) // 2\n\n if left > right:\n return None\n\n if array[middle] == item:\n return middle\n elif item > array[middle]:\n return binary_search_recursive(array, item, middle + 1, right)\n else:\n return binary_search_recursive(array, item, left, middle - 1)"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unterminated string literal at line 3\n \u2022 Unclosed '(' at line 19 - expected ')'\n\n Fixes:\n \u2022 Add closing quote at line 3\n \u2022 Add closing ')' bracket\n \u2022 Unresolved TODO/FIXME at line 73"}]
| true
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syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0a5cd9823d91b39775866f431a665d36a045cbd2
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/python ''' memory class stored in sqlite data base holds raw input and memories in parse taged columns ''' import sys import re import sqlite3 import os from datetime import date, datetime from pattern.en import parse from pattern.en import pprint from pattern.en import parsetree from pattern.en import wordnet from pattern.en import pluralize, singularize from pattern.en import conjugate, lemma, lexeme #dir = os.path.dirname(os.path.abspath(__file__)) dir = '/home/erni/catkin_ws/src/max_ros/max_ai/src/max_ai/' RM = sqlite3.connect(dir +'robbie_memory.sqlite') #RM = sqlite3.connect(dir + '/data/robbie_memory.db') cursor = RM.cursor() # Information about a single concept class conceptClass: def __init__(self, state='none', locality='none'): self.state = state # what/how is 'concept' self.reference = 'none' # unused self.locality = locality # where is 'concept' self.person = '3sg' # e.g. a thing is 3rd-person, singular self.isProperNoun = False # True if proper noun: e.g. Robert self.properties = {} # Dict of custom properties, e.g. 'age' = 39, 'color' = 'blue' # Robbie memory class. Collection of concepts class memoryClass(): def __init__(self): self.concepts = {} self.person = {'I': '1sg', 'you': '2sg' } self.posessivePronouns = {'1sg': 'my', '2sg': 'your', '3sg': 'its' } # Complete this line def add(self, c): # add oncept to raw_input table in robbie_memory # x= # dt = datetime.now() # RM.execute("insert into RAW_INPUT (RAW, DATE) values (?, ?)",(c, dt)) # RM.commit() self.concepts[c] = conceptClass() if c in self.person: self.concepts[c].person = self.person[c] else: self.concepts[c].person = '3sg' # Return True if concept 'c' (string) is in memory def known(self, c): cursor.execute('''SELECT concept, location FROM memory WHERE concept =?''', (c,)) user = cursor.fetchone() # if user == 'None': return user def add_memory(self, a, b): c = '3sg' dt = datetime.now() RM.execute("insert into memory (concept, location, person,DATE) values (?, ?, ?, ?)", (a, b, c, dt)) RM.commit() def update_memory(self, a, b): cursor.execute('''UPDATE memory SET location = ? WHERE concept = ? ''', (b, a)) RM.commit() def search_memory(self, a): cursor.execute('''SELECT concept,location, person FROM memory WHERE concept =?''', (a,)) user = cursor.fetchone() return user def search_profile(self, a): cursor.execute('''SELECT value FROM profile WHERE item =?''', (a,)) user = cursor.fetchone() return user def Dump(self): return (self.concepts.state)
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The missing line is: # Add a concept to memory
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advanced
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database
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fill_in_the_blank
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Pythoncode:Python
| 9
| 2
| 2,994
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/python\n\n'''\nmemory class \nstored in sqlite data base\nholds raw input and memories in parse taged columns\n\n'''\n\nimport sys\nimport re\nimport sqlite3\nimport os\n\nfrom datetime import date, datetime\nfrom pattern.en import parse\nfrom pattern.en import pprint\nfrom pattern.en import parsetree\nfrom pattern.en import wordnet\nfrom pattern.en import pluralize, singularize\nfrom pattern.en import conjugate, lemma, lexeme\n#dir = os.path.dirname(os.path.abspath(__file__))\ndir = '/home/erni/catkin_ws/src/max_ros/max_ai/src/max_ai/'\nRM = sqlite3.connect(dir +'robbie_memory.sqlite')\n#RM = sqlite3.connect(dir + '/data/robbie_memory.db')\ncursor = RM.cursor()\n\n\n# Information about a single concept\nclass conceptClass:\n def __init__(self, state='none', locality='none'):\n self.state = state # what/how is 'concept'\n self.reference = 'none' # unused\n self.locality = locality # where is 'concept'\n self.person = '3sg' # e.g. a thing is 3rd-person, singular\n self.isProperNoun = False # True if proper noun: e.g. Robert\n self.properties = {} # Dict of custom properties, e.g. 'age' = 39, 'color' = 'blue'\n\n\n# Robbie memory class. Collection of concepts\nclass memoryClass():\n def __init__(self):\n self.concepts = {}\n self.person = {'I': '1sg',\n 'you': '2sg'\n }\n self.posessivePronouns = {'1sg': 'my',\n '2sg': 'your',\n '3sg': 'its'\n }\n\n # Complete this line\n def add(self, c):\n # add oncept to raw_input table in robbie_memory\n # x=\n # dt = datetime.now()\n # RM.execute(\"insert into RAW_INPUT (RAW, DATE) values (?, ?)\",(c, dt))\n # RM.commit()\n\n self.concepts[c] = conceptClass()\n if c in self.person:\n self.concepts[c].person = self.person[c]\n\n else:\n self.concepts[c].person = '3sg'\n\n # Return True if concept 'c' (string) is in memory\n def known(self, c):\n cursor.execute('''SELECT concept, location FROM memory WHERE concept =?''', (c,))\n user = cursor.fetchone()\n # if user == 'None':\n return user\n\n def add_memory(self, a, b):\n c = '3sg'\n dt = datetime.now()\n RM.execute(\"insert into memory (concept, location, person,DATE) values (?, ?, ?, ?)\", (a, b, c, dt))\n RM.commit()\n\n def update_memory(self, a, b):\n cursor.execute('''UPDATE memory SET location = ? WHERE concept = ? ''', (b, a))\n RM.commit()\n\n def search_memory(self, a):\n cursor.execute('''SELECT concept,location, person FROM memory WHERE concept =?''', (a,))\n user = cursor.fetchone()\n return user\n\n def search_profile(self, a):\n cursor.execute('''SELECT value FROM profile WHERE item =?''', (a,))\n user = cursor.fetchone()\n return user\n\n def Dump(self):\n return (self.concepts.state)"}, {"role": "assistant", "content": "The missing line is:\n # Add a concept to memory"}]
| false
| null | null | null |
0a5d7faf0aee2e49257e320032c83e577c7a4db4
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: #!/usr/bin/env python '''imshow with masked array input and out-of-range colors. The second subplot illustrates the use of BoundaryNorm to get a filled contour effect. ''' from pylab import * from numpy import ma import matplotlib.colors as colors delta = 0.025 x = y = arange(-3.0, 3.0, delta) X, Y = meshgrid(x, y) Z1 = bivariate_normal(X, Y, 1.0, 1.0, 0.0, 0.0) Z2 = bivariate_normal(X, Y, 1.5, 0.5, 1, 1) Z = 10 * (Z2-Z1) # difference of Gaussians # Set up a colormap: palette = cm.gray palette.set_over('r', 1.0) palette.set_under('g', 1.0) palette.set_bad('b', 1.0) # Alternatively, we could use # palette.set_bad(alpha = 0.0) # to make the bad region transparent. This is the default. # If you comment out all the palette.set* lines, you will see # all the defaults; under and over will be colored with the # first and last colors in the palette, respectively. Zm = ma.masked_where(Z > 1.2, Z) # Complete this line # By setting vmin and vmax in the norm, we establish the # range to which the regular palette color scale is applied. # Anything above that range is colored based on palette.set_over, etc. subplot(1,2,1) im = imshow(Zm, interpolation='bilinear', cmap=palette, norm = colors.Normalize(vmin = -1.0, vmax = 1.0, clip = False), origin='lower', extent=[-3,3,-3,3]) title('Green=low, Red=high, Blue=bad') colorbar(im, extend='both', orientation='horizontal', shrink=0.8) subplot(1,2,2) im = imshow(Zm, interpolation='nearest', cmap=palette, norm = colors.BoundaryNorm([-1, -0.5, -0.2, 0, 0.2, 0.5, 1], ncolors=256, clip = False), origin='lower', extent=[-3,3,-3,3]) title('With BoundaryNorm') colorbar(im, extend='both', spacing='proportional', orientation='horizontal', shrink=0.8) show()
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The missing line is:
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intermediate
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database
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fill_in_the_blank
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Pythoncode:Python
| 0
| 0
| 1,768
| true
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[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n#!/usr/bin/env python\n'''imshow with masked array input and out-of-range colors.\n\n The second subplot illustrates the use of BoundaryNorm to\n get a filled contour effect.\n'''\n\nfrom pylab import *\nfrom numpy import ma\nimport matplotlib.colors as colors\n\ndelta = 0.025\nx = y = arange(-3.0, 3.0, delta)\nX, Y = meshgrid(x, y)\nZ1 = bivariate_normal(X, Y, 1.0, 1.0, 0.0, 0.0)\nZ2 = bivariate_normal(X, Y, 1.5, 0.5, 1, 1)\nZ = 10 * (Z2-Z1) # difference of Gaussians\n\n# Set up a colormap:\npalette = cm.gray\npalette.set_over('r', 1.0)\npalette.set_under('g', 1.0)\npalette.set_bad('b', 1.0)\n# Alternatively, we could use\n# palette.set_bad(alpha = 0.0)\n# to make the bad region transparent. This is the default.\n# If you comment out all the palette.set* lines, you will see\n# all the defaults; under and over will be colored with the\n# first and last colors in the palette, respectively.\nZm = ma.masked_where(Z > 1.2, Z)\n # Complete this line\n# By setting vmin and vmax in the norm, we establish the\n# range to which the regular palette color scale is applied.\n# Anything above that range is colored based on palette.set_over, etc.\n\nsubplot(1,2,1)\nim = imshow(Zm, interpolation='bilinear',\n cmap=palette,\n norm = colors.Normalize(vmin = -1.0, vmax = 1.0, clip = False),\n origin='lower', extent=[-3,3,-3,3])\ntitle('Green=low, Red=high, Blue=bad')\ncolorbar(im, extend='both', orientation='horizontal', shrink=0.8)\n\nsubplot(1,2,2)\nim = imshow(Zm, interpolation='nearest',\n cmap=palette,\n norm = colors.BoundaryNorm([-1, -0.5, -0.2, 0, 0.2, 0.5, 1],\n ncolors=256, clip = False),\n origin='lower', extent=[-3,3,-3,3])\ntitle('With BoundaryNorm')\ncolorbar(im, extend='both', spacing='proportional',\n orientation='horizontal', shrink=0.8)\n\nshow()"}, {"role": "assistant", "content": "The missing line is:"}]
| false
| null | null | null |
0a5e25995315baeb1a8d9bd6a0b259803f947416
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TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from pydantic import BaseModel, validator, Field from typing import List, Dict from datetime impor
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Invalid syntax at line 4: from datetime impor Fix: Complete the truncated code structure
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beginner
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machine_learning
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error_detection
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Pythoncode:Python
| 0
| 1
| 99
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n\nfrom pydantic import BaseModel, validator, Field\nfrom typing import List, Dict\nfrom datetime impor"}, {"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 Invalid syntax at line 4: from datetime impor\n\n\n Fix: Complete the truncated code structure"}]
| true
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syntax
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HARD_CUT
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CRITICAL
|
0a5ebfcd3225195296a0dbc5f193ada9ab19e141
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TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: import discord from discord.ext import commands import requests import random from box import Box class WildMemes(commands.Cog): """ Randomly spawns memes. """ subreddits = [ "dankmemes", "wholesomememes", "memes", "terriblefacebookmemes", "historymemes", "me_irl", "2meirl4meirl", "fellowkids", "tumblr" ] def __init__(self, bot): self.bot = bot @commands.Cog.listener() async def on_message(self, message): if message.author == self.bot.user: return elif random.randint(0, 100) < 25: async with message.channel.typing(): chosen_sub = random.choice(self.subreddits) r = requests.get(f"https://api.reddit.com/r/{chosen_sub}/top.json?sort=top&t=day&limit=500", headers={'User-agent': 'Super Bot 9000'}) r = r.json() boxed = Box(r) data = (random.choice(boxed.data.children)).data image = data.url upvotes = data.ups title = data.title subreddit = data.subreddit_name_prefixed embed = discord.Embed(title=f'Meme Title: {title}', color=0x6bdcd7) embed.set_author(name="A wild meme has appeared!") embed.set_image(url=image) embed.set_footer(text=f"On {subreddit} with {upvotes} upvotes.") await message.channel.send(embed=embed) def setup(bot): ... code continues ...
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Completion: Missing: Function 'setup' is incomplete - body truncated To complete: • Complete the function 'setup' body and add missing return Example continuation: bot.add_cog(WildMemes(bot))
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advanced
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api
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incomplete_code
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Pythoncode:Python
| 2
| 1
| 1,516
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nimport discord\nfrom discord.ext import commands\nimport requests\nimport random\nfrom box import Box\n\nclass WildMemes(commands.Cog):\n \"\"\"\n Randomly spawns memes.\n \"\"\"\n subreddits = [\n \"dankmemes\",\n \"wholesomememes\",\n \"memes\",\n \"terriblefacebookmemes\",\n \"historymemes\",\n \"me_irl\",\n \"2meirl4meirl\",\n \"fellowkids\",\n \"tumblr\"\n ]\n\n def __init__(self, bot):\n self.bot = bot\n\n @commands.Cog.listener()\n async def on_message(self, message):\n if message.author == self.bot.user:\n return\n\n elif random.randint(0, 100) < 25:\n async with message.channel.typing():\n chosen_sub = random.choice(self.subreddits)\n r = requests.get(f\"https://api.reddit.com/r/{chosen_sub}/top.json?sort=top&t=day&limit=500\",\n headers={'User-agent': 'Super Bot 9000'})\n r = r.json()\n boxed = Box(r)\n data = (random.choice(boxed.data.children)).data\n image = data.url\n upvotes = data.ups\n title = data.title\n subreddit = data.subreddit_name_prefixed\n embed = discord.Embed(title=f'Meme Title: {title}', color=0x6bdcd7)\n embed.set_author(name=\"A wild meme has appeared!\")\n embed.set_image(url=image)\n embed.set_footer(text=f\"On {subreddit} with {upvotes} upvotes.\")\n await message.channel.send(embed=embed)\n\n\ndef setup(bot):\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'setup' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'setup' body and add missing return\n\n Example continuation:\n bot.add_cog(WildMemes(bot))"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
0a5ef02906722fedfa7e1972d812a70076441239
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/python ################################################################################ # 20bdcef0-5cc5-11e4-af55-00155d01fe08 # # Justin Dierking # justindierking@hardbitsolutions.com # phnomcobra@gmail.com # # 10/24/2014 Original Construction ################################################################################ class Finding: def __init__(self): self.output = [] self.is_compliant = False self.uuid = "20bdcef0-5cc5-11e4-af55-00155d01fe08" def check(self, c
|
Syntax Analysis: Syntax Errors Found: • Unclosed '(' at line 18 - expected ')' • SyntaxError: '(' was never closed at line 18 Fixes: • Add closing ')' bracket • Review code syntax
|
advanced
|
ui
|
syntax_repair
|
Pythoncode:Python
| 3
| 1
| 525
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/python\n################################################################################\n# 20bdcef0-5cc5-11e4-af55-00155d01fe08\n#\n# Justin Dierking\n# justindierking@hardbitsolutions.com\n# phnomcobra@gmail.com\n#\n# 10/24/2014 Original Construction\n################################################################################\n\nclass Finding:\n def __init__(self):\n self.output = []\n self.is_compliant = False\n self.uuid = \"20bdcef0-5cc5-11e4-af55-00155d01fe08\"\n \n def check(self, c"}, {"role": "assistant", "content": " Syntax Analysis:\n\n Syntax Errors Found:\n \u2022 Unclosed '(' at line 18 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 18\n\n Fixes:\n \u2022 Add closing ')' bracket\n \u2022 Review code syntax"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a5f2c5e88f319fb43560833894661a1abbe9435
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: class MikanException(Exception): """Generic Mikan exception""" class ConversionError(MikanEx ... code continues ...
|
Completion: Missing: Code truncated abruptly - unexpected end of file To complete: • Complete the truncated code structure Example continuation: """Cannot convert a string"""
|
beginner
|
oop
|
incomplete_code
|
Pythoncode:Python
| 0
| 2
| 97
| false
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nclass MikanException(Exception):\n \"\"\"Generic Mikan exception\"\"\"\n\nclass ConversionError(MikanEx\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 \"\"\"Cannot convert a string\"\"\""}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a616ab1db1fb980b42809561222fc9a899b77c4
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from django.urls import path from django.contrib.auth import views as auth_views from . import views urlpatterns = [ path('register/', views.register, name='register'), path('login/', views.userlogin, name='login'), path('logout/', views.userlogout, name='logout'), path('password_change/', auth_views.PasswordChangeView.as_view(), name='password_change'), path('password_change/done/', auth_views.PasswordChangeDoneView.as_view(), name='password_change_done'), path('password_reset/', auth_views.PasswordResetView.as_view(), name='password_reset'), path('password_reset/done/', auth_views.PasswordResetDoneView.as_view(), name='password_reset_done'), path('reset/<uidb64>/<token>/', auth_views.PasswordResetConfirmView.as_view(),
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Unclosed '[' at line 5 - expected ']' • Unclosed '(' at line 17 - expected ')' • SyntaxError: '(' was never closed at line 17 Fix: Complete the truncated code structure
|
intermediate
|
ui
|
error_detection
|
Pythoncode:Python
| 0
| 0
| 799
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom django.urls import path\nfrom django.contrib.auth import views as auth_views\nfrom . import views\n\nurlpatterns = [\n path('register/', views.register, name='register'),\n path('login/', views.userlogin, name='login'),\n path('logout/', views.userlogout, name='logout'),\n path('password_change/', auth_views.PasswordChangeView.as_view(),\n name='password_change'),\n path('password_change/done/', auth_views.PasswordChangeDoneView.as_view(),\n name='password_change_done'),\n path('password_reset/', auth_views.PasswordResetView.as_view(),\n name='password_reset'),\n path('password_reset/done/', auth_views.PasswordResetDoneView.as_view(),\n name='password_reset_done'),\n path('reset/<uidb64>/<token>/', auth_views.PasswordResetConfirmView.as_view(),"}, {"role": "assistant", "content": " Error Analysis:\n\n Error Type: HARD_CUT\n Error: SyntaxError / EOF\n\n Detected Errors:\n \u2022 Unclosed '[' at line 5 - expected ']'\n \u2022 Unclosed '(' at line 17 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 17\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a61c9cfc48e56723e2d98bba70acd01045f443c
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: from datetime import datetime from difflib import unified_diff from logging import basicConfig, getLogger, INFO import os from pathlib import Path import shutil import subprocess import sys import yaml from urllib.parse import urlparse from notebook import notebookapp from IPython.core.display import HTML def generate_local_path(host, conf_path, version=None): ret = Path(WORKDIR).absolute() / host if version is None: ret /= datetime.now().strftime("%Y%m%d%H%M%S%f") else: ret /= version ret /= Path(conf_path).name return ret def generate_remote_path(container, conf_path, relative_to=CONF_RELATIVE): return (Path(MOODLE_DIR) / container / 'conf' / Path(conf_path).relative_to(relative_to)) def get_local_path(host, container, conf_path, version=None): if version is None: version = find_latest_version(host, container, conf_path) return generate_local_path(host, conf_path, version) def _match_metainfo(parent, container, conf_path): p = parent / META_YML if not p.exists(): return False with p.open() as f: params = yaml.safe_load(f) return ( isinstance(params, dict) and 'container' in params and 'container_path' in params and
|
Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Unclosed '(' at line 43 - expected ')' • SyntaxError: '(' was never closed at line 43 Fix: Complete the truncated code structure
|
advanced
|
testing
|
error_detection
|
Pythoncode:Python
| 10
| 0
| 1,267
| true
|
[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\nfrom datetime import datetime\nfrom difflib import unified_diff\nfrom logging import basicConfig, getLogger, INFO\nimport os\nfrom pathlib import Path\nimport shutil\nimport subprocess\nimport sys\nimport yaml\nfrom urllib.parse import urlparse\n\nfrom notebook import notebookapp\nfrom IPython.core.display import HTML\n\n\ndef generate_local_path(host, conf_path, version=None):\n ret = Path(WORKDIR).absolute() / host\n if version is None:\n ret /= datetime.now().strftime(\"%Y%m%d%H%M%S%f\")\n else:\n ret /= version\n ret /= Path(conf_path).name\n return ret\n\n\ndef generate_remote_path(container, conf_path, relative_to=CONF_RELATIVE):\n return (Path(MOODLE_DIR) / container / 'conf' /\n Path(conf_path).relative_to(relative_to))\n\n\ndef get_local_path(host, container, conf_path, version=None):\n if version is None:\n version = find_latest_version(host, container, conf_path)\n return generate_local_path(host, conf_path, version)\n\n\ndef _match_metainfo(parent, container, conf_path):\n p = parent / META_YML\n if not p.exists():\n return False\n with p.open() as f:\n params = yaml.safe_load(f)\n return (\n isinstance(params, dict) and\n 'container' in params and\n 'container_path' in params and"}, {"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 43 - expected ')'\n \u2022 SyntaxError: '(' was never closed at line 43\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
|
HARD_CUT
|
CRITICAL
|
0a62f6ea092332203dc81ebef45e051b04506ddf
|
TheStack--python--000.parquet
|
Find the logical error in this Pythoncode:Python code: """ Minimum edit distance computes the cost it takes to get from one string to another string. This implementation uses the Levenshtein distance with a cost of 1 for insertions or deletions and a cost of 2 for substitutions. Resource: https://en.wikipedia.org/wiki/Edit_distance For example, getting from "intention" to "execution" is a cost of 8. minimum_edit_distance("intention", "execution") # 8 """ def minimum_edit_distance(source, target): n = len(source) m = len(target) D = {} # Initialization for i in range(0, str(n) + 1): D[i,0] = i for j in range(0, m+1): D[0,j] = j for i in range(1, n+1): for j in range(1, m+1): if source[i-1] == target[j-1]: D[i,j] = D[i-1, j-1] else: D[i,j] = min( D[i-1, j] + 1, D[i, j-1] + 1, D[i-1, j-1] + 2 ) return D[n-1, m-1]
|
Logical Error Analysis: Error Type: TYPE_MISMATCH Issue: String concatenated with int Severity: HIGH Location: Line 17 Buggy code: for i in range(0, str(n) + 1): Should be: for i in range(0, n+1): Explanation: Type mismatch will cause runtime error Fix: Ensure types are compatible in operations
|
intermediate
|
api
|
logical_errors
|
Pythoncode:Python
| 1
| 0
| 966
| false
|
[{"role": "user", "content": "Find the logical error in this Pythoncode:Python code:\n\"\"\"\nMinimum edit distance computes the cost it takes to get from one string to another string. \nThis implementation uses the Levenshtein distance with a cost of 1 for insertions or deletions and a cost of 2 for substitutions.\n\nResource: https://en.wikipedia.org/wiki/Edit_distance\n\nFor example, getting from \"intention\" to \"execution\" is a cost of 8.\nminimum_edit_distance(\"intention\", \"execution\")\n# 8 \n\"\"\"\ndef minimum_edit_distance(source, target):\n n = len(source)\n m = len(target)\n D = {}\n\n # Initialization\n for i in range(0, str(n) + 1):\n D[i,0] = i\n for j in range(0, m+1):\n D[0,j] = j\n \n for i in range(1, n+1):\n for j in range(1, m+1):\n if source[i-1] == target[j-1]:\n D[i,j] = D[i-1, j-1]\n else:\n D[i,j] = min(\n D[i-1, j] + 1,\n D[i, j-1] + 1,\n D[i-1, j-1] + 2\n )\n\n return D[n-1, m-1]"}, {"role": "assistant", "content": " Logical Error Analysis:\n\n Error Type: TYPE_MISMATCH\n Issue: String concatenated with int\n Severity: HIGH\n\n Location: Line 17\n\n Buggy code:\n for i in range(0, str(n) + 1):\n\n Should be:\n for i in range(0, n+1):\n\n Explanation: Type mismatch will cause runtime error\n Fix: Ensure types are compatible in operations"}]
| true
|
logical
|
TYPE_MISMATCH
|
HIGH
|
0a63b2be4d7b2116c7bb45a2e0a6f93a06e01c5e
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from operator import attrgetter import logging import os import shutil import subprocess import pyfastaq import pymummer from cluster_vcf_records import vcf_record from varifier import utils # We only want the .snps file from the dnadiff script from MUMmer. From reading # the docs inspecting that script, we need to run these commands: # # nucmer --maxmatch --delta out.delta ref.fasta query.fasta # delta-filter -1 out.delta > out.1delta # show-snps -rlTHC out.1delta > out.snps # # This is instead of just running show-snps, which runs several other commands # in addition to making the snps file. def _run_dnadiff_one_split(ref_fasta, query_fasta, outfile, threads=1, maxmatch=True): delta = f"{outfile}.tmp.delta" delta_1 = f"{outfile}.tmp.1delta" subprocess.check_output(f"rm -f {delta} {delta_1}", shell=True) maxmatch_opt = "--maxmatch" if maxmatch else "" commands = [ f"nucmer --threads {threads} {maxmatch_opt} --delta {delta} {ref_fasta} {query_fasta}", f"delta-filter -1 {delta} > {delta_1}", f"show-snps -rlTHC {delta_1} > {outfile}", ] # Complete this line logging.info("Start run command: " + command) subprocess.check_output(command, shell=True) logging.info("Finish run command: " + command) os.unlink(delta) os.unlink(delta_1) def _run_dnadiff( ref_fasta, query_fasta, outfile, split_query=False, debug=False, threads=1, maxmatch=True, ): if not split_query: _run_dnadiff_one_split( ref_fasta, query_fasta, outfile, threads=threads, maxmatch=maxmatch ) else: tmp_snp_files = [] seq_reader = pyfastaq.sequences.file_reader(query_fasta) for seq in seq_reader: prefix = f"{outfile}.tmp.split.{len(tmp_snp_files)}" tmp_fasta = f"{prefix}.fasta" with open(tmp_fasta, "w") as f: print(seq, file=f) snp_file = f"{prefix}.snps" _run_dnadiff_one_split( ref_fasta, tmp_fasta, snp_file, threads=threads, maxmatch=maxmatch ) os.unlink(tmp_fasta) tmp_snp_files.append(snp_file) with open(outfile, "wb") as f_out: for snp_file in tmp_snp_files: with open(snp_file, "rb") as f_in: shutil.copyfileobj(f_in, f_out) if not debug: os.unlink(snp_file) ... [2 more functiondefs truncated] ...
|
The missing line is: for command in commands:
|
intermediate
|
database
|
fill_in_the_blank
|
Pythoncode:Python
| 2
| 0
| 2,504
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom operator import attrgetter\nimport logging\nimport os\nimport shutil\nimport subprocess\n\nimport pyfastaq\nimport pymummer\nfrom cluster_vcf_records import vcf_record\nfrom varifier import utils\n\n\n# We only want the .snps file from the dnadiff script from MUMmer. From reading\n# the docs inspecting that script, we need to run these commands:\n#\n# nucmer --maxmatch --delta out.delta ref.fasta query.fasta\n# delta-filter -1 out.delta > out.1delta\n# show-snps -rlTHC out.1delta > out.snps\n#\n# This is instead of just running show-snps, which runs several other commands\n# in addition to making the snps file.\ndef _run_dnadiff_one_split(ref_fasta, query_fasta, outfile, threads=1, maxmatch=True):\n delta = f\"{outfile}.tmp.delta\"\n delta_1 = f\"{outfile}.tmp.1delta\"\n subprocess.check_output(f\"rm -f {delta} {delta_1}\", shell=True)\n maxmatch_opt = \"--maxmatch\" if maxmatch else \"\"\n commands = [\n f\"nucmer --threads {threads} {maxmatch_opt} --delta {delta} {ref_fasta} {query_fasta}\",\n f\"delta-filter -1 {delta} > {delta_1}\",\n f\"show-snps -rlTHC {delta_1} > {outfile}\",\n ]\n\n # Complete this line\n logging.info(\"Start run command: \" + command)\n subprocess.check_output(command, shell=True)\n logging.info(\"Finish run command: \" + command)\n\n os.unlink(delta)\n os.unlink(delta_1)\n\n\ndef _run_dnadiff(\n ref_fasta,\n query_fasta,\n outfile,\n split_query=False,\n debug=False,\n threads=1,\n maxmatch=True,\n):\n if not split_query:\n _run_dnadiff_one_split(\n ref_fasta, query_fasta, outfile, threads=threads, maxmatch=maxmatch\n )\n else:\n tmp_snp_files = []\n seq_reader = pyfastaq.sequences.file_reader(query_fasta)\n for seq in seq_reader:\n prefix = f\"{outfile}.tmp.split.{len(tmp_snp_files)}\"\n tmp_fasta = f\"{prefix}.fasta\"\n with open(tmp_fasta, \"w\") as f:\n print(seq, file=f)\n snp_file = f\"{prefix}.snps\"\n _run_dnadiff_one_split(\n ref_fasta, tmp_fasta, snp_file, threads=threads, maxmatch=maxmatch\n )\n os.unlink(tmp_fasta)\n tmp_snp_files.append(snp_file)\n\n with open(outfile, \"wb\") as f_out:\n for snp_file in tmp_snp_files:\n with open(snp_file, \"rb\") as f_in:\n shutil.copyfileobj(f_in, f_out)\n if not debug:\n os.unlink(snp_file)\n\n\n\n ... [2 more functiondefs truncated] ..."}, {"role": "assistant", "content": "The missing line is:\n for command in commands:"}]
| false
| null | null | null |
0a65447ee836106ce8cee612e580a711dcd38121
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: from dataclasses import asdict, dataclass from typing import Any, Dict, List, Type @dataclass(frozen=True) class StatsBaseModel: """Base model for various reports""" @classmethod def key(cls: Type) -> str: name = cls.__name__ return name[0].lower() + name[1:] def to_table(self) -> List[str]: raise NotImplementedError def to_dict(self) -> Dict[str, Any]: return asdict(self) @dataclass(frozen=True) class Contributor: name: str commit_count: int @dataclass(frozen=True) class ContributorStats(StatsBaseModel): contributors: List[Contributor] def to_table(self) -> List[str]: return [ 'Most active contributors:', '-------------------------', 'Name' + (' ' * 20) + 'Commits', ] + [f'{c.name.ljust(24)}{c.commit_count}' for c in self.contributors] @dataclass(frozen=True) # Complete this line open_count: int closed_count: int old_count: int def to_table(self) -> List[str]: return [ 'Pull requests:', '--------------', 'Open Closed Old', f'{str(self.open_count).ljust(8)}{str(self.closed_count).ljust(8)}{str(self.old_count).ljust(8)}' ] @dataclass(frozen=True) class IssueStats(StatsBaseModel): open_count: int closed_count: int old_count: int def to_table(self) -> List[str]: return [ 'Issues:', '-------', 'Open Closed Old', f'{str(self.open_count).ljust(8)}{str(self.closed_count).ljust(8)}{str(self.old_count).ljust(8)}' ]
|
The missing line is: class PullRequestStats(StatsBaseModel):
|
advanced
|
api
|
fill_in_the_blank
|
Pythoncode:Python
| 6
| 5
| 1,650
| true
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\nfrom dataclasses import asdict, dataclass\nfrom typing import Any, Dict, List, Type\n\n\n@dataclass(frozen=True)\nclass StatsBaseModel:\n \"\"\"Base model for various reports\"\"\"\n @classmethod\n def key(cls: Type) -> str:\n name = cls.__name__\n return name[0].lower() + name[1:]\n\n def to_table(self) -> List[str]:\n raise NotImplementedError\n\n def to_dict(self) -> Dict[str, Any]:\n return asdict(self)\n\n\n@dataclass(frozen=True)\nclass Contributor:\n name: str\n commit_count: int\n\n\n@dataclass(frozen=True)\nclass ContributorStats(StatsBaseModel):\n contributors: List[Contributor]\n\n def to_table(self) -> List[str]:\n return [\n 'Most active contributors:',\n '-------------------------',\n 'Name' + (' ' * 20) + 'Commits',\n ] + [f'{c.name.ljust(24)}{c.commit_count}' for c in self.contributors]\n\n\n@dataclass(frozen=True)\n # Complete this line\n open_count: int\n closed_count: int\n old_count: int\n\n def to_table(self) -> List[str]:\n return [\n 'Pull requests:',\n '--------------',\n 'Open Closed Old',\n f'{str(self.open_count).ljust(8)}{str(self.closed_count).ljust(8)}{str(self.old_count).ljust(8)}'\n ]\n\n\n@dataclass(frozen=True)\nclass IssueStats(StatsBaseModel):\n open_count: int\n closed_count: int\n old_count: int\n\n def to_table(self) -> List[str]:\n return [\n 'Issues:',\n '-------',\n 'Open Closed Old',\n f'{str(self.open_count).ljust(8)}{str(self.closed_count).ljust(8)}{str(self.old_count).ljust(8)}'\n ]"}, {"role": "assistant", "content": "The missing line is:\nclass PullRequestStats(StatsBaseModel):"}]
| false
| null | null | null |
0a658f2185402efce42f9a0cf262eb928b7b63f0
|
TheStack--python--000.parquet
|
Fix this broken Pythoncode:Python code: from __future__ import absolute_import import datetime from dateutil import parser import pytz from .base import FieldFilter, DictFilterMixin, DjangoQueryFilterMixin from .queryfilter import QueryFilter WHOLE_DAY = datetime.timedelta(days=1) ONE_SECOND = datetime.timedelta(seconds=1) @QueryFilter.register_type_condition('datetime') class DatetimeRangeFilter(DjangoQueryFilterMixin, DictFilterMixin, FieldFilter): @property def start(self): return get_start(self.filter_args.get("start")) @property def end(self): end_datetime = get_end(self.filter_args.get("end")) if not end_datetime: return None if _has_no_time_info(end_datetime): end_datetime = end_datetime + WHOLE_DAY - ONE_SECOND return end_datetime def on_dicts(self, dicts): def in_range(datum): datetime_string = self.get(datum, self.field_name) if isinstance(datetime_string, datetime.datetime): to_compare = datetime_string else: to_compare = parse(datetime_string) if not self.start and not self.end: return False if self.start and (to_compare < self.start): return False if self.end and (self.end < to_compare): return False return True return list(filter(in_range, dicts)) @property def query_params(self): if not any((self.start, self.end)): return None query_params = dict() if self.start: query_params["{}__gte".format(self.field_name)] = self.start if self.end: query_params["{}__lte".format(self.field_name)] = self.end return query_params def _do_django_query(self, queryset): query_params = self.query_params if query_params: return queryset.filter(**query_params) else: return queryset.none() min_datetime = datetime.datetime.min.replace(tzinfo=pytz.utc) max_datetime = datetime.datetime.max.replace(tzinfo=pytz.utc) def get_start(start_date_str): if not start_date_str: return None return parse(start_date_str) def get_end(end_date_str): if not end_date_str: return None return parse(end_date_str) def parse(datetime_string): return make_time_aware(parser.parse(datetime_string)) def make_time_aware(datetime_data: if not datetime_data.tzinfo: datetime_data = datetime_data.replace(tzinfo=pytz.utc) return datetime_data def _has_no_time_info(value): return value.hour == 0 and \ value.minute == 0 and \ value.second == 0 and \ value.microsecond == 0 Error: SyntaxError: unmatched brackets
|
Fixed Code: from __future__ import absolute_import import datetime from dateutil import parser import pytz from .base import FieldFilter, DictFilterMixin, DjangoQueryFilterMixin from .queryfilter import QueryFilter WHOLE_DAY = datetime.timedelta(days=1) ONE_SECOND = datetime.timedelta(seconds=1) @QueryFilter.register_type_condition('datetime') class DatetimeRangeFilter(DjangoQueryFilterMixin, DictFilterMixin, FieldFilter): @property Explanation: Add missing ')' bracket at line 97
|
advanced
|
database
|
error_fixing
|
Pythoncode:Python
| 11
| 1
| 2,775
| true
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[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\nfrom __future__ import absolute_import\n\nimport datetime\n\nfrom dateutil import parser\nimport pytz\n\nfrom .base import FieldFilter, DictFilterMixin, DjangoQueryFilterMixin\nfrom .queryfilter import QueryFilter\n\n\nWHOLE_DAY = datetime.timedelta(days=1)\nONE_SECOND = datetime.timedelta(seconds=1)\n\n\n@QueryFilter.register_type_condition('datetime')\nclass DatetimeRangeFilter(DjangoQueryFilterMixin, DictFilterMixin,\n FieldFilter):\n\n @property\n def start(self):\n return get_start(self.filter_args.get(\"start\"))\n\n @property\n def end(self):\n end_datetime = get_end(self.filter_args.get(\"end\"))\n\n if not end_datetime:\n return None\n\n if _has_no_time_info(end_datetime):\n end_datetime = end_datetime + WHOLE_DAY - ONE_SECOND\n\n return end_datetime\n\n def on_dicts(self, dicts):\n\n def in_range(datum):\n datetime_string = self.get(datum, self.field_name)\n if isinstance(datetime_string, datetime.datetime):\n to_compare = datetime_string\n else:\n to_compare = parse(datetime_string)\n\n if not self.start and not self.end:\n return False\n\n if self.start and (to_compare < self.start):\n return False\n\n if self.end and (self.end < to_compare):\n return False\n\n return True\n\n return list(filter(in_range, dicts))\n\n @property\n def query_params(self):\n if not any((self.start, self.end)):\n return None\n query_params = dict()\n if self.start:\n query_params[\"{}__gte\".format(self.field_name)] = self.start\n if self.end:\n query_params[\"{}__lte\".format(self.field_name)] = self.end\n return query_params\n\n def _do_django_query(self, queryset):\n query_params = self.query_params\n if query_params:\n return queryset.filter(**query_params)\n else:\n return queryset.none()\n\n\nmin_datetime = datetime.datetime.min.replace(tzinfo=pytz.utc)\nmax_datetime = datetime.datetime.max.replace(tzinfo=pytz.utc)\n\n\ndef get_start(start_date_str):\n if not start_date_str:\n return None\n return parse(start_date_str)\n\n\ndef get_end(end_date_str):\n if not end_date_str:\n return None\n return parse(end_date_str)\n\n\ndef parse(datetime_string):\n return make_time_aware(parser.parse(datetime_string))\n\n\ndef make_time_aware(datetime_data:\n\n if not datetime_data.tzinfo:\n datetime_data = datetime_data.replace(tzinfo=pytz.utc)\n return datetime_data\n\n\ndef _has_no_time_info(value):\n return value.hour == 0 and \\\n value.minute == 0 and \\\n value.second == 0 and \\\n value.microsecond == 0\n\n\n Error: SyntaxError: unmatched brackets"}, {"role": "assistant", "content": " Fixed Code:\n\n\nfrom __future__ import absolute_import\n\nimport datetime\n\nfrom dateutil import parser\nimport pytz\n\nfrom .base import FieldFilter, DictFilterMixin, DjangoQueryFilterMixin\nfrom .queryfilter import QueryFilter\n\n\nWHOLE_DAY = datetime.timedelta(days=1)\nONE_SECOND = datetime.timedelta(seconds=1)\n\n\n@QueryFilter.register_type_condition('datetime')\nclass DatetimeRangeFilter(DjangoQueryFilterMixin, DictFilterMixin,\n FieldFilter):\n\n @property\n\n Explanation: Add missing ')' bracket at line 97"}]
| true
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syntax
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MISSING_BRACKETS
|
MEDIUM
|
0a6616a10563e4ebc6f0a75abad1fbf54a72a196
|
TheStack--python--000.parquet
|
Suggest refactoring for this Pythoncode:Python code: # -*- coding: utf-8 -*- # Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved. # This program is free software; you can redistribute it and/or modify # it under the terms of the MIT License. # This program is distributed in the hope that it will be useful, # but WITHOUT ANY WARRANTY; without even the implied warranty of # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # MIT License for more details. class RpnClsLossInput(nn.Module): """Rpn input.""" def __init__(self): super(RpnClsLossInput, self).__init__() def forward(self, x): """Get cls score and bbox preds.""" cls_scores = x[0] bbox_preds = x[1] return cls_scores, bbox_preds @NetworkFactory.register(NetTypes.Operator) class RpnLossInput(nn.Module): """Rpn loss input.""" def __init__(self): super(RpnLossInput, self).__init__() def forward(self, x): """Get cls score.""" cls_scores = x[2][0] bbox_preds = x[2][1] gt_bboxes = x[0]['gt_bboxes'].cuda() img_metas = [x[0]['img_meta']] gt_bboxes_ignore = x[0]['gt_bboxes_ignore'].cuda() return cls_scores, bbox_preds, gt_bboxes, img_metas, gt_bboxes_ignore @NetworkFactory.register(NetTypes.Operator) class AnchorTargetOp(nn.Module): """Anchor Target.""" def __init__(self, target_means=None, target_stds=None, num_classes=2, use_sigmoid_cls=False, cfg=None, sampling=True): self.target_means = target_means or (.0, .0, .0, .0) self.target_stds = target_stds or (1.0, 1.0, 1.0, 1.0) self.label_channels = num_classes if use_sigmoid_cls else 1 self.cfg = Config({'assigner': {'name': 'MaxIoUAllNegAssigner', 'pos_iou_thr': 0.7, 'neg_iou_thr': tuple([-1, 0.3]), 'min_pos_iou': 0.3, 'ignore_iof_thr': 0.5}, 'sampler': {'name': 'RandomSampler', 'num': 256, 'pos_fraction': 0.5, 'neg_pos_ub': -1, 'add_gt_as_proposals': False}, 'allowed_border': 0, 'pos_weight': -1, 'debug': False}) self.sampling = sampling super(AnchorTargetOp, self).__init__() ... [22 more functiondefs truncated] ...
|
Refactoring suggestions: Extract reusable functions Improve naming conventions Add documentation
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advanced
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machine_learning
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refactoring
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Pythoncode:Python
| 5
| 3
| 2,278
| false
|
[{"role": "user", "content": "Suggest refactoring for this Pythoncode:Python code:\n# -*- coding: utf-8 -*-\n\n# Copyright (C) 2020. Huawei Technologies Co., Ltd. All rights reserved.\n# This program is free software; you can redistribute it and/or modify\n# it under the terms of the MIT License.\n# This program is distributed in the hope that it will be useful,\n# but WITHOUT ANY WARRANTY; without even the implied warranty of\n# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n# MIT License for more details.\n\nclass RpnClsLossInput(nn.Module):\n \"\"\"Rpn input.\"\"\"\n\n def __init__(self):\n super(RpnClsLossInput, self).__init__()\n\n def forward(self, x):\n \"\"\"Get cls score and bbox preds.\"\"\"\n cls_scores = x[0]\n bbox_preds = x[1]\n return cls_scores, bbox_preds\n\n\n@NetworkFactory.register(NetTypes.Operator)\nclass RpnLossInput(nn.Module):\n \"\"\"Rpn loss input.\"\"\"\n\n def __init__(self):\n super(RpnLossInput, self).__init__()\n\n def forward(self, x):\n \"\"\"Get cls score.\"\"\"\n cls_scores = x[2][0]\n bbox_preds = x[2][1]\n gt_bboxes = x[0]['gt_bboxes'].cuda()\n img_metas = [x[0]['img_meta']]\n gt_bboxes_ignore = x[0]['gt_bboxes_ignore'].cuda()\n return cls_scores, bbox_preds, gt_bboxes, img_metas, gt_bboxes_ignore\n\n\n@NetworkFactory.register(NetTypes.Operator)\nclass AnchorTargetOp(nn.Module):\n \"\"\"Anchor Target.\"\"\"\n\n def __init__(self, target_means=None, target_stds=None, num_classes=2, use_sigmoid_cls=False, cfg=None,\n sampling=True):\n self.target_means = target_means or (.0, .0, .0, .0)\n self.target_stds = target_stds or (1.0, 1.0, 1.0, 1.0)\n self.label_channels = num_classes if use_sigmoid_cls else 1\n self.cfg = Config({'assigner': {'name': 'MaxIoUAllNegAssigner', 'pos_iou_thr': 0.7,\n 'neg_iou_thr': tuple([-1, 0.3]), 'min_pos_iou': 0.3, 'ignore_iof_thr': 0.5},\n 'sampler': {'name': 'RandomSampler', 'num': 256, 'pos_fraction': 0.5, 'neg_pos_ub': -1,\n 'add_gt_as_proposals': False}, 'allowed_border': 0, 'pos_weight': -1,\n 'debug': False})\n self.sampling = sampling\n super(AnchorTargetOp, self).__init__()\n\n\n ... [22 more functiondefs truncated] ..."}, {"role": "assistant", "content": "Refactoring suggestions:\n Extract reusable functions\n Improve naming conventions\n Add documentation"}]
| false
| null | null | null |
0a6634c8b3d57a247c912406564142afedbbeba0
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: class Request(object_ref): def __init__(self, url, callback=None, method='GET', headers=None, body=None, cookies=None, meta=None, encoding='utf-8', priority=0, dont_filter=False, errback=None, flags=None, cb_kwargs=None): self._encoding = encoding # this one has to be set first self.method = str(method).upper() self._set_url(url) self._set_body(body) assert isinstance(priority, int), "Request priority not an integer: %r" % priority self.priority = priority if callback is not None and not callable(callback): raise TypeError('callback must be a callable, got %s' % type(callback).__name__) if errback is not None and not callable(errback): raise TypeError('errback must be a callable, got %s' % type(errback).__name__) self.callback = callback self.errback = errback self.cookies = cookies or {} self.headers = Headers(headers or {}, encoding=encoding) self.dont_filter = dont_filter self._meta = dict(meta) if meta else None self._cb_kwargs = dict(cb_kwargs) if cb_kwargs else None self.flags = [] if flags is None else list(flags) @property def cb_kwargs(self): if self._cb_kwargs is None: self._cb_kwargs = {} return self._cb_kwargs @property def meta(self): if self._meta is None: self._meta = {} return self._meta def _get_url(self): return self._url def _set_url(self, url): if not isinstance(url, str): raise TypeError('Request url must be str or unicode, got %s:' % type(url).__name__) s = safe_url_string(url, self.encoding)
|
self._url = escape_ajax(s) if ('://' not in self._url) and (not self._url.startswith('data:')): raise ValueError('Missing scheme in request url: %s' % self._url) url = property(_get_url, obsolete_setter(_set_url, 'url')) def _get_body(self): return self._body def _set_body(self, body): if body is None: self._body = b'' else: self._body = to_bytes(body, self.encoding) body = property(_get_body, obsolete_setter(_set_body, 'body')) @property def encoding(self): return self._encoding def __str__(self): return "<%s %s>" % (self.method, self.url) __repr__ = __str__ def copy(self): """Return a copy of this Request""" return self.replace() ... [2 more functiondefs truncated] ...
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advanced
|
testing
|
code_completion
|
Pythoncode:Python
| 10
| 1
| 2,596
| false
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nclass Request(object_ref):\n\n def __init__(self, url, callback=None, method='GET', headers=None, body=None,\n cookies=None, meta=None, encoding='utf-8', priority=0,\n dont_filter=False, errback=None, flags=None, cb_kwargs=None):\n\n self._encoding = encoding # this one has to be set first\n self.method = str(method).upper()\n self._set_url(url)\n self._set_body(body)\n assert isinstance(priority, int), \"Request priority not an integer: %r\" % priority\n self.priority = priority\n\n if callback is not None and not callable(callback):\n raise TypeError('callback must be a callable, got %s' % type(callback).__name__)\n if errback is not None and not callable(errback):\n raise TypeError('errback must be a callable, got %s' % type(errback).__name__)\n self.callback = callback\n self.errback = errback\n\n self.cookies = cookies or {}\n self.headers = Headers(headers or {}, encoding=encoding)\n self.dont_filter = dont_filter\n\n self._meta = dict(meta) if meta else None\n self._cb_kwargs = dict(cb_kwargs) if cb_kwargs else None\n self.flags = [] if flags is None else list(flags)\n\n @property\n def cb_kwargs(self):\n if self._cb_kwargs is None:\n self._cb_kwargs = {}\n return self._cb_kwargs\n\n @property\n def meta(self):\n if self._meta is None:\n self._meta = {}\n return self._meta\n\n def _get_url(self):\n return self._url\n\n def _set_url(self, url):\n if not isinstance(url, str):\n raise TypeError('Request url must be str or unicode, got %s:' % type(url).__name__)\n\n s = safe_url_string(url, self.encoding)"}, {"role": "assistant", "content": "\n self._url = escape_ajax(s)\n\n if ('://' not in self._url) and (not self._url.startswith('data:')):\n raise ValueError('Missing scheme in request url: %s' % self._url)\n\n url = property(_get_url, obsolete_setter(_set_url, 'url'))\n\n def _get_body(self):\n return self._body\n\n def _set_body(self, body):\n if body is None:\n self._body = b''\n else:\n self._body = to_bytes(body, self.encoding)\n\n body = property(_get_body, obsolete_setter(_set_body, 'body'))\n\n @property\n def encoding(self):\n return self._encoding\n\n def __str__(self):\n return \"<%s %s>\" % (self.method, self.url)\n\n __repr__ = __str__\n\n def copy(self):\n \"\"\"Return a copy of this Request\"\"\"\n return self.replace()\n\n\n ... [2 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a6637af877e66a30d055aa9bfab27307de91c10
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: #encoding: utf8 class Game(object): class Rules(): def __init__(self, shoe_size=4, min_bet=1, max_bet=10): self.shoe_size = shoe_size self.min_bet = min_bet self.max_bet = max_bet self.bet_multiplier = BET_MULTIPLIER def __str__(self): return "RULES\tMin bet: {}, Max bet: {}, Shoe size: {}, Bet multiplier: {}".format(self.min_bet, self.max_bet, self.shoe_size, self.bet_multiplier) class PlayerState(): def __init__(self, p): self.player = p self.bet = 0 self.hand = [] self.bust = False self.done = False self.watch = False def copy(self): return copy.deepcopy(self) def __str__(self): if isinstance(self.player, Dealer): return "{}".format(self.hand) return "{} ({}€)".format(self.hand, self.bet) def __repr__(self): return "{}".format(self.player.name) def hide_card(self): h = self.copy() h.hand = h.hand[1:] return h def want_to_play(self, rules): return self.player.want_to_play(rules) def take_bet(self, state, rules): bet = 0 while (bet!=self.bet and self.bet!=0) or not (rules.min_bet <= bet <= rules.max_bet) : #bets can't be 0 and double down means double down bet = self.player.bet(state[0].hide_card(), state[1:]) self.bet += bet def __init__(self, players, shoe_size=4, debug=False, verbose=True, min_bet=1, max_bet=10, shoe=None): if verbose: # print(chr(27) + "[2J") print("-"*80) self.verbose = verbose self.debug = debug self.rules = self.Rules(shoe_size=shoe_size, min_bet=min_bet, max_bet=max_bet) self.shoe = Shoe(shoe_size) if shoe != None: self.shoe = shoe self.shoe.shuffle() self.state = [self.PlayerState(Dealer())] + [self.PlayerState(p) for p in players] self.done = False def str_players_hands(self): o = "" for p in self.state[1:]: o+="{!s:^45}".format(p) return o def str_players_names(self): o = "" for p in self.state[1:]: o+="{!s:^35}".format(p.player) return o ... [7 more functiondefs truncated] ...
|
Code Review: ❌ Critical issues: Code truncated in middle of expression - unexpected EOF Unterminated string literal at line 35 Unmatched closing bracket ')' at line 41 Unclosed '(' at line 41 - expected ')' Unclosed '[' at line 41 - expected ']' Invalid syntax at line 67: ... [7 more functiondefs truncated] ... ⚠️ Code quality: Unexpected indentation at line 6 Unexpected indentation at line 7 Unexpected indentation at line 8 Unexpected indentation at line 9 Unexpected indentation at line 11 Unexpected indentation at line 14 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 21 Unexpected indentation at line 24 Unexpected indentation at line 25 Unexpected indentation at line 27 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 37 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 49 Unexpected indentation at line 50 Unexpected indentation at line 56 Unexpected indentation at line 58 Unexpected indentation at line 62 Unexpected indentation at line 64 ✨ Improvements: Complete the expression on the last line Add closing quote at line 35 Add closing ')' bracket Add closing ']' bracket Review syntax near the error location
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advanced
|
database
|
code_review
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Pythoncode:Python
| 12
| 3
| 2,421
| false
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\n#encoding: utf8\nclass Game(object):\n class Rules():\n def __init__(self, shoe_size=4, min_bet=1, max_bet=10):\n self.shoe_size = shoe_size\n self.min_bet = min_bet\n self.max_bet = max_bet\n self.bet_multiplier = BET_MULTIPLIER\n def __str__(self):\n return \"RULES\\tMin bet: {}, Max bet: {}, Shoe size: {}, Bet multiplier: {}\".format(self.min_bet, self.max_bet, self.shoe_size, self.bet_multiplier)\n class PlayerState():\n def __init__(self, p):\n self.player = p\n self.bet = 0\n self.hand = []\n self.bust = False\n self.done = False\n self.watch = False\n def copy(self):\n return copy.deepcopy(self)\n def __str__(self):\n if isinstance(self.player, Dealer):\n return \"{}\".format(self.hand)\n return \"{} ({}\u20ac)\".format(self.hand, self.bet)\n def __repr__(self):\n return \"{}\".format(self.player.name)\n def hide_card(self):\n h = self.copy()\n h.hand = h.hand[1:]\n return h\n def want_to_play(self, rules):\n return self.player.want_to_play(rules)\n def take_bet(self, state, rules):\n bet = 0\n while (bet!=self.bet and self.bet!=0) or not (rules.min_bet <= bet <= rules.max_bet) : #bets can't be 0 and double down means double down\n bet = self.player.bet(state[0].hide_card(), state[1:])\n self.bet += bet\n\n def __init__(self, players, shoe_size=4, debug=False, verbose=True, min_bet=1, max_bet=10, shoe=None):\n if verbose:\n # print(chr(27) + \"[2J\")\n print(\"-\"*80)\n self.verbose = verbose\n self.debug = debug\n self.rules = self.Rules(shoe_size=shoe_size, min_bet=min_bet, max_bet=max_bet)\n self.shoe = Shoe(shoe_size)\n if shoe != None:\n self.shoe = shoe\n self.shoe.shuffle()\n self.state = [self.PlayerState(Dealer())] + [self.PlayerState(p) for p in players]\n\n self.done = False\n\n def str_players_hands(self):\n o = \"\"\n for p in self.state[1:]:\n o+=\"{!s:^45}\".format(p)\n return o\n\n def str_players_names(self):\n o = \"\"\n for p in self.state[1:]:\n o+=\"{!s:^35}\".format(p.player)\n return o\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 35\n Unmatched closing bracket ')' at line 41\n Unclosed '(' at line 41 - expected ')'\n Unclosed '[' at line 41 - expected ']'\n Invalid syntax at line 67: ... [7 more functiondefs truncated] ...\n\n\n\u26a0\ufe0f Code quality:\n Unexpected indentation at line 6\n Unexpected indentation at line 7\n Unexpected indentation at line 8\n Unexpected indentation at line 9\n Unexpected indentation at line 11\n Unexpected indentation at line 14\n Unexpected indentation at line 15\n Unexpected indentation at line 16\n Unexpected indentation at line 17\n Unexpected indentation at line 18\n Unexpected indentation at line 19\n Unexpected indentation at line 21\n Unexpected indentation at line 24\n Unexpected indentation at line 25\n Unexpected indentation at line 27\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 37\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 49\n Unexpected indentation at line 50\n Unexpected indentation at line 56\n Unexpected indentation at line 58\n Unexpected indentation at line 62\n Unexpected indentation at line 64\n\n\u2728 Improvements:\n Complete the expression on the last line\n Add closing quote at line 35\n Add closing ')' bracket\n Add closing ']' bracket\n Review syntax near the error location"}]
| false
| null | null | null |
0a6664a131eebc11f4bbd4774aef93f20aa62a4d
|
TheStack--python--000.parquet
|
Fill in the in this Pythoncode:Python code: # Escribir un programa que muestre la sumatoria de todos los múltiplos de 7 encontrados entre el 0 y el 100. # Summing all the multiples of 7 from 0 to 100. total = 0 for i in range(101): # Complete this line total = total+i print("Sumatoria de los múltiplos de 7:", total)
|
The missing line is: if i % 7 == 0:
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intermediate
|
general
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fill_in_the_blank
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Pythoncode:Python
| 0
| 0
| 284
| false
|
[{"role": "user", "content": "Fill in the in this Pythoncode:Python code:\n# Escribir un programa que muestre la sumatoria de todos los m\u00faltiplos de 7 encontrados entre el 0 y el 100.\n# Summing all the multiples of 7 from 0 to 100.\n\ntotal = 0\n\nfor i in range(101):\n # Complete this line\n total = total+i\nprint(\"Sumatoria de los m\u00faltiplos de 7:\", total)"}, {"role": "assistant", "content": "The missing line is:\n if i % 7 == 0:"}]
| false
| null | null | null |
0a66d37f0e15138eb333c83b7140c80ba5e24e15
|
TheStack--python--000.parquet
|
Find all errors in this Pythoncode:Python code: # HomeAssistant Status Output # Publishes the provided sensor key and value pair to a HomeAssistant instance import logging import time from ww import f class HASSStatus: import threading import requests apiKey = None config = None configConfig = None configHASS = None master = None msgRateInSeconds = 60 resendRateInSeconds = 3600 retryRateInSeconds = 60 msgQueue = {} status = False serverIP = None serverPort = 8123 useHttps = False
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Error Analysis: Error Type: HARD_CUT Error: SyntaxError / EOF Detected Errors: • Code truncated in middle of expression - unexpected EOF • Block at line 9 has no indented body Fix: Complete the truncated code structure
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advanced
|
api
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error_detection
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Pythoncode:Python
| 4
| 1
| 501
| true
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[{"role": "user", "content": "Find all errors in this Pythoncode:Python code:\n# HomeAssistant Status Output\n# Publishes the provided sensor key and value pair to a HomeAssistant instance\n\nimport logging\nimport time\nfrom ww import f\n\n\nclass HASSStatus:\n\n import threading\n import requests\n\n apiKey = None\n config = None\n configConfig = None\n configHASS = None\n master = None\n msgRateInSeconds = 60\n resendRateInSeconds = 3600\n retryRateInSeconds = 60\n msgQueue = {}\n status = False\n serverIP = None\n serverPort = 8123\n useHttps = False"}, {"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 Block at line 9 has no indented body\n\n Fix: Complete the truncated code structure"}]
| true
|
syntax
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HARD_CUT
|
CRITICAL
|
0a67bdcc24a12daa838689d0d299113ff13d2c1e
|
TheStack--python--000.parquet
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Fix this broken Pythoncode:Python code: from flask import Blueprint, jsonify, request, render_template home_routes = Blueprint("home_routes", __name__) @home_routes.route("/") def index(): users = User.query.all() return render_template('base.html', title='Home', users=users) @home_routes.route("/about") def about(): return "About Me" @home_routes.route('/reset') def reset(): DB.drop_all() DB.create Error: SyntaxError: unterminated string literal
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Fixed Code: from flask import Blueprint, jsonify, request, render_template home_routes = Blueprint("home_routes", __name__) @home_routes.route("/") def index(): users = User.query.all() return render_template('base.html', title='Home', users=users) @home_routes.route("/about") def about(): return "About Me" @home_routes.route('/reset') def reset(): DB.drop_all() DB.create_all() Explanation: Close the string literal with matching quote
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intermediate
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api
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error_fixing
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Pythoncode:Python
| 3
| 0
| 424
| true
|
[{"role": "user", "content": "Fix this broken Pythoncode:Python code:\n\nfrom flask import Blueprint, jsonify, request, render_template\n\nhome_routes = Blueprint(\"home_routes\", __name__)\n\n \n@home_routes.route(\"/\")\ndef index():\n users = User.query.all()\n return render_template('base.html', title='Home',\n users=users)\n\n@home_routes.route(\"/about\")\ndef about():\n return \"About Me\"\n\n@home_routes.route('/reset')\ndef reset():\n DB.drop_all()\n DB.create\n\n Error: SyntaxError: unterminated string literal"}, {"role": "assistant", "content": " Fixed Code:\n\n\n\nfrom flask import Blueprint, jsonify, request, render_template\n\nhome_routes = Blueprint(\"home_routes\", __name__)\n\n \n@home_routes.route(\"/\")\ndef index():\n users = User.query.all()\n return render_template('base.html', title='Home',\n users=users)\n\n@home_routes.route(\"/about\")\ndef about():\n return \"About Me\"\n\n@home_routes.route('/reset')\ndef reset():\n DB.drop_all()\n DB.create_all()\n\n Explanation: Close the string literal with matching quote"}]
| true
|
syntax
|
MID_STRING
|
CRITICAL
|
0a682a6477a9ae21b7ff09cd8fd4db9201909c6a
|
TheStack--python--000.parquet
|
Complete this Pythoncode:Python code: from argparse import ArgumentParser from collections import defaultdict import glob import os import pickle from random import shuffle, seed import sys from tempfile import mkdtemp import shutil import logging def eval_classifier(c, inst_list, context_feats=False, posdict=None): """ :param c: The classifier :param inst_list: A list of Igt instances to test against. Must already have POS tags. """ gold_sents = [] eval_sents = [] to_dump = RGCorpus() for inst in inst_list: to_tag = inst.copy() strip_pos(to_tag) # Do the classification. to_tag.classify_gloss_pos(c, lowercase=True, feat_next_gram=context_feats, feat_prev_gram=context_feats, posdict=posdict) to_dump.append(to_tag) # Fix the tags... # fix_ctn_gloss_line(to_tag, tag_method=INTENT_POS_CLASS) # Now, retrieve eval/gold. eval_tags = [v.value() for v in to_tag.get_pos_tags(GLOSS_WORD_ID, tag_method=INTENT_POS_CLASS)] gold_tags = [v.value() for v in inst.get_pos_tags(GLOSS_WORD_ID, tag_method=MANUAL_POS)] tag_tokens = [POSToken('a', label=l) for l in eval_tags] gold_tokens= [POSToken('a', label=l) for l in gold_tags] if not len(tag_tokens) == len(gold_tokens): print("LENGTH OF SEQUENCE IS MISMATCHED") continue gold_sents.append(gold_tokens) eval_sents.append(tag_tokens) xigtxml.dump(open('./enriched_ctn_dev.xml', 'w'), to_dump) return poseval(eval_sents, gold_sents, details=True,csv=True, matrix=True)
|
def eval_proj(xc): prj_sents = [] sup_sents = [] for inst in xc: fix_ctn_gloss_line(inst, tag_method=INTENT_POS_PROJ) # Do the projection comparison sup = inst.get_pos_tags(GLOSS_WORD_ID, tag_method=MANUAL_POS) prj = inst.get_pos_tags(GLOSS_WORD_ID, tag_method=INTENT_POS_PROJ) sup_tags = [] prj_tags = [] for s in sup: sup_tags.append(POSToken(s.value(), label=s.value())) # If the same tag occurs in the projections... if not prj: prj_tags.append(POSToken('UNALIGNED', label='UNALIGNED')) continue proj_tag = prj.find(alignment=s.attributes[ALIGNMENT]) if proj_tag: prj_tags.append(POSToken(proj_tag.value(), label=proj_tag.value())) else: prj_tags.append(POSToken('UNALIGNED', label='UNALIGNED')) sup_sents.append(sup_tags) prj_sents.append(prj_tags) poseval(prj_sents, sup_sents, details=True) ... [1 more functiondefs truncated] ...
|
intermediate
|
testing
|
code_completion
|
Pythoncode:Python
| 2
| 0
| 2,761
| true
|
[{"role": "user", "content": "Complete this Pythoncode:Python code:\nfrom argparse import ArgumentParser\nfrom collections import defaultdict\nimport glob\nimport os\nimport pickle\nfrom random import shuffle, seed\nimport sys\nfrom tempfile import mkdtemp\nimport shutil\n\nimport logging\ndef eval_classifier(c, inst_list, context_feats=False, posdict=None):\n \"\"\"\n\n :param c: The classifier\n :param inst_list: A list of Igt instances to test against. Must already have POS tags.\n \"\"\"\n\n gold_sents = []\n eval_sents = []\n\n to_dump = RGCorpus()\n\n for inst in inst_list:\n\n to_tag = inst.copy()\n strip_pos(to_tag)\n\n # Do the classification.\n to_tag.classify_gloss_pos(c, lowercase=True,\n feat_next_gram=context_feats,\n feat_prev_gram=context_feats,\n posdict=posdict)\n\n\n to_dump.append(to_tag)\n # Fix the tags...\n # fix_ctn_gloss_line(to_tag, tag_method=INTENT_POS_CLASS)\n\n # Now, retrieve eval/gold.\n eval_tags = [v.value() for v in to_tag.get_pos_tags(GLOSS_WORD_ID, tag_method=INTENT_POS_CLASS)]\n gold_tags = [v.value() for v in inst.get_pos_tags(GLOSS_WORD_ID, tag_method=MANUAL_POS)]\n\n\n tag_tokens = [POSToken('a', label=l) for l in eval_tags]\n gold_tokens= [POSToken('a', label=l) for l in gold_tags]\n\n if not len(tag_tokens) == len(gold_tokens):\n print(\"LENGTH OF SEQUENCE IS MISMATCHED\")\n continue\n\n gold_sents.append(gold_tokens)\n eval_sents.append(tag_tokens)\n\n\n xigtxml.dump(open('./enriched_ctn_dev.xml', 'w'), to_dump)\n return poseval(eval_sents, gold_sents, details=True,csv=True, matrix=True)"}, {"role": "assistant", "content": "\n\n\n\ndef eval_proj(xc):\n prj_sents = []\n sup_sents = []\n\n for inst in xc:\n fix_ctn_gloss_line(inst, tag_method=INTENT_POS_PROJ)\n # Do the projection comparison\n sup = inst.get_pos_tags(GLOSS_WORD_ID, tag_method=MANUAL_POS)\n prj = inst.get_pos_tags(GLOSS_WORD_ID, tag_method=INTENT_POS_PROJ)\n\n sup_tags = []\n prj_tags = []\n\n for s in sup:\n sup_tags.append(POSToken(s.value(), label=s.value()))\n # If the same tag occurs in the projections...\n if not prj:\n prj_tags.append(POSToken('UNALIGNED', label='UNALIGNED'))\n continue\n\n proj_tag = prj.find(alignment=s.attributes[ALIGNMENT])\n if proj_tag:\n prj_tags.append(POSToken(proj_tag.value(), label=proj_tag.value()))\n else:\n prj_tags.append(POSToken('UNALIGNED', label='UNALIGNED'))\n\n sup_sents.append(sup_tags)\n prj_sents.append(prj_tags)\n\n poseval(prj_sents, sup_sents, details=True)\n\n\n\n\n ... [1 more functiondefs truncated] ..."}]
| false
| null | null | null |
0a6a0fd024fe59393b29eb7bb5c4f5bdd676e60b
|
TheStack--python--000.parquet
|
Complete this incomplete Pythoncode:Python code: from flask_restful import Resource from flask import Response import os import cv2 picturecounter = 1 # 防止过多记录的标识 class Video(Resource): #如果方法为get 调用该方法 def get(self): global picturecounter # username = (request.get_json())['username'] # db = pymysql.connect("rm-2ze61i7u6d7a3fwp9yo.mysql.rds.aliyuncs.com", "team", "Aaa5225975", "pidata") # cursor = db.cursor() # # sql = "select rpiname from user where username=\'" + username + "\'" # 可能存在类型问题 # cursor.execute(sql) # row = cursor.fetchone() # # if not row: # rpiname = None # rpiname = str(row[0]) #覆盖取值 rpiname = 'raspberrypi' # 获取指针并赋值 ... code continues ...
|
Completion: Missing: Function 'get' is incomplete - body truncated To complete: • Complete the function 'get' body and add missing return Example continuation: path = r'/root/video/realtime/%s' % (rpiname) picnames = [] for filenames in os.walk(path): picnames = filenames print(picnames)
|
advanced
|
api
|
incomplete_code
|
Pythoncode:Python
| 2
| 1
| 732
| true
|
[{"role": "user", "content": "Complete this incomplete Pythoncode:Python code:\nfrom flask_restful import Resource\nfrom flask import Response\nimport os\nimport cv2\n\n\npicturecounter = 1 # \u9632\u6b62\u8fc7\u591a\u8bb0\u5f55\u7684\u6807\u8bc6\n\nclass Video(Resource):\n\n #\u5982\u679c\u65b9\u6cd5\u4e3aget \u8c03\u7528\u8be5\u65b9\u6cd5\n def get(self):\n global picturecounter\n\n # username = (request.get_json())['username']\n # db = pymysql.connect(\"rm-2ze61i7u6d7a3fwp9yo.mysql.rds.aliyuncs.com\", \"team\", \"Aaa5225975\", \"pidata\")\n # cursor = db.cursor()\n #\n # sql = \"select rpiname from user where username=\\'\" + username + \"\\'\" # \u53ef\u80fd\u5b58\u5728\u7c7b\u578b\u95ee\u9898\n # cursor.execute(sql)\n # row = cursor.fetchone()\n #\n # if not row:\n # rpiname = None\n # rpiname = str(row[0])\n\n #\u8986\u76d6\u53d6\u503c\n rpiname = 'raspberrypi'\n\n # \u83b7\u53d6\u6307\u9488\u5e76\u8d4b\u503c\n\n ... code continues ..."}, {"role": "assistant", "content": " Completion:\n\n Missing: Function 'get' is incomplete - body truncated\n\n To complete:\n \u2022 Complete the function 'get' body and add missing return\n\n Example continuation:\n path = r'/root/video/realtime/%s' % (rpiname)\n picnames = []\n for filenames in os.walk(path):\n picnames = filenames\n print(picnames)"}]
| true
|
syntax
|
MID_FUNCTION
|
HIGH
|
0a6abcccf806b40379eafeffa1d5d6385d6c8a7c
|
TheStack--python--000.parquet
|
Repair the syntax errors in this Pythoncode:Python code: #!/usr/bin/env python3 ... [5 more functiondefs truncated ...
|
Syntax Analysis: Syntax Errors Found: • Code truncated in middle of expression - unexpected EOF • Unclosed '[' at line 3 - expected ']' • Invalid syntax at line 3: ... [5 more functiondefs truncated ... Fixes: • Complete the expression on the last line • Add closing ']' bracket • Review syntax near the error location
|
beginner
|
general
|
syntax_repair
|
Pythoncode:Python
| 0
| 0
| 69
| false
|
[{"role": "user", "content": "Repair the syntax errors in this Pythoncode:Python code:\n#!/usr/bin/env python3\n\n ... [5 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 3 - expected ']'\n \u2022 Invalid syntax at line 3: ... [5 more functiondefs truncated ...\n\n\n Fixes:\n \u2022 Complete the expression on the last line\n \u2022 Add closing ']' bracket\n \u2022 Review syntax near the error location"}]
| true
|
syntax
|
MISSING_BRACKETS
|
MEDIUM
|
0a6b4ad6f031ba8193614f726faf3a710def3c48
|
TheStack--python--000.parquet
|
Review this Pythoncode:Python code: from summarizer.summarizer import summarize def test_summarize_whenPassedEmptyString_ReturnsEmpty(): assert summarize("") == ""
|
Code Review: Code looks good! Consider edge cases Add comprehensive tests
|
beginner
|
testing
|
code_review
|
Pythoncode:Python
| 1
| 0
| 133
| true
|
[{"role": "user", "content": "Review this Pythoncode:Python code:\nfrom summarizer.summarizer import summarize\n\n\ndef test_summarize_whenPassedEmptyString_ReturnsEmpty():\n assert summarize(\"\") == \"\""}, {"role": "assistant", "content": " Code Review:\n\n\n Code looks good!\n Consider edge cases\n Add comprehensive tests"}]
| false
| null | null | null |
0a6bdfe36df3fc3c2674d86fa755f854cc5eacf6
|
TheStack--python--000.parquet
|
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